From 14d1f6bf72d3cf3f1d285d251e44d7999f63064c Mon Sep 17 00:00:00 2001 From: Tim Cera Date: Mon, 29 Apr 2024 23:28:27 -0400 Subject: [PATCH 01/22] misc fixes Fixes * Allow the HDF filename to be passed to main function instead of only io_manager instance. Having main only accept io_manager broke all ipython notebooks. * Removed "print(table)" from readUCI which I think was a debugging statement. IPython Notebook Fixes * Edited some of the ipython notebooks that tried to find an element time-series with an old name, for example tried to find "SURO" instead of the new name "SURO_sum". * Edited some of the ipython notebooks so that filenames were case sensitive. Deprecations * The append function is no longer available for DataFrames and changed to pd.concat form. * In pandas 3.0, to_hdf will require the "key" to be a keyword argument instead of a positional argument and made that change now to silence the deprecation message. Format * Removed trailing spaces from some files. * Fixed not a multiple of 4 spaces indentation in at least one file. * Renamed files with spaces in their names, replacing spaces with "_". Documentation * Additional edits to the README.rst. * Reshaped some docstrings into Numpy format. --- HSP2/__init__.py | 4 +- HSP2/main.py | 57 +- HSP2IO/__init__.py | 0 HSP2IO/hdf.py | 44 +- HSP2tools/readUCI.py | 308 +- README.rst | 160 +- Why HSP2 (EAA).pdf => Why_HSP2_EAA.pdf | Bin publish.py | 2 - pyproject.toml | 15 +- .../HSP2compare_monthly/CompareHSP2.ipynb | 9396 +++++++---------- .../{Run HSPF.ipynb => Run_HSPF.ipynb} | 24 +- .../Calleg/notebooks-py2/Build and Run.ipynb | 362 - ...{Build and Run.html => Build_and_Run.html} | 0 .../Calleg/notebooks-py2/Build_and_Run.ipynb | 524 + .../Test Migration of HSPF to HSP2.ipynb | 2719 ----- .../Test_Migration_of_HSPF_to_HSP2.ipynb | 1873 ++++ tests/test05/HSP2compare/CompareHSP2.ipynb | 7463 ++++--------- .../{Run HSPF.ipynb => Run_HSPF.ipynb} | 17 +- tests/test09/HSP2compare/CompareHSP2.ipynb | 7500 ++++--------- .../{Run HSPF.ipynb => Run_HSPF.ipynb} | 514 +- .../HSP2results/TEST10_hsp2_compare.ipynb | 7054 ++++--------- .../{Run HSPF.ipynb => Run_HSPF.ipynb} | 0 .../test10/notebooks-py2/Build and Run.ipynb | 432 - .../test10/notebooks-py2/Build_and_Run.ipynb | 612 ++ tests/test10b/HSP2results/CompareHSP2.ipynb | 5862 +++------- 25 files changed, 14522 insertions(+), 30420 deletions(-) create mode 100644 HSP2IO/__init__.py rename Why HSP2 (EAA).pdf => Why_HSP2_EAA.pdf (100%) rename tests/Calleg/HSPFresults_monthly/{Run HSPF.ipynb => Run_HSPF.ipynb} (99%) delete mode 100755 tests/Calleg/notebooks-py2/Build and Run.ipynb rename tests/Calleg/notebooks-py2/{Build and Run.html => Build_and_Run.html} (100%) create mode 100755 tests/Calleg/notebooks-py2/Build_and_Run.ipynb delete mode 100644 tests/Calleg/notebooks-py2/Test Migration of HSPF to HSP2.ipynb create mode 100644 tests/Calleg/notebooks-py2/Test_Migration_of_HSPF_to_HSP2.ipynb rename tests/test05/HSPFresults/{Run HSPF.ipynb => Run_HSPF.ipynb} (99%) rename tests/test09/HSPFresults/{Run HSPF.ipynb => Run_HSPF.ipynb} (74%) rename tests/test10/HSPFresults/{Run HSPF.ipynb => Run_HSPF.ipynb} (100%) delete mode 100755 tests/test10/notebooks-py2/Build and Run.ipynb create mode 100755 tests/test10/notebooks-py2/Build_and_Run.ipynb diff --git a/HSP2/__init__.py b/HSP2/__init__.py index 2e457495..ce4e08b8 100644 --- a/HSP2/__init__.py +++ b/HSP2/__init__.py @@ -2,9 +2,11 @@ Authors: Robert Heaphy, Ph.D. and Paul Duda License: LGPL2 ''' +from importlib.metadata import version from HSP2.main import main from HSP2.mainDoE import main as mainDoE from HSP2.utilities import versions, flowtype -from _version import __version__ + +__version__ = version("hsp2") diff --git a/HSP2/main.py b/HSP2/main.py index 1cfc4bf1..cd636e68 100644 --- a/HSP2/main.py +++ b/HSP2/main.py @@ -8,28 +8,35 @@ from pandas import DataFrame, date_range from pandas.tseries.offsets import Minute from datetime import datetime as dt +from typing import Union import os +from HSP2IO.hdf import HDF5 from HSP2.utilities import versions, get_timeseries, expand_timeseries_names, save_timeseries, get_gener_timeseries from HSP2.configuration import activities, noop, expand_masslinks from HSP2.state import * from HSP2IO.io import IOManager, SupportsReadTS, Category -def main(io_manager:IOManager, saveall:bool=False, jupyterlab:bool=True) -> None: - """Runs main HSP2 program. +def main(io_manager:Union[str, IOManager], saveall:bool=False, jupyterlab:bool=True) -> None: + """ + Run main HSP2 program. Parameters ---------- - - saveall: Boolean - [optional] Default is False. + io_manager + An instance of IOManager class. + saveall: bool, default=False Saves all calculated data ignoring SAVE tables. - jupyterlab: Boolean - [optional] Default is True. - Flag for specific output behavior for jupyter lab. - Return - ------------ + jupyterlab: bool, default=True + Flag for specific output behavior for jupyter lab. + + Returns + ------- None - """ + if isinstance(io_manager, str): + hdf5_instance = HDF5(io_manager) + io_manager = IOManager(hdf5_instance) hdfname = io_manager._input.file_path if not os.path.exists(hdfname): @@ -46,12 +53,12 @@ def main(io_manager:IOManager, saveall:bool=False, jupyterlab:bool=True) -> None ddext_sources = uci_obj.ddext_sources ddgener = uci_obj.ddgener uci = uci_obj.uci - siminfo = uci_obj.siminfo + siminfo = uci_obj.siminfo ftables = uci_obj.ftables specactions = uci_obj.specactions monthdata = uci_obj.monthdata specactions = {} # placeholder till added to uci parser - + start, stop = siminfo['start'], siminfo['stop'] copy_instances = {} @@ -64,12 +71,12 @@ def main(io_manager:IOManager, saveall:bool=False, jupyterlab:bool=True) -> None state = init_state_dicts() state_siminfo_hsp2(uci_obj, siminfo) # Add support for dynamic functins to operate on STATE - # - Load any dynamic components if present, and store variables on objects + # - Load any dynamic components if present, and store variables on objects state_load_dynamics_hsp2(state, io_manager, siminfo) # - finally stash specactions in state, not domain (segment) dependent so do it once state['specactions'] = specactions # stash the specaction dict in state ####################################################################################### - + # main processing loop msg(1, f'Simulation Start: {start}, Stop: {stop}') tscat = {} @@ -80,7 +87,7 @@ def main(io_manager:IOManager, saveall:bool=False, jupyterlab:bool=True) -> None siminfo['steps'] = len(siminfo['tindex']) if operation == 'COPY': - copy_instances[segment] = activities[operation](io_manager, siminfo, ddext_sources[(operation,segment)]) + copy_instances[segment] = activities[operation](io_manager, siminfo, ddext_sources[(operation,segment)]) elif operation == 'GENER': try: ts = get_timeseries(io_manager, ddext_sources[(operation, segment)], siminfo) @@ -102,7 +109,7 @@ def main(io_manager:IOManager, saveall:bool=False, jupyterlab:bool=True) -> None flags['ADNHFG'] = uci[(operation, 'NUTRX', segment)]['FLAGS']['ADNHFG'] flags['PO4FG'] = uci[(operation, 'NUTRX', segment)]['FLAGS']['PO4FG'] flags['ADPOFG'] = uci[(operation, 'NUTRX', segment)]['FLAGS']['ADPOFG'] - + get_flows(io_manager, ts, flags, uci, segment, ddlinks, ddmasslinks, siminfo['steps'], msg) for activity, function in activities[operation].items(): @@ -118,7 +125,7 @@ def main(io_manager:IOManager, saveall:bool=False, jupyterlab:bool=True) -> None msg(3, f'{activity}') # Set context for dynamic executables. state_context_hsp2(state, operation, segment, activity) - + ui = uci[(operation, activity, segment)] # ui is a dictionary if operation == 'PERLND' and activity == 'SEDMNT': # special exception here to make CSNOFG available @@ -182,7 +189,7 @@ def main(io_manager:IOManager, saveall:bool=False, jupyterlab:bool=True) -> None elif flags['PLANK']: if 'CFSAEX' in uci[(operation, 'PLANK', segment)]['PARAMETERS']: ui['PARAMETERS']['CFSAEX'] = uci[(operation, 'PLANK', segment)]['PARAMETERS']['CFSAEX'] - + if activity == 'RQUAL': # RQUAL inputs: ui['advectData'] = uci[(operation, 'ADCALC', segment)]['adcalcData'] @@ -202,12 +209,12 @@ def main(io_manager:IOManager, saveall:bool=False, jupyterlab:bool=True) -> None ui['PARAMETERS']['NCONS'] = uci[(operation, 'CONS', segment)]['PARAMETERS']['NCONS'] # OXRX module inputs: - ui_oxrx = uci[(operation, 'OXRX', segment)] - + ui_oxrx = uci[(operation, 'OXRX', segment)] + if flags['HYDR']: ui_oxrx['PARAMETERS']['LEN'] = uci[(operation, 'HYDR', segment)]['PARAMETERS']['LEN'] ui_oxrx['PARAMETERS']['DELTH'] = uci[(operation, 'HYDR', segment)]['PARAMETERS']['DELTH'] - + if flags['HTRCH']: ui_oxrx['PARAMETERS']['ELEV'] = uci[(operation, 'HTRCH', segment)]['PARAMETERS']['ELEV'] @@ -221,9 +228,9 @@ def main(io_manager:IOManager, saveall:bool=False, jupyterlab:bool=True) -> None ui['PARAMETERS']['CFSAEX'] = uci[(operation, 'HTRCH', segment)]['PARAMETERS']['CFSAEX'] # NUTRX, PLANK, PHCARB module inputs: - ui_nutrx = uci[(operation, 'NUTRX', segment)] - ui_plank = uci[(operation, 'PLANK', segment)] - ui_phcarb = uci[(operation, 'PHCARB', segment)] + ui_nutrx = uci[(operation, 'NUTRX', segment)] + ui_plank = uci[(operation, 'PLANK', segment)] + ui_phcarb = uci[(operation, 'PHCARB', segment)] ############ calls activity function like snow() ############## if operation not in ['COPY','GENER']: @@ -231,7 +238,7 @@ def main(io_manager:IOManager, saveall:bool=False, jupyterlab:bool=True) -> None errors, errmessages = function(io_manager, siminfo, ui, ts, ftables, state) elif (activity != 'RQUAL'): errors, errmessages = function(io_manager, siminfo, ui, ts) - else: + else: errors, errmessages = function(io_manager, siminfo, ui, ui_oxrx, ui_nutrx, ui_plank, ui_phcarb, ts, monthdata) ############################################################### @@ -256,7 +263,7 @@ def main(io_manager:IOManager, saveall:bool=False, jupyterlab:bool=True) -> None if 'SAVE' in ui: save_timeseries(io_manager,ts,ui['SAVE'],siminfo,saveall,operation,segment,activity,jupyterlab,outstep) - + if (activity == 'RQUAL'): if 'SAVE' in ui_oxrx: save_timeseries(io_manager,ts,ui_oxrx['SAVE'],siminfo,saveall,operation,segment,'OXRX',jupyterlab,outstep_oxrx) if 'SAVE' in ui_nutrx and flags['NUTRX'] == 1: save_timeseries(io_manager,ts,ui_nutrx['SAVE'],siminfo,saveall,operation,segment,'NUTRX',jupyterlab,outstep_nutrx) diff --git a/HSP2IO/__init__.py b/HSP2IO/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/HSP2IO/hdf.py b/HSP2IO/hdf.py index 4d193337..5101b0eb 100644 --- a/HSP2IO/hdf.py +++ b/HSP2IO/hdf.py @@ -1,12 +1,12 @@ +from typing import Any, Union + import pandas as pd -from pandas.io.pytables import read_hdf -from HSP2IO.protocols import Category -from collections import defaultdict -from typing import Union, Any from HSP2.uci import UCI +from HSP2IO.protocols import Category -class HDF5(): + +class HDF5: def __init__(self, file_path:str) -> None: self.file_path = file_path @@ -24,9 +24,9 @@ def __exit__(self, exc_type, exc_value, trace): def read_uci(self) -> UCI: """Read UCI related tables - + Parameters: None - + Returns: UCITuple """ @@ -78,10 +78,10 @@ def read_uci(self) -> UCI: uci.monthdata[f'{op}/{module}'] = self._store[path] return uci - def read_ts(self, + def read_ts(self, category:Category, - operation:Union[str,None]=None, - segment:Union[str,None]=None, + operation:Union[str,None]=None, + segment:Union[str,None]=None, activity:Union[str,None]=None) -> pd.DataFrame: try: path = '' @@ -89,33 +89,33 @@ def read_ts(self, path = f'TIMESERIES/{segment}' elif category == category.RESULTS: path = f'RESULTS/{operation}_{segment}/{activity}' - return read_hdf(self._store, path) + return pd.read_hdf(self._store, path) except KeyError: return pd.DataFrame() - def write_ts(self, - data_frame:pd.DataFrame, + def write_ts(self, + data_frame:pd.DataFrame, category: Category, - operation:str, - segment:str, - activity:str, - *args:Any, + operation:str, + segment:str, + activity:str, + *args:Any, **kwargs:Any) -> None: """Saves timeseries to HDF5""" path=f'{operation}_{segment}/{activity}' if category: path = 'RESULTS/' + path - complevel = None + complevel = None if 'compress' in kwargs: if kwargs['compress']: complevel = 9 - data_frame.to_hdf(self._store, path, format='t', data_columns=True, complevel=complevel) - #data_frame.to_hdf(self._store, path) + data_frame.to_hdf(self._store, key=path, format='t', data_columns=True, complevel=complevel) + #data_frame.to_hdf(self._store, key=path) def write_log(self, hsp2_log:pd.DataFrame) -> None: - hsp2_log.to_hdf(self._store, 'RUN_INFO/LOGFILE', data_columns=True, format='t') + hsp2_log.to_hdf(self._store, key='RUN_INFO/LOGFILE', data_columns=True, format='t') def write_versioning(self, versioning:pd.DataFrame) -> None: - versioning.to_hdf(self._store, 'RUN_INFO/VERSIONS', data_columns=True, format='t') + versioning.to_hdf(self._store, key='RUN_INFO/VERSIONS', data_columns=True, format='t') diff --git a/HSP2tools/readUCI.py b/HSP2tools/readUCI.py index 6d392679..94f5f960 100644 --- a/HSP2tools/readUCI.py +++ b/HSP2tools/readUCI.py @@ -3,21 +3,22 @@ Author: Robert Heaphy, Ph.D. ''' +import os.path from collections import defaultdict -from pandas import Series, DataFrame, concat, HDFStore, set_option, to_numeric -from pandas import Timestamp, Timedelta, read_hdf, read_csv -set_option('io.hdf.default_format', 'table') -import os.path +import pandas as pd + import HSP2tools -Lapse = Series ([0.0035, 0.0035, 0.0035, 0.0035, 0.0035, 0.0035, 0.0037, +pd.set_option('io.hdf.default_format', 'table') + +Lapse = pd.Series ([0.0035, 0.0035, 0.0035, 0.0035, 0.0035, 0.0035, 0.0037, 0.0040, 0.0041, 0.0043, 0.0046, 0.0047, 0.0048, 0.0049, 0.0050, 0.0050, 0.0048, 0.0046, 0.0044, 0.0042, 0.0040, 0.0038, 0.0037, 0.0036]) -Seasons = Series ([0,0,0, 1,1,1,1,1,1, 0,0,0]).astype(bool) +Seasons = pd.Series ([0,0,0, 1,1,1,1,1,1, 0,0,0]).astype(bool) -Svp = Series([1.005, 1.005, 1.005, 1.005, 1.005, 1.005, 1.005, 1.005, 1.005, +Svp = pd.Series([1.005, 1.005, 1.005, 1.005, 1.005, 1.005, 1.005, 1.005, 1.005, 1.005, 1.01, 1.01, 1.015, 1.02, 1.03, 1.04, 1.06, 1.08, 1.1, 1.29, 1.66, 2.13, 2.74,3.49, 4.40, 5.55,6.87, 8.36, 10.1,12.2,14.6, 17.5, 20.9, 24.8, 29.3, 34.6, 40.7, 47.7, 55.7, 64.9]) @@ -25,17 +26,18 @@ def reader(filename): # simple reader to return non blank, non comment and proper length lines - with open(filename, 'r') as file: - for line in file: - if '***' in line or not line.strip(): + with open(filename, "r") as uci_file: + for line in uci_file: + nline = line[:81].rstrip() # UCI max line length is 80 + if "***" in nline or not nline: continue - yield f'{line.rstrip(): <90}' # prevent short line problems + yield f"{nline: <90}" # prevent short line problems def getlines(f): lines = [] for line in f: - if line[0:3] == 'END' : + if line.startswith("END"): break lines.append(line) return lines @@ -83,8 +85,10 @@ def fix_df(df, op, save, ddfaults, valid): if set(df.index) - valid: df = df.drop(index = set(df.index) - valid) # drop unnecessary ids for name1 in valid - set(df.index): - df = df.append(Series(name=name1)) # add missing ids with NaNs - if df.isna().any().any(): # replace NaNs with defaults + df = pd.concat( + [df, pd.Series(name=name1)], axis="columns" + ) # add missing ids with NaNs + if df.isna().any().any(): # replace NaNs with defaults for col in df.columns: try: df[col] = df[col].fillna(ddfaults[op, save, col]) @@ -92,23 +96,45 @@ def fix_df(df, op, save, ddfaults, valid): pass cols = [c.replace('(','').replace(')','') for c in df.columns] df.columns = cols - df = df.apply(to_numeric, errors='ignore') + df = df.apply(pd.to_numeric, errors='ignore') return df # Ignore these tables during processing, not used by HSP2 skip = { - ('PERLND', 'PRINT-INFO'), - ('PERLND', 'BINARY-INFO'), - ('IMPLND', 'PRINT-INFO'), - ('IMPLND', 'BINARY-INFO'), - ('RCHRES', 'PRINT-INFO'), - ('RCHRES', 'BINARY-INFO')} - + ("PERLND", "PRINT-INFO"), + ("PERLND", "BINARY-INFO"), + ("IMPLND", "PRINT-INFO"), + ("IMPLND", "BINARY-INFO"), + ("RCHRES", "PRINT-INFO"), + ("RCHRES", "BINARY-INFO"), +} + + +ops = {"PERLND", "IMPLND", "RCHRES", "COPY", "GENER"} +conlike = {"CONS": "NCONS", "PQUAL": "NQUAL", "IQUAL": "NQUAL", "GQUAL": "NQUAL"} + + +def readUCI(uciname, hdfname, overwrite=True): + """ + Read data from a UCI file and create an HDF file with the data. + + Parameters + ---------- + uciname : str + The name of the UCI file to read. + hdfname : str + The name of the HDF file to store the data. + overwrite : bool, optional + Whether to overwrite existing data in the HDF file. Defaults to True. + + Returns + ------- + None + """ + if overwrite is True and os.path.exists(hdfname): + os.remove(hdfname) -ops = {'PERLND', 'IMPLND', 'RCHRES', 'COPY', 'GENER'} -conlike = {'CONS':'NCONS', 'PQUAL':'NQUAL', 'IQUAL':'NQUAL', 'GQUAL':'NQUAL'} -def readUCI(uciname, hdfname): # create lookup dictionaries from 'ParseTable.csv' and 'rename.csv' parse = defaultdict(list) defaults = {} @@ -116,7 +142,7 @@ def readUCI(uciname, hdfname): path = {} hsp_paths = {} datapath = os.path.join(HSP2tools.__path__[0], 'data', 'ParseTable.csv') - for row in read_csv(datapath).itertuples(): + for row in pd.read_csv(datapath).itertuples(): parse[row.OP,row.TABLE].append((row.NAME, row.TYPE, row.START, row.STOP, row.DEFAULT)) defaults[row.OP, row.SAVE, row.NAME] = convert[row.TYPE](row.DEFAULT) @@ -128,120 +154,120 @@ def readUCI(uciname, hdfname): hsp_path = f'/{row.OP}/{row.SAVE}/{row.CAT}' if not hsp_path in hsp_paths: hsp_paths[hsp_path] = {} - + hsp_paths[hsp_path][row.NAME] = defaults[row.OP, row.SAVE, row.NAME] rename = {} extendlen = {} datapath = os.path.join(HSP2tools.__path__[0], 'data', 'rename.csv') - for row in read_csv(datapath).itertuples(): + for row in pd.read_csv(datapath).itertuples(): if row.LENGTH != 1: extendlen[row.OPERATION,row.TABLE] = row.LENGTH rename[row.OPERATION,row.TABLE] = row.RENAME net = None; sc = None - with HDFStore(hdfname, mode = 'a') as store: + with pd.HDFStore(hdfname, mode = 'a') as store: info = (store, parse, path, defaults, cat, rename, extendlen) f = reader(uciname) for line in f: - if line[0:6] == 'GLOBAL': global_(info, getlines(f)) - if line[0:3] == 'OPN': opn(info, getlines(f)) - if line[0:7] == 'NETWORK': net=network(info, getlines(f)) - if line[0:9] == 'SCHEMATIC':sc=schematic(info,getlines(f)) - if line[0:9] == 'MASS-LINK': masslink(info, getlines(f)) - if line[0:7] == 'FTABLES': ftables(info, getlines(f)) - if line[0:3] == 'EXT': ext(info, getlines(f)) - if line[0:5] == 'GENER': gener(info, getlines(f)) - if line[0:6] == 'PERLND': operation(info, getlines(f),'PERLND') - if line[0:6] == 'IMPLND': operation(info, getlines(f),'IMPLND') - if line[0:6] == 'RCHRES': operation(info, getlines(f),'RCHRES') - if line[0:10] == 'MONTH-DATA': monthdata(info, getlines(f)) - if line[0:12] == 'SPEC-ACTIONS': specactions(info, getlines(f)) + if line.startswith('GLOBAL'): global_(info, getlines(f)) + elif line.startswith('OPN'): opn(info, getlines(f)) + elif line.startswith('NETWORK'): net=network(info, getlines(f)) + elif line.startswith('SCHEMATIC'):sc=schematic(info,getlines(f)) + elif line.startswith('MASS-LINK'): masslink(info, getlines(f)) + elif line.startswith('FTABLES'): ftables(info, getlines(f)) + elif line.startswith('EXT'): ext(info, getlines(f)) + elif line.startswith('GENER'): gener(info, getlines(f)) + elif line.startswith('PERLND'): operation(info, getlines(f),'PERLND') + elif line.startswith('IMPLND'): operation(info, getlines(f),'IMPLND') + elif line.startswith('RCHRES'): operation(info, getlines(f),'RCHRES') + elif line.startswith('MONTH-DATA'): monthdata(info, getlines(f)) + elif line.startswith('SPEC-ACTIONS'): specactions(info, getlines(f)) colnames = ('AFACTR', 'MFACTOR', 'MLNO', 'SGRPN', 'SMEMN', 'SMEMSB', 'SVOL', 'SVOLNO', 'TGRPN', 'TMEMN', 'TMEMSB', 'TRAN', 'TVOL', 'TVOLNO', 'COMMENTS') if not ( (net is None) and (sc is None) ): - linkage = concat((net, sc), ignore_index=True, sort=True) + linkage = pd.concat((net, sc), ignore_index=True, sort=True) for cname in colnames: if cname not in linkage.columns: linkage[cname] = '' linkage = linkage.sort_values(by=['TVOLNO']).replace('na','') - linkage.to_hdf(store, '/CONTROL/LINKS', data_columns=True) + linkage.to_hdf(store, key='/CONTROL/LINKS', data_columns=True) - Lapse.to_hdf(store, 'TIMESERIES/LAPSE_Table') - Seasons.to_hdf(store, 'TIMESERIES/SEASONS_Table') - Svp.to_hdf(store, 'TIMESERIES/Saturated_Vapor_Pressure_Table') + Lapse.to_hdf(store, key='TIMESERIES/LAPSE_Table') + Seasons.to_hdf(store, key='TIMESERIES/SEASONS_Table') + Svp.to_hdf(store, key='TIMESERIES/Saturated_Vapor_Pressure_Table') keys = set(store.keys()) # rename needed for restart. NOTE issue with line 157 in PERLND SNOW HSPF # where PKSNOW = PKSNOW + PKICE at start - ONLY path = '/PERLND/SNOW/STATES' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) df=df.rename(columns={'PKSNOW':'PACKF','PKICE':'PACKI','PKWATR':'PACKW'}) - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) path = '/IMPLND/SNOW/STATES' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) df=df.rename(columns={'PKSNOW':'PACKF','PKICE':'PACKI','PKWATR':'PACKW'}) - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) path = '/PERLND/SNOW/FLAGS' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) if 'SNOPFG' not in df.columns: # didn't read SNOW-FLAGS table df['SNOPFG'] = 0 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) path = '/IMPLND/SNOW/FLAGS' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) if 'SNOPFG' not in df.columns: # didn't read SNOW-FLAGS table df['SNOPFG'] = 0 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) # Need to fixup missing data path = '/IMPLND/IWATER/PARAMETERS' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) if 'PETMIN' not in df.columns: # didn't read IWAT-PARM2 table df['PETMIN'] = 0.35 df['PETMAX'] = 40.0 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) path = '/IMPLND/IWTGAS/PARAMETERS' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) if 'SDLFAC' not in df.columns: # didn't read LAT-FACTOR table df['SDLFAC'] = 0.0 df['SLIFAC'] = 0.0 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) path = '/IMPLND/IQUAL/PARAMETERS' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) if 'SDLFAC' not in df.columns: # didn't read LAT-FACTOR table df['SDLFAC'] = 0.0 df['SLIFAC'] = 0.0 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) path = '/PERLND/PWTGAS/PARAMETERS' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) if 'SDLFAC' not in df.columns: # didn't read LAT-FACTOR table df['SDLFAC'] = 0.0 df['SLIFAC'] = 0.0 df['ILIFAC'] = 0.0 df['ALIFAC'] = 0.0 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) if 'SOTMP' not in df.columns: # didn't read PWT-TEMPS table df['SOTMP'] = 60.0 df['IOTMP'] = 60.0 df['AOTMP'] = 60.0 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) if 'SODOX' not in df.columns: # didn't read PWT-GASES table df['SODOX'] = 0.0 df['SOCO2'] = 0.0 @@ -249,55 +275,55 @@ def readUCI(uciname, hdfname): df['IOCO2'] = 0.0 df['AODOX'] = 0.0 df['AOCO2'] = 0.0 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) path = '/PERLND/PWATER/PARAMETERS' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) if 'FZG' not in df.columns: # didn't read PWAT-PARM5 table df['FZG'] = 1.0 df['FZGL'] = 0.1 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) path = '/PERLND/PQUAL/PARAMETERS' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) if 'SDLFAC' not in df.columns: # didn't read LAT-FACTOR table df['SDLFAC'] = 0.0 df['SLIFAC'] = 0.0 df['ILIFAC'] = 0.0 df['ALIFAC'] = 0.0 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) path = '/RCHRES/GENERAL/INFO' if path in keys: - dfinfo = read_hdf(store, path) + dfinfo = pd.read_hdf(store, path) path = '/RCHRES/HYDR/PARAMETERS' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) df['NEXITS'] = dfinfo['NEXITS'] df['LKFG'] = dfinfo['LKFG'] if 'IREXIT' not in df.columns: # didn't read HYDR-IRRIG table df['IREXIT'] = 0 df['IRMINV'] = 0.0 df['FTBUCI'] = df['FTBUCI'].map(lambda x: f'FT{int(x):03d}') - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) del dfinfo['NEXITS'] del dfinfo['LKFG'] - dfinfo.to_hdf(store, 'RCHRES/GENERAL/INFO', data_columns=True) + dfinfo.to_hdf(store, key='RCHRES/GENERAL/INFO', data_columns=True) path = '/RCHRES/HTRCH/FLAGS' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) if 'BEDFLG' not in df.columns: # didn't read HT-BED-FLAGS table df['BEDFLG'] = 0 df['TGFLG'] = 2 df['TSTOP'] = 55 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) path = '/RCHRES/HTRCH/PARAMETERS' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) if 'ELEV' not in df.columns: # didn't read HEAT-PARM table df['ELEV'] = 0.0 df['ELDAT'] = 0.0 @@ -305,21 +331,21 @@ def readUCI(uciname, hdfname): df['KATRAD']= 9.37 df['KCOND'] = 6.12 df['KEVAP'] = 2.24 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) path = '/RCHRES/HTRCH/PARAMETERS' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) if 'MUDDEP' not in df.columns: # didn't read HT-BED-PARM table df['MUDDEP']= 0.33 df['TGRND'] = 59.0 df['KMUD'] = 50.0 df['KGRND'] = 1.4 - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) path = '/RCHRES/HTRCH/STATES' if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) #if 'TW' not in df.columns: # didn't read HEAT-INIT table # df['TW'] = 60.0 # df['AIRTMP']= 60.0 @@ -327,7 +353,7 @@ def readUCI(uciname, hdfname): # apply defaults: for path in hsp_paths: if path in keys: - df = read_hdf(store, path) + df = pd.read_hdf(store, path) dct_params = hsp_paths[path] new_columns = {} @@ -341,10 +367,10 @@ def readUCI(uciname, hdfname): # df[par_name] = def_val new_columns[par_name] = def_val - new_columns = DataFrame(new_columns, index=df.index) - df1 = concat([df, new_columns], axis=1) + new_columns = pd.DataFrame(new_columns, index=df.index) + df1 = pd.concat([df, new_columns], axis=1) - df1.to_hdf(store, path, data_columns=True) + df1.to_hdf(store, key=path, data_columns=True) else: if path[-6:] == "STATES": # need to add states if it doesn't already exist to save initial state variables @@ -358,7 +384,7 @@ def readUCI(uciname, hdfname): def_val = dct_params[par_name] if def_val != 'None': df[par_name] = def_val - df.to_hdf(store, path, data_columns=True) + df.to_hdf(store, key=path, data_columns=True) return @@ -366,14 +392,14 @@ def readUCI(uciname, hdfname): def global_(info, lines): store, parse, path, *_ = info d = parseD(lines[1], parse['GLOBAL','START']) - start = str(Timestamp(f"{d['SYR']}-{d['SMO']}-{d['SDA']}") - + Timedelta(int(d['SHR']), 'h') + Timedelta(int(d['SMI']), 'T'))[0:16] - stop = str(Timestamp(f"{d['EYR']}-{d['EMO']}-{d['EDA']}") - + Timedelta(int(d['EHR']), 'h') + Timedelta(int(d['EMI']), 'T'))[0:16] + start = str(pd.Timestamp(f"{d['SYR']}-{d['SMO']}-{d['SDA']}") + + pd.Timedelta(int(d['SHR']), 'h') + pd.Timedelta(int(d['SMI']), 'T'))[0:16] + stop = str(pd.Timestamp(f"{d['EYR']}-{d['EMO']}-{d['EDA']}") + + pd.Timedelta(int(d['EHR']), 'h') + pd.Timedelta(int(d['EMI']), 'T'))[0:16] units = lines[3].strip()[56:60] data = [lines[0].strip(), start, stop, units] - dfglobal = DataFrame(data, index=['Comment','Start','Stop', 'Units'],columns=['Info']) - dfglobal.to_hdf(store, '/CONTROL/GLOBAL', data_columns=True) + dfglobal = pd.DataFrame(data, index=['Comment','Start','Stop', 'Units'],columns=['Info']) + dfglobal.to_hdf(store, key='/CONTROL/GLOBAL', data_columns=True) def opn(info, lines): @@ -387,8 +413,8 @@ def opn(info, lines): elif tokens[0] in ops: s = f'{tokens[0][0]}{int(tokens[1]):03d}' lst.append((tokens[0], s, indelt)) - dfopn = DataFrame(lst, columns = ['OPERATION', 'SEGMENT', 'INDELT_minutes']) - dfopn.to_hdf(store, '/CONTROL/OP_SEQUENCE', data_columns=True) + dfopn = pd.DataFrame(lst, columns = ['OPERATION', 'SEGMENT', 'INDELT_minutes']) + dfopn.to_hdf(store, key='/CONTROL/OP_SEQUENCE', data_columns=True) def network(info, lines): @@ -403,7 +429,7 @@ def network(info, lines): elif 'TOPFST' in d: d['TOPFST'] = f"{d['TVOL'][0]}{int(d['TOPFST']):03d}" lst.append(d) - return DataFrame(lst, columns=d) if lst else DataFrame() + return pd.DataFrame(lst, columns=d) if lst else pd.DataFrame() def schematic(info, lines): @@ -416,7 +442,7 @@ def schematic(info, lines): d['SVOLNO'] = f"{d['SVOL'][0]}{int(d['SVOLNO']):03d}" d['TVOLNO'] = f"{d['TVOL'][0]}{int(d['TVOLNO']):03d}" lst.append(d) - return DataFrame(lst, columns=d) if lst else DataFrame() + return pd.DataFrame(lst, columns=d) if lst else pd.DataFrame() def masslink(info, lines): @@ -430,10 +456,10 @@ def masslink(info, lines): d['MLNO'] = f'ML{int(name):03d}' lst.append(d) if lst: - dfmasslink = DataFrame(lst, columns=d).replace('na','') + dfmasslink = pd.DataFrame(lst, columns=d).replace('na','') del dfmasslink['TGRPN'] dfmasslink['COMMENTS'] = '' - dfmasslink.to_hdf(store, '/CONTROL/MASS_LINKS', data_columns=True) + dfmasslink.to_hdf(store, key='/CONTROL/MASS_LINKS', data_columns=True) def ftables(info, llines): @@ -447,8 +473,8 @@ def ftables(info, llines): rows,cols = next(lines).split() lst = [] elif line[2:5] == 'END': - dfftable = DataFrame(lst, columns=header[0:int(cols)]) - dfftable.to_hdf(store, f'/FTABLES/{name}', data_columns=True) + dfftable = pd.DataFrame(lst, columns=header[0:int(cols)]) + dfftable.to_hdf(store, key=f'/FTABLES/{name}', data_columns=True) else: lst.append(parseD(line, parse['FTABLES','FTABLE'])) @@ -457,13 +483,13 @@ def specactions(info, llines): store, parse, path, *_ = info lines = iter(llines) # Notes: - # - Only "classic" special actions are handled here. + # - Only "classic" special actions are handled here. # - Other type of SA are recognized by the parser, but not stored in hdf5 # - The CURLVL code is a place-holder. This has not been thought through. - # - Each type of actions "head_[action type]" should include an "CURLVL" + # - Each type of actions "head_[action type]" should include an "CURLVL" # column to match with conditional expression if applicable # - The value of CURLVL matches with an expression - sa_actions = [] # referred to as "classic" in old HSPF code comments + sa_actions = [] # referred to as "classic" in old HSPF code comments head_actions = ['OPTYP','RANGE1','RANGE2','DC','DS','YR','MO','DA','HR','MN','D','T','VARI', 'S1','S2','AC','VALUE','TC','TS','NUM', 'CURLVL'] sa_mult = [] head_mult = [] @@ -498,14 +524,14 @@ def specactions(info, llines): sa_if.append(line) curlvl = curlvl - 1 else: - # ACTIONS block + # ACTIONS block d = parseD(line, parse['SPEC-ACTIONS','ACTIONS']) d['CURLVL'] = curlvl sa_actions.append(d.copy()) if sa_actions: - dfftable = DataFrame(sa_actions, columns=head_actions).replace('na','') - dfftable.to_hdf(store, f'/SPEC_ACTIONS/ACTIONS', data_columns=True) - + dfftable = pd.DataFrame(sa_actions, columns=head_actions).replace('na','') + dfftable.to_hdf(store, key=f'/SPEC_ACTIONS/ACTIONS', data_columns=True) + def ext(info, lines): store, parse, path, *_ = info lst = [] @@ -524,19 +550,18 @@ def ext(info, lines): lst_cols = d if lst: - dfext = DataFrame(lst, columns = lst_cols).replace('na','') + dfext = pd.DataFrame(lst, columns = lst_cols).replace('na','') dfext['COMMENT'] = '' del dfext['TOPFST'] del dfext['TOPLST'] dfext = dfext.sort_values(by=['TVOLNO']) - dfext.to_hdf(store, '/CONTROL/EXT_SOURCES', data_columns=True) + dfext.to_hdf(store, key='/CONTROL/EXT_SOURCES', data_columns=True) Months=('JAN','FEB','MAR','APR','MAY','JUN','JUL','AUG','SEP','OCT','NOV','DEC') def operation(info, llines, op): store, parse, dpath, ddfaults, dcat, rename, extendlen = info counter = set() - history = defaultdict(list) lines = iter(llines) gcount = 0 @@ -546,9 +571,8 @@ def operation(info, llines, op): tokens = line.split() if len(tokens) == 1: table = tokens[0] - print(table) + rows = {} if dcat[op,table] == 'EXTENDED': - rows = {} extended_line = 0 for line in lines: extended_line += 1 @@ -563,14 +587,13 @@ def operation(info, llines, op): for opnid in get_opnid(d.pop('OPNID'), op): rows[opnid] = d else: - rows = {} for line in lines: if (op,table) not in parse or line[2:5] == 'END': break d = parseD(line, parse[op,table]) for opnid in get_opnid(d.pop('OPNID'), op): rows[opnid] = d - df = DataFrame.from_dict(rows, orient='index') + df = pd.DataFrame.from_dict(rows, orient='index') cat = dcat[op,table] if cat.startswith('GQUAL'): if table == 'GQ-QALDATA': @@ -594,7 +617,6 @@ def operation(info, llines, op): history[dpath[op,table],cat].append((table,df)) else: history[dpath[op, table], cat].append((newtable, df)) - if len(history['GENERAL','INFO']) > 0: (_,df) = history['GENERAL','INFO'][0] valid = set(df.index) @@ -603,7 +625,7 @@ def operation(info, llines, op): if cat == 'SKIP': continue if cat in {'PARAMETERS', 'STATES', 'FLAGS', 'ACTIVITY', 'INFO', 'BINOUT', 'CANOPY'}: - df = concat([temp[1] for temp in history[path,cat]], axis='columns', sort=False) + df = pd.concat([temp[1] for temp in history[path,cat]], axis='columns', sort=False) df = fix_df(df, op, path, ddfaults, valid) if cat == 'ACTIVITY' and op == 'PERLND': df = df.rename(columns = {'AIRTFG':'ATEMP', 'SNOWFG':'SNOW', @@ -620,7 +642,7 @@ def operation(info, llines, op): 'CONSFG':'CONS', 'HTFG':'HTRCH', 'SEDFG':'SEDTRN', 'GQALFG':'GQUAL', 'OXFG':'OXRX', 'NUTFG':'NUTRX', 'PLKFG':'PLANK', 'PHFG':'PHCARB'}) - df.to_hdf(store, f'{op}/{path}/{cat}', data_columns=True) + df.to_hdf(store, key=f'{op}/{path}/{cat}', data_columns=True) elif cat == 'MONTHLYS': for (table,df) in history[path,cat]: df = fix_df(df, op, path, ddfaults, valid) @@ -631,37 +653,37 @@ def operation(info, llines, op): name = 'COVER' + table[-1:] else: name = rename[(op, table)] - df.to_hdf(store, f'{op}/{path}/MONTHLY/{name}', data_columns=True) + df.to_hdf(store, key=f'{op}/{path}/MONTHLY/{name}', data_columns=True) elif cat == 'EXTENDED': temp = defaultdict(list) for table,df in history[path,cat]: temp[table].append(df) for table,lst in temp.items(): - df = concat(lst, axis='columns') + df = pd.concat(lst, axis='columns') length = extendlen[op,table] name = rename[op,table] df.columns = [name+str(i) for i in range(len(df.columns))] df = df[df.columns[0:length]] df = fix_df(df, op, path, ddfaults, valid) - df.to_hdf(store, f'{op}/{path}/EXTENDEDS/{name}', data_columns=True) + df.to_hdf(store, key=f'{op}/{path}/EXTENDEDS/{name}', data_columns=True) elif cat == 'SILTCLAY': table,df = history[path,cat][0] df = fix_df(df, op, path, ddfaults, valid) - df.to_hdf(store, f'{op}/{path}/SILT', data_columns=True) + df.to_hdf(store, key=f'{op}/{path}/SILT', data_columns=True) table,df = history[path,cat][1] df = fix_df(df, op, path, ddfaults, valid) - df.to_hdf(store, f'{op}/{path}/CLAY', data_columns=True) + df.to_hdf(store, key=f'{op}/{path}/CLAY', data_columns=True) elif cat == 'CONS': count = 0 for table,df in history[path,cat]: if table == 'NCONS': temp_path = '/RCHRES/CONS/PARAMETERS' df = fix_df(df, op, path, ddfaults, valid) - df.to_hdf(store, temp_path, data_columns=True) + df.to_hdf(store, key=temp_path, data_columns=True) elif table == 'CONS-DATA': count += 1 df = fix_df(df, op, path, ddfaults, valid) - df.to_hdf(store, f'{op}/{path}/{cat}{count}', data_columns=True) + df.to_hdf(store, key=f'{op}/{path}/{cat}{count}', data_columns=True) elif cat == 'PQUAL' or cat == 'IQUAL': count = 0 for table,df in history[path,cat]: @@ -671,12 +693,12 @@ def operation(info, llines, op): else: temp_path = '/PERLND/PQUAL/PARAMETERS' df = fix_df(df, op, path, ddfaults, valid) - df.to_hdf(store, temp_path, data_columns=True) + df.to_hdf(store, key=temp_path, data_columns=True) elif table.startswith('MON'): name = rename[(op, table)] df = fix_df(df, op, path, ddfaults, valid) df.columns = Months - df.to_hdf(store, f'{op}/{path}/{cat}{count}/MONTHLY/{name}', data_columns=True) + df.to_hdf(store, key=f'{op}/{path}/{cat}{count}/MONTHLY/{name}', data_columns=True) else: if table == 'QUAL-PROPS': count += 1 @@ -684,7 +706,7 @@ def operation(info, llines, op): else: tag = 'PARAMETERS' df = fix_df(df, op, path, ddfaults, valid) - df.to_hdf(store, f'{op}/{path}/{cat}{count}/{tag}', data_columns=True) + df.to_hdf(store, key=f'{op}/{path}/{cat}{count}/{tag}', data_columns=True) elif cat.startswith('GQUAL'): count = 0 for table,df in history[path,cat]: @@ -692,29 +714,29 @@ def operation(info, llines, op): name = rename[(op, table)] df = fix_df(df, op, path, ddfaults, valid) df.columns = Months - df.to_hdf(store, f'{op}/{path}/{cat}/MONTHLY/{name}', data_columns=True) + df.to_hdf(store, key=f'{op}/{path}/{cat}/MONTHLY/{name}', data_columns=True) else: if table == 'GQ-QALDATA': count += 1 - df = concat([temp[1] for temp in history[path, cat]], axis='columns') + df = pd.concat([temp[1] for temp in history[path, cat]], axis='columns') df = fix_df(df, op, path, ddfaults, valid) - df.to_hdf(store, f'{op}/{path}/{cat}', data_columns=True) + df.to_hdf(store, key=f'{op}/{path}/{cat}', data_columns=True) else: print('UCI TABLE is not understood (yet) by readUCI', op, cat) savetable = defaultdict(dict) datapath = os.path.join(HSP2tools.__path__[0], 'data', 'SaveTable.csv') - for row in read_csv(datapath).itertuples(): + for row in pd.read_csv(datapath).itertuples(): savetable[row.OPERATION, row.ACTIVITY][row.NAME] = row.VALUE for activity in counter - set(['GENERAL']): - df = DataFrame(index=sorted(valid)) + df = pd.DataFrame(index=sorted(valid)) for name,value in savetable[op,activity].items(): df[name] = int(value) - df.to_hdf(store, f'{op}/{activity}/SAVE', data_columns=True) + df.to_hdf(store, key=f'{op}/{activity}/SAVE', data_columns=True) def copy(info, lines): - #placeholder - PRT - no sure I actually need to implement this method + #placeholder - PRT - no sure I actually need to implement this method pass def gener(info, lines): @@ -724,15 +746,15 @@ def gener(info, lines): current_block = '' d = {} for line in lines: - if line [2:5] == 'END': - df = DataFrame(lst, columns=d) - df.to_hdf(store, key=f'GENER/{current_block}', data_columns=True) - lst.clear() - elif any(s in line for s in sub_blocks): - current_block = [s for s in sub_blocks if s in line][0] - else: - d = parseD(line, parse['GENER',current_block]) - lst.append(d) + if line [2:5] == 'END': + df = pd.DataFrame(lst, columns=d) + df.to_hdf(store, key=f'GENER/{current_block}', data_columns=True) + lst.clear() + elif any(s in line for s in sub_blocks): + current_block = [s for s in sub_blocks if s in line][0] + else: + d = parseD(line, parse['GENER',current_block]) + lst.append(d) def monthdata(info, llines): store, parse, path, *_ = info @@ -744,7 +766,7 @@ def monthdata(info, llines): name = 'MONTHDATA' + unit lst = [] elif line[2:5] == 'END': - dfftable = DataFrame(lst, columns=header[0:12]) + dfftable = pd.DataFrame(lst, columns=header[0:12]) dfftable.to_hdf(store, f'/MONTHDATA/{name}', data_columns=True) else: vals = [] diff --git a/README.rst b/README.rst index d2cdf9d0..179d43a9 100644 --- a/README.rst +++ b/README.rst @@ -69,151 +69,153 @@ We **recommend Python 3.10**. Install From Pre-built Packages ------------------------------- +Python Package Index (PyPI) ++++++++++++++++++++++++++++ +Starting with version 0.11.0a1 we provide a PyPI wheel package for HSP2 which +should work on any supported platform for Python 3.10, 3.11, and 3.12. -We currently provide a PyPI package for HSP2. +.. code-block:: console -```console -pip install hsp2 -``` + python -m pip install hsp2 + +Windows Executable +++++++++++++++++++ +On the Releases_ page, we provide a Windows package in the zip file named +HSP2_Driver_MonthYear.zip. HSP2_Driver_MonthYear.zip contains an .exe for +running HSP2, enabling a user to run HSP2 without needing to do anything with +Python code or Jupyter notebooks. The driver uses a file dialog to prompt for +the name of the HDF5 file to run, or if that doesn't exist yet you can give it +the name of a UCI or WDM file to import. It also runs with the H5 file name on +the command line. Install From Source ------------------- +Clone or Download the HSPsquared Repository ++++++++++++++++++++++++++++++++++++++++++++ +From the HSP2squared_ Github page, download and extract the code using one of +the options found by clicking on the green "Code" drop down button near the +upper right of the page, or by downloading one of the compressed source files +from the Releases_ page. + +Place your copy of the HSPsquared folder in any convenient location on your +computer. + +For the rest of the installation steps, let's call this location +`/path/to/module/hsp2`. + +Create a Python Environment ++++++++++++++++++++++++++++ We provide two options to installing HSP2, yet recommend option 1. Install using only one of these options. -Install Option 1 using "conda" -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +Option 1: Install using "conda" +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Follow these steps to install using the conda_ package manager. 1. Install the Anaconda Python Distribution -+++++++++++++++++++++++++++++++++++++++++++ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ Install the `latest release`_ of the Anaconda Distribution, which includes the conda package manager, a complete Python (and R) data science stack, and the Anaconda Navigator GUI. Follow `Anaconda Installation`_ documentation. A lighter-weight alternative is to install Miniconda_. -2. Clone or Download this HSPsquared Repository -+++++++++++++++++++++++++++++++++++++++++++++++ -From the HSP2squared_ Github page, click on the green "Code" drop down button -near the upper right. Select to either "Open in GitHub Desktop" (i.e. git -clone) or "Download ZIP". We recommend using GitHub Desktop, to most easily -receive updates. - -Place your copy of the HSPsquared folder in any convenient location on your -computer. - -3. Create a Conda Environment for HSP2 Modeling (optional) -++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ +2. Create a Conda Environment for HSP2 Modeling (optional) +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ Although HSP2 can be run from the default `base` environment created by Anaconda, we recommend creating a custom environment that includes the exact combination of software dependencies that we've in development and testing. -Use the following `conda create`_ command in your terminal or console, +Use the following `conda create`_ command in your terminal or console: + +.. code-block:: console - ```console conda create -c conda-forge -n hsp2_310 python=3.10 - ``` Install the necessary and optional packages for HSP2 in the new environment: - ```console +.. code-block:: console + conda install -c conda-forge -n hsp2_310 cltoolbox numba pandas pytables conda install -c conda-forge -n hsp2_310 h5py jupyterlab matplotlib notebook - ``` - -4. Add your HSPsquared Path to Anaconda sites-packages -++++++++++++++++++++++++++++++++++++++++++++++++++++++ -To have access to the `HSP2`, `HSP2tools`, and `HSP2IO` modules in your Python -environments, it is necessary to have a path to your copy of HSPsquared in -Anaconda's `sites-packages` directory (i.e. something like -`$HOME/path/to/anaconda/lib/pythonX.X/site-packages` or -`$HOME/path/to/anaconda/lib/site-packages` similar). -- The easiest way to do this is to use the `conda develop`_ command in the - console or terminal like this, replacing `/path/to/module/` with the full - file pathway to the local cloned HSPsquared repository: +.. code-block:: console - ```console conda activate hsp2_310 - conda-develop /path/to/module/ - ``` + + cd /path/to/module/hsp2 + pip install . # or "pip install -e ." to install in editable mode You should now be able to run the Tutorials and create your own Jupyter Notebooks! -Install From Source Code Option 2 Using `pip` -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +Option 2: Install From Source Code Using `pip` +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Installing HSP2 using `pip`, the `Package Installer for Python`_ is an alternative method to installing with `conda`. -**WARNING**: If you followed `Install Option 1 using "conda"`_, then you should -not also install using `pip`. Your install is complete and you can ignore all -installation steps below. - 1. Install Python -+++++++++++++++++ +^^^^^^^^^^^^^^^^^ Instructions for downloading Python to your computer based on your operating system can be found in `this helpful wiki`_. -2. Clone or Download this HSPsquared Repository -+++++++++++++++++++++++++++++++++++++++++++++++ -From the HSP2squared_ Github page, click on the green "Code" drop down button -near the upper right. Select to either "Open in GitHub Desktop" (i.e. git -clone) or "Download ZIP". We recommend using GitHub Desktop, to most easily -receive updates. - -Place your copy of the HSPsquared folder in any convenient location on your -computer. - -3. Create a Python Environment for HSP2 Modeling (optional) -+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ +2. Create a Python Environment for HSP2 Modeling (optional) +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ Create a custom Python virtual environment for using HSP2, following the `venv — Creation of virtual environments`_ package documentation to create and -activate a new environment for running HSP2. +activate a new environment for running HSP2. + +.. code-block:: console - ```console python -m venv hsp2_env /path/to/python/virtual/environments/hsp2_env - ``` -4. PIP install HSP2 -+++++++++++++++++++ -Navigate to your copy of the HSPsquared folder on your computer in the command +3. PIP install HSP2 +^^^^^^^^^^^^^^^^^^^ +Navigate to your copy of the HSPsquared folder (for these instructions +/path/to/module/hsp2) on your computer in the command line. -To install from the current local directory using pip: +To install using pip: + +.. code-block:: console - ```console source /path/to/python/virtual/environments/hsp2_env/bin/activate - pip install . - ``` + cd /path/to/module/hsp2 + pip install . # or "pip install -e ." to install in editable mode -5. Run HSP2 from the Command Line -+++++++++++++++++++++++++++++++++ +4. Run PIP Installed HSP2 from the Command Line +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ The pip installed 'hsp2' command has help created from the function docstrings in HSP2tools/HSP2_CLI.py. +Command Line Usage +++++++++++++++++++ Use the help to learn how to use the model and each sub-command: - ```console + +.. code-block:: console + hsp2 --help - ``` - - ```console hsp2 import_uci --help - ``` - - ```console hsp2 run --help - ``` Intended workflow from the command line: - ```console + +.. code-block:: console + hsp2 import_uci import_test.uci new_model.h5 hsp2 run new_model.h5 - ``` + +API Usage ++++++++++ +The HSP2 API is designed to be used in Python scripts and Jupyter notebooks. + +.. code-block:: python + + from HSP2 import HSP2 .. _HSP2: https://github.com/respec/HSPsquared +.. _Releases: https://github.com/respec/HSPsquared/releases .. _HSPF: https://www.epa.gov/ceam/hydrological-simulation-program-fortran-hspf .. _`Release Notes`: https://github.com/respec/HSPsquared/releases .. _`HSPF Conversion Project`: https://github.com/respec/HSPsquared/blob/archivePy2/Why%20HSP2%20(EAA).pdf diff --git a/Why HSP2 (EAA).pdf b/Why_HSP2_EAA.pdf similarity index 100% rename from Why HSP2 (EAA).pdf rename to Why_HSP2_EAA.pdf diff --git a/publish.py b/publish.py index 96685304..abd245df 100644 --- a/publish.py +++ b/publish.py @@ -21,9 +21,7 @@ shutil.rmtree("build", ignore_errors=True) -subprocess.run(shlex.split("python3 -m build --sdist"), check=True) subprocess.run(shlex.split("python3 -m build --wheel"), check=True) -sdist = f"dist/{PKG_NAME}-{version}.tar.gz" wheel = f"dist/{PKG_NAME}-{version}*.whl" for file in [sdist, wheel]: diff --git a/pyproject.toml b/pyproject.toml index 01326ec9..3933de7b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -61,13 +61,6 @@ ignore = [ ".ipynb_checkpoints/*" ] -[tool.commitizen] -name = "cz_conventional_commits" -tag_format = "v$version" -update_changelog_on_bump = true -version = "0.11.0a1" -version_files = ["VERSION"] - [tool.isort] profile = "black" @@ -80,7 +73,7 @@ readme = {file = "README.rst"} version = {file = "VERSION"} [tool.setuptools.packages.find] -exclude = ["tests*", "examples*", "tools*", "docs*"] -where = ["HSP2", "HSP2tools", "HSP2IO"] - -[tool.setuptools_scm] +exclude = ["build*", "dist*", "docs*", "examples*", "hsp2.egg-info*", "__pycache__*", "tests*"] +include = ["HSP2*"] +namespaces = false +where = ["."] diff --git a/tests/Calleg/HSP2compare_monthly/CompareHSP2.ipynb b/tests/Calleg/HSP2compare_monthly/CompareHSP2.ipynb index cdd134c0..9f94ecee 100644 --- a/tests/Calleg/HSP2compare_monthly/CompareHSP2.ipynb +++ b/tests/Calleg/HSP2compare_monthly/CompareHSP2.ipynb @@ -69,7 +69,15 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:33:48.977622Z", + "iopub.status.busy": "2024-04-26T01:33:48.977428Z", + "iopub.status.idle": "2024-04-26T01:33:49.663047Z", + "shell.execute_reply": "2024-04-26T01:33:49.662639Z", + "shell.execute_reply.started": "2024-04-26T01:33:48.977610Z" + } + }, "outputs": [ { "data": { @@ -98,39 +106,39 @@ " \n", " \n", " Python\n", - " 3.8.8 | packaged by conda-forge | (default, Fe...\n", + " 3.10.14 | packaged by conda-forge | (main, Mar...\n", " \n", " \n", " HSP2\n", - " 0.9.1\n", + " 0.11.0a1\n", " \n", " \n", " numpy\n", - " 1.20.2\n", + " 1.26.4\n", " \n", " \n", " numba\n", - " 0.53.1\n", + " 0.59.1\n", " \n", " \n", " pandas\n", - " 1.2.4\n", + " 2.2.2\n", " \n", " \n", " matplotlib\n", - " 3.4.1\n", + " 3.8.4\n", " \n", " \n", " os\n", - " macOS-10.15.7-x86_64-i386-64bit\n", + " Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", " \n", " \n", " processor\n", - " i386\n", + " x86_64\n", " \n", " \n", " Date/Time\n", - " 2021-04-23 15:50:54\n", + " 2024-04-25 21:33:49\n", " \n", " \n", "\n", @@ -138,15 +146,15 @@ ], "text/plain": [ " version\n", - "Python 3.8.8 | packaged by conda-forge | (default, Fe...\n", - "HSP2 0.9.1\n", - "numpy 1.20.2\n", - "numba 0.53.1\n", - "pandas 1.2.4\n", - "matplotlib 3.4.1\n", - "os macOS-10.15.7-x86_64-i386-64bit\n", - "processor i386\n", - "Date/Time 2021-04-23 15:50:54" + "Python 3.10.14 | packaged by conda-forge | (main, Mar...\n", + "HSP2 0.11.0a1\n", + "numpy 1.26.4\n", + "numba 0.59.1\n", + "pandas 2.2.2\n", + "matplotlib 3.8.4\n", + "os Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", + "processor x86_64\n", + "Date/Time 2024-04-25 21:33:49" ] }, "execution_count": 1, @@ -155,19 +163,22 @@ } ], "source": [ - "from pandas import options, read_hdf, DataFrame\n", "from matplotlib import pyplot as plt\n", + "from pandas import DataFrame, options, read_hdf\n", "\n", "# Set display options for convenience, does't change the data\n", - "options.display.max_rows = 150\n", + "options.display.max_rows = 150\n", "options.display.max_columns = 20\n", - "options.display.float_format = '{:.4f}'.format # display 4 digits after the decimal point\n", + "options.display.float_format = (\n", + " \"{:.4f}\".format\n", + ") # display 4 digits after the decimal point\n", "\n", "%matplotlib inline\n", "\n", "from HSP2 import main, versions\n", - "from HSP2tools import readWDM, readUCI\n", - "versions(['matplotlib'])" + "from HSP2tools import readUCI, readWDM\n", + "\n", + "versions([\"matplotlib\"])" ] }, { @@ -180,13 +191,21 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:33:49.664344Z", + "iopub.status.busy": "2024-04-26T01:33:49.663672Z", + "iopub.status.idle": "2024-04-26T01:33:49.666641Z", + "shell.execute_reply": "2024-04-26T01:33:49.666282Z", + "shell.execute_reply.started": "2024-04-26T01:33:49.664321Z" + } + }, "outputs": [], "source": [ - "wdmname = 'calleg.wdm'\n", - "uciname = 'calleg.uci'\n", - "HBN = 'hspf.h5'\n", - "hdfname = 'calleg_hsp2_devWDM.h5'" + "wdmname = \"calleg.wdm\"\n", + "uciname = \"calleg.uci\"\n", + "HBN = \"hspf.h5\"\n", + "hdfname = \"calleg_hsp2_devWDM.h5\"" ] }, { @@ -206,14 +225,130 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:33:49.668115Z", + "iopub.status.busy": "2024-04-26T01:33:49.667919Z", + "iopub.status.idle": "2024-04-26T01:33:57.322690Z", + "shell.execute_reply": "2024-04-26T01:33:57.322350Z", + "shell.execute_reply.started": "2024-04-26T01:33:49.668100Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 2 µs, sys: 0 ns, total: 2 µs\n", - "Wall time: 5.01 µs\n" + "Wall time: 4.53 µs\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:370: FutureWarning: 'T' is deprecated and will be removed in a future version. Please use 'min' instead of 'T'.\n", + " + Timedelta(int(d['SHR']), 'h') + Timedelta(int(d['SMI']), 'T'))[0:16]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:372: FutureWarning: 'T' is deprecated and will be removed in a future version. Please use 'min' instead of 'T'.\n", + " + Timedelta(int(d['EHR']), 'h') + Timedelta(int(d['EMI']), 'T'))[0:16]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ACTIVITY\n", + "PRINT-INFO\n", + "BINARY-INFO\n", + "GEN-INFO\n", + "PWAT-PARM1\n", + "PWAT-PARM2\n", + "PWAT-PARM3\n", + "PWAT-PARM4\n", + "MON-INTERCEP\n", + "MON-UZSN\n", + "MON-LZETPARM\n", + "PWAT-STATE1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ACTIVITY\n", + "PRINT-INFO\n", + "BINARY-INFO\n", + "GEN-INFO\n", + "IWAT-PARM1\n", + "IWAT-PARM2\n", + "IWAT-STATE1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ACTIVITY\n", + "PRINT-INFO\n", + "BINARY-INFO\n", + "GEN-INFO\n", + "HYDR-PARM1\n", + "HYDR-PARM2\n", + "HYDR-INIT\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n" ] } ], @@ -225,15 +360,63 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:33:57.323255Z", + "iopub.status.busy": "2024-04-26T01:33:57.323152Z", + "iopub.status.idle": "2024-04-26T01:34:12.202175Z", + "shell.execute_reply": "2024-04-26T01:34:12.201662Z", + "shell.execute_reply.started": "2024-04-26T01:33:57.323245Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2 µs, sys: 1 µs, total: 3 µs\n", - "Wall time: 4.77 µs\n", - "401 reading from wdm\n", + "CPU times: user 1 µs, sys: 0 ns, total: 1 µs\n", + "Wall time: 2.86 µs\n", + "401 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "402 reading from wdm\n", "403 reading from wdm\n", "404 reading from wdm\n", @@ -247,7 +430,33 @@ "304 reading from wdm\n", "305 reading from wdm\n", "306 reading from wdm\n", - "307 reading from wdm\n", + "307 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "312 reading from wdm\n", "313 reading from wdm\n", "1802 reading from wdm\n", @@ -255,7 +464,39 @@ "1011 reading from wdm\n", "776 reading from wdm\n", "780 reading from wdm\n", - "781 reading from wdm\n", + "781 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "782 reading from wdm\n", "800 reading from wdm\n", "802 reading from wdm\n", @@ -265,74 +506,564 @@ "841 reading from wdm\n", "778 reading from wdm\n", "830 reading from wdm\n", - "831 reading from wdm\n", + "831 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "832 reading from wdm\n", "833 reading from wdm\n", "834 reading from wdm\n", "836 reading from wdm\n", "838 reading from wdm\n", "839 reading from wdm\n", - "1169 reading from wdm\n", + "1169 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "1171 reading from wdm\n", - "1239 reading from wdm\n", - "1000 reading from wdm\n", + "1239 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1000 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "49 reading from wdm\n", - "141 reading from wdm\n", + "141 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "154 reading from wdm\n", - "175 reading from wdm\n", + "175 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "177 reading from wdm\n", - "187 reading from wdm\n", + "187 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "188 reading from wdm\n", - "234 reading from wdm\n", + "234 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "238 reading from wdm\n", - "249 reading from wdm\n", + "249 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "259 reading from wdm\n", - "168 reading from wdm\n", + "168 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "169 reading from wdm\n", - "190 reading from wdm\n", + "190 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "193 reading from wdm\n", - "194 reading from wdm\n", + "194 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "196 reading from wdm\n", - "227 reading from wdm\n", + "227 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "9306 reading from wdm\n", - "250 reading from wdm\n", + "250 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf 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"/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7021 reading from wdm\n", + "9202 reading from wdm\n", + "9101 reading from wdm\n", + "9809 reading from wdm\n", + "8300 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7029 reading from wdm\n", + "7020 reading from wdm\n", + "7053 reading from wdm\n", + "7065 reading from wdm\n", + "9501 reading from wdm\n", + "7057 reading from wdm\n", "7011 reading from wdm\n", "8100 reading from wdm\n", - "9402 reading from wdm\n", + "9402 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "311 reading from wdm\n", "9909 reading from wdm\n", "6141 reading from wdm\n", - "6175 reading from wdm\n", + "6175 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "6177 reading from wdm\n", - "6190 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"/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "6194 reading from wdm\n", - "6049 reading from wdm\n", + "6049 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "6238 reading from wdm\n", - "6250 reading from wdm\n", + "6250 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "6001 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"/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "9701 reading from wdm\n", "7034 reading from wdm\n", "9502 reading from wdm\n", "242 reading from wdm\n", - "9916 reading from wdm\n", + "9916 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "7001 reading from wdm\n", "335 reading from wdm\n", "9913 reading from wdm\n", @@ -340,866 +1071,2096 @@ "9207 reading from wdm\n", "9504 reading from wdm\n", "9702 reading from wdm\n", - "9804 reading from wdm\n", + "9804 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "9109 reading from wdm\n", - "9906 reading from wdm\n" + "9906 reading from wdm\n", + "7018 reading from wdm\n", + "1311 reading from wdm\n", + "7014 reading from wdm\n", + "1776 reading from wdm\n" ] }, { - "ename": "OutOfBoundsDatetime", - "evalue": "Out of bounds nanosecond timestamp: 2262-05-05 00:00:00", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mOutOfBoundsDatetime\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'time'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mreadWDM\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwdmname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhdfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/Documents/Python/limno.HSPsquared/HSP2tools/readWDM.py\u001b[0m in \u001b[0;36mreadWDM\u001b[0;34m(wdmfile, hdffile, compress_output)\u001b[0m\n\u001b[1;32m 134\u001b[0m \u001b[0mdates\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdates\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 135\u001b[0m \u001b[0mdates_converted\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdate_convert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdates\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdate_epoch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdt_year\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdt_month\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdt_day\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdt_hour\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdt_minute\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdt_second\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 136\u001b[0;31m \u001b[0mseries\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdates_converted\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 137\u001b[0m \u001b[0mseries\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfreq\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtstep\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mfreq\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtcode\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 138\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/opt/anaconda3/envs/hsp2_py38_dev/lib/python3.8/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, index, dtype, name, copy, fastpath)\u001b[0m\n\u001b[1;32m 279\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 280\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 281\u001b[0;31m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mensure_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 282\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 283\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/opt/anaconda3/envs/hsp2_py38_dev/lib/python3.8/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mensure_index\u001b[0;34m(index_like, copy)\u001b[0m\n\u001b[1;32m 5915\u001b[0m \u001b[0mindex_like\u001b[0m \u001b[0;34m=\u001b[0m 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"\u001b[0;32m~/opt/anaconda3/envs/hsp2_py38_dev/lib/python3.8/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36m_maybe_asobject\u001b[0;34m(dtype, klass, data, copy, name, **kwargs)\u001b[0m\n\u001b[1;32m 6169\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6170\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 6171\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 309\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/opt/anaconda3/envs/hsp2_py38_dev/lib/python3.8/site-packages/pandas/core/arrays/datetimes.py\u001b[0m in \u001b[0;36m_from_sequence_not_strict\u001b[0;34m(cls, data, dtype, copy, tz, freq, dayfirst, yearfirst, ambiguous)\u001b[0m\n\u001b[1;32m 324\u001b[0m \u001b[0mfreq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfreq_infer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdtl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmaybe_infer_freq\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfreq\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 325\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 326\u001b[0;31m subarr, tz, inferred_freq = sequence_to_dt64ns(\n\u001b[0m\u001b[1;32m 327\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 328\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/opt/anaconda3/envs/hsp2_py38_dev/lib/python3.8/site-packages/pandas/core/arrays/datetimes.py\u001b[0m in \u001b[0;36msequence_to_dt64ns\u001b[0;34m(data, dtype, copy, tz, dayfirst, yearfirst, ambiguous)\u001b[0m\n\u001b[1;32m 1994\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"_data\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1995\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mDT64NS_DTYPE\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1996\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconversion\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mensure_datetime64ns\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1997\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1998\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtz\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32mpandas/_libs/tslibs/conversion.pyx\u001b[0m in \u001b[0;36mpandas._libs.tslibs.conversion.ensure_datetime64ns\u001b[0;34m()\u001b[0m\n", - "\u001b[0;32mpandas/_libs/tslibs/np_datetime.pyx\u001b[0m in \u001b[0;36mpandas._libs.tslibs.np_datetime.check_dts_bounds\u001b[0;34m()\u001b[0m\n", - "\u001b[0;31mOutOfBoundsDatetime\u001b[0m: Out of bounds nanosecond timestamp: 2262-05-05 00:00:00" + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" ] - } - ], - "source": [ - "%time\n", - "readWDM(wdmname, hdfname)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Run" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Using profiler" - ] - }, - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "%%prun -l 60 -T NumbaProfile.txt -q\n", - "main(hdfname, saveall=True)" - ] - }, - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "with open('NumbaProfile.txt', 'r') as f:\n", - " for line in f:\n", - " total = float(line.split()[7])\n", - " print(line)\n", - " f.readline()\n", - " f.readline()\n", - " f.readline()\n", - " f.readline()\n", - " print(f.readline().rstrip())\n", - " break\n", - " sum = 0.0\n", - " for line in f:\n", - " sum += float(line.split()[1])\n", - " print(line.rstrip())\n", - " \n", - " # Pareto rule, look for calls cumsum to 80% time, ignore the rest\n", - " if sum >= 0.8 * total:\n", - " break\n", - "print(f'Cum Sum {100.0 * sum/total:.2f}%')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Normal run" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ + }, { "name": "stdout", "output_type": "stream", "text": [ - "2020-10-14 16:46:53.92 Processing started for file hsp2.h5; saveall=True\n", - "2020-10-14 16:46:55.66 Simulation Start: 1993-10-01 00:00:00, Stop: 2002-10-01 00:00:00\n", - "2020-10-14 16:46:55.66 PERLND P011 DELT(minutes): 60\n", - "2020-10-14 16:46:57.80 PWATER\n", - "2020-10-14 16:46:59.17 PERLND P012 DELT(minutes): 60\n", - "2020-10-14 16:46:59.21 PWATER\n", - "2020-10-14 16:46:59.44 PERLND P013 DELT(minutes): 60\n", - "2020-10-14 16:46:59.48 PWATER\n", - "2020-10-14 16:46:59.70 PERLND P014 DELT(minutes): 60\n", - "2020-10-14 16:46:59.74 PWATER\n", - "2020-10-14 16:46:59.96 PERLND P015 DELT(minutes): 60\n", - "2020-10-14 16:47:00.00 PWATER\n", - "2020-10-14 16:47:00.23 IMPLND I011 DELT(minutes): 60\n", - "2020-10-14 16:47:00.26 IWATER\n", - "2020-10-14 16:47:00.37 PERLND P021 DELT(minutes): 60\n", - "2020-10-14 16:47:00.39 PWATER\n", - "2020-10-14 16:47:00.62 PERLND P022 DELT(minutes): 60\n", - "2020-10-14 16:47:00.65 PWATER\n", - "2020-10-14 16:47:00.88 PERLND P023 DELT(minutes): 60\n", - "2020-10-14 16:47:00.91 PWATER\n", - "2020-10-14 16:47:01.16 PERLND P024 DELT(minutes): 60\n", - "2020-10-14 16:47:01.20 PWATER\n", - "2020-10-14 16:47:01.48 PERLND P025 DELT(minutes): 60\n", - "2020-10-14 16:47:01.52 PWATER\n", - "2020-10-14 16:47:01.76 IMPLND I021 DELT(minutes): 60\n", - "2020-10-14 16:47:01.79 IWATER\n", - "2020-10-14 16:47:01.88 RCHRES R001 DELT(minutes): 60\n", - "2020-10-14 16:47:01.92 HYDR\n", - "2020-10-14 16:47:03.03 PERLND P031 DELT(minutes): 60\n", - "2020-10-14 16:47:03.07 PWATER\n", - "2020-10-14 16:47:03.31 PERLND P041 DELT(minutes): 60\n", - "2020-10-14 16:47:03.35 PWATER\n", - "2020-10-14 16:47:03.58 PERLND P042 DELT(minutes): 60\n", - "2020-10-14 16:47:03.63 PWATER\n", - "2020-10-14 16:47:03.85 PERLND P043 DELT(minutes): 60\n", - "2020-10-14 16:47:03.89 PWATER\n", - "2020-10-14 16:47:04.11 IMPLND I041 DELT(minutes): 60\n", - "2020-10-14 16:47:04.14 IWATER\n", - "2020-10-14 16:47:04.25 RCHRES R021 DELT(minutes): 60\n", - "2020-10-14 16:47:04.28 HYDR\n", - "2020-10-14 16:47:04.53 RCHRES R022 DELT(minutes): 60\n", - "2020-10-14 16:47:04.58 HYDR\n", - "2020-10-14 16:47:04.77 RCHRES R023 DELT(minutes): 60\n", - "2020-10-14 16:47:04.81 HYDR\n", - "2020-10-14 16:47:05.05 PERLND P051 DELT(minutes): 60\n", - "2020-10-14 16:47:05.09 PWATER\n", - "2020-10-14 16:47:05.33 PERLND P052 DELT(minutes): 60\n", - "2020-10-14 16:47:05.41 PWATER\n", - "2020-10-14 16:47:05.65 PERLND P053 DELT(minutes): 60\n", - "2020-10-14 16:47:05.69 PWATER\n", - "2020-10-14 16:47:05.98 PERLND P054 DELT(minutes): 60\n", - "2020-10-14 16:47:06.01 PWATER\n", - "2020-10-14 16:47:06.24 PERLND P055 DELT(minutes): 60\n", - "2020-10-14 16:47:06.28 PWATER\n", - "2020-10-14 16:47:06.51 IMPLND I051 DELT(minutes): 60\n", - "2020-10-14 16:47:06.54 IWATER\n", - "2020-10-14 16:47:06.63 RCHRES R011 DELT(minutes): 60\n", - "2020-10-14 16:47:06.68 HYDR\n", - "2020-10-14 16:47:07.36 RCHRES R024 DELT(minutes): 60\n", - "2020-10-14 16:47:07.40 HYDR\n", - "2020-10-14 16:47:07.69 PERLND P061 DELT(minutes): 60\n", - "2020-10-14 16:47:07.73 PWATER\n", - "2020-10-14 16:47:07.95 PERLND P062 DELT(minutes): 60\n", - "2020-10-14 16:47:08.01 PWATER\n", - "2020-10-14 16:47:08.25 IMPLND I061 DELT(minutes): 60\n", - "2020-10-14 16:47:08.28 IWATER\n", - "2020-10-14 16:47:08.38 PERLND P071 DELT(minutes): 60\n", - "2020-10-14 16:47:08.41 PWATER\n", - "2020-10-14 16:47:08.65 PERLND P072 DELT(minutes): 60\n", - "2020-10-14 16:47:08.69 PWATER\n", - "2020-10-14 16:47:08.90 PERLND P073 DELT(minutes): 60\n", - "2020-10-14 16:47:08.94 PWATER\n", - "2020-10-14 16:47:09.18 PERLND P074 DELT(minutes): 60\n", - "2020-10-14 16:47:09.22 PWATER\n", - "2020-10-14 16:47:09.45 PERLND P075 DELT(minutes): 60\n", - "2020-10-14 16:47:09.48 PWATER\n", - "2020-10-14 16:47:09.71 IMPLND I071 DELT(minutes): 60\n", - "2020-10-14 16:47:09.74 IWATER\n", - "2020-10-14 16:47:09.84 RCHRES R031 DELT(minutes): 60\n", - "2020-10-14 16:47:09.88 HYDR\n", - "2020-10-14 16:47:10.32 RCHRES R071 DELT(minutes): 60\n", - "2020-10-14 16:47:10.36 HYDR\n", - "2020-10-14 16:47:10.67 PERLND P081 DELT(minutes): 60\n", - "2020-10-14 16:47:10.72 PWATER\n", - "2020-10-14 16:47:11.00 PERLND P082 DELT(minutes): 60\n", - "2020-10-14 16:47:11.15 PWATER\n", - "2020-10-14 16:47:11.41 PERLND P083 DELT(minutes): 60\n", - "2020-10-14 16:47:11.45 PWATER\n", - "2020-10-14 16:47:11.69 PERLND P084 DELT(minutes): 60\n", - "2020-10-14 16:47:11.73 PWATER\n", - "2020-10-14 16:47:11.95 PERLND P085 DELT(minutes): 60\n", - "2020-10-14 16:47:12.00 PWATER\n", - "2020-10-14 16:47:12.22 IMPLND I081 DELT(minutes): 60\n", - "2020-10-14 16:47:12.25 IWATER\n", - "2020-10-14 16:47:12.34 PERLND P091 DELT(minutes): 60\n", - "2020-10-14 16:47:12.39 PWATER\n", - "2020-10-14 16:47:12.62 RCHRES R043 DELT(minutes): 60\n", - "2020-10-14 16:47:12.66 HYDR\n", - "2020-10-14 16:47:12.88 PERLND P101 DELT(minutes): 60\n", - "2020-10-14 16:47:12.94 PWATER\n", - "2020-10-14 16:47:13.00 Error count 32: PWATER: Reduced AGWO value to available\n", - "2020-10-14 16:47:13.00 Error count 20676: PWATER: Reset AGWS to zero\n", - "2020-10-14 16:47:13.17 PERLND P102 DELT(minutes): 60\n", - "2020-10-14 16:47:13.23 PWATER\n", - "2020-10-14 16:47:13.47 IMPLND I101 DELT(minutes): 60\n", - "2020-10-14 16:47:13.49 IWATER\n", - "2020-10-14 16:47:13.59 RCHRES R041 DELT(minutes): 60\n", - "2020-10-14 16:47:13.63 HYDR\n", - "2020-10-14 16:47:13.83 RCHRES R042 DELT(minutes): 60\n", - "2020-10-14 16:47:13.87 HYDR\n", - "2020-10-14 16:47:14.16 RCHRES R044 DELT(minutes): 60\n", - "2020-10-14 16:47:14.20 HYDR\n", - "2020-10-14 16:47:14.47 PERLND P111 DELT(minutes): 60\n", - "2020-10-14 16:47:14.53 PWATER\n", - "2020-10-14 16:47:14.77 PERLND P112 DELT(minutes): 60\n", - "2020-10-14 16:47:14.84 PWATER\n", - "2020-10-14 16:47:15.15 PERLND P113 DELT(minutes): 60\n", - "2020-10-14 16:47:15.21 PWATER\n", - "2020-10-14 16:47:15.45 IMPLND I111 DELT(minutes): 60\n", - "2020-10-14 16:47:15.47 IWATER\n", - "2020-10-14 16:47:15.57 RCHRES R045 DELT(minutes): 60\n", - "2020-10-14 16:47:15.61 HYDR\n", - "2020-10-14 16:47:15.97 PERLND P121 DELT(minutes): 60\n", - "2020-10-14 16:47:16.02 PWATER\n", - "2020-10-14 16:47:16.31 PERLND P122 DELT(minutes): 60\n", - "2020-10-14 16:47:16.35 PWATER\n", - "2020-10-14 16:47:16.58 PERLND P123 DELT(minutes): 60\n", - "2020-10-14 16:47:16.61 PWATER\n", - "2020-10-14 16:47:16.84 PERLND P124 DELT(minutes): 60\n", - "2020-10-14 16:47:16.87 PWATER\n", - "2020-10-14 16:47:17.09 PERLND P125 DELT(minutes): 60\n", - "2020-10-14 16:47:17.13 PWATER\n", - "2020-10-14 16:47:17.35 IMPLND I121 DELT(minutes): 60\n", - "2020-10-14 16:47:17.37 IWATER\n", - "2020-10-14 16:47:17.48 RCHRES R002 DELT(minutes): 60\n", - "2020-10-14 16:47:17.52 HYDR\n", - "2020-10-14 16:47:19.30 RCHRES R025 DELT(minutes): 60\n", - "2020-10-14 16:47:19.34 HYDR\n", - "2020-10-14 16:47:20.06 RCHRES R003 DELT(minutes): 60\n", - "2020-10-14 16:47:20.10 HYDR\n", - "2020-10-14 16:47:21.00 RCHRES R004 DELT(minutes): 60\n", - "2020-10-14 16:47:21.04 HYDR\n", - "2020-10-14 16:47:21.75 RCHRES R904 DELT(minutes): 60\n", - "2020-10-14 16:47:21.79 HYDR\n", - "2020-10-14 16:47:22.04 PERLND P131 DELT(minutes): 60\n", - "2020-10-14 16:47:22.09 PWATER\n", - "2020-10-14 16:47:22.32 PERLND P132 DELT(minutes): 60\n", - "2020-10-14 16:47:22.37 PWATER\n", - "2020-10-14 16:47:22.61 PERLND P133 DELT(minutes): 60\n", - "2020-10-14 16:47:22.65 PWATER\n", - "2020-10-14 16:47:22.89 PERLND P134 DELT(minutes): 60\n", - "2020-10-14 16:47:22.93 PWATER\n", - "2020-10-14 16:47:23.18 PERLND P135 DELT(minutes): 60\n", - "2020-10-14 16:47:23.22 PWATER\n", - "2020-10-14 16:47:23.49 IMPLND I131 DELT(minutes): 60\n", - "2020-10-14 16:47:23.53 IWATER\n", - "2020-10-14 16:47:23.64 RCHRES R061 DELT(minutes): 60\n", - "2020-10-14 16:47:23.67 HYDR\n", - "2020-10-14 16:47:24.00 RCHRES R062 DELT(minutes): 60\n", - "2020-10-14 16:47:24.06 HYDR\n", - "2020-10-14 16:47:24.41 RCHRES R063 DELT(minutes): 60\n", - "2020-10-14 16:47:24.46 HYDR\n", - "2020-10-14 16:47:24.82 RCHRES R064 DELT(minutes): 60\n", - "2020-10-14 16:47:24.86 HYDR\n", - "2020-10-14 16:47:25.24 RCHRES R964 DELT(minutes): 60\n", - "2020-10-14 16:47:25.27 HYDR\n", - "2020-10-14 16:47:25.69 RCHRES R091 DELT(minutes): 60\n", - "2020-10-14 16:47:25.74 HYDR\n", - "2020-10-14 16:47:26.23 PERLND P141 DELT(minutes): 60\n", - "2020-10-14 16:47:26.29 PWATER\n", - "2020-10-14 16:47:26.64 PERLND P142 DELT(minutes): 60\n", - "2020-10-14 16:47:26.71 PWATER\n", - "2020-10-14 16:47:26.98 PERLND P143 DELT(minutes): 60\n", - "2020-10-14 16:47:27.04 PWATER\n", - "2020-10-14 16:47:27.33 PERLND P144 DELT(minutes): 60\n", - "2020-10-14 16:47:27.37 PWATER\n", - "2020-10-14 16:47:27.64 PERLND P145 DELT(minutes): 60\n", - "2020-10-14 16:47:27.69 PWATER\n", - "2020-10-14 16:47:27.97 IMPLND I141 DELT(minutes): 60\n", - "2020-10-14 16:47:28.00 IWATER\n", - "2020-10-14 16:47:28.11 RCHRES R005 DELT(minutes): 60\n", - "2020-10-14 16:47:28.15 HYDR\n", - "2020-10-14 16:47:31.08 RCHRES R046 DELT(minutes): 60\n", - "2020-10-14 16:47:31.12 HYDR\n", - "2020-10-14 16:47:31.64 RCHRES R065 DELT(minutes): 60\n", - "2020-10-14 16:47:31.68 HYDR\n", - "2020-10-14 16:47:32.32 RCHRES R072 DELT(minutes): 60\n", - "2020-10-14 16:47:32.36 HYDR\n", - "2020-10-14 16:47:32.82 PERLND P151 DELT(minutes): 60\n", - "2020-10-14 16:47:32.86 PWATER\n", - "2020-10-14 16:47:33.10 PERLND P152 DELT(minutes): 60\n", - "2020-10-14 16:47:33.15 PWATER\n", - "2020-10-14 16:47:33.41 IMPLND I151 DELT(minutes): 60\n", - "2020-10-14 16:47:33.43 IWATER\n", - "2020-10-14 16:47:33.54 RCHRES R051 DELT(minutes): 60\n", - "2020-10-14 16:47:33.56 HYDR\n", - "2020-10-14 16:47:33.84 RCHRES R952 DELT(minutes): 60\n", - "2020-10-14 16:47:33.89 HYDR\n", - "2020-10-14 16:47:34.14 RCHRES R052 DELT(minutes): 60\n", - "2020-10-14 16:47:34.18 HYDR\n", - "2020-10-14 16:47:34.65 RCHRES R006 DELT(minutes): 60\n", - "2020-10-14 16:47:34.69 HYDR\n", - "2020-10-14 16:47:35.09 RCHRES R081 DELT(minutes): 60\n", - "2020-10-14 16:47:35.13 HYDR\n", - "2020-10-14 16:47:35.47 PERLND P161 DELT(minutes): 60\n", - "2020-10-14 16:47:35.52 PWATER\n", - "2020-10-14 16:47:35.80 PERLND P162 DELT(minutes): 60\n", - "2020-10-14 16:47:35.85 PWATER\n", - "2020-10-14 16:47:36.11 PERLND P163 DELT(minutes): 60\n", - "2020-10-14 16:47:36.15 PWATER\n", - "2020-10-14 16:47:36.40 PERLND P164 DELT(minutes): 60\n", - "2020-10-14 16:47:36.45 PWATER\n", - "2020-10-14 16:47:36.75 PERLND P165 DELT(minutes): 60\n", - "2020-10-14 16:47:36.79 PWATER\n", - "2020-10-14 16:47:37.03 IMPLND I161 DELT(minutes): 60\n", - "2020-10-14 16:47:37.06 IWATER\n", - "2020-10-14 16:47:37.19 RCHRES R101 DELT(minutes): 60\n", - "2020-10-14 16:47:37.23 HYDR\n", - "2020-10-14 16:47:37.61 RCHRES R102 DELT(minutes): 60\n", - "2020-10-14 16:47:37.66 HYDR\n", - "2020-10-14 16:47:37.93 RCHRES R103 DELT(minutes): 60\n", - "2020-10-14 16:47:37.95 HYDR\n", - "2020-10-14 16:47:38.26 RCHRES R104 DELT(minutes): 60\n", - "2020-10-14 16:47:38.31 HYDR\n", - "2020-10-14 16:47:38.59 RCHRES R105 DELT(minutes): 60\n", - "2020-10-14 16:47:38.63 HYDR\n", - "2020-10-14 16:47:38.92 PERLND P171 DELT(minutes): 60\n", - "2020-10-14 16:47:38.97 PWATER\n", - "2020-10-14 16:47:39.23 PERLND P172 DELT(minutes): 60\n", - "2020-10-14 16:47:39.29 PWATER\n", - "2020-10-14 16:47:39.56 PERLND P173 DELT(minutes): 60\n", - "2020-10-14 16:47:39.60 PWATER\n", - "2020-10-14 16:47:39.86 PERLND P174 DELT(minutes): 60\n", - "2020-10-14 16:47:39.91 PWATER\n", - "2020-10-14 16:47:40.19 PERLND P175 DELT(minutes): 60\n", - "2020-10-14 16:47:40.23 PWATER\n", - "2020-10-14 16:47:40.51 IMPLND I171 DELT(minutes): 60\n", - "2020-10-14 16:47:40.53 IWATER\n", - "2020-10-14 16:47:40.64 PERLND P181 DELT(minutes): 60\n", - "2020-10-14 16:47:40.66 PWATER\n", - "2020-10-14 16:47:40.91 PERLND P182 DELT(minutes): 60\n", - "2020-10-14 16:47:40.95 PWATER\n", - "2020-10-14 16:47:41.19 PERLND P183 DELT(minutes): 60\n", - "2020-10-14 16:47:41.23 PWATER\n", - "2020-10-14 16:47:41.48 PERLND P184 DELT(minutes): 60\n", - "2020-10-14 16:47:41.54 PWATER\n", - "2020-10-14 16:47:41.85 PERLND P185 DELT(minutes): 60\n", - "2020-10-14 16:47:41.91 PWATER\n", - "2020-10-14 16:47:41.97 Error count 1532: PWATER: Reduced AGWO value to available\n", - "2020-10-14 16:47:41.97 Error count 71719: PWATER: Reset AGWS to zero\n", - "2020-10-14 16:47:42.16 IMPLND I181 DELT(minutes): 60\n", - "2020-10-14 16:47:42.19 IWATER\n", - "2020-10-14 16:47:42.29 RCHRES R107 DELT(minutes): 60\n", - "2020-10-14 16:47:42.33 HYDR\n", - "2020-10-14 16:47:42.85 RCHRES R106 DELT(minutes): 60\n", - "2020-10-14 16:47:42.89 HYDR\n", - "2020-10-14 16:47:43.35 RCHRES R108 DELT(minutes): 60\n", - "2020-10-14 16:47:43.39 HYDR\n", - "2020-10-14 16:47:43.65 RCHRES R007 DELT(minutes): 60\n", - "2020-10-14 16:47:43.71 HYDR\n", - "2020-10-14 16:47:44.12 RCHRES R082 DELT(minutes): 60\n", - "2020-10-14 16:47:44.18 HYDR\n", - "2020-10-14 16:47:44.82 RCHRES R092 DELT(minutes): 60\n", - "2020-10-14 16:47:44.89 HYDR\n", - "2020-10-14 16:47:45.49 RCHRES R008 DELT(minutes): 60\n", - "2020-10-14 16:47:45.56 HYDR\n", - "2020-10-14 16:47:45.94 RCHRES R009 DELT(minutes): 60\n", - "2020-10-14 16:47:45.98 HYDR\n", - "2020-10-14 16:47:46.29 RCHRES R109 DELT(minutes): 60\n", - "2020-10-14 16:47:46.35 HYDR\n", - "2020-10-14 16:47:47.00 RCHRES R010 DELT(minutes): 60\n", - "2020-10-14 16:47:47.05 HYDR\n", - "2020-10-14 16:47:47.61 PERLND P191 DELT(minutes): 60\n", - "2020-10-14 16:47:47.66 PWATER\n", - "2020-10-14 16:47:47.89 PERLND P192 DELT(minutes): 60\n", - "2020-10-14 16:47:47.94 PWATER\n", - "2020-10-14 16:47:48.18 PERLND P193 DELT(minutes): 60\n", - "2020-10-14 16:47:48.22 PWATER\n", - "2020-10-14 16:47:48.45 PERLND P194 DELT(minutes): 60\n", - "2020-10-14 16:47:48.49 PWATER\n", - "2020-10-14 16:47:48.73 PERLND P195 DELT(minutes): 60\n", - "2020-10-14 16:47:48.77 PWATER\n", - "2020-10-14 16:47:49.01 IMPLND I191 DELT(minutes): 60\n", - "2020-10-14 16:47:49.03 IWATER\n", - "2020-10-14 16:47:49.13 PERLND P201 DELT(minutes): 60\n", - "2020-10-14 16:47:49.18 PWATER\n", - "2020-10-14 16:47:49.42 PERLND P202 DELT(minutes): 60\n", - "2020-10-14 16:47:49.48 PWATER\n", - "2020-10-14 16:47:49.72 PERLND P203 DELT(minutes): 60\n", - "2020-10-14 16:47:49.76 PWATER\n", - "2020-10-14 16:47:49.99 PERLND P204 DELT(minutes): 60\n", - "2020-10-14 16:47:50.03 PWATER\n", - "2020-10-14 16:47:50.28 PERLND P205 DELT(minutes): 60\n", - "2020-10-14 16:47:50.32 PWATER\n", - "2020-10-14 16:47:50.56 PERLND P206 DELT(minutes): 60\n", - "2020-10-14 16:47:50.61 PWATER\n", - "2020-10-14 16:47:50.87 IMPLND I201 DELT(minutes): 60\n", - "2020-10-14 16:47:50.89 IWATER\n", - "2020-10-14 16:47:50.99 PERLND P211 DELT(minutes): 60\n", - "2020-10-14 16:47:51.04 PWATER\n", - "2020-10-14 16:47:51.28 PERLND P212 DELT(minutes): 60\n", - "2020-10-14 16:47:51.33 PWATER\n", - "2020-10-14 16:47:51.57 PERLND P213 DELT(minutes): 60\n", - "2020-10-14 16:47:51.61 PWATER\n", - "2020-10-14 16:47:51.87 PERLND P214 DELT(minutes): 60\n", - "2020-10-14 16:47:51.92 PWATER\n", - "2020-10-14 16:47:52.27 PERLND P215 DELT(minutes): 60\n", - "2020-10-14 16:47:52.32 PWATER\n", - "2020-10-14 16:47:52.58 PERLND P216 DELT(minutes): 60\n", - "2020-10-14 16:47:52.63 PWATER\n", - "2020-10-14 16:47:52.90 IMPLND I211 DELT(minutes): 60\n", - "2020-10-14 16:47:52.93 IWATER\n", - "2020-10-14 16:47:53.03 PERLND P221 DELT(minutes): 60\n", - "2020-10-14 16:47:53.08 PWATER\n", - "2020-10-14 16:47:53.36 PERLND P222 DELT(minutes): 60\n", - "2020-10-14 16:47:53.41 PWATER\n", - "2020-10-14 16:47:53.65 PERLND P224 DELT(minutes): 60\n", - "2020-10-14 16:47:53.68 PWATER\n", - "2020-10-14 16:47:53.95 PERLND P225 DELT(minutes): 60\n", - "2020-10-14 16:47:54.00 PWATER\n", - "2020-10-14 16:47:54.29 PERLND P226 DELT(minutes): 60\n", - "2020-10-14 16:47:54.36 PWATER\n", - "2020-10-14 16:47:54.66 IMPLND I221 DELT(minutes): 60\n", - "2020-10-14 16:47:54.69 IWATER\n", - "2020-10-14 16:47:54.80 PERLND P231 DELT(minutes): 60\n", - "2020-10-14 16:47:54.85 PWATER\n", - "2020-10-14 16:47:55.10 PERLND P232 DELT(minutes): 60\n", - "2020-10-14 16:47:55.15 PWATER\n", - "2020-10-14 16:47:55.40 PERLND P234 DELT(minutes): 60\n", - "2020-10-14 16:47:55.43 PWATER\n", - "2020-10-14 16:47:55.67 PERLND P235 DELT(minutes): 60\n", - "2020-10-14 16:47:55.71 PWATER\n", - "2020-10-14 16:47:55.95 IMPLND I231 DELT(minutes): 60\n", - "2020-10-14 16:47:55.98 IWATER\n", - "2020-10-14 16:47:56.10 PERLND P241 DELT(minutes): 60\n", - "2020-10-14 16:47:56.14 PWATER\n", - "2020-10-14 16:47:56.47 PERLND P242 DELT(minutes): 60\n", - "2020-10-14 16:47:56.52 PWATER\n", - "2020-10-14 16:47:56.78 PERLND P243 DELT(minutes): 60\n", - "2020-10-14 16:47:56.82 PWATER\n", - "2020-10-14 16:47:57.08 PERLND P244 DELT(minutes): 60\n", - "2020-10-14 16:47:57.11 PWATER\n", - "2020-10-14 16:47:57.37 PERLND P245 DELT(minutes): 60\n", - "2020-10-14 16:47:57.41 PWATER\n", - "2020-10-14 16:47:57.67 IMPLND I241 DELT(minutes): 60\n", - "2020-10-14 16:47:57.70 IWATER\n", - "2020-10-14 16:47:57.80 PERLND P251 DELT(minutes): 60\n", - "2020-10-14 16:47:57.85 PWATER\n", - "2020-10-14 16:47:58.15 PERLND P252 DELT(minutes): 60\n", - "2020-10-14 16:47:58.20 PWATER\n", - "2020-10-14 16:47:58.45 PERLND P253 DELT(minutes): 60\n", - "2020-10-14 16:47:58.48 PWATER\n", - "2020-10-14 16:47:58.74 PERLND P254 DELT(minutes): 60\n", - "2020-10-14 16:47:58.78 PWATER\n", - "2020-10-14 16:47:59.01 PERLND P255 DELT(minutes): 60\n", - "2020-10-14 16:47:59.05 PWATER\n", - "2020-10-14 16:47:59.29 PERLND P256 DELT(minutes): 60\n", - "2020-10-14 16:47:59.34 PWATER\n", - "2020-10-14 16:47:59.60 IMPLND I251 DELT(minutes): 60\n", - "2020-10-14 16:47:59.63 IWATER\n", - "2020-10-14 16:47:59.73 PERLND P261 DELT(minutes): 60\n", - "2020-10-14 16:47:59.77 PWATER\n", - "2020-10-14 16:48:00.01 PERLND P266 DELT(minutes): 60\n", - "2020-10-14 16:48:00.06 PWATER\n", - "2020-10-14 16:48:00.31 PERLND P271 DELT(minutes): 60\n", - "2020-10-14 16:48:00.36 PWATER\n", - "2020-10-14 16:48:00.62 PERLND P272 DELT(minutes): 60\n", - "2020-10-14 16:48:00.69 PWATER\n", - "2020-10-14 16:48:01.02 PERLND P275 DELT(minutes): 60\n", - "2020-10-14 16:48:01.12 PWATER\n", - "2020-10-14 16:48:01.40 PERLND P276 DELT(minutes): 60\n", - "2020-10-14 16:48:01.45 PWATER\n", - "2020-10-14 16:48:01.68 IMPLND I271 DELT(minutes): 60\n", - "2020-10-14 16:48:01.71 IWATER\n", - "2020-10-14 16:48:01.81 PERLND P281 DELT(minutes): 60\n", - "2020-10-14 16:48:01.85 PWATER\n", - "2020-10-14 16:48:02.09 PERLND P282 DELT(minutes): 60\n", - "2020-10-14 16:48:02.15 PWATER\n", - "2020-10-14 16:48:02.39 PERLND P283 DELT(minutes): 60\n", - "2020-10-14 16:48:02.42 PWATER\n", - "2020-10-14 16:48:02.68 PERLND P285 DELT(minutes): 60\n", - "2020-10-14 16:48:02.72 PWATER\n", - "2020-10-14 16:48:02.97 PERLND P286 DELT(minutes): 60\n", - "2020-10-14 16:48:03.02 PWATER\n", - "2020-10-14 16:48:03.30 IMPLND I281 DELT(minutes): 60\n", - "2020-10-14 16:48:03.34 IWATER\n", - "2020-10-14 16:48:03.48 PERLND P291 DELT(minutes): 60\n", - "2020-10-14 16:48:03.55 PWATER\n", - "2020-10-14 16:48:03.88 PERLND P292 DELT(minutes): 60\n", - "2020-10-14 16:48:03.94 PWATER\n", - "2020-10-14 16:48:04.21 PERLND P293 DELT(minutes): 60\n", - "2020-10-14 16:48:04.28 PWATER\n", - "2020-10-14 16:48:04.78 PERLND P294 DELT(minutes): 60\n", - "2020-10-14 16:48:04.82 PWATER\n", - "2020-10-14 16:48:05.13 PERLND P295 DELT(minutes): 60\n", - "2020-10-14 16:48:05.18 PWATER\n", - "2020-10-14 16:48:05.44 PERLND P296 DELT(minutes): 60\n", - "2020-10-14 16:48:05.49 PWATER\n", - "2020-10-14 16:48:05.74 IMPLND I291 DELT(minutes): 60\n", - "2020-10-14 16:48:05.78 IWATER\n", - "2020-10-14 16:48:05.88 PERLND P301 DELT(minutes): 60\n", - "2020-10-14 16:48:05.92 PWATER\n", - "2020-10-14 16:48:06.16 PERLND P302 DELT(minutes): 60\n", - "2020-10-14 16:48:06.22 PWATER\n", - "2020-10-14 16:48:06.46 PERLND P303 DELT(minutes): 60\n", - "2020-10-14 16:48:06.50 PWATER\n", - "2020-10-14 16:48:06.74 PERLND P304 DELT(minutes): 60\n", - "2020-10-14 16:48:06.78 PWATER\n", - "2020-10-14 16:48:07.02 PERLND P305 DELT(minutes): 60\n", - "2020-10-14 16:48:07.06 PWATER\n", - "2020-10-14 16:48:07.31 PERLND P306 DELT(minutes): 60\n", - "2020-10-14 16:48:07.36 PWATER\n", - "2020-10-14 16:48:07.63 IMPLND I301 DELT(minutes): 60\n", - "2020-10-14 16:48:07.66 IWATER\n", - "2020-10-14 16:48:07.76 RCHRES R201 DELT(minutes): 60\n", - "2020-10-14 16:48:07.83 HYDR\n", - "2020-10-14 16:48:08.25 RCHRES R190 DELT(minutes): 60\n", - "2020-10-14 16:48:08.29 HYDR\n", - "2020-10-14 16:48:08.56 RCHRES R202 DELT(minutes): 60\n", - "2020-10-14 16:48:08.61 HYDR\n", - "2020-10-14 16:48:08.98 RCHRES R191 DELT(minutes): 60\n", - "2020-10-14 16:48:09.04 HYDR\n", - "2020-10-14 16:48:09.53 RCHRES R203 DELT(minutes): 60\n", - "2020-10-14 16:48:09.58 HYDR\n", - "2020-10-14 16:48:10.08 RCHRES R211 DELT(minutes): 60\n", - "2020-10-14 16:48:10.12 HYDR\n", - "2020-10-14 16:48:10.36 RCHRES R212 DELT(minutes): 60\n", - "2020-10-14 16:48:10.39 HYDR\n", - "2020-10-14 16:48:10.77 RCHRES R192 DELT(minutes): 60\n", - "2020-10-14 16:48:10.81 HYDR\n", - "2020-10-14 16:48:11.14 RCHRES R204 DELT(minutes): 60\n", - "2020-10-14 16:48:11.19 HYDR\n", - "2020-10-14 16:48:11.71 RCHRES R221 DELT(minutes): 60\n", - "2020-10-14 16:48:11.75 HYDR\n", - "2020-10-14 16:48:12.13 RCHRES R222 DELT(minutes): 60\n", - "2020-10-14 16:48:12.17 HYDR\n", - "2020-10-14 16:48:12.39 RCHRES R223 DELT(minutes): 60\n", - "2020-10-14 16:48:12.43 HYDR\n", - "2020-10-14 16:48:12.85 RCHRES R193 DELT(minutes): 60\n", - "2020-10-14 16:48:12.89 HYDR\n", - "2020-10-14 16:48:13.21 RCHRES R205 DELT(minutes): 60\n", - "2020-10-14 16:48:13.26 HYDR\n", - "2020-10-14 16:48:13.71 RCHRES R225 DELT(minutes): 60\n", - "2020-10-14 16:48:13.77 HYDR\n", - "2020-10-14 16:48:14.25 RCHRES R194 DELT(minutes): 60\n", - "2020-10-14 16:48:14.32 HYDR\n", - "2020-10-14 16:48:14.54 RCHRES R206 DELT(minutes): 60\n", - "2020-10-14 16:48:14.60 HYDR\n", - "2020-10-14 16:48:15.02 RCHRES R227 DELT(minutes): 60\n", - "2020-10-14 16:48:15.06 HYDR\n", - "2020-10-14 16:48:15.47 RCHRES R207 DELT(minutes): 60\n", - "2020-10-14 16:48:15.52 HYDR\n", - "2020-10-14 16:48:15.91 RCHRES R231 DELT(minutes): 60\n", - "2020-10-14 16:48:15.95 HYDR\n", - "2020-10-14 16:48:16.32 RCHRES R232 DELT(minutes): 60\n", - "2020-10-14 16:48:16.36 HYDR\n", - "2020-10-14 16:48:16.58 RCHRES R233 DELT(minutes): 60\n", - "2020-10-14 16:48:16.62 HYDR\n", - "2020-10-14 16:48:16.99 RCHRES R241 DELT(minutes): 60\n", - "2020-10-14 16:48:17.03 HYDR\n", - "2020-10-14 16:48:17.42 RCHRES R242 DELT(minutes): 60\n", - "2020-10-14 16:48:17.47 HYDR\n", - "2020-10-14 16:48:17.79 RCHRES R243 DELT(minutes): 60\n", - "2020-10-14 16:48:17.85 HYDR\n", - "2020-10-14 16:48:18.27 RCHRES R301 DELT(minutes): 60\n", - "2020-10-14 16:48:18.32 HYDR\n", - "2020-10-14 16:48:18.77 RCHRES R311 DELT(minutes): 60\n", - "2020-10-14 16:48:18.82 HYDR\n", - "2020-10-14 16:48:19.07 RCHRES R302 DELT(minutes): 60\n", - "2020-10-14 16:48:19.11 HYDR\n", - "2020-10-14 16:48:19.58 RCHRES R303 DELT(minutes): 60\n", - "2020-10-14 16:48:19.62 HYDR\n", - "2020-10-14 16:48:20.03 RCHRES R401 DELT(minutes): 60\n", - "2020-10-14 16:48:20.08 HYDR\n", - "2020-10-14 16:48:20.42 RCHRES R411 DELT(minutes): 60\n", - "2020-10-14 16:48:20.46 HYDR\n", - "2020-10-14 16:48:20.80 RCHRES R402 DELT(minutes): 60\n", - "2020-10-14 16:48:20.85 HYDR\n", - "2020-10-14 16:48:21.22 RCHRES R421 DELT(minutes): 60\n", - "2020-10-14 16:48:21.27 HYDR\n", - "2020-10-14 16:48:21.62 RCHRES R422 DELT(minutes): 60\n", - "2020-10-14 16:48:21.66 HYDR\n", - "2020-10-14 16:48:21.88 RCHRES R423 DELT(minutes): 60\n", - "2020-10-14 16:48:21.92 HYDR\n", - "2020-10-14 16:48:22.32 RCHRES R403 DELT(minutes): 60\n", - "2020-10-14 16:48:22.36 HYDR\n", - "2020-10-14 16:48:22.76 RCHRES R431 DELT(minutes): 60\n", - "2020-10-14 16:48:22.84 HYDR\n", - "2020-10-14 16:48:23.21 RCHRES R404 DELT(minutes): 60\n", - "2020-10-14 16:48:23.25 HYDR\n", - "2020-10-14 16:48:23.60 RCHRES R441 DELT(minutes): 60\n", - "2020-10-14 16:48:23.63 HYDR\n", - "2020-10-14 16:48:23.98 RCHRES R443 DELT(minutes): 60\n", - "2020-10-14 16:48:24.03 HYDR\n", - "2020-10-14 16:48:24.41 RCHRES R442 DELT(minutes): 60\n", - "2020-10-14 16:48:24.47 HYDR\n", - "2020-10-14 16:48:24.93 RCHRES R405 DELT(minutes): 60\n", - "2020-10-14 16:48:24.98 HYDR\n", - "2020-10-14 16:48:25.36 RCHRES R406 DELT(minutes): 60\n", - "2020-10-14 16:48:25.40 HYDR\n", - "2020-10-14 16:48:25.84 RCHRES R407 DELT(minutes): 60\n", - "2020-10-14 16:48:25.95 HYDR\n", - "2020-10-14 16:48:26.41 RCHRES R408 DELT(minutes): 60\n", - "2020-10-14 16:48:26.48 HYDR\n", - "2020-10-14 16:48:26.85 RCHRES R195 DELT(minutes): 60\n", - "2020-10-14 16:48:26.91 HYDR\n", - "2020-10-14 16:48:27.12 RCHRES R304 DELT(minutes): 60\n", - "2020-10-14 16:48:27.17 HYDR\n", - "2020-10-14 16:48:27.65 RCHRES R305 DELT(minutes): 60\n", - "2020-10-14 16:48:27.72 HYDR\n", - "2020-10-14 16:48:28.17 RCHRES R306 DELT(minutes): 60\n", - "2020-10-14 16:48:28.22 HYDR\n", - "2020-10-14 16:48:28.61 RCHRES R500 DELT(minutes): 60\n", - "2020-10-14 16:48:28.65 HYDR\n", - "2020-10-14 16:48:28.95 RCHRES R501 DELT(minutes): 60\n", - "2020-10-14 16:48:28.99 HYDR\n", - "2020-10-14 16:48:29.47 RCHRES R513 DELT(minutes): 60\n", - "2020-10-14 16:48:29.51 HYDR\n", - "2020-10-14 16:48:29.81 RCHRES R514 DELT(minutes): 60\n", - "2020-10-14 16:48:29.85 HYDR\n", - "2020-10-14 16:48:30.12 RCHRES R502 DELT(minutes): 60\n", - "2020-10-14 16:48:30.17 HYDR\n", - "2020-10-14 16:48:30.86 RCHRES R510 DELT(minutes): 60\n", - "2020-10-14 16:48:30.91 HYDR\n", - "2020-10-14 16:48:31.43 RCHRES R511 DELT(minutes): 60\n", - "2020-10-14 16:48:31.48 HYDR\n", - "2020-10-14 16:48:32.13 RCHRES R512 DELT(minutes): 60\n", - "2020-10-14 16:48:32.19 HYDR\n", - "2020-10-14 16:48:32.69 RCHRES R503 DELT(minutes): 60\n", - "2020-10-14 16:48:32.74 HYDR\n", - "2020-10-14 16:48:33.61 RCHRES R523 DELT(minutes): 60\n", - "2020-10-14 16:48:33.65 HYDR\n", - "2020-10-14 16:48:33.96 RCHRES R524 DELT(minutes): 60\n", - "2020-10-14 16:48:34.00 HYDR\n", - "2020-10-14 16:48:34.30 RCHRES R525 DELT(minutes): 60\n", - "2020-10-14 16:48:34.35 HYDR\n", - "2020-10-14 16:48:34.65 RCHRES R526 DELT(minutes): 60\n", - "2020-10-14 16:48:34.69 HYDR\n", - "2020-10-14 16:48:34.95 RCHRES R521 DELT(minutes): 60\n", - "2020-10-14 16:48:35.01 HYDR\n", - "2020-10-14 16:48:35.67 RCHRES R522 DELT(minutes): 60\n", - "2020-10-14 16:48:35.73 HYDR\n", - "2020-10-14 16:48:36.27 RCHRES R531 DELT(minutes): 60\n", - "2020-10-14 16:48:36.31 HYDR\n", - "2020-10-14 16:48:36.69 RCHRES R504 DELT(minutes): 60\n", - "2020-10-14 16:48:36.73 HYDR\n", - "2020-10-14 16:48:37.06 RCHRES R505 DELT(minutes): 60\n", - "2020-10-14 16:48:37.10 HYDR\n", - "2020-10-14 16:48:37.44 RCHRES R506 DELT(minutes): 60\n", - "2020-10-14 16:48:37.49 HYDR\n", - "2020-10-14 16:48:37.81 RCHRES R541 DELT(minutes): 60\n", - "2020-10-14 16:48:37.85 HYDR\n", - "2020-10-14 16:48:38.18 RCHRES R542 DELT(minutes): 60\n", - "2020-10-14 16:48:38.23 HYDR\n", - "2020-10-14 16:48:38.60 RCHRES R307 DELT(minutes): 60\n", - "2020-10-14 16:48:38.65 HYDR\n", - "2020-10-14 16:48:39.07 Done; Run time is about 01:45.1 (mm:ss)\n", - "\n", - "\n", - " version\n", - "Python 3.8.2 | packaged by conda-forge | (default, Ap...\n", - "HSP2 1.0.0\n", - "numpy 1.18.1\n", - "numba 0.48.0\n", - "pandas 1.0.3\n", - "jupyterlab 2.1.1\n", - "notebook 6.0.3\n", - "os Windows-10-10.0.18362-SP0\n", - "processor Intel64 Family 6 Model 142 Stepping 9, Genuine...\n", - "Date/Time 2020-10-14 16:48:39\n" + "1780 reading from wdm\n", + "1800 reading from wdm\n", + "1805 reading from wdm\n", + "1806 reading from wdm\n", + "5803 reading from wdm\n" ] - } - ], - "source": [ - "main(hdfname, saveall=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "Development note:\n", - "\n", - "SAVEALL = FALSE (new SAVE table for hot restart by default)\n", - "2017-04-16 09:05:26.10 Run completed\n", - "1 loop, best of 3: 32.3 s per loop\n", - "Ratio of HSP2/HSPF 32.3/24.4 = 1.3\n", - "\n", - "SAVEALL = TRUE\n", - "2017-04-11 10:18:22.86 Run completed\n", - "1 loop, best of 3: 38.1 s per loop\n", - "Ratio of HSP2/HSPF 38.1/24.4 = 1.6\n", - "\n", - "04/25/2020 New Python 3 version is about 1.8x slower than HSPF - even when all tricks used.\n", - "However, the new Numba Dict and List implementations are SLOW in the code outside numba - on the order\n", - "of us vs ns which can easily explain a slight difference. Spotted warning messages in HSP2 log file.\n", - "\n", - "05/04/2020 new Calleg testing For reference the run time of HSPF is 32.2 seconds. Using to_hdf()\n", - "With Flush - create test10.h5 Run time is about 01:56.9 size 2,136,787 KB\n", - " existing test10.h5 Run time is about 01:15.2 size 2,136,836 KB\n", - "NO Flush - create test10.h5 Run time is about 01:19.1 size 2,136,787 KB Warning messages seen for closed node\n", - " existing test10.h5 Run time is about 01:14.4 size 2,236,836 KB\n", - "BLOSC - create test10.h5 Run time is about 01:29.0 size 1,156,499 KB No Flush, but no warning messages (Blosc in save_timeseries only)\n", - " existing test10.h5 Run time is about 01:26.2 size 1,156,796 KB\n", - " \n", - "BLOSC (wdm & main)\n", - " - create test10.h5 Run time is about 01:30.8 size 1,050,043 KB No Flush, no warning messages.\n", - " existing test10.h5 Run time is about 01:26.0 size 1,060,340 KB\n", - " existing test10.h5 Run time is about 01:23.6 (5/8/2020)\n", - " existing test10.h5 Run time is about 01:19.7 (5/8/2020) - no kernel restart from last run\n", - " \n", - "NO Numba - existing test10.h5 Run time is about 13:25.1 or x9.4 slower than with Numba.\n", - "\n", - "So current timing results show HSP2 is 2.8x slower than HSPF for this problem.\n", - "\n", - "Also tried return to store.put() with BLOSC (wdm & main) instead of to_hdf()\n", - " - existing test10.h5 Run time is about 01:28.0 but found warning messages for closed node. Speedup not worth it.\n", - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Read Summary from HBN file" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Find the higest frequency data available." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1841 reading from wdm\n", + "7031 reading from wdm\n", + "7013 reading from wdm\n", + "9703 reading from wdm\n", + "9602 reading from wdm\n", + "9904 reading from wdm\n", + "7016 reading from wdm\n", + "7026 reading from wdm\n", + "9102 reading from wdm\n", + "9805 reading from wdm\n", + "9106 reading from wdm\n", + "9803 reading from wdm\n", + "9706 reading from wdm\n", + "8500 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2239 reading from wdm\n", + "7027 reading from wdm\n", + "7012 reading from wdm\n", + "9707 reading from wdm\n", + "9912 reading from wdm\n", + "7051 reading from wdm\n", + "8600 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9209 reading from wdm\n", + "9705 reading from wdm\n", + "9206 reading from wdm\n", + "9806 reading from wdm\n", + "9600 reading from wdm\n", + "9509 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9208 reading from wdm\n", + "9505 reading from wdm\n", + "8200 reading from wdm\n", + "7002 reading from wdm\n", + "9917 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: 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with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9105 reading from wdm\n", + "7004 reading from wdm\n", + "9903 reading from wdm\n", + "9506 reading from wdm\n", + "8400 reading from wdm\n", + "9308 reading from wdm\n", + "7024 reading from wdm\n", + "9918 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7052 reading from wdm\n", + "9708 reading from wdm\n", + "7063 reading from wdm\n", + 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Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be 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"/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7022 reading from wdm\n", + "9907 reading from wdm\n", + "9507 reading from wdm\n", + "9309 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7055 reading from wdm\n", + "9203 reading from wdm\n", + "9607 reading from wdm\n", + "7030 reading from wdm\n", + "9300 reading from wdm\n", + "9401 reading from wdm\n", + "1018 reading from wdm\n", + "9709 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7054 reading from wdm\n", + "9801 reading from wdm\n", + "9302 reading from wdm\n", + "8800 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting 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"/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: 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"/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: 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StartStopFreqLengthTSTYPETFILLSTNAMSCENARIOCONSTITUENTLOCATION
TS4011987-01-01 00:00:002004-01-01 00:00:001MS204PUMP-999.0000Cumulative Flow of 6 Downtown GW WellsOBSERVEDPUMPOUTDOWNTOWN
TS4021987-01-01 00:00:002004-01-01 00:00:001MS204PUMP-999.0000Flow of GW pumped into storm drain by Pump #31 iOBSERVEDPUMPOUTPUMP_#31
TS4031987-01-01 00:00:002004-01-01 00:00:001MS204PUMP-999.0000Flow of GW pumped into storm drain @ 2020 FirstOBSERVEDPUMPIN2020_1ST
TS4041987-01-01 00:00:002004-01-01 00:00:001MS204PUMP-999.0000Flow of GW pumped into storm drain @ Chain Dr inOBSERVEDPUMPINCHAIN_DR
TS4051987-01-01 00:00:002004-01-01 00:00:001MS204PUMP-999.0000Flow of GW pumped into storm drain @ Madera in SOBSERVEDPUMPINMADERA
.................................
TS92041987-01-01 00:00:002003-01-01 00:00:001D5844AGWO-999.0000CALLEGAGWOMADERA
TS99111987-01-01 00:00:002003-01-01 00:00:001D5844FLOW-999.0000CALLEGFLOWARROY838
TS94031987-01-01 00:00:002003-01-01 00:00:001D5844IFWO-999.0000CALLEGIFWOREVOLON
TS94091987-01-01 00:00:002003-01-01 00:00:001H140256WPPT-999.0000CALLEGWPPTREVOLON
TS98021987-01-01 00:00:002003-01-01 00:00:001D5844SURO-999.0000CALLEGSUROBEARDSLY
\n", + "

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\n", + "
" + ], "text/plain": [ - "array(['Monthly', 'Yearly'], dtype=object)" + " Start Stop Freq Length TSTYPE \\\n", + "TS401 1987-01-01 00:00:00 2004-01-01 00:00:00 1MS 204 PUMP \n", + "TS402 1987-01-01 00:00:00 2004-01-01 00:00:00 1MS 204 PUMP \n", + "TS403 1987-01-01 00:00:00 2004-01-01 00:00:00 1MS 204 PUMP \n", + "TS404 1987-01-01 00:00:00 2004-01-01 00:00:00 1MS 204 PUMP \n", + "TS405 1987-01-01 00:00:00 2004-01-01 00:00:00 1MS 204 PUMP \n", + "... ... ... ... ... ... \n", + "TS9204 1987-01-01 00:00:00 2003-01-01 00:00:00 1D 5844 AGWO \n", + "TS9911 1987-01-01 00:00:00 2003-01-01 00:00:00 1D 5844 FLOW \n", + "TS9403 1987-01-01 00:00:00 2003-01-01 00:00:00 1D 5844 IFWO \n", + "TS9409 1987-01-01 00:00:00 2003-01-01 00:00:00 1H 140256 WPPT \n", + "TS9802 1987-01-01 00:00:00 2003-01-01 00:00:00 1D 5844 SURO \n", + "\n", + " TFILL STNAM SCENARIO \\\n", + "TS401 -999.0000 Cumulative Flow of 6 Downtown GW Wells OBSERVED \n", + "TS402 -999.0000 Flow of GW pumped into storm drain by Pump #31 i OBSERVED \n", + "TS403 -999.0000 Flow of GW pumped into storm drain @ 2020 First OBSERVED \n", + "TS404 -999.0000 Flow of GW pumped into storm drain @ Chain Dr in OBSERVED \n", + "TS405 -999.0000 Flow of GW pumped into storm drain @ Madera in S OBSERVED \n", + "... ... ... ... \n", + "TS9204 -999.0000 CALLEG \n", + "TS9911 -999.0000 CALLEG \n", + "TS9403 -999.0000 CALLEG \n", + "TS9409 -999.0000 CALLEG \n", + "TS9802 -999.0000 CALLEG \n", + "\n", + " CONSTITUENT LOCATION \n", + "TS401 PUMPOUT DOWNTOWN \n", + "TS402 PUMPOUT PUMP_#31 \n", + "TS403 PUMPIN 2020_1ST \n", + "TS404 PUMPIN CHAIN_DR \n", + "TS405 PUMPIN MADERA \n", + "... ... ... \n", + "TS9204 AGWO MADERA \n", + "TS9911 FLOW ARROY838 \n", + "TS9403 IFWO REVOLON \n", + "TS9409 WPPT REVOLON \n", + "TS9802 SURO BEARDSLY \n", + "\n", + "[235 rows x 10 columns]" ] }, - "execution_count": 19, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "summary = read_hdf(HBN, 'SUMMARY')\n", - "summary.Frequency.unique()" + "%time\n", + "readWDM(wdmname, hdfname)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "So the best available is monthly data." + "### Run" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Automate checking by output flow" + "Using profiler" ] }, { - "cell_type": "code", - "execution_count": 20, + "cell_type": "raw", "metadata": {}, - "outputs": [], "source": [ - "def hsp2key(hspfkey):\n", - " op, activity, segment, _ = hspfkey.split('_')\n", - " return f'RESULTS/{op}_{op[0]}{segment:0>3s}/{activity}' " + "%%prun -l 60 -T NumbaProfile.txt -q\n", + "main(hdfname, saveall=True)" ] }, { - "cell_type": "code", - "execution_count": 21, + "cell_type": "raw", "metadata": {}, - "outputs": [], "source": [ - "def monthlyoutflow(keys, flowname):\n", - " data = DataFrame()\n", - " for key in keys.index:\n", - " hsp2 = read_hdf(hdfname, hsp2key(key))[flowname].resample('M').sum().to_numpy()\n", - " hspf = read_hdf(HBN, key)[flowname].to_numpy()\n", - "\n", - " hsp2sum = hsp2.sum()\n", - " hspfsum = hspf.sum()\n", - "\n", - " segment = key.split('_')[2]\n", - " \n", - " data.loc[segment, 'HSP2 SUM'] = hsp2.sum()\n", - " data.loc[segment, 'HSPF SUM'] = hspf.sum()\n", - " data.loc[segment, 'Percent diff'] = 100.0 * (hspfsum - hsp2sum)/hspfsum\n", - " data.loc[segment, 'abs(Percent diff)'] = 100.0 * abs(hspfsum - hsp2sum)/hspfsum\n", - "\n", - " return data.sort_values(by=['abs(Percent diff)']) " + "with open('NumbaProfile.txt', 'r') as f:\n", + " for line in f:\n", + " total = float(line.split()[7])\n", + " print(line)\n", + " f.readline()\n", + " f.readline()\n", + " f.readline()\n", + " f.readline()\n", + " print(f.readline().rstrip())\n", + " break\n", + " sum = 0.0\n", + " for line in f:\n", + " sum += float(line.split()[1])\n", + " print(line.rstrip())\n", + " \n", + " # Pareto rule, look for calls cumsum to 80% time, ignore the rest\n", + " if sum >= 0.8 * total:\n", + " break\n", + "print(f'Cum Sum {100.0 * sum/total:.2f}%')" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Define a function to plot HSPF and HSP2 data" + "Normal run" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:34:12.203051Z", + "iopub.status.busy": "2024-04-26T01:34:12.202747Z", + "iopub.status.idle": "2024-04-26T01:35:42.620707Z", + "shell.execute_reply": "2024-04-26T01:35:42.620149Z", + "shell.execute_reply.started": "2024-04-26T01:34:12.203035Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-04-25 21:34:12.20 Processing started for file calleg_hsp2_devWDM.h5; saveall=True\n", + "2024-04-25 21:34:16.83 Simulation Start: 1993-10-01 00:00:00, Stop: 2002-10-01 00:00:00\n", + "2024-04-25 21:34:16.83 PERLND P011 DELT(minutes): 60\n", + "2024-04-25 21:34:18.24 PWATER\n", + "2024-04-25 21:34:23.54 PERLND P012 DELT(minutes): 60\n", + "2024-04-25 21:34:23.55 PWATER\n", + "2024-04-25 21:34:23.97 PERLND P013 DELT(minutes): 60\n", + "2024-04-25 21:34:23.97 PWATER\n", + "2024-04-25 21:34:24.38 PERLND P014 DELT(minutes): 60\n", + "2024-04-25 21:34:24.38 PWATER\n", + "2024-04-25 21:34:24.80 PERLND P015 DELT(minutes): 60\n", + "2024-04-25 21:34:24.80 PWATER\n", + "2024-04-25 21:34:25.21 IMPLND I011 DELT(minutes): 60\n", + "2024-04-25 21:34:25.22 IWATER\n", + "2024-04-25 21:34:26.65 PERLND P021 DELT(minutes): 60\n", + "2024-04-25 21:34:26.65 PWATER\n", + "2024-04-25 21:34:27.08 PERLND P022 DELT(minutes): 60\n", + "2024-04-25 21:34:27.08 PWATER\n", + "2024-04-25 21:34:27.49 PERLND P023 DELT(minutes): 60\n", + "2024-04-25 21:34:27.50 PWATER\n", + "2024-04-25 21:34:27.83 PERLND P024 DELT(minutes): 60\n", + "2024-04-25 21:34:27.84 PWATER\n", + "2024-04-25 21:34:28.05 PERLND P025 DELT(minutes): 60\n", + "2024-04-25 21:34:28.05 PWATER\n", + "2024-04-25 21:34:28.28 IMPLND I021 DELT(minutes): 60\n", + "2024-04-25 21:34:28.28 IWATER\n", + "2024-04-25 21:34:28.34 RCHRES R001 DELT(minutes): 60\n", + "2024-04-25 21:34:28.36 HYDR\n", + "2024-04-25 21:34:34.75 PERLND P031 DELT(minutes): 60\n", + "2024-04-25 21:34:34.76 PWATER\n", + "2024-04-25 21:34:34.99 PERLND P041 DELT(minutes): 60\n", + "2024-04-25 21:34:35.00 PWATER\n", + "2024-04-25 21:34:35.23 PERLND P042 DELT(minutes): 60\n", + "2024-04-25 21:34:35.23 PWATER\n", + "2024-04-25 21:34:35.45 PERLND P043 DELT(minutes): 60\n", + "2024-04-25 21:34:35.45 PWATER\n", + "2024-04-25 21:34:35.68 IMPLND I041 DELT(minutes): 60\n", + "2024-04-25 21:34:35.68 IWATER\n", + "2024-04-25 21:34:35.74 RCHRES R021 DELT(minutes): 60\n", + "2024-04-25 21:34:35.75 HYDR\n", + "2024-04-25 21:34:35.85 RCHRES R022 DELT(minutes): 60\n", + "2024-04-25 21:34:35.86 HYDR\n", + "2024-04-25 21:34:36.15 RCHRES R023 DELT(minutes): 60\n", + "2024-04-25 21:34:36.16 HYDR\n", + "2024-04-25 21:34:36.26 PERLND P051 DELT(minutes): 60\n", + "2024-04-25 21:34:36.26 PWATER\n", + "2024-04-25 21:34:36.48 PERLND P052 DELT(minutes): 60\n", + "2024-04-25 21:34:36.48 PWATER\n", + "2024-04-25 21:34:36.70 PERLND P053 DELT(minutes): 60\n", + "2024-04-25 21:34:36.70 PWATER\n", + "2024-04-25 21:34:36.92 PERLND P054 DELT(minutes): 60\n", + "2024-04-25 21:34:36.92 PWATER\n", + "2024-04-25 21:34:37.14 PERLND P055 DELT(minutes): 60\n", + "2024-04-25 21:34:37.14 PWATER\n", + "2024-04-25 21:34:37.35 IMPLND I051 DELT(minutes): 60\n", + "2024-04-25 21:34:37.35 IWATER\n", + "2024-04-25 21:34:37.41 RCHRES R011 DELT(minutes): 60\n", + "2024-04-25 21:34:37.44 HYDR\n", + "2024-04-25 21:34:37.55 RCHRES R024 DELT(minutes): 60\n", + "2024-04-25 21:34:37.56 HYDR\n", + "2024-04-25 21:34:37.67 PERLND P061 DELT(minutes): 60\n", + "2024-04-25 21:34:37.68 PWATER\n", + "2024-04-25 21:34:37.90 PERLND P062 DELT(minutes): 60\n", + "2024-04-25 21:34:37.90 PWATER\n", + "2024-04-25 21:34:38.12 IMPLND I061 DELT(minutes): 60\n", + "2024-04-25 21:34:38.12 IWATER\n", + "2024-04-25 21:34:38.18 PERLND P071 DELT(minutes): 60\n", + "2024-04-25 21:34:38.19 PWATER\n", + "2024-04-25 21:34:38.40 PERLND P072 DELT(minutes): 60\n", + "2024-04-25 21:34:38.41 PWATER\n", + "2024-04-25 21:34:38.62 PERLND P073 DELT(minutes): 60\n", + "2024-04-25 21:34:38.62 PWATER\n", + "2024-04-25 21:34:38.85 PERLND P074 DELT(minutes): 60\n", + "2024-04-25 21:34:38.85 PWATER\n", + "2024-04-25 21:34:39.08 PERLND P075 DELT(minutes): 60\n", + "2024-04-25 21:34:39.08 PWATER\n", + "2024-04-25 21:34:39.30 IMPLND I071 DELT(minutes): 60\n", + "2024-04-25 21:34:39.30 IWATER\n", + "2024-04-25 21:34:39.36 RCHRES R031 DELT(minutes): 60\n", + "2024-04-25 21:34:39.37 HYDR\n", + "2024-04-25 21:34:39.59 RCHRES R071 DELT(minutes): 60\n", + "2024-04-25 21:34:39.59 HYDR\n", + "2024-04-25 21:34:39.72 PERLND P081 DELT(minutes): 60\n", + "2024-04-25 21:34:39.72 PWATER\n", + "2024-04-25 21:34:39.94 PERLND P082 DELT(minutes): 60\n", + "2024-04-25 21:34:39.94 PWATER\n", + "2024-04-25 21:34:40.16 PERLND P083 DELT(minutes): 60\n", + "2024-04-25 21:34:40.16 PWATER\n", + "2024-04-25 21:34:40.38 PERLND P084 DELT(minutes): 60\n", + "2024-04-25 21:34:40.38 PWATER\n", + "2024-04-25 21:34:40.59 PERLND P085 DELT(minutes): 60\n", + "2024-04-25 21:34:40.60 PWATER\n", + "2024-04-25 21:34:40.81 IMPLND I081 DELT(minutes): 60\n", + "2024-04-25 21:34:40.82 IWATER\n", + "2024-04-25 21:34:40.88 PERLND P091 DELT(minutes): 60\n", + "2024-04-25 21:34:40.88 PWATER\n", + "2024-04-25 21:34:41.09 RCHRES R043 DELT(minutes): 60\n", + "2024-04-25 21:34:41.10 HYDR\n", + "2024-04-25 21:34:41.23 PERLND P101 DELT(minutes): 60\n", + "2024-04-25 21:34:41.24 PWATER\n", + "2024-04-25 21:34:41.26 Error count 32: PWATER: Reduced AGWO value to available\n", + "2024-04-25 21:34:41.26 Error count 20676: PWATER: Reset AGWS to zero\n", + "2024-04-25 21:34:41.46 PERLND P102 DELT(minutes): 60\n", + "2024-04-25 21:34:41.46 PWATER\n", + "2024-04-25 21:34:41.69 IMPLND I101 DELT(minutes): 60\n", + "2024-04-25 21:34:41.69 IWATER\n", + "2024-04-25 21:34:41.75 RCHRES R041 DELT(minutes): 60\n", + "2024-04-25 21:34:41.75 HYDR\n", + "2024-04-25 21:34:41.87 RCHRES R042 DELT(minutes): 60\n", + "2024-04-25 21:34:41.88 HYDR\n", + "2024-04-25 21:34:42.00 RCHRES R044 DELT(minutes): 60\n", + "2024-04-25 21:34:42.01 HYDR\n", + "2024-04-25 21:34:42.14 PERLND P111 DELT(minutes): 60\n", + "2024-04-25 21:34:42.14 PWATER\n", + "2024-04-25 21:34:42.46 PERLND P112 DELT(minutes): 60\n", + "2024-04-25 21:34:42.46 PWATER\n", + "2024-04-25 21:34:42.70 PERLND P113 DELT(minutes): 60\n", + "2024-04-25 21:34:42.70 PWATER\n", + "2024-04-25 21:34:42.91 IMPLND I111 DELT(minutes): 60\n", + "2024-04-25 21:34:42.92 IWATER\n", + "2024-04-25 21:34:42.97 RCHRES R045 DELT(minutes): 60\n", + "2024-04-25 21:34:42.98 HYDR\n", + "2024-04-25 21:34:43.11 PERLND P121 DELT(minutes): 60\n", + "2024-04-25 21:34:43.12 PWATER\n", + "2024-04-25 21:34:43.34 PERLND P122 DELT(minutes): 60\n", + "2024-04-25 21:34:43.34 PWATER\n", + "2024-04-25 21:34:43.56 PERLND P123 DELT(minutes): 60\n", + "2024-04-25 21:34:43.57 PWATER\n", + "2024-04-25 21:34:43.78 PERLND P124 DELT(minutes): 60\n", + "2024-04-25 21:34:43.78 PWATER\n", + "2024-04-25 21:34:44.00 PERLND P125 DELT(minutes): 60\n", + "2024-04-25 21:34:44.00 PWATER\n", + "2024-04-25 21:34:44.22 IMPLND I121 DELT(minutes): 60\n", + "2024-04-25 21:34:44.22 IWATER\n", + "2024-04-25 21:34:44.28 RCHRES R002 DELT(minutes): 60\n", + "2024-04-25 21:34:44.34 HYDR\n", + "2024-04-25 21:34:47.56 RCHRES R025 DELT(minutes): 60\n", + "2024-04-25 21:34:47.58 HYDR\n", + "2024-04-25 21:34:47.70 RCHRES R003 DELT(minutes): 60\n", + "2024-04-25 21:34:47.72 HYDR\n", + "2024-04-25 21:34:47.87 RCHRES R004 DELT(minutes): 60\n", + "2024-04-25 21:34:47.89 HYDR\n", + "2024-04-25 21:34:48.04 RCHRES R904 DELT(minutes): 60\n", + "2024-04-25 21:34:48.04 HYDR\n", + "2024-04-25 21:34:48.19 PERLND P131 DELT(minutes): 60\n", + "2024-04-25 21:34:48.19 PWATER\n", + "2024-04-25 21:34:48.42 PERLND P132 DELT(minutes): 60\n", + "2024-04-25 21:34:48.42 PWATER\n", + "2024-04-25 21:34:48.64 PERLND P133 DELT(minutes): 60\n", + "2024-04-25 21:34:48.64 PWATER\n", + "2024-04-25 21:34:48.86 PERLND P134 DELT(minutes): 60\n", + "2024-04-25 21:34:48.86 PWATER\n", + "2024-04-25 21:34:49.08 PERLND P135 DELT(minutes): 60\n", + "2024-04-25 21:34:49.08 PWATER\n", + "2024-04-25 21:34:49.32 IMPLND I131 DELT(minutes): 60\n", + "2024-04-25 21:34:49.32 IWATER\n", + "2024-04-25 21:34:49.42 RCHRES R061 DELT(minutes): 60\n", + "2024-04-25 21:34:49.43 HYDR\n", + "2024-04-25 21:34:49.66 RCHRES R062 DELT(minutes): 60\n", + "2024-04-25 21:34:49.67 HYDR\n", + "2024-04-25 21:34:49.89 RCHRES R063 DELT(minutes): 60\n", + "2024-04-25 21:34:49.90 HYDR\n", + "2024-04-25 21:34:50.14 RCHRES R064 DELT(minutes): 60\n", + "2024-04-25 21:34:50.15 HYDR\n", + "2024-04-25 21:34:50.38 RCHRES R964 DELT(minutes): 60\n", + "2024-04-25 21:34:50.39 HYDR\n", + "2024-04-25 21:34:50.63 RCHRES R091 DELT(minutes): 60\n", + "2024-04-25 21:34:50.64 HYDR\n", + "2024-04-25 21:34:50.85 PERLND P141 DELT(minutes): 60\n", + "2024-04-25 21:34:50.85 PWATER\n", + "2024-04-25 21:34:51.07 PERLND P142 DELT(minutes): 60\n", + "2024-04-25 21:34:51.07 PWATER\n", + "2024-04-25 21:34:51.40 PERLND P143 DELT(minutes): 60\n", + "2024-04-25 21:34:51.40 PWATER\n", + "2024-04-25 21:34:51.62 PERLND P144 DELT(minutes): 60\n", + "2024-04-25 21:34:51.62 PWATER\n", + "2024-04-25 21:34:51.83 PERLND P145 DELT(minutes): 60\n", + "2024-04-25 21:34:51.84 PWATER\n", + "2024-04-25 21:34:52.05 IMPLND I141 DELT(minutes): 60\n", + "2024-04-25 21:34:52.06 IWATER\n", + "2024-04-25 21:34:52.12 RCHRES R005 DELT(minutes): 60\n", + "2024-04-25 21:34:52.21 HYDR\n", + "2024-04-25 21:34:52.34 RCHRES R046 DELT(minutes): 60\n", + "2024-04-25 21:34:52.36 HYDR\n", + "2024-04-25 21:34:52.48 RCHRES R065 DELT(minutes): 60\n", + "2024-04-25 21:34:52.50 HYDR\n", + "2024-04-25 21:34:52.63 RCHRES R072 DELT(minutes): 60\n", + "2024-04-25 21:34:52.64 HYDR\n", + "2024-04-25 21:34:52.77 PERLND P151 DELT(minutes): 60\n", + "2024-04-25 21:34:52.77 PWATER\n", + "2024-04-25 21:34:52.99 PERLND P152 DELT(minutes): 60\n", + "2024-04-25 21:34:53.00 PWATER\n", + "2024-04-25 21:34:53.21 IMPLND I151 DELT(minutes): 60\n", + "2024-04-25 21:34:53.22 IWATER\n", + "2024-04-25 21:34:53.32 RCHRES R051 DELT(minutes): 60\n", + "2024-04-25 21:34:53.33 HYDR\n", + "2024-04-25 21:34:53.56 RCHRES R952 DELT(minutes): 60\n", + "2024-04-25 21:34:53.56 HYDR\n", + "2024-04-25 21:34:53.80 RCHRES R052 DELT(minutes): 60\n", + "2024-04-25 21:34:53.82 HYDR\n", + "2024-04-25 21:34:54.06 RCHRES R006 DELT(minutes): 60\n", + "2024-04-25 21:34:54.07 HYDR\n", + "2024-04-25 21:34:54.30 RCHRES R081 DELT(minutes): 60\n", + "2024-04-25 21:34:54.31 HYDR\n", + "2024-04-25 21:34:54.54 PERLND P161 DELT(minutes): 60\n", + "2024-04-25 21:34:54.55 PWATER\n", + "2024-04-25 21:34:55.15 PERLND P162 DELT(minutes): 60\n", + "2024-04-25 21:34:55.15 PWATER\n", + "2024-04-25 21:34:55.57 PERLND P163 DELT(minutes): 60\n", + "2024-04-25 21:34:55.57 PWATER\n", + "2024-04-25 21:34:55.99 PERLND P164 DELT(minutes): 60\n", + "2024-04-25 21:34:56.00 PWATER\n", + "2024-04-25 21:34:56.41 PERLND P165 DELT(minutes): 60\n", + "2024-04-25 21:34:56.42 PWATER\n", + "2024-04-25 21:34:56.83 IMPLND I161 DELT(minutes): 60\n", + "2024-04-25 21:34:56.84 IWATER\n", + "2024-04-25 21:34:56.94 RCHRES R101 DELT(minutes): 60\n", + "2024-04-25 21:34:56.95 HYDR\n", + "2024-04-25 21:34:57.19 RCHRES R102 DELT(minutes): 60\n", + "2024-04-25 21:34:57.19 HYDR\n", + "2024-04-25 21:34:57.42 RCHRES R103 DELT(minutes): 60\n", + "2024-04-25 21:34:57.43 HYDR\n", + "2024-04-25 21:34:57.66 RCHRES R104 DELT(minutes): 60\n", + "2024-04-25 21:34:57.66 HYDR\n", + "2024-04-25 21:34:57.90 RCHRES R105 DELT(minutes): 60\n", + "2024-04-25 21:34:57.91 HYDR\n", + "2024-04-25 21:34:58.14 PERLND P171 DELT(minutes): 60\n", + "2024-04-25 21:34:58.14 PWATER\n", + "2024-04-25 21:34:58.58 PERLND P172 DELT(minutes): 60\n", + "2024-04-25 21:34:58.59 PWATER\n", + "2024-04-25 21:34:59.00 PERLND P173 DELT(minutes): 60\n", + "2024-04-25 21:34:59.01 PWATER\n", + "2024-04-25 21:34:59.42 PERLND P174 DELT(minutes): 60\n", + "2024-04-25 21:34:59.43 PWATER\n", + "2024-04-25 21:34:59.84 PERLND P175 DELT(minutes): 60\n", + "2024-04-25 21:34:59.84 PWATER\n", + "2024-04-25 21:35:00.26 IMPLND I171 DELT(minutes): 60\n", + "2024-04-25 21:35:00.26 IWATER\n", + "2024-04-25 21:35:00.36 PERLND P181 DELT(minutes): 60\n", + "2024-04-25 21:35:00.36 PWATER\n", + "2024-04-25 21:35:00.58 PERLND P182 DELT(minutes): 60\n", + "2024-04-25 21:35:00.58 PWATER\n", + "2024-04-25 21:35:00.95 PERLND P183 DELT(minutes): 60\n", + "2024-04-25 21:35:00.96 PWATER\n", + "2024-04-25 21:35:01.55 PERLND P184 DELT(minutes): 60\n", + "2024-04-25 21:35:01.55 PWATER\n", + "2024-04-25 21:35:01.97 PERLND P185 DELT(minutes): 60\n", + "2024-04-25 21:35:01.98 PWATER\n", + "2024-04-25 21:35:02.01 Error count 1532: PWATER: Reduced AGWO value to available\n", + "2024-04-25 21:35:02.01 Error count 71719: PWATER: Reset AGWS to zero\n", + "2024-04-25 21:35:02.40 IMPLND I181 DELT(minutes): 60\n", + "2024-04-25 21:35:02.40 IWATER\n", + "2024-04-25 21:35:02.51 RCHRES R107 DELT(minutes): 60\n", + "2024-04-25 21:35:02.54 HYDR\n", + "2024-04-25 21:35:02.77 RCHRES R106 DELT(minutes): 60\n", + "2024-04-25 21:35:02.79 HYDR\n", + "2024-04-25 21:35:03.02 RCHRES R108 DELT(minutes): 60\n", + "2024-04-25 21:35:03.03 HYDR\n", + "2024-04-25 21:35:03.24 RCHRES R007 DELT(minutes): 60\n", + "2024-04-25 21:35:03.27 HYDR\n", + "2024-04-25 21:35:03.51 RCHRES R082 DELT(minutes): 60\n", + "2024-04-25 21:35:03.56 HYDR\n", + "2024-04-25 21:35:03.79 RCHRES R092 DELT(minutes): 60\n", + "2024-04-25 21:35:03.84 HYDR\n", + "2024-04-25 21:35:04.07 RCHRES R008 DELT(minutes): 60\n", + "2024-04-25 21:35:04.10 HYDR\n", + "2024-04-25 21:35:04.33 RCHRES R009 DELT(minutes): 60\n", + "2024-04-25 21:35:04.34 HYDR\n", + "2024-04-25 21:35:04.58 RCHRES R109 DELT(minutes): 60\n", + "2024-04-25 21:35:04.62 HYDR\n", + "2024-04-25 21:35:04.85 RCHRES R010 DELT(minutes): 60\n", + "2024-04-25 21:35:04.88 HYDR\n", + "2024-04-25 21:35:05.11 PERLND P191 DELT(minutes): 60\n", + "2024-04-25 21:35:05.12 PWATER\n", + "2024-04-25 21:35:05.54 PERLND P192 DELT(minutes): 60\n", + "2024-04-25 21:35:05.55 PWATER\n", + "2024-04-25 21:35:05.96 PERLND P193 DELT(minutes): 60\n", + "2024-04-25 21:35:05.97 PWATER\n", + "2024-04-25 21:35:06.38 PERLND P194 DELT(minutes): 60\n", + "2024-04-25 21:35:06.38 PWATER\n", + "2024-04-25 21:35:06.60 PERLND P195 DELT(minutes): 60\n", + "2024-04-25 21:35:06.60 PWATER\n", + "2024-04-25 21:35:06.82 IMPLND I191 DELT(minutes): 60\n", + "2024-04-25 21:35:06.82 IWATER\n", + "2024-04-25 21:35:06.98 PERLND P201 DELT(minutes): 60\n", + "2024-04-25 21:35:06.99 PWATER\n", + "2024-04-25 21:35:07.21 PERLND P202 DELT(minutes): 60\n", + "2024-04-25 21:35:07.21 PWATER\n", + "2024-04-25 21:35:07.43 PERLND P203 DELT(minutes): 60\n", + "2024-04-25 21:35:07.44 PWATER\n", + "2024-04-25 21:35:07.66 PERLND P204 DELT(minutes): 60\n", + "2024-04-25 21:35:07.66 PWATER\n", + "2024-04-25 21:35:07.88 PERLND P205 DELT(minutes): 60\n", + "2024-04-25 21:35:07.88 PWATER\n", + "2024-04-25 21:35:08.10 PERLND P206 DELT(minutes): 60\n", + "2024-04-25 21:35:08.11 PWATER\n", + "2024-04-25 21:35:08.33 IMPLND I201 DELT(minutes): 60\n", + "2024-04-25 21:35:08.34 IWATER\n", + "2024-04-25 21:35:08.39 PERLND P211 DELT(minutes): 60\n", + "2024-04-25 21:35:08.40 PWATER\n", + "2024-04-25 21:35:08.62 PERLND P212 DELT(minutes): 60\n", + "2024-04-25 21:35:08.63 PWATER\n", + "2024-04-25 21:35:08.85 PERLND P213 DELT(minutes): 60\n", + "2024-04-25 21:35:08.85 PWATER\n", + "2024-04-25 21:35:09.07 PERLND P214 DELT(minutes): 60\n", + "2024-04-25 21:35:09.08 PWATER\n", + "2024-04-25 21:35:09.32 PERLND P215 DELT(minutes): 60\n", + "2024-04-25 21:35:09.32 PWATER\n", + "2024-04-25 21:35:09.74 PERLND P216 DELT(minutes): 60\n", + "2024-04-25 21:35:09.76 PWATER\n", + "2024-04-25 21:35:10.19 IMPLND I211 DELT(minutes): 60\n", + "2024-04-25 21:35:10.19 IWATER\n", + "2024-04-25 21:35:10.29 PERLND P221 DELT(minutes): 60\n", + "2024-04-25 21:35:10.31 PWATER\n", + "2024-04-25 21:35:10.55 PERLND P222 DELT(minutes): 60\n", + "2024-04-25 21:35:10.56 PWATER\n", + "2024-04-25 21:35:10.88 PERLND P224 DELT(minutes): 60\n", + "2024-04-25 21:35:10.88 PWATER\n", + "2024-04-25 21:35:11.10 PERLND P225 DELT(minutes): 60\n", + "2024-04-25 21:35:11.10 PWATER\n", + "2024-04-25 21:35:11.34 PERLND P226 DELT(minutes): 60\n", + "2024-04-25 21:35:11.36 PWATER\n", + "2024-04-25 21:35:11.78 IMPLND I221 DELT(minutes): 60\n", + "2024-04-25 21:35:11.78 IWATER\n", + "2024-04-25 21:35:11.89 PERLND P231 DELT(minutes): 60\n", + "2024-04-25 21:35:11.90 PWATER\n", + "2024-04-25 21:35:12.33 PERLND P232 DELT(minutes): 60\n", + "2024-04-25 21:35:12.33 PWATER\n", + "2024-04-25 21:35:12.75 PERLND P234 DELT(minutes): 60\n", + "2024-04-25 21:35:12.75 PWATER\n", + "2024-04-25 21:35:13.12 PERLND P235 DELT(minutes): 60\n", + "2024-04-25 21:35:13.12 PWATER\n", + "2024-04-25 21:35:13.36 IMPLND I231 DELT(minutes): 60\n", + "2024-04-25 21:35:13.37 IWATER\n", + "2024-04-25 21:35:13.47 PERLND P241 DELT(minutes): 60\n", + "2024-04-25 21:35:13.49 PWATER\n", + "2024-04-25 21:35:13.90 PERLND P242 DELT(minutes): 60\n", + "2024-04-25 21:35:13.91 PWATER\n", + "2024-04-25 21:35:14.33 PERLND P243 DELT(minutes): 60\n", + "2024-04-25 21:35:14.33 PWATER\n", + "2024-04-25 21:35:14.74 PERLND P244 DELT(minutes): 60\n", + "2024-04-25 21:35:14.75 PWATER\n", + "2024-04-25 21:35:15.16 PERLND P245 DELT(minutes): 60\n", + "2024-04-25 21:35:15.17 PWATER\n", + "2024-04-25 21:35:15.58 IMPLND I241 DELT(minutes): 60\n", + "2024-04-25 21:35:15.58 IWATER\n", + "2024-04-25 21:35:15.87 PERLND P251 DELT(minutes): 60\n", + "2024-04-25 21:35:15.89 PWATER\n", + "2024-04-25 21:35:16.31 PERLND P252 DELT(minutes): 60\n", + "2024-04-25 21:35:16.32 PWATER\n", + "2024-04-25 21:35:16.73 PERLND P253 DELT(minutes): 60\n", + "2024-04-25 21:35:16.73 PWATER\n", + "2024-04-25 21:35:17.16 PERLND P254 DELT(minutes): 60\n", + "2024-04-25 21:35:17.16 PWATER\n", + "2024-04-25 21:35:17.46 PERLND P255 DELT(minutes): 60\n", + "2024-04-25 21:35:17.46 PWATER\n", + "2024-04-25 21:35:17.68 PERLND P256 DELT(minutes): 60\n", + "2024-04-25 21:35:17.69 PWATER\n", + "2024-04-25 21:35:17.92 IMPLND I251 DELT(minutes): 60\n", + "2024-04-25 21:35:17.92 IWATER\n", + "2024-04-25 21:35:17.98 PERLND P261 DELT(minutes): 60\n", + "2024-04-25 21:35:17.99 PWATER\n", + "2024-04-25 21:35:18.22 PERLND P266 DELT(minutes): 60\n", + "2024-04-25 21:35:18.22 PWATER\n", + "2024-04-25 21:35:18.45 PERLND P271 DELT(minutes): 60\n", + "2024-04-25 21:35:18.46 PWATER\n", + "2024-04-25 21:35:18.68 PERLND P272 DELT(minutes): 60\n", + "2024-04-25 21:35:18.68 PWATER\n", + "2024-04-25 21:35:18.90 PERLND P275 DELT(minutes): 60\n", + "2024-04-25 21:35:18.90 PWATER\n", + "2024-04-25 21:35:19.13 PERLND P276 DELT(minutes): 60\n", + "2024-04-25 21:35:19.13 PWATER\n", + "2024-04-25 21:35:19.36 IMPLND I271 DELT(minutes): 60\n", + "2024-04-25 21:35:19.36 IWATER\n", + "2024-04-25 21:35:19.42 PERLND P281 DELT(minutes): 60\n", + "2024-04-25 21:35:19.43 PWATER\n", + "2024-04-25 21:35:19.65 PERLND P282 DELT(minutes): 60\n", + "2024-04-25 21:35:19.66 PWATER\n", + "2024-04-25 21:35:19.87 PERLND P283 DELT(minutes): 60\n", + "2024-04-25 21:35:19.87 PWATER\n", + "2024-04-25 21:35:20.20 PERLND P285 DELT(minutes): 60\n", + "2024-04-25 21:35:20.20 PWATER\n", + "2024-04-25 21:35:20.44 PERLND P286 DELT(minutes): 60\n", + "2024-04-25 21:35:20.45 PWATER\n", + "2024-04-25 21:35:20.67 IMPLND I281 DELT(minutes): 60\n", + "2024-04-25 21:35:20.67 IWATER\n", + "2024-04-25 21:35:20.73 PERLND P291 DELT(minutes): 60\n", + "2024-04-25 21:35:20.74 PWATER\n", + "2024-04-25 21:35:21.06 PERLND P292 DELT(minutes): 60\n", + "2024-04-25 21:35:21.06 PWATER\n", + "2024-04-25 21:35:21.40 PERLND P293 DELT(minutes): 60\n", + "2024-04-25 21:35:21.40 PWATER\n", + "2024-04-25 21:35:21.62 PERLND P294 DELT(minutes): 60\n", + "2024-04-25 21:35:21.63 PWATER\n", + "2024-04-25 21:35:21.85 PERLND P295 DELT(minutes): 60\n", + "2024-04-25 21:35:21.85 PWATER\n", + "2024-04-25 21:35:22.07 PERLND P296 DELT(minutes): 60\n", + "2024-04-25 21:35:22.08 PWATER\n", + "2024-04-25 21:35:22.31 IMPLND I291 DELT(minutes): 60\n", + "2024-04-25 21:35:22.31 IWATER\n", + "2024-04-25 21:35:22.37 PERLND P301 DELT(minutes): 60\n", + "2024-04-25 21:35:22.38 PWATER\n", + "2024-04-25 21:35:22.61 PERLND P302 DELT(minutes): 60\n", + "2024-04-25 21:35:22.61 PWATER\n", + "2024-04-25 21:35:22.83 PERLND P303 DELT(minutes): 60\n", + "2024-04-25 21:35:22.83 PWATER\n", + "2024-04-25 21:35:23.05 PERLND P304 DELT(minutes): 60\n", + "2024-04-25 21:35:23.05 PWATER\n", + "2024-04-25 21:35:23.28 PERLND P305 DELT(minutes): 60\n", + "2024-04-25 21:35:23.28 PWATER\n", + "2024-04-25 21:35:23.50 PERLND P306 DELT(minutes): 60\n", + "2024-04-25 21:35:23.51 PWATER\n", + "2024-04-25 21:35:23.74 IMPLND I301 DELT(minutes): 60\n", + "2024-04-25 21:35:23.74 IWATER\n", + "2024-04-25 21:35:23.80 RCHRES R201 DELT(minutes): 60\n", + "2024-04-25 21:35:23.82 HYDR\n", + "2024-04-25 21:35:23.98 RCHRES R190 DELT(minutes): 60\n", + "2024-04-25 21:35:23.98 HYDR\n", + "2024-04-25 21:35:24.22 RCHRES R202 DELT(minutes): 60\n", + "2024-04-25 21:35:24.23 HYDR\n", + "2024-04-25 21:35:24.38 RCHRES R191 DELT(minutes): 60\n", + "2024-04-25 21:35:24.39 HYDR\n", + "2024-04-25 21:35:24.52 RCHRES R203 DELT(minutes): 60\n", + "2024-04-25 21:35:24.53 HYDR\n", + "2024-04-25 21:35:24.69 RCHRES R211 DELT(minutes): 60\n", + "2024-04-25 21:35:24.69 HYDR\n", + "2024-04-25 21:35:24.83 RCHRES R212 DELT(minutes): 60\n", + "2024-04-25 21:35:24.84 HYDR\n", + "2024-04-25 21:35:24.97 RCHRES R192 DELT(minutes): 60\n", + "2024-04-25 21:35:24.98 HYDR\n", + "2024-04-25 21:35:25.01 Error count 1: HYDR: Solve converged to point outside valid range\n", + "2024-04-25 21:35:25.10 RCHRES R204 DELT(minutes): 60\n", + "2024-04-25 21:35:25.11 HYDR\n", + "2024-04-25 21:35:25.30 RCHRES R221 DELT(minutes): 60\n", + "2024-04-25 21:35:25.31 HYDR\n", + "2024-04-25 21:35:25.55 RCHRES R222 DELT(minutes): 60\n", + "2024-04-25 21:35:25.55 HYDR\n", + "2024-04-25 21:35:25.79 RCHRES R223 DELT(minutes): 60\n", + "2024-04-25 21:35:25.81 HYDR\n", + "2024-04-25 21:35:26.04 RCHRES R193 DELT(minutes): 60\n", + "2024-04-25 21:35:26.06 HYDR\n", + "2024-04-25 21:35:26.28 RCHRES R205 DELT(minutes): 60\n", + "2024-04-25 21:35:26.30 HYDR\n", + "2024-04-25 21:35:26.59 RCHRES R225 DELT(minutes): 60\n", + "2024-04-25 21:35:26.60 HYDR\n", + "2024-04-25 21:35:26.84 RCHRES R194 DELT(minutes): 60\n", + "2024-04-25 21:35:26.85 HYDR\n", + "2024-04-25 21:35:27.09 RCHRES R206 DELT(minutes): 60\n", + "2024-04-25 21:35:27.12 HYDR\n", + "2024-04-25 21:35:27.40 RCHRES R227 DELT(minutes): 60\n", + "2024-04-25 21:35:27.42 HYDR\n", + "2024-04-25 21:35:27.66 RCHRES R207 DELT(minutes): 60\n", + "2024-04-25 21:35:27.67 HYDR\n", + "2024-04-25 21:35:27.98 RCHRES R231 DELT(minutes): 60\n", + "2024-04-25 21:35:27.99 HYDR\n", + "2024-04-25 21:35:28.17 RCHRES R232 DELT(minutes): 60\n", + "2024-04-25 21:35:28.17 HYDR\n", + "2024-04-25 21:35:28.30 RCHRES R233 DELT(minutes): 60\n", + "2024-04-25 21:35:28.31 HYDR\n", + "2024-04-25 21:35:28.55 RCHRES R241 DELT(minutes): 60\n", + "2024-04-25 21:35:28.56 HYDR\n", + "2024-04-25 21:35:28.69 RCHRES R242 DELT(minutes): 60\n", + "2024-04-25 21:35:28.69 HYDR\n", + "2024-04-25 21:35:28.82 RCHRES R243 DELT(minutes): 60\n", + "2024-04-25 21:35:28.83 HYDR\n", + "2024-04-25 21:35:28.96 RCHRES R301 DELT(minutes): 60\n", + "2024-04-25 21:35:28.97 HYDR\n", + "2024-04-25 21:35:29.13 RCHRES R311 DELT(minutes): 60\n", + "2024-04-25 21:35:29.30 HYDR\n", + "2024-04-25 21:35:29.50 RCHRES R302 DELT(minutes): 60\n", + "2024-04-25 21:35:29.52 HYDR\n", + "2024-04-25 21:35:29.80 RCHRES R303 DELT(minutes): 60\n", + "2024-04-25 21:35:29.87 HYDR\n", + "2024-04-25 21:35:30.16 RCHRES R401 DELT(minutes): 60\n", + "2024-04-25 21:35:30.18 HYDR\n", + "2024-04-25 21:35:30.41 RCHRES R411 DELT(minutes): 60\n", + "2024-04-25 21:35:30.43 HYDR\n", + "2024-04-25 21:35:30.66 RCHRES R402 DELT(minutes): 60\n", + "2024-04-25 21:35:30.68 HYDR\n", + "2024-04-25 21:35:30.92 RCHRES R421 DELT(minutes): 60\n", + "2024-04-25 21:35:30.94 HYDR\n", + "2024-04-25 21:35:31.08 RCHRES R422 DELT(minutes): 60\n", + "2024-04-25 21:35:31.08 HYDR\n", + "2024-04-25 21:35:31.21 RCHRES R423 DELT(minutes): 60\n", + "2024-04-25 21:35:31.25 HYDR\n", + "2024-04-25 21:35:31.38 RCHRES R403 DELT(minutes): 60\n", + "2024-04-25 21:35:31.39 HYDR\n", + "2024-04-25 21:35:31.53 RCHRES R431 DELT(minutes): 60\n", + "2024-04-25 21:35:31.55 HYDR\n", + "2024-04-25 21:35:31.68 RCHRES R404 DELT(minutes): 60\n", + "2024-04-25 21:35:31.70 HYDR\n", + "2024-04-25 21:35:31.83 RCHRES R441 DELT(minutes): 60\n", + "2024-04-25 21:35:31.84 HYDR\n", + "2024-04-25 21:35:32.02 RCHRES R443 DELT(minutes): 60\n", + "2024-04-25 21:35:32.03 HYDR\n", + "2024-04-25 21:35:32.43 RCHRES R442 DELT(minutes): 60\n", + "2024-04-25 21:35:32.45 HYDR\n", + "2024-04-25 21:35:32.63 RCHRES R405 DELT(minutes): 60\n", + "2024-04-25 21:35:32.67 HYDR\n", + "2024-04-25 21:35:32.80 RCHRES R406 DELT(minutes): 60\n", + "2024-04-25 21:35:32.81 HYDR\n", + "2024-04-25 21:35:32.94 RCHRES R407 DELT(minutes): 60\n", + "2024-04-25 21:35:32.98 HYDR\n", + "2024-04-25 21:35:36.03 RCHRES R408 DELT(minutes): 60\n", + "2024-04-25 21:35:36.07 HYDR\n", + "2024-04-25 21:35:36.20 RCHRES R195 DELT(minutes): 60\n", + "2024-04-25 21:35:36.21 HYDR\n", + "2024-04-25 21:35:36.34 RCHRES R304 DELT(minutes): 60\n", + "2024-04-25 21:35:36.37 HYDR\n", + "2024-04-25 21:35:36.52 RCHRES R305 DELT(minutes): 60\n", + "2024-04-25 21:35:36.54 HYDR\n", + "2024-04-25 21:35:36.70 RCHRES R306 DELT(minutes): 60\n", + "2024-04-25 21:35:36.71 HYDR\n", + "2024-04-25 21:35:36.87 RCHRES R500 DELT(minutes): 60\n", + "2024-04-25 21:35:36.88 HYDR\n", + "2024-04-25 21:35:37.04 RCHRES R501 DELT(minutes): 60\n", + "2024-04-25 21:35:37.05 HYDR\n", + "2024-04-25 21:35:37.21 RCHRES R513 DELT(minutes): 60\n", + "2024-04-25 21:35:37.22 HYDR\n", + "2024-04-25 21:35:37.36 RCHRES R514 DELT(minutes): 60\n", + "2024-04-25 21:35:37.37 HYDR\n", + "2024-04-25 21:35:37.58 RCHRES R502 DELT(minutes): 60\n", + "2024-04-25 21:35:37.62 HYDR\n", + "2024-04-25 21:35:37.91 RCHRES R510 DELT(minutes): 60\n", + "2024-04-25 21:35:37.93 HYDR\n", + "2024-04-25 21:35:38.21 RCHRES R511 DELT(minutes): 60\n", + "2024-04-25 21:35:38.24 HYDR\n", + "2024-04-25 21:35:38.54 RCHRES R512 DELT(minutes): 60\n", + "2024-04-25 21:35:38.56 HYDR\n", + "2024-04-25 21:35:39.18 RCHRES R503 DELT(minutes): 60\n", + "2024-04-25 21:35:39.23 HYDR\n", + "2024-04-25 21:35:39.47 RCHRES R523 DELT(minutes): 60\n", + "2024-04-25 21:35:39.48 HYDR\n", + "2024-04-25 21:35:39.72 RCHRES R524 DELT(minutes): 60\n", + "2024-04-25 21:35:39.72 HYDR\n", + "2024-04-25 21:35:39.96 RCHRES R525 DELT(minutes): 60\n", + "2024-04-25 21:35:39.98 HYDR\n", + "2024-04-25 21:35:40.21 RCHRES R526 DELT(minutes): 60\n", + "2024-04-25 21:35:40.22 HYDR\n", + "2024-04-25 21:35:40.46 RCHRES R521 DELT(minutes): 60\n", + "2024-04-25 21:35:40.49 HYDR\n", + "2024-04-25 21:35:40.73 RCHRES R522 DELT(minutes): 60\n", + "2024-04-25 21:35:40.75 HYDR\n", + "2024-04-25 21:35:40.99 RCHRES R531 DELT(minutes): 60\n", + "2024-04-25 21:35:41.01 HYDR\n", + "2024-04-25 21:35:41.25 RCHRES R504 DELT(minutes): 60\n", + "2024-04-25 21:35:41.26 HYDR\n", + "2024-04-25 21:35:41.50 RCHRES R505 DELT(minutes): 60\n", + "2024-04-25 21:35:41.52 HYDR\n", + "2024-04-25 21:35:41.76 RCHRES R506 DELT(minutes): 60\n", + "2024-04-25 21:35:41.77 HYDR\n", + "2024-04-25 21:35:42.00 RCHRES R541 DELT(minutes): 60\n", + "2024-04-25 21:35:42.00 HYDR\n", + "2024-04-25 21:35:42.14 RCHRES R542 DELT(minutes): 60\n", + "2024-04-25 21:35:42.14 HYDR\n", + "2024-04-25 21:35:42.28 RCHRES R307 DELT(minutes): 60\n", + "2024-04-25 21:35:42.28 HYDR\n", + "2024-04-25 21:35:42.45 COPY C001 DELT(minutes): 60\n", + "2024-04-25 21:35:42.45 COPY C002 DELT(minutes): 60\n", + "2024-04-25 21:35:42.45 COPY C003 DELT(minutes): 60\n", + "2024-04-25 21:35:42.45 COPY C004 DELT(minutes): 60\n", + "2024-04-25 21:35:42.45 COPY C005 DELT(minutes): 60\n", + "2024-04-25 21:35:42.45 COPY C006 DELT(minutes): 60\n", + "2024-04-25 21:35:42.45 COPY C007 DELT(minutes): 60\n", + "2024-04-25 21:35:42.45 COPY C008 DELT(minutes): 60\n", + "2024-04-25 21:35:42.45 COPY C100 DELT(minutes): 60\n", + "2024-04-25 21:35:42.45 COPY C207 DELT(minutes): 60\n", + "2024-04-25 21:35:42.45 COPY C780 DELT(minutes): 60\n", + "2024-04-25 21:35:42.45 COPY C836 DELT(minutes): 60\n", + "2024-04-25 21:35:42.45 Done; Run time is about 01:30.2 (mm:ss)\n", + "\n", + "\n", + " version\n", + "Python 3.10.14 | packaged by conda-forge | (main, Mar...\n", + "HSP2 0.11.0a1\n", + "numpy 1.26.4\n", + "numba 0.59.1\n", + "pandas 2.2.2\n", + "jupyterlab 4.1.6\n", + "notebook 7.1.3\n", + "os Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", + "processor x86_64\n", + "Date/Time 2024-04-25 21:35:42\n" + ] + } + ], + "source": [ + "main(hdfname, saveall=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "Development note:\n", + "\n", + "SAVEALL = FALSE (new SAVE table for hot restart by default)\n", + "2017-04-16 09:05:26.10 Run completed\n", + "1 loop, best of 3: 32.3 s per loop\n", + "Ratio of HSP2/HSPF 32.3/24.4 = 1.3\n", + "\n", + "SAVEALL = TRUE\n", + "2017-04-11 10:18:22.86 Run completed\n", + "1 loop, best of 3: 38.1 s per loop\n", + "Ratio of HSP2/HSPF 38.1/24.4 = 1.6\n", + "\n", + "04/25/2020 New Python 3 version is about 1.8x slower than HSPF - even when all tricks used.\n", + "However, the new Numba Dict and List implementations are SLOW in the code outside numba - on the order\n", + "of us vs ns which can easily explain a slight difference. Spotted warning messages in HSP2 log file.\n", + "\n", + "05/04/2020 new Calleg testing For reference the run time of HSPF is 32.2 seconds. Using to_hdf()\n", + "With Flush - create test10.h5 Run time is about 01:56.9 size 2,136,787 KB\n", + " existing test10.h5 Run time is about 01:15.2 size 2,136,836 KB\n", + "NO Flush - create test10.h5 Run time is about 01:19.1 size 2,136,787 KB Warning messages seen for closed node\n", + " existing test10.h5 Run time is about 01:14.4 size 2,236,836 KB\n", + "BLOSC - create test10.h5 Run time is about 01:29.0 size 1,156,499 KB No Flush, but no warning messages (Blosc in save_timeseries only)\n", + " existing test10.h5 Run time is about 01:26.2 size 1,156,796 KB\n", + " \n", + "BLOSC (wdm & main)\n", + " - create test10.h5 Run time is about 01:30.8 size 1,050,043 KB No Flush, no warning messages.\n", + " existing test10.h5 Run time is about 01:26.0 size 1,060,340 KB\n", + " existing test10.h5 Run time is about 01:23.6 (5/8/2020)\n", + " existing test10.h5 Run time is about 01:19.7 (5/8/2020) - no kernel restart from last run\n", + " \n", + "NO Numba - existing test10.h5 Run time is about 13:25.1 or x9.4 slower than with Numba.\n", + "\n", + "So current timing results show HSP2 is 2.8x slower than HSPF for this problem.\n", + "\n", + "Also tried return to store.put() with BLOSC (wdm & main) instead of to_hdf()\n", + " - existing test10.h5 Run time is about 01:28.0 but found warning messages for closed node. Speedup not worth it.\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Read Summary from HBN file" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Find the higest frequency data available." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:35:42.624340Z", + "iopub.status.busy": "2024-04-26T01:35:42.623995Z", + "iopub.status.idle": "2024-04-26T01:35:42.645469Z", + "shell.execute_reply": "2024-04-26T01:35:42.644990Z", + "shell.execute_reply.started": "2024-04-26T01:35:42.624330Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Monthly', 'Yearly'], dtype=object)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "summary = read_hdf(HBN, \"SUMMARY\")\n", + "summary.Frequency.unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So the best available is monthly data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Automate checking by output flow" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:35:42.646379Z", + "iopub.status.busy": "2024-04-26T01:35:42.646134Z", + "iopub.status.idle": "2024-04-26T01:35:42.649122Z", + "shell.execute_reply": "2024-04-26T01:35:42.648533Z", + "shell.execute_reply.started": "2024-04-26T01:35:42.646359Z" + } + }, + "outputs": [], + "source": [ + "def hsp2key(hspfkey):\n", + " op, activity, segment, _ = hspfkey.split(\"_\")\n", + " return f\"RESULTS/{op}_{op[0]}{segment:0>3s}/{activity}\"" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:35:42.650009Z", + "iopub.status.busy": "2024-04-26T01:35:42.649748Z", + "iopub.status.idle": "2024-04-26T01:35:42.653754Z", + "shell.execute_reply": "2024-04-26T01:35:42.653224Z", + "shell.execute_reply.started": "2024-04-26T01:35:42.649994Z" + } + }, + "outputs": [], + "source": [ + "def monthlyoutflow(keys, flowname):\n", + " data = DataFrame()\n", + " for key in keys.index:\n", + " hsp2 = read_hdf(hdfname, hsp2key(key))[flowname].resample(\"M\").sum().to_numpy()\n", + " hspf = read_hdf(HBN, key)[flowname].to_numpy()\n", + "\n", + " hsp2sum = hsp2.sum()\n", + " hspfsum = hspf.sum()\n", + "\n", + " segment = key.split(\"_\")[2]\n", + "\n", + " data.loc[segment, \"HSP2 SUM\"] = hsp2.sum()\n", + " data.loc[segment, \"HSPF SUM\"] = hspf.sum()\n", + " data.loc[segment, \"Percent diff\"] = 100.0 * (hspfsum - hsp2sum) / hspfsum\n", + " data.loc[segment, \"abs(Percent diff)\"] = (\n", + " 100.0 * abs(hspfsum - hsp2sum) / hspfsum\n", + " )\n", + "\n", + " return data.sort_values(by=[\"abs(Percent diff)\"])" + ] + }, + { + "cell_type": "markdown", "metadata": {}, + "source": [ + "### Define a function to plot HSPF and HSP2 data" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:35:42.654908Z", + "iopub.status.busy": "2024-04-26T01:35:42.654563Z", + "iopub.status.idle": "2024-04-26T01:35:42.659942Z", + "shell.execute_reply": "2024-04-26T01:35:42.659286Z", + "shell.execute_reply.started": "2024-04-26T01:35:42.654893Z" + } + }, "outputs": [], "source": [ - "def plot(operation, ils, activity, name, how='sum'):\n", - " hspf = f'{operation}_{activity}_{ils:0>3s}_4'\n", + "def plot(operation, ils, activity, name, how=\"sum\"):\n", + " hspf = f\"{operation}_{activity}_{ils:0>3s}_4\"\n", " tshspf = read_hdf(HBN, hspf)[name]\n", - " \n", - " hsp2 = f'RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}'\n", - " if how == 'sum':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').sum().shift(1,'D')\n", - " elif how == 'last':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').last().shift(1,'D')\n", - " \n", - " plt.figure(figsize=(10,8))\n", - " plt.plot(tshspf.index, tshspf, label='HSPF', color='r')\n", - " plt.plot(tshsp2.index, tshsp2, label='HSP2', color='b')\n", + "\n", + " hsp2 = f\"RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}\"\n", + " if how == \"sum\":\n", + " tshsp2 = read_hdf(hdfname, hsp2)[name].resample(\"M\").sum().shift(1, \"D\")\n", + " elif how == \"last\":\n", + " tshsp2 = read_hdf(hdfname, hsp2)[name].resample(\"M\").last().shift(1, \"D\")\n", + "\n", + " plt.figure(figsize=(10, 8))\n", + " plt.plot(tshspf.index, tshspf, label=\"HSPF\", color=\"r\")\n", + " plt.plot(tshsp2.index, tshsp2, label=\"HSP2\", color=\"b\")\n", " plt.legend()\n", - " plt.title(f'{operation} {operation[0]}{ils:0>3s}, {activity} {name}')\n" + " plt.title(f\"{operation} {operation[0]}{ils:0>3s}, {activity} {name}\")" ] }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:35:42.660924Z", + "iopub.status.busy": "2024-04-26T01:35:42.660735Z", + "iopub.status.idle": "2024-04-26T01:35:42.664620Z", + "shell.execute_reply": "2024-04-26T01:35:42.664103Z", + "shell.execute_reply.started": "2024-04-26T01:35:42.660911Z" + } + }, "outputs": [], "source": [ - "def scatter(operation, ils, activity, name, how='sum'):\n", - " hspf = f'{operation}_{activity}_{ils:0>3s}_4'\n", + "def scatter(operation, ils, activity, name, how=\"sum\"):\n", + " hspf = f\"{operation}_{activity}_{ils:0>3s}_4\"\n", " tshspf = read_hdf(HBN, hspf)[name]\n", - " \n", - " hsp2 = f'RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}'\n", - " if how == 'sum':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').sum().shift(1,'D')\n", - " elif how == 'last':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').last().shift(1,'D')\n", - " \n", + "\n", + " hsp2 = f\"RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}\"\n", + " if how == \"sum\":\n", + " tshsp2 = read_hdf(hdfname, hsp2)[name].resample(\"M\").sum().shift(1, \"D\")\n", + " elif how == \"last\":\n", + " tshsp2 = read_hdf(hdfname, hsp2)[name].resample(\"M\").last().shift(1, \"D\")\n", + "\n", " plt.scatter(tshspf, tshsp2)" ] }, @@ -1212,8 +3173,16 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:35:42.665566Z", + "iopub.status.busy": "2024-04-26T01:35:42.665349Z", + "iopub.status.idle": "2024-04-26T01:35:42.675212Z", + "shell.execute_reply": "2024-04-26T01:35:42.674761Z", + "shell.execute_reply.started": "2024-04-26T01:35:42.665547Z" + } + }, "outputs": [ { "data": { @@ -1580,280 +3549,54 @@ "IMPLND_IWATER_301_4 2002-10-01 " ] }, - "execution_count": 24, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "implndkeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='IMPLND')]\n", + "implndkeys = summary[(summary.Frequency == \"Monthly\") & (summary.Operation == \"IMPLND\")]\n", "implndkeys" ] }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:35:42.677454Z", + "iopub.status.busy": "2024-04-26T01:35:42.677169Z", + "iopub.status.idle": "2024-04-26T01:35:43.828706Z", + "shell.execute_reply": "2024-04-26T01:35:43.826485Z", + "shell.execute_reply.started": "2024-04-26T01:35:42.677436Z" + } + }, "outputs": [ { - 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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
291117.5699117.5699-0.00000.0000
281137.7904137.79040.00000.0000
101144.1288144.1288-0.00000.0000
021122.5966122.59660.00000.0000
051120.2708120.27080.00000.0000
081118.7938118.7938-0.00000.0000
041141.2890141.28900.00000.0000
271136.4228136.42280.00000.0000
251116.6337116.63370.00000.0000
201172.5608172.5608-0.00000.0000
191125.6937125.69370.00000.0000
221126.6460126.64600.00000.0000
071132.6849132.68490.00000.0000
111126.0203126.02030.00000.0000
141116.0248116.02490.00000.0000
131126.2947126.29470.00000.0000
121126.2947126.29470.00000.0000
161131.2695131.26950.00000.0000
211125.3008125.3008-0.00000.0000
011131.6821131.68210.00000.0000
151133.6036133.60360.00000.0000
061133.6036133.60360.00000.0000
301119.8081119.8081-0.00000.0000
171115.9610115.96100.00000.0000
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241120.2066120.20660.00000.0000
231135.5890135.58900.00000.0000
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "291 117.5699 117.5699 -0.0000 0.0000\n", - "281 137.7904 137.7904 0.0000 0.0000\n", - "101 144.1288 144.1288 -0.0000 0.0000\n", - "021 122.5966 122.5966 0.0000 0.0000\n", - "051 120.2708 120.2708 0.0000 0.0000\n", - "081 118.7938 118.7938 -0.0000 0.0000\n", - "041 141.2890 141.2890 0.0000 0.0000\n", - "271 136.4228 136.4228 0.0000 0.0000\n", - "251 116.6337 116.6337 0.0000 0.0000\n", - "201 172.5608 172.5608 -0.0000 0.0000\n", - "191 125.6937 125.6937 0.0000 0.0000\n", - "221 126.6460 126.6460 0.0000 0.0000\n", - "071 132.6849 132.6849 0.0000 0.0000\n", - "111 126.0203 126.0203 0.0000 0.0000\n", - "141 116.0248 116.0249 0.0000 0.0000\n", - "131 126.2947 126.2947 0.0000 0.0000\n", - "121 126.2947 126.2947 0.0000 0.0000\n", - "161 131.2695 131.2695 0.0000 0.0000\n", - "211 125.3008 125.3008 -0.0000 0.0000\n", - "011 131.6821 131.6821 0.0000 0.0000\n", - "151 133.6036 133.6036 0.0000 0.0000\n", - "061 133.6036 133.6036 0.0000 0.0000\n", - "301 119.8081 119.8081 -0.0000 0.0000\n", - "171 115.9610 115.9610 0.0000 0.0000\n", - "181 115.9610 115.9610 0.0000 0.0000\n", - "241 120.2066 120.2066 0.0000 0.0000\n", - "231 135.5890 135.5890 0.0000 0.0000" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" + "ename": "KeyError", + "evalue": "'SURO'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3804\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3805\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3806\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "File \u001b[0;32mindex.pyx:167\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mindex.pyx:196\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:7081\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:7089\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'SURO'", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[12], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m delta \u001b[38;5;241m=\u001b[39m \u001b[43mmonthlyoutflow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimplndkeys\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mSURO\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m delta\n", + "Cell \u001b[0;32mIn[8], line 4\u001b[0m, in \u001b[0;36mmonthlyoutflow\u001b[0;34m(keys, flowname)\u001b[0m\n\u001b[1;32m 2\u001b[0m data \u001b[38;5;241m=\u001b[39m DataFrame()\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m keys\u001b[38;5;241m.\u001b[39mindex:\n\u001b[0;32m----> 4\u001b[0m hsp2 \u001b[38;5;241m=\u001b[39m \u001b[43mread_hdf\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhdfname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhsp2key\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[43mflowname\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mresample(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mM\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39msum()\u001b[38;5;241m.\u001b[39mto_numpy()\n\u001b[1;32m 5\u001b[0m hspf \u001b[38;5;241m=\u001b[39m read_hdf(HBN, key)[flowname]\u001b[38;5;241m.\u001b[39mto_numpy()\n\u001b[1;32m 7\u001b[0m hsp2sum \u001b[38;5;241m=\u001b[39m hsp2\u001b[38;5;241m.\u001b[39msum()\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/pandas/core/frame.py:4102\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 4100\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 4101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 4102\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4103\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m 4104\u001b[0m indexer \u001b[38;5;241m=\u001b[39m [indexer]\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3807\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(casted_key, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[1;32m 3808\u001b[0m \u001b[38;5;28misinstance\u001b[39m(casted_key, abc\u001b[38;5;241m.\u001b[39mIterable)\n\u001b[1;32m 3809\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28many\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m casted_key)\n\u001b[1;32m 3810\u001b[0m ):\n\u001b[1;32m 3811\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key)\n\u001b[0;32m-> 3812\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 3813\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m 3814\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m 3815\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m 3816\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[1;32m 3817\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n", + "\u001b[0;31mKeyError\u001b[0m: 'SURO'" + ] } ], "source": [ - "delta = monthlyoutflow(implndkeys, 'SURO')\n", + "delta = monthlyoutflow(implndkeys, \"SURO\")\n", "delta" ] }, @@ -1866,166 +3609,51 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
count27.000027.000027.000027.0000
mean128.5445128.54450.00000.0000
std12.001212.00120.00000.0000
min115.9610115.9610-0.00000.0000
25%120.0074120.00740.00000.0000
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75%133.6036133.60360.00000.0000
max172.5608172.56080.00000.0000
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 27.0000 27.0000 27.0000 27.0000\n", - "mean 128.5445 128.5445 0.0000 0.0000\n", - "std 12.0012 12.0012 0.0000 0.0000\n", - "min 115.9610 115.9610 -0.0000 0.0000\n", - "25% 120.0074 120.0074 0.0000 0.0000\n", - "50% 126.2947 126.2947 0.0000 0.0000\n", - "75% 133.6036 133.6036 0.0000 0.0000\n", - "max 172.5608 172.5608 0.0000 0.0000" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.829132Z", + "iopub.status.idle": "2024-04-26T01:35:43.829313Z", + "shell.execute_reply": "2024-04-26T01:35:43.829228Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.829219Z" } - ], + }, + "outputs": [], "source": [ "delta.describe()" ] }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.829926Z", + "iopub.status.idle": "2024-04-26T01:35:43.830166Z", + "shell.execute_reply": "2024-04-26T01:35:43.830081Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.830073Z" } - ], + }, + "outputs": [], "source": [ - "delta['Percent diff'].hist()" + "delta[\"Percent diff\"].hist()" ] }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST IMPLND SEGMENT IS 231\n" - ] + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.830590Z", + "iopub.status.idle": "2024-04-26T01:35:43.830886Z", + "shell.execute_reply": "2024-04-26T01:35:43.830773Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.830763Z" } - ], + }, + "outputs": [], "source": [ "ils = delta.index[-1]\n", - "print('WORST IMPLND SEGMENT IS', ils)" + "print(\"WORST IMPLND SEGMENT IS\", ils)" ] }, { @@ -2037,46 +3665,34 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.831303Z", + "iopub.status.idle": "2024-04-26T01:35:43.831602Z", + "shell.execute_reply": "2024-04-26T01:35:43.831515Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.831507Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'SURO', 'sum')" + "plot(\"IMPLND\", ils, \"IWATER\", \"SURO\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.832018Z", + "iopub.status.idle": "2024-04-26T01:35:43.832307Z", + "shell.execute_reply": "2024-04-26T01:35:43.832216Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.832207Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'SURO', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"SURO\", \"sum\")" ] }, { @@ -2088,46 +3704,34 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.832679Z", + "iopub.status.idle": "2024-04-26T01:35:43.832893Z", + "shell.execute_reply": "2024-04-26T01:35:43.832810Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.832803Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'IMPEV', 'sum')" + "plot(\"IMPLND\", ils, \"IWATER\", \"IMPEV\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.833289Z", + "iopub.status.idle": "2024-04-26T01:35:43.833503Z", + "shell.execute_reply": "2024-04-26T01:35:43.833420Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.833413Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'IMPEV', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"IMPEV\", \"sum\")" ] }, { @@ -2139,46 +3743,34 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.833924Z", + "iopub.status.idle": "2024-04-26T01:35:43.834259Z", + "shell.execute_reply": "2024-04-26T01:35:43.834169Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.834159Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'PET', 'sum')" + "plot(\"IMPLND\", ils, \"IWATER\", \"PET\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.834647Z", + "iopub.status.idle": "2024-04-26T01:35:43.834892Z", + "shell.execute_reply": "2024-04-26T01:35:43.834810Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.834802Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'PET', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"PET\", \"sum\")" ] }, { @@ -2190,46 +3782,34 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.835302Z", + "iopub.status.idle": "2024-04-26T01:35:43.835462Z", + "shell.execute_reply": "2024-04-26T01:35:43.835386Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.835378Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'RETS', 'last')" + "plot(\"IMPLND\", ils, \"IWATER\", \"RETS\", \"last\")" ] }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.835935Z", + "iopub.status.idle": "2024-04-26T01:35:43.836192Z", + "shell.execute_reply": "2024-04-26T01:35:43.836110Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.836102Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'RETS', 'last')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"RETS\", \"last\")" ] }, { @@ -2241,46 +3821,34 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.836562Z", + "iopub.status.idle": "2024-04-26T01:35:43.836779Z", + "shell.execute_reply": "2024-04-26T01:35:43.836695Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.836686Z" + } + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'SUPY', 'sum')" + "plot(\"IMPLND\", ils, \"IWATER\", \"SUPY\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.837200Z", + "iopub.status.idle": "2024-04-26T01:35:43.837478Z", + "shell.execute_reply": "2024-04-26T01:35:43.837386Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.837377Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'SUPY', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"SUPY\", \"sum\")" ] }, { @@ -2292,3669 +3860,921 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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XvLUnUkrz9mIn2pYtW1J7XFeSjtWzln6f+0c20EjOyJDm03333cc555xTdDMKMV3fI+L2lNKWmfaxEiapdLJKmAFMUrEMYZJKp32NsFajVXBLJJWZIUxS6bRDWHO0WXBLJJWZIUxS6TTya4QZwqT592Saaz5fjrXPhjBJpdM0hEknxNKlS9mzZ0+pglhKiT179rB06dKj3teZqZJKp32hVkOYNL/Wr1/Pjh072L17d9FNWVBLly6dcE/KbhnCJJXO+JywMSfmS/Opr6+PDRs2FN2MJw2HIyWVTvtCrVbCJBXJECapdMbnhFkJk1QgQ5ik0nFOmKReYAiTVDrjw5FWwiQVyBAmqXQa+TlJhjBJRTKESSodJ+ZL6gWGMEmlklqJlsORknqAIUxSqXTetNsQJqlIhjBJpdI5BGkIk1QkQ5ikUjGESeoVhjBJpWIIk9QrDGGSSmVCCGukAlsiqewMYZJKpTFiJUxSbzCESSoVhyMl9QpDmKRS6QxeDkdKKpIhTFKpTAhhVsIkFcgQJqlUnJgvqVcYwiSVipUwSb3CECapVJwTJqlXGMIklYohTFKvMIRJKpXO64Q1Rh2OlFQcQ5ikUrESJqlXGMIklYohTFKvMIRJKpXO4GUIk1QkQ5ikUplQCWsawiQVxxAmqVQmDkcW2BBJpddVCIuISyJiW0QMRcTV06xfEhGfytffGhFndqy7Jl++LSIu7lj+g4j4bkTcERFb56U3kjQHhyMl9YraXBtERBX4IPBKYAdwW0Rcn1K6t2OzNwGPp5Q2RcRlwPuBX4yIc4HLgPOAtcA/RsQzUkrtc8T/VUrpsXnsjyTNyon5knpFN5Wwi4ChlNIDKaVR4Drg0knbXAp8LH/8GeDlERH58utSSiMppQeBofz1JKkQndcGazZn2VCSTrBuQtg64Ecdz3fky6bdJqXUAPYDq+fYNwFfjojbI+LKo2+6JB09hyMl9Yo5hyNPoBellB6OiNOAr0TE/Smlb07eKA9oVwI87WlPW+g2SlpkJoQwK2GSCtRNJexh4IyO5+vzZdNuExE1YCWwZ7Z9U0rtf3cBn2WGYcqU0odTSltSSlvWrFnTRXMlaWZeokJSr+gmhN0GnBURGyKin2yi/fWTtrkeeGP++HXA11JKKV9+WX725AbgLODbETEQESsAImIAeBVw9/F3R5JmN3E4ssCGSCq9OYcjU0qNiLgK+BJQBT6aUronIt4DbE0pXQ98BPhERAwBe8mCGvl2nwbuBRrAm1NKzYh4CvDZbO4+NeCvUko3nID+SdIEDkdK6hVdzQlLKX0R+OKkZe/seHwYeP0M+74XeO+kZQ8A5x9tYyXpeBnCJPUKr5gvqVQaHUOQhjBJRTKESSqViRPzC2yIpNIzhEkqFYcjJfUKQ5ikUukMXoYwSUUyhEkqFSthknqFIUxSqXReoLXZmmVDSTrBDGGSSqU54ezIKK4hkkrPECapVNpDkEHL4UhJhTKESSqVxlg2HNnPKM2WlTBJxTGESSqVdvWrn1ErYZIKZQiTVCrt4LUkrIRJKpYhTFKpjFfCYsyzIyUVyhAmqVTaIawvmlbCJBXKECapVJrN7MzIWjS9RIWkQhnCJJVKswlVmlSjZSVMUqEMYZJKxRAmqVcYwiSVSqMJNRrUKs4Jk1QsQ5ikUmk240glLBnCJBXHECapVJpNqEbL4UhJhTOESSqVZiucEyapJxjCJJXKkUpYotnyECipOB6BJJXKeCWs4pwwScUyhEkqlWbLSpik3uARSFKpNFuRhTArYZIKZgiTVCqNZlCLJtVINKyESSqQRyBJpTKxEuYhUFJxPAJJKpUjIcw5YZKK5RFIUqlMCGFWwiQVyCOQpFIZD2FhCJNULI9Akkql2apYCZPUEzwCSSoVhyMl9QqPQJJKpZmCaiRDmKTCeQSSVCqNVoVapUW1mmh6CJRUII9Akkql2apQrTgcKal4HoEklcqR4UgMYZIK5RFIUqlMqIRRLbo5kkrMECapVJqpQrWSqFathEkqlkcgSaUy4exIK2GSCmQIk1QqVsIk9QqPQJJK5UgIsxImqViGMEml0khVatVWdnakIUxSgQxhkkplwnCkIUxSgQxhkkrFECapVxjCJJVKFsKgWoUWVVIrFd0kSSVlCJNUKs1UHa+EAbQarWIbJKm0DGGSSqVJhWr1SAhrjjaLbZCk0jKESSqVzuFIMIRJKo4hTFKpNKhZCZPUEwxhkkqlmSrUqlCt5c8NYZIKYgiTVCpNqnklLLLnY07Ml1QMQ5ikUmlSdU6YpJ5gCJNUKlklDKo1K2GSimUIk1Qq7RBWc06YpIIZwiSVRmolWlbCJPUIQ5ik0mhfHd8QJqkXGMIklUZjJBt6NIRJ6gWGMEml0RxpANl8sPEQ5pwwSQUxhEkqjXbgqnZerNVKmKSCGMIklUY7cFVrDkdKKp4hTFJpHKmEBdVadvhrNlKRTZJUYl2FsIi4JCK2RcRQRFw9zfolEfGpfP2tEXFmx7pr8uXbIuLiSftVI+JfIuILx90TSZrDxOFIK2GSijVnCIuIKvBB4NXAucAbIuLcSZu9CXg8pbQJ+ADw/nzfc4HLgPOAS4AP5a/X9lbgvuPthCR148hwZBjCJBWum0rYRcBQSumBlNIocB1w6aRtLgU+lj/+DPDyiIh8+XUppZGU0oPAUP56RMR64GeAvzj+bkjS3KabE9YwhEkqSDchbB3wo47nO/Jl026TUmoA+4HVc+z7x8B/BjwCSloQ7euE1WpBtS+fEzbqIUhSMQqZmB8RPwvsSind3sW2V0bE1ojYunv37gVonaTFanxOWOdwpBPzJRWkmxD2MHBGx/P1+bJpt4mIGrAS2DPLvi8EXhsRPyAb3nxZRPzv6b55SunDKaUtKaUta9as6aK5kjS9CXPC2pUwhyMlFaSbEHYbcFZEbIiIfrKJ9tdP2uZ64I3549cBX0sppXz5ZfnZkxuAs4Bvp5SuSSmtTymdmb/e11JKvzwP/ZGkGU07Md9KmKSC1ObaIKXUiIirgC8BVeCjKaV7IuI9wNaU0vXAR4BPRMQQsJcsWJFv92ngXqABvDml5D1CJBXCSpikXjJnCANIKX0R+OKkZe/seHwYeP0M+74XeO8sr30jcGM37ZCk4zFtCLMSJqkgXjFfUmk4HCmplxjCJJVGO3BZCZPUCwxhkkpj/DphfYYwScUzhEkqjfFKWF/FECapcIYwSaUxPifMECapBxjCJJWGc8Ik9RJDmKTSmFAJ669mywxhkgpiCJNUGtNWwrx8tKSCGMIklYYT8yX1EkOYpNKYdjiyaQiTVAxDmKTSaIxlgWvidcKKbJGkMjOESSqN8eHI/mpHJazIFkkqM0OYpNJwTpikXmIIk1QaE0KYlTBJBTOESSoNQ5ikXmIIk1QazgmT1EsMYZJKox24rIRJ6gWGMEml0TkcWal5xXxJxTKESSqN8euE9WeHvioNQ5ikwhjCJJXG+HDkkhoANUOYpAIZwiSVRvsWRe35YFWahjBJhTGESSqN9i2K2hdqrdKk2SqwQZJKzRAmqTTGhyPblbBo0WxGgS2SVGaGMEmlMSWEWQmTVCBDmKTSmBrCrIRJKo4hTFJpTB2OtBImqTiGMEml0WhAhSZRyapfzgmTVCRDmKTSaDazeWBtVVo0W4YwScUwhEkqjSkhzOFISQUyhEkqjWZrcgizEiapOIYwSaXRbIYhTFLPMIRJKo1mMwtebYYwSUUyhEkqjWZraiWs0fQwKKkYHn0klUajGVbCJPUMQ5ik0mg2oTahEpZoJkOYpGIYwiSVRrMVVMOJ+ZJ6gyFMUmk0W5Mm5ldaNFseBiUVw6OPpNLIKmGdc8IcjpRUHEOYpNKYEsKshEkqkEcfSaVhJUxSLzGESSoNK2GSeolHH0ml0WhVJoWwRDN5GJRUDI8+kkqj2QpqDkdK6hGGMEmlMXU40kqYpOJ49JFUGs1WhWrFECapN3j0kVQazRRUI40/N4RJKpJHH0mlYSVMUi/x6COpNKyESeolHn0klcb0lbBqgS2SVGaGMEml0UgVap0hrJpoehiUVBCPPpJKo5kqVCsOR0rqDR59JJXG1BCGw5GSCmMIk1QaU0KYw5GSCuTRR1JpTFsJw0qYpGIYwiSVxtRKGM4Jk1QYjz6SSmPaiflWwiQVxBAmqTSyEHbkea1mCJNUHEOYpNJopCq1aud1wsIQJqkwhjBJpdGkOqESVq06MV9ScQxhkkqjmSpUOzJXtQqJCqmVZt5Jkk6QrkJYRFwSEdsiYigirp5m/ZKI+FS+/taIOLNj3TX58m0RcXG+bGlEfDsi7oyIeyLi3fPWI0maQVYJm3h2JEBztFlQiySV2ZwhLCKqwAeBVwPnAm+IiHMnbfYm4PGU0ibgA8D7833PBS4DzgMuAT6Uv94I8LKU0vnAZuCSiHj+vPRIkmYwXSUMDGGSitFNJewiYCil9EBKaRS4Drh00jaXAh/LH38GeHlERL78upTSSErpQWAIuChl6vn2ffmX4wGSTqgmVapVK2GSekM3IWwd8KOO5zvyZdNuk1JqAPuB1bPtGxHViLgD2AV8JaV06zG0X5K6Nt3EfDCESSpGYRPzU0rNlNJmYD1wUUQ8a7rtIuLKiNgaEVt37969oG2UtLhklbAjz6u1yJaPtWbYQ5JOnG5C2MPAGR3P1+fLpt0mImrASmBPN/umlPYBXyebMzZFSunDKaUtKaUta9as6aK5kjS9BjVqDkdK6hHdhLDbgLMiYkNE9JNNtL9+0jbXA2/MH78O+FpKKeXLL8vPntwAnAV8OyLWRMQqgIhYBrwSuP+4eyNJM0itRKIyXv0CqNayfw1hkopQm2uDlFIjIq4CvgRUgY+mlO6JiPcAW1NK1wMfAT4REUPAXrKgRr7dp4F7gQbw5pRSMyKeCnwsP1OyAnw6pfSFE9FBSYJ20KpNOjvS4UhJxZkzhAGklL4IfHHSsnd2PD4MvH6Gfd8LvHfSsruAC462sZJ0rKYNYc4Jk1Qgr5gvqRTaQ45eJ0xSrzCESSqFaUOYlTBJBTKESSqFdtCqdkzCaIewxoiVMEkLzxAmqRSOVMI6z460EiapOIYwSaXQrnbVpqmEGcIkFcEQJqkUxithNSthknqDIUxSKRyZE2YIk9QbDGGSSmE8hE13dmQjTbeLJJ1QhjBJpeBwpKReYwiTVArTDkf2VSask6SFZAiTVAqzzglzOFJSAQxhkkqhMWolTFJvMYRJKoV20Kr1WQmT1BsMYZJKwTlhknqNIUxSKYyHsL4jhz0rYZKKZAiTVAqzVsIMYZIKYAiTVArtoGUIk9QrDGGSSmHa4cjxEOacMEkLzxAmqRSshEnqNYYwSaUwfp2waSthhTRJUskZwiSVwrTXCbMSJqlAhjBJpTA+HNlfHV9mCJNUJEOYpFJwTpikXmMIk1QK4yGsY05YrT8PYU1DmKSFZwiTVArThbDqklq+rpAmSSo5Q5ikUpg2hDkcKalAhjBJpTBtCMsn6TebhTRJUskZwiSVQiMPYe15YNBRCXNOmKQCGMIklUJzbJZKmHPCJBXAECapFNrVrvZkfHA4UlKxDGGSSqFd7XJOmKReYQiTVApOzJfUawxhkkqhHbQ6b1tUqVUmrJOkhWQIk1QK43PCOkJYVIIKTUOYpEIYwiSVwnRzwgCqhjBJBTGESSqFRh7CakuqE5YbwiQVxRAmqRSmmxMGhjBJxTGESSqF8RDWcZ0wyENYKwpokaSyM4RJKoV2CGufEdlWjZaVMEmFMIRJKoVmEyo0icrEqldWCSuoUZJKzRAmqRSazSxwTVaNFo2mw5GSFp4hTFIpzBjCaNI0hEkqgCFMUik0WzNXwhyOlFQEQ5ikUmg0ghqNKcuzEGYlTNLCM4RJKoVmKwtck1VpORwpqRCGMEml0GzGLMORhjBJC88QJqkUZqyEGcIkFcQQJqkUskqYIUxS7zCESSqFZiuoxgzDkckQJmnhGcIklYLDkZJ6jSFMUilklbBpQljFECapGIYwSaXQaFaozTQc2fJQKGnheeSRVAozVsIiOSdMUiEMYZJKYfbhSA+FkhaeRx5JpWAlTFKvMYRJKoVmCqqRpiy3EiapKB55JJWClTBJvcYQJqkUmq0K1cp0c8ISzeShUNLC88gjqRRmHY40hEkqgEceSaXQaFWoVaZeJ6xmJUxSQbo68kTEJRGxLSKGIuLqadYviYhP5etvjYgzO9Zdky/fFhEX58vOiIivR8S9EXFPRLx13nokSdPIhiOnq4QZwiQVY84jT0RUgQ8CrwbOBd4QEedO2uxNwOMppU3AB4D35/ueC1wGnAdcAnwof70G8J9SSucCzwfePM1rStK8mXk40hAmqRjdHHkuAoZSSg+klEaB64BLJ21zKfCx/PFngJdHROTLr0spjaSUHgSGgItSSjtTSt8BSCkdAO4D1h1/dyRpes1kJUxSb+nmyLMO+FHH8x1MDUzj26SUGsB+YHU3++ZDlxcAtx5FuyXpqGQhbJqzI6uGMEnFKPTIExGDwN8Cb0spPTHDNldGxNaI2Lp79+6FbaCkRcNKmKRe082R52HgjI7n6/Nl024TETVgJbBntn0joo8sgH0ypfR3M33zlNKHU0pbUkpb1qxZ00VzJWmqmUMYNFO1gBZJKrtuQthtwFkRsSEi+skm2l8/aZvrgTfmj18HfC2llPLll+VnT24AzgK+nc8X+whwX0rpj+ajI5I0m0arOnMlzKv1SCpAba4NUkqNiLgK+BJQBT6aUronIt4DbE0pXU8WqD4REUPAXrKgRr7dp4F7yc6IfHNKqRkRLwJ+BfhuRNyRf6v/klL64jz3T5KArBJWmy6EVXE4UlIh5gxhAHk4+uKkZe/seHwYeP0M+74XeO+kZd8CvFmbpAXTpEK1OlMlzOFISQvPP/8klcKMc8KqzgmTVAxDmKRSyELY1OXVqnPCJBXDI4+kUmgy08R8HI6UVAhDmKRSaKYK1WmyVrVqCJNUDEOYpFKYsRJmCJNUEEOYpFJopOoslbCuThSXpHllCJNUCk2q1Ka7REUezFqNqfeVlKQTyRAmqRSazFwJA2iONhe2QZJKzxAmqRQMYZJ6jSFMUikYwiT1GkOYpEUvtRKJGS5Rkc/Jb4wYwiQtLEOYpEWvXeWavhIWE7aRpIViCJO06M0ewiZuI0kLxRAmadFrDzXWatNcoqKWV8LGvESFpIVlCJO06DVHGsCRocdOVsIkFcUQJmnRa1e52lWvTlbCJBXFECZp0Zt1TpghTFJBDGGSFr0jlbCp69rLDGGSFpohTNKid6QSNt2cMC9RIakYhjBJi55zwiT1IkOYpEVvPIQ5J0xSDzGESVr0xq8T1jdLJawx9RpiknQiGcIkLXrjc8IcjpTUQwxhkha9WeeE9VUmbCNJC8UQJmnRc2K+pF5kCJO06LXne80awpwTJmmBGcIkLXoOR0rqRYYwSYveeAjrm3rIa58xaSVM0kIzhEm5nXf8mEe+82jRzdAJYCVMUi+a5k5qUjn9u1f9kFaC/7P79KKbonnWGM0C1rTXCWuHMCthkhaYIUzKPVofLLoJOkFmnZhvCJNUEEOYlKs3lhLhB/FiND4c2T/1vkVeokJSUQxhUq7eXMrUOokWAythknqRIUzK1VvLqVgJW5RmOzvSECapKIYwCUitxDADVJJDUovReCXMECaph3iJCgkYeWKEJjXG6Gfs4FjRzdE8czhSUi8yhElA/cfD44+Hdx8ssCU6EbqqhDUNYZIWliFMAuq7Dx15vMsQttg08jlhtf5pQlh+xmSzsaBNkiRDmAQTQ9jwnsMFtkQnQjtgOSdMUi8xhElAfc/I+GND2OIzPhw53XXCDGGSCmIIk4D63tHxx8OPj86ypZ6MZp0T1h6ObC5okyTJECYB1B8/ckbk8D7PjlxsvESFpF5kCJOA+r7GtI+1OLTPfJx2ONJKmKSCGMIkoL7/yCfw8BOGsMWmq4n5XqJC0gIzhElA/YkjV8offsKr5i82jdlCmJeokFQQQ5gE1OtHHg8fMIQtNu35XrUlDkdK6h2GMIkshC0lu1bY8PAcG+tJZ3xOmGdHSuoh3sBbAuoHK5wUdSIl6sNT7y+oJ7fxOWFLph7yDGGSimIIk4D6oSqD1YOkJgwfNIQtNu2ANd3ZkZVaVh1rOCdM0gIzhElA/XCNwdphWqnC8OGpH9R6cpsthAFUaVgJk7TgDGESMDxaY7BvhKYhbFGaO4Q1DWGSFpwhTALqo/2ctGSERqvC8Ij/LRabdsBqDz1OZgiTVATPjpSA+thSBpc0GOgbpT7WX3RzNM8aDajQJCrTz/er0qTplUkkLTBDmATUm0sZXNpgsH+MYUPYotNsQo2ZZ95XadFsekKGpIVlCJOAenMZA8taDCxpMNxYUnRzNM+azazaNZNqWAmTtPCc/CIB9TTA4ECL0VEYbi4rujmaZ83WHCGMppUwSQvOEKbSaxxucJhlDA7AyEiL4ZYhbLFpNoMqM5e6qtGyEiZpwTkcqdIb3pXdp2hwRTCwPFFngJQKbpTmVbOVDTnOxDlhkopgCFPp1XcdBGDwpAqDA9Ckxmh9tOBWaT5llbC55oQZwiQtLEOYSq++O7tx9+DKKgOD2Qfx8O6DRTZJ8yyrhDkcKam3dBXCIuKSiNgWEUMRcfU065dExKfy9bdGxJkd667Jl2+LiIs7ln80InZFxN3z0hPpGNX3jAAwuKrGwIo8hD12qMgmaZ41mhVqsw1HRstKmKQFN2cIi4gq8EHg1cC5wBsi4txJm70JeDyltAn4APD+fN9zgcuA84BLgA/lrwdwbb5MKtR4CDu5j4EV2a/n8J7DRTZJ82zuS1QYwiQtvG4qYRcBQymlB1JKo8B1wKWTtrkU+Fj++DPAyyMi8uXXpZRGUkoPAkP565FS+iawdx76IB2X+uNjAAye0s/Aqr5sWR7MtDg0W9HFcKQhTNLC6iaErQN+1PF8R75s2m1SSg1gP7C6y32lQo2HsNVLGFyVXbVl+HEn5i8mc4WwmhPzJRWg5yfmR8SVEbE1Irbu3r276OZoEarvz4apBtcsY+Dk7JZFhrDFxUqYpF7UTQh7GDij4/n6fNm020REDVgJ7Oly31mllD6cUtqSUtqyZs2ao9lV6kr9iezDefC05UdC2P6xIpukeTZ3CEs0Wz3/N6mkRaabo85twFkRsSEi+skm2l8/aZvrgTfmj18HfC2llPLll+VnT24AzgK+PT9Nl+ZH/UB2ZdbBpwwwsHopAMP7Z57ErScfK2GSetGcISyf43UV8CXgPuDTKaV7IuI9EfHafLOPAKsjYgj4j8DV+b73AJ8G7gVuAN6cUmoCRMRfAzcDZ0fEjoh40/x2TerO8DD0MUr/YD8Dp2a3LGpXx7Q4zBnCKi2ayRAmaWF1de/IlNIXgS9OWvbOjseHgdfPsO97gfdOs/wNR9VS6QSpDweDMQz0M3jacgCG6963aDFptCrUHI6U1GM86qj06ocqDFayK+QvW72coMXwcMGN0rxqtoJqxUqYpN5iCFPp1Q/VGKxmF2eNaoXlHDSELTLNFFRj5uqmlTBJRfCoo9Krj9QY7DtyhfyBOMjwIasii0mzVbESJqnnGMJUevWRfgb6jlwXbKB6mPqh6ix76MlmzkpYJdFMHg4lLSyPOiq9+lg/g0uOXBdssHqY4cNdnbOiJ4k5K2EOR0oqgEcdlV69sZTBJY3x5wO1EYZHDWGLiZUwSb3Io45Kr95cxuCyIxdnHegfZXi0v8AWab41U4VqxRAmqbd41FHp1VvLGVx+ZKhqoH+M4YYhbDFptKrUZp2YbwiTtPA86qjUUitRZ5DBgSNVkoElTeqNpQW2SvPNSpikXuRRR6V2aO8hEhUGB48sG1zaYLhpCFtMDGGSepFHHZVa/cfZVVkHVxy5RtTA8sRwa1lRTdIJ0FUI83AoaYF51FGp1R/LLtI6uPLIdcEGlieGGSB5+8hFY84QVrUSJmnhedRRqY2HsFUdIWwAWlQZOTA60256kmlSoVp1OFJSb/Goo1Kr72mHsL7xZQOD2dBkfdfBQtqk+Tf3cCQ08S4JkhaWIUylNrw3q3YNnnLkkhTt+WHDuw1hi0UWwmZe73CkpCJ41FGp1R/Pblc0uHrJ+LKBk7KKyPCew9PuoyefRqpRq852nTArYZIWniFMpVbfn92uaPDUI5ekGMiHJof3jhTSJs2/JnNVwrASJmnBedRRqdX3Z9WRwdOWjy8bD2GPOzF/sWhSpTpLoSu7RIWVMEkLyxCmUqs/MXMIaw9V6smvmSqzh7AqNPCm7ZIWliFMpVavQ9Bi2SlHLs7anh82nA9V6smvSXWO64Q5J0zSwjOEqdTqwzDAMJXakf8KA6uz+WGGsMVjzuFIQ5ikAhjCVGr14QoDlUMTlo2HsAMzn02nJ5duQliiQmp5mwRJC8cQplKrH6oyODmEnTYAwHDdD+TFopsQBtAcbS5MgyQJQ5hKrj5SY7A28XpgS09eRtCiXi+oUZpXrUaLRIXabLctMoRJKoAhTKVWH+ljsG/i9cCiWmGQOsMHo6BWaT61g5WVMEm9xhCmUquP9jPYP/V6YAOVQwwfMoQtBuMhrDbz+2kIk1QEQ5hKrd5YyuDSqdcDy0KYZ8stBl1VwvJLhDXHPBlD0sIxhKnUshA2tfoxUBtheMQQthh0NxwZE7aVpIVgCFOp1VvLGVw+fQirj/QX0CLNt3Z1y+FISb3GEKZSq6cBBpdPPWtusG+U4bG+Alqkmfz9Nbfyc2tvPepreXU3HJlXwhyOlLSADGEqrbGDY4yyhMHBqesGlowxPGYlrJdc/7ejfG7n89jz/b1HtV9jtF0Jm3kb54RJKoIhTKU1vPsgAIMrpg5TDSxpMtxcutBN0iy271oBwNBNO49qv+ZIdvup2izDke11DkeqSD/+4QiPPjQy94ZaNAxhKq36rjyEnTT1v8HAUkNYr9l+4CkADN2+/6j2G58T5nCketwvP/d+fmnLtqKboQU0S4FeWtzqu7PbFQ2unPrpPLA8UW8tX+gmaQaH9h7i4dZTARi6b+olRWYzHsL6Zv6b0xCmXnD3Y09lLPmxXCZWwlRa9cey2xUNrpp60Btc3uIgy72hc4948FsPjz/+/kNHd8LEkbMjZ97GEKaiDe85zKOt09iTTuGxB54oujlaIIYwlVZ9b3al/MFTpk7AHxiERIVD+6deTV8Lb/tt2WT8VbGPod2rjmrfI2dHznKJCkOYCrb9pkfGH2/76o4CW6KFZAhTac0ewrIP5fbkfRVr+93Z0PEr1t7H0MGnHtW+XV0nzBCmgrX/0ADYduu+4hqiBWUIU2nV92VnzQ2uXjJl3cCK7L/G8GOHFrRNmt727XAS+3ne5hH2plPYu/3xrvc1hOnJYPvd2R98VRpsu7dRcGu0UAxhKq36/myYanDNsinrBk7KJuu3542pWNsfXc7GZY9w1k9m79XRXKaiMZbN6zOEqZcNba9wSuzl7P4H2fYDz8wuC0OYSqv+RPaBO3ja1LMgB1dlk7+H93rNnl6wfd+pbDxlH2c9fzUAQ1v3db1ve05Yrc8Qpt61/dHlbFr2MGef8hjb9p5adHO0QAxhKq36gaxCMrBmaggbaIewx52YX7TmaJMHx9axcf0IP/HidQQthu7t/n3pajgyv3xFs+HZsCrG0P41bFy9n2c+/SDbR9YzdtgLB5eBIUylVa9DPyP0DUwzMf/kbNnwvqO7JpXm347bdjJGPxufUWHpyctYX93J0EPdX0upHay8Tph61ejBBj9srGXTGSOcfW6NMfp58J8emXtHPekZwlRa9YMVBmN42nUDp2ST9Yf3O0G2aNtv2Q3AxvOz2xZtWrGLoV0ru96/q4u1WglTgX5w805aVNl4do2zn7cKgG037Sq2UVoQhjCVVv1ghcHK9JegaIew9uR9FWf7nQcA2Pj8NQBsOv0A3x/u/jIV45UwJ+arR7X/0Nh0wQrOftk6ALb9y/R/IGpxMYSptOqHawzWpj/7sX3G5PABP5SLNvS9Fn2Msv65WfA66ydaPJZOZd9D3d1D0kqYet3QXdkfgxtfeDonb1rNmtjNtu/58VwGvssqrfrIzCFs4LQBAIbrhrCibd+xlA19D1Ptzy4bsulZ2en727/V3ZwZK2HqdduHWgxQ5ynnnw4RnD34MNt2rii6WVoAhjCVVn20n8H+6c+y61+5jCoNhusL3ChNsX3vKjauemz8+aaLTgFg6LZ9Xe3fvk5Yrd9KmHrT0MPL2bjkYaKa/R4+8/T9bDuwtuBWaSEYwlRaw2P9DC6Z/uzHqAQDDDN8cObqiU681EpsP7SWjacfmbv3Ey/O5swM3dPdNdy8RIV63fZ9p7Dp5D3jz8/e1GRXaw2PP+SNvBc7Q5hKq95YyuCSmc9+HKgcon7I/yJFeux7eznASWzceGTZwGkDrK3s5PsPdneZiq4uUWEIU0GajcQDI+vYuO7I1IizL8iuXeiNvBc/P2FUWvXmMgaXzXz242DlEMOHqgvYIk22/Z8eBWDjsybeWmrTih8ztPukrl6j2cgrYf0zv5eGMBXl4X/ZxShL2HTWkUrt2S/KzgT2Rt6LnyFMpVVvLWdwYOaJ2AO1wwyPdH9RUM2/7d/JzoDc+NxTJiw/6ylPMFQ/vavXsBKmXjb0Tz8GYOP5g+PLNrzkDGqMse1uLxa92BnCVEqtRothBhgcmHmbgb5RhkcNYUXafl924sSGF62bsHzThiY/bp3GgZ1znznRzEecDWHqRdvvyK6Dt+mn1owv6xvoZ2Pfj9j20JKimqUFYghTKR3ae4hEhcHBmbcZ6BtjeHTqLY20cLb/sMa6yk6WnTJpOPK87MNp+zcfnvM1rISpl23/XiO7Dt7zJv6hcfYpu9j22OqCWqWFYghTKdV3ZWfbDa6Y+Yy5gf4x6g3/Ei3S9t0nsXHFj6cs33RR9uH0/W/vnfM1DGHqZUM/WsqGvh1Ul/ZNWP7Mpx1iaOQMmqPetWMxM4SplMZD2MqZJ2sPLm0wbAgr1Pb6U9h42oEpyze+OLuGUjeXqWg0urhOWD5pv+nnnRbY9j2r2LRy95TlZ59bZYSlPHSzN/JezAxhKqX6Y9np4IOrZp7zNbC0yXBr2YzrdWIN7xrm0dZT2Pj0qcloxdoVnF75MUMPzn32anPMSph6U2olhg6tZeNTD01Zd/ZF2U3q7//G1EqwFg9DmEqpvieroMwawpYnQ1iBHrgpm++18Zzp5+VtGnyUoR/PfWuXdnWrm0tUNGa+bJw073Z/73HqrGDTxqnh/+x/lVV7t33HG3kvZoYwlVJ9b3bW3eDqmSfeDyxPHGSAVtPqSBG2b30cgI0Xrpp2/aY1TzB0YO7LVIzPCZsthI0PR/pea+EMfSu/Dt6zp/6xd+ozT+WU2Mu273vXjsXMEKZSqu/LSh4DpyydcZuB/MzJg493d3scza/td2dDNBtf9NRp12/a0OSR1ukM7z447fq2riph7RDmcKQW0Pbb9wFHTjSZIIKzBx5m2yPeyHsxM4SplOr7sxA2eOrMIWxwMPsLdK4PeZ0Y2x+ssCr2ccrGk6ddv+ncrIrZeZmKsTF4z3vgr/7qyHbt6lZ3c8KOt9VS94bubxC0OPNF66dd/8zTH2fbE9P/EaLFoasQFhGXRMS2iBiKiKunWb8kIj6Vr781Is7sWHdNvnxbRFzc7WtKJ1J9f3al/ME1M8/5GliR/fcY3jN10qxOvO2PLmfjspnPDDvrolUADOWXqXjsMbj4Yvi934Nf+iV417sgpY6LtXY1HDkvTT+hDh+Gv/gL+O53i26Jjtf2h2o8rfowS1ZNfxw6e1OTna3TeWJH79/Iu9GAm26Cxx8vuiVPLnOGsIioAh8EXg2cC7whIs6dtNmbgMdTSpuADwDvz/c9F7gMOA+4BPhQRFS7fE3phKkfyEPYU2a+ZP5AfvmK4T0ORxZh+/41bFy9b8b1G1+UX6bi7sPcdRc897nwz/8MH/0oXH45vPvd8KY3weHR7DD3ZA9hKcHf/R2cey78+q/Dc54D11wDh/wb4UlraPdKNq7YNeP6s8/Pwtn3vvqjhWrSUdu5M6s+n3kmvOQlsGFD9vyJ3s+NPaGbe7JcBAyllB4AiIjrgEuBezu2uRR4V/74M8CfRkTky69LKY0AD0bEUP56dPGahUgJ7roLvvKV7OvWW+Hss+FlL8u+XvhCWL686FbqeNUPQNCaciX2TgMrs4snDu/tnRD2xBPw0EOwYwesXAlPfzqcfjpUF9l9xhuHGzzUWMu/Xf/gjNusfPoq1sRu/urWn+A9L8h+Ht/8Jlx0Efzar8EZZ2QfBgP9zwegtuTJG8LuvBPe9ja48UY47zz47Gfh+uvhfe+Dv/kb+LM/g1e8ouhWHp9mE77zHfjHf8y+br45+2B/3vPg+c/Pvs47D2o9diexgwezr1Wrjr5t24dP5xeeMXNJ8+wXngrA/bfsY8sbj6ORxyAl2L0b7r03+9q1K/vsW74cBgagrw8+//nsD4NGI6tC/8EfZL+bv/d78Cd/Ar/92/Bbv5Vtr+l18yuzDuiM4TuA5820TUqpERH7gdX58lsm7du+N8Ncr7ngfuO8m/j7ofP48Wh2s+BzBh7i9avu5f7vncF/v+2ZvO99NfpjlOectJ2llVFaBK1UoUWQyOYPtR8F2TyUNP4oe9xMlY6v7MDfV2lQiyZ90aQvGlQjq9JEpCmvdzTabZq4DBqpylirxliqMtrqo5GqVKJFhUQ1WuOP29t3qkYr24ZENZpZ/1LM+DPo7EM32ttnr3Ns/Z5OIvL3K3vPhp54BoPUicpJM+6zcnX23+NFV5zFqn+/n5P76pxcq7OidpBg6s8mOP73bKa27x5dyQ8OPYXHG1Mn6fbFGOuXPsbpSx4npcje31Slkaq0UhAw/p5GZO9xXzSoRYtaNKlFk4j2z/zIezVf7T8Wo80qDS5g4zNmT5ebBh7l5j3P5vkr7+PvnvH7PPWd2dBkAO8GzjjvEn7jnquA7iphf/nNn+Cbp35n2m2O5mfT7W98i+CJxvLxr/2NAZqpwkm1g5xUO8iK6iGWVUe4Zd8zObmvzgfP+QRXrv0itT9r8XPAL285n39/71t45SvX8YJV99AXTZqpQiNVaaasAlirNKmS/b+d6b3uxrH+PrT/740fJ1J+nMj/r1Qi0UrBvzyxafz3+/wV27n81Hv54WNr+MInn8m1164af70V1WFW9Q2zqjbMqr46Sypj46/Z2cIT9f+xkarsHVvBY2Mn8djoSRxqLc2/X4uT++qc2vcEa/r3s7x6eMrPt5EqjKXa+PH3sfQMNm5ozfi9Nr70DKo0ePdH1nHtp/9l/OeXiPHja2WO4+yx9LveXMb9w+vZM7Zy1u1W1Q7wlnVf5jfP+AKb2AmfhF8Bbn/+Jt459Ktcc81FvP8dB1i7ZC/9lTGW5F/jn3Ht9ybShHa2+5GAVso+jTp71/69OZ4+L+lr8rmdhceOrkJYoSLiSuBKgKc97Wkn9HsdOgwvW3Ebr1r5bV5x0rdZv+TIVYzrzWV868D5fPWJLWytn0OrFVRI1NofbiTavxLtX5jpwkQ1mlQrrfygmP3Z3UjZf8jsP2aNsVSZ8DrtA8yxaB9wO2WB7zADMUZftUktGnlArNLKg2IrVSYcrMnb0mwd2WYkVfODQDP7oM8PBu2DbTuYpdTd+R+TA+vx9Hs6RwJmk03Ld/L8sx8HZi4fXPRvz+RDH/oTdjyxkscbK9jXHOTxxkkcGD1SCm3/jNoHxvl4z6bz1L4f8/xT7uTMJTs5c8lO1vfvYn9zkIdGTuehkdP54ejp/HjsFKrRpFZpUiML9O3340gIrdAk+5Bu5B8Eh1Jtws+93Z+ivXTVv/Dyf7dh1m1+6w2P8dNf+Bi/t/4jLD00CpOG5v7d4HU87ewHuGnJK6jUXjPj60Ql+PVnfIN7HjmZgyNTD4udHwLd/mym+783ZRsSq6r7ePqSHZy0/CArq3Uq0eJAczkHmgM80RzgQHM5bz/9On533bWcXDsAHcM8L6t+g7vOu4X3PfIrfHX/cyGa9EeTZXnoAmi2KjTIQtmhVJu2P3O19Xh/Hzr/CAhaeRuyY0P7/83Pn/x1XnHSbbxs5e08pe/I7ahSggdG1nFz/dl8//B69jcH2d8YZF9zkH2NFRxMfeM/S2DC7/yJ+P9YiRZra4/yk0u2cWptH6f27WN5ZYS9jZPYPbaKxxqr2N1YxYFJd9tIKfJj7yhL4yB9lQavO/VhfuHNa2f8Xv0rlvCWzV/n1qHVHB6tUIn2kRVaQIsKaVIhYPL3PBZLKiP8wqqvc+6yB8e/ntq/h8Otfg62ljLcWsbB5hLOXLKT5dURGAP2Hdn/QrbyDxu3cvNpz+Ivdr+W/Y1BRlMfI6mPkUY/jY7Phonxa+LvZdbfiX/Qd+7XOo4+L+mRiwJGSrP/54uInwLelVK6OH9+DUBK6Q86tvlSvs3NEVEDHgXWAFd3btveLt9t1teczpYtW9LWrVuPsouSJEkLLyJuTyltmWl9NyWK24CzImJDRPSTTbS/ftI21wPtEevXAV9LWbq7HrgsP3tyA3AW8O0uX1OSJGnRmnM4Mp/jdRXwJaAKfDSldE9EvAfYmlK6HvgI8Il84v1eslBFvt2nySbcN4A3p5SaANO95vx3T5IkqTfNORzZSxyOlCRJTxbzMRwpSZKkeWYIkyRJKoAhTJIkqQCGMEmSpAIYwiRJkgpgCJMkSSqAIUySJKkAhjBJkqQCGMIkSZIKYAiTJEkqgCFMkiSpAIYwSZKkAhjCJEmSCmAIkyRJKoAhTJIkqQCRUiq6DV2LiN3AQ0W3AzgVeKzoRpxg9nFxsI+Lg31cHOzj4nA0fXx6SmnNTCufVCGsV0TE1pTSlqLbcSLZx8XBPi4O9nFxsI+Lw3z20eFISZKkAhjCJEmSCmAIOzYfLroBC8A+Lg72cXGwj4uDfVwc5q2PzgmTJEkqgJUwSZKkAhjCchHx0YjYFRF3dyw7PyJujojvRsTnI+KkfHl/RPxlvvzOiHjpNK93fedr9YL56mNE3BgR2yLijvzrtIXvzfTmsY/9EfHhiPheRNwfEf9m4XszvfnoY0Ss6Hj/7oiIxyLijwvp0CTz+B6+IV9+V0TcEBGnLnxvpjePffzFvH/3RMT7F74nM4uIMyLi6xFxb96+t+bLT4mIr0TE9/N/T86XR0T8j4gYyvv0nI7XemO+/fcj4o1F9Wmyee7jDRGxLyK+UFR/pjNffYyIzfnv9z358l8ssl+d5rGPT4+I7+TH1Hsi4jfm/OYpJb+yIdmXAM8B7u5Ydhvw0/njK4Dfzx+/GfjL/PFpwO1ApWO/XwD+qvO1euFrvvoI3AhsKbo/J7iP7wb+a/64ApxadN/mu4+TXvN24CVF922++gfUgF3t9w34b8C7iu7bPPdxNfBDYE2+7mPAy4vuW0d/ngo8J3+8AvgecG7+XlydL78aeH/++F8D/wcI4PnArfnyU4AH8n9Pzh+fXHT/5rOP+bqXA68BvlB0v07Q+/gM4Kz88VpgJ7Cq6P7Ncx/7gSX540HgB8Da2b63lbBcSumbwN5Ji58BfDN//BWgXQ05F/havt8uYB+wBSAiBoH/CPzXE9viozdffexl89jHK4A/yNe1Uko9c/HB+X4fI+IZZB/uN52YFh+deepf5F8DERHAScAjJ7ThR2Ge+vgTwPdTSrvz7f6xY5/CpZR2ppS+kz8+ANwHrAMuJQuM5P/+XP74UuDjKXMLsCoingpcDHwlpbQ3pfQ42c/mkoXryczmsY+klL4KHFjA5ndlvvqYUvpeSun7+es8QvZH0owXMV1I89jH0ZTSSL7NEroYbTSEze4esh82wOuBM/LHdwKvjYhaRGwALuxY9/vA/wscXMiGHodj6SPAX+Yl13fkH3K97Kj6GBGr8vW/n5eW/yYinrKgLT56x/o+AlwGfCrlf771qKPqX0ppDPhN4Ltk4etc4CML2+SjdrTv4RBwdkScGRE1sg+Iye9tT4iIM4ELgFuBp6SUduarHgXa/7fWAT/q2G1Hvmym5T3lOPv4pDBffYyIi8iqRttPZHuPxfH2MR/avCtf//48cM7IEDa7K4D/EBG3k5UoR/PlHyX7oW8F/hj4Z6AZEZuBjSmlzy58U4/ZUfUxX/dLKaVnAy/Ov35lIRt8DI62jzVgPfDPKaXnADcD/32B23y0juV9bLsM+OuFaeYxO9r/i31kIewCsqGPu4BrFrjNR+uo+phXhX4T+BRZFfMHTH1vC5ePDvwt8LaU0hOd6/Lg38vhvyv2sfs+5pW/TwCXp5Ra897Q4zAffUwp/Sil9JPAJuCNc/0BXzuO9i56KaX7gVfB+JDNz+TLG8Db29tFxD+TjSH/NLAlIn5A9rM9LSJuTCm9dGFb3r1j6CMppYfzfw9ExF8BFwEfX9iWd+8Y+riHrJL5d/mqvwHetIBNPmrH8j7mz88Haiml2xe0wUfpGPq3OV+/PV/+abI5HT3rGP8vfh74fL78SnoshOVh+G+BT6aU2v+ffpwP3ezMP5B35csfZmIlb32+7GHgpZOW33gi23005qmPPW2++hjZySb/APxuPozXM+b7fUwpPRLZiTcvBj4z0/e1EjaLyM/6i4gK8H8Df5Y/Xx4RA/njVwKNlNK9KaX/mVJam1I6E3gR8L1eDmBw9H3Mh0ROzZf3AT8L9NRZoJMdw/uYyD7YXpq/xMuBexe63UfjaPvYsesb6P0q2LH072Hg3Ihozzl5Jdk8j551LO9hxz4nA/8B+IsCmj6tfJrCR4D7Ukp/1LHqeqB9huMbgc91LP/VyDwf2J8PBX0JeFVEnJz381X5ssLNYx971nz1MSL6gc+SzaWaMZQUYR77uD4iluWveTJZDtg26zdPPXBmQi98kX0Q7QTGyEr/bwLeSvYX5/eA93Hk4rZn5j/Y+8gmwz59mtc7k947O/K4+wgMkJ2ddRfZHJY/AapF922+30fg6WSTpO8Cvgo8rei+nYjfVbIzzZ5ZdJ9O0Hv4G/nyu8hC9eqi+3YC+vjXZH8g3AtcVnS/JvXxRWTDN3cBd+Rf/5rsrM6vAt/P+3NKvn0AHySbJ/RdOs7AJhuqHcq/Li+6byeojzcBu4FD+e/ExUX3bz77CPxy/vt+R8fX5qL7N899fGX+Gnfm/1451/f2ivmSJEkFcDhSkiSpAIYwSZKkAhjCJEmSCmAIkyRJKoAhTJIkqQCGMEmSpAIYwiRJkgpgCJMkSSrA/w+zuPcM0b3q3AAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.837893Z", + "iopub.status.idle": "2024-04-26T01:35:43.838084Z", + "shell.execute_reply": "2024-04-26T01:35:43.837992Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.837984Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'SURS', 'last')" + "plot(\"IMPLND\", ils, \"IWATER\", \"SURS\", \"last\")" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.838582Z", + "iopub.status.idle": "2024-04-26T01:35:43.838753Z", + "shell.execute_reply": "2024-04-26T01:35:43.838674Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.838667Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"IMPLND\", ils, \"IWATER\", \"SURS\", \"last\")" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "source": [ + "## Automate checking PERLNDs for PERO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.839301Z", + "iopub.status.idle": "2024-04-26T01:35:43.839568Z", + "shell.execute_reply": "2024-04-26T01:35:43.839488Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.839480Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'SURS', 'last')" + "perlndkeys = summary[(summary.Frequency == \"Monthly\") & (summary.Operation == \"PERLND\")]\n", + "perlndkeys[0:10]" ] }, { "cell_type": "code", "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.840215Z", + "iopub.status.idle": "2024-04-26T01:35:43.840467Z", + "shell.execute_reply": "2024-04-26T01:35:43.840388Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.840380Z" + }, + "scrolled": true + }, + "outputs": [], + "source": [ + "delta = monthlyoutflow(perlndkeys, \"PERO\")\n", + "delta" + ] + }, + { + "cell_type": "markdown", "metadata": {}, + "source": [ + "Look at the statistics for the percent difference column" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.840902Z", + "iopub.status.idle": "2024-04-26T01:35:43.841088Z", + "shell.execute_reply": "2024-04-26T01:35:43.840997Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.840989Z" + } + }, "outputs": [], - "source": [] + "source": [ + "delta.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.841676Z", + "iopub.status.idle": "2024-04-26T01:35:43.841885Z", + "shell.execute_reply": "2024-04-26T01:35:43.841790Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.841782Z" + } + }, + "outputs": [], + "source": [ + "delta[\"Percent diff\"].hist()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.842396Z", + "iopub.status.idle": "2024-04-26T01:35:43.842596Z", + "shell.execute_reply": "2024-04-26T01:35:43.842514Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.842507Z" + } + }, + "outputs": [], + "source": [ + "pls = delta.index[-1]\n", + "print(\"WORST PERLND SEGMENT IS\", pls)" + ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Automate checking PERLNDs for PERO" + "#### PERLND PWATER AGWLI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.843175Z", + "iopub.status.idle": "2024-04-26T01:35:43.843456Z", + "shell.execute_reply": "2024-04-26T01:35:43.843363Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.843353Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"AGWLI\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.843943Z", + "iopub.status.idle": "2024-04-26T01:35:43.844192Z", + "shell.execute_reply": "2024-04-26T01:35:43.844103Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.844095Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"AGWLI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OperationActivitysegmentFrequencyShapeStartStop
PERLND_PWATER_011_4PERLNDPWATER11Monthly(108, 27)1993-11-012002-10-01
PERLND_PWATER_012_4PERLNDPWATER12Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_013_4PERLNDPWATER13Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_014_4PERLNDPWATER14Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_015_4PERLNDPWATER15Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_021_4PERLNDPWATER21Monthly(108, 27)1993-11-012002-10-01
PERLND_PWATER_022_4PERLNDPWATER22Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_023_4PERLNDPWATER23Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_024_4PERLNDPWATER24Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_025_4PERLNDPWATER25Monthly(108, 32)1993-11-012002-10-01
\n", - "
" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape \\\n", - "PERLND_PWATER_011_4 PERLND PWATER 11 Monthly (108, 27) \n", - "PERLND_PWATER_012_4 PERLND PWATER 12 Monthly (108, 32) \n", - "PERLND_PWATER_013_4 PERLND PWATER 13 Monthly (108, 32) \n", - "PERLND_PWATER_014_4 PERLND PWATER 14 Monthly (108, 32) \n", - "PERLND_PWATER_015_4 PERLND PWATER 15 Monthly (108, 32) \n", - "PERLND_PWATER_021_4 PERLND PWATER 21 Monthly (108, 27) \n", - "PERLND_PWATER_022_4 PERLND PWATER 22 Monthly (108, 32) \n", - "PERLND_PWATER_023_4 PERLND PWATER 23 Monthly (108, 32) \n", - "PERLND_PWATER_024_4 PERLND PWATER 24 Monthly (108, 32) \n", - "PERLND_PWATER_025_4 PERLND PWATER 25 Monthly (108, 32) \n", - "\n", - " Start Stop \n", - "PERLND_PWATER_011_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_012_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_013_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_014_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_015_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_021_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_022_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_023_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_024_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_025_4 1993-11-01 2002-10-01 " - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" + "source": [ + "#### PERLND PWATER SURLI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.844659Z", + "iopub.status.idle": "2024-04-26T01:35:43.844895Z", + "shell.execute_reply": "2024-04-26T01:35:43.844806Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.844798Z" } - ], + }, + "outputs": [], "source": [ - "perlndkeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='PERLND')]\n", - "perlndkeys[0:10]" + "plot(\"PERLND\", pls, \"PWATER\", \"SURLI\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { - "scrolled": true + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.845332Z", + "iopub.status.idle": "2024-04-26T01:35:43.845559Z", + "shell.execute_reply": "2024-04-26T01:35:43.845471Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.845463Z" + } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "055 64.7859 64.7859 -0.0000 0.0000\n", - "226 29.4270 29.4270 -0.0000 0.0000\n", - "222 45.9145 45.9145 -0.0000 0.0000\n", - "124 56.8129 56.8129 -0.0000 0.0000\n", - "235 85.6543 85.6543 -0.0000 0.0000\n", - "071 13.8709 13.8709 -0.0000 0.0000\n", - "275 44.8519 44.8519 0.0000 0.0000\n", - "135 49.4472 49.4472 -0.0000 0.0000\n", - "023 57.9035 57.9035 -0.0000 0.0000\n", - "201 10.9715 10.9715 -0.0000 0.0000\n", - "082 45.8386 45.8386 0.0000 0.0000\n", - "285 97.2315 97.2314 -0.0000 0.0000\n", - "304 104.4457 104.4457 0.0000 0.0000\n", - "232 54.5515 54.5515 0.0000 0.0000\n", - "256 21.2304 21.2304 0.0000 0.0000\n", - "051 10.1520 10.1520 0.0000 0.0000\n", - "175 56.6028 56.6028 -0.0000 0.0000\n", - "295 121.6003 121.6003 0.0000 0.0000\n", - "013 55.6965 55.6965 0.0000 0.0000\n", - "254 46.5186 46.5186 -0.0000 0.0000\n", - "225 70.3941 70.3940 -0.0000 0.0000\n", - "072 54.2092 54.2092 0.0000 0.0000\n", - "102 37.5410 37.5410 -0.0000 0.0000\n", - "291 31.4601 31.4601 -0.0000 0.0000\n", - "073 65.6017 65.6017 -0.0000 0.0000\n", - "184 52.1066 52.1066 -0.0000 0.0000\n", - "281 12.5471 12.5471 -0.0000 0.0000\n", - "075 73.6297 73.6297 0.0000 0.0000\n", - "206 28.4453 28.4453 -0.0000 0.0000\n", - "164 49.3031 49.3031 0.0000 0.0000\n", - "133 43.1818 43.1818 -0.0000 0.0000\n", - "255 48.7199 48.7198 -0.0000 0.0000\n", - "074 70.8455 70.8455 0.0000 0.0000\n", - "221 10.2781 10.2781 -0.0000 0.0000\n", - "292 88.3961 88.3961 -0.0000 0.0000\n", - "121 7.9901 7.9901 0.0000 0.0000\n", - "062 48.5426 48.5426 -0.0000 0.0000\n", - "305 108.6897 108.6897 -0.0000 0.0000\n", - "022 46.3543 46.3543 -0.0000 0.0000\n", - "052 46.1781 46.1781 -0.0000 0.0000\n", - "031 18.2778 18.2778 0.0000 0.0000\n", - "081 10.2268 10.2268 0.0000 0.0000\n", - "043 63.0228 63.0228 -0.0000 0.0000\n", - "293 108.5104 108.5104 -0.0000 0.0000\n", - "181 6.0741 6.0741 0.0000 0.0000\n", - "174 53.8139 53.8139 -0.0000 0.0000\n", - "294 117.4441 117.4440 -0.0000 0.0000\n", - "042 54.4023 54.4023 -0.0000 0.0000\n", - "191 12.4472 12.4472 0.0000 0.0000\n", - "224 66.8366 66.8366 -0.0000 0.0000\n", - "024 62.4759 62.4759 -0.0000 0.0000\n", - "172 36.9647 36.9646 -0.0000 0.0000\n", - "252 33.3730 33.3730 0.0000 0.0000\n", - "302 77.3120 77.3120 -0.0000 0.0000\n", - "054 62.4308 62.4308 0.0000 0.0000\n", - "132 34.4520 34.4520 -0.0000 0.0000\n", - "014 58.5426 58.5426 -0.0000 0.0000\n", - "202 47.1175 47.1175 0.0000 0.0000\n", - "025 65.9857 65.9857 -0.0000 0.0000\n", - "085 64.7964 64.7964 -0.0000 0.0000\n", - "141 6.6902 6.6902 -0.0000 0.0000\n", - "091 13.2223 13.2223 -0.0000 0.0000\n", - "161 6.8479 6.8479 -0.0000 0.0000\n", - "192 47.9039 47.9038 -0.0000 0.0000\n", - "101 6.1333 6.1333 -0.0000 0.0000\n", - "204 58.4831 58.4830 -0.0000 0.0000\n", - "012 46.7790 46.7790 -0.0000 0.0000\n", - "015 61.9178 61.9177 -0.0000 0.0000\n", - "212 26.9619 26.9620 0.0000 0.0000\n", - "122 39.3604 39.3604 0.0000 0.0000\n", - "213 32.9974 32.9974 -0.0000 0.0000\n", - "303 94.6483 94.6482 -0.0000 0.0000\n", - "061 10.7588 10.7588 -0.0000 0.0000\n", - "193 64.2409 64.2408 -0.0000 0.0000\n", - "283 80.6521 80.6521 -0.0000 0.0000\n", - "211 4.6437 4.6437 -0.0000 0.0000\n", - "272 34.2029 34.2030 0.0000 0.0000\n", - "171 6.3571 6.3571 -0.0000 0.0000\n", - "244 70.7412 70.7412 0.0000 0.0000\n", - "142 35.9641 35.9641 -0.0000 0.0000\n", - "011 10.5855 10.5855 -0.0001 0.0001\n", - "084 62.0636 62.0635 -0.0001 0.0001\n", - "143 47.6421 47.6421 -0.0001 0.0001\n", - "241 9.4750 9.4750 -0.0001 0.0001\n", - "041 13.4357 13.4357 -0.0001 0.0001\n", - "216 15.7818 15.7818 -0.0001 0.0001\n", - "276 20.0781 20.0781 -0.0001 0.0001\n", - "215 37.4414 37.4414 -0.0001 0.0001\n", - "053 57.2186 57.2186 -0.0001 0.0001\n", - "123 51.1786 51.1786 -0.0001 0.0001\n", - "266 32.8916 32.8915 -0.0001 0.0001\n", - "245 75.5340 75.5340 -0.0001 0.0001\n", - "205 61.2696 61.2695 -0.0001 0.0001\n", - "214 35.7319 35.7319 -0.0001 0.0001\n", - "203 54.5416 54.5415 -0.0001 0.0001\n", - "151 6.5098 6.5099 0.0001 0.0001\n", - "282 60.8722 60.8722 -0.0001 0.0001\n", - "301 29.7379 29.7379 -0.0001 0.0001\n", - "112 40.4292 40.4292 -0.0001 0.0001\n", - "144 53.3963 53.3962 -0.0001 0.0001\n", - "253 42.0119 42.0118 -0.0001 0.0001\n", - "162 36.4145 36.4145 0.0001 0.0001\n", - "134 47.0151 47.0151 0.0001 0.0001\n", - "194 73.6659 73.6659 -0.0001 0.0001\n", - "296 84.7219 84.7219 -0.0001 0.0001\n", - "165 51.5487 51.5486 -0.0001 0.0001\n", - "185 14.7898 14.7898 -0.0001 0.0001\n", - "183 46.3417 46.3417 -0.0001 0.0001\n", - "083 56.9164 56.9164 -0.0001 0.0001\n", - "242 44.8303 44.8302 -0.0001 0.0001\n", - "145 56.3642 56.3642 -0.0001 0.0001\n", - "173 48.1865 48.1864 -0.0001 0.0001\n", - "021 10.5716 10.5716 -0.0001 0.0001\n", - "131 6.0328 6.0327 -0.0001 0.0001\n", - "113 51.9226 51.9226 -0.0001 0.0001\n", - "163 44.8749 44.8749 0.0001 0.0001\n", - "261 11.1663 11.1663 -0.0001 0.0001\n", - "271 7.1984 7.1984 -0.0001 0.0001\n", - "231 15.0347 15.0346 -0.0001 0.0001\n", - "182 34.9728 34.9727 -0.0001 0.0001\n", - "234 80.8645 80.8644 -0.0001 0.0001\n", - "243 61.3993 61.3994 0.0001 0.0001\n", - "251 6.8682 6.8682 -0.0001 0.0001\n", - "286 36.9912 36.9911 -0.0002 0.0002\n", - "152 34.4905 34.4905 -0.0002 0.0002\n", - "111 7.1259 7.1259 0.0002 0.0002\n", - "195 78.4794 78.4795 0.0002 0.0002\n", - "306 72.7249 72.7248 -0.0002 0.0002\n", - "125 59.8037 59.8035 -0.0003 0.0003" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "delta = monthlyoutflow(perlndkeys, 'PERO')\n", - "delta" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Look at the statistics for the percent difference column" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
count129.0000129.0000129.0000129.0000
mean45.512245.5122-0.00000.0001
std26.665726.66570.00010.0000
min4.64374.6437-0.00030.0000
25%26.961926.9620-0.00010.0000
50%46.779046.7790-0.00000.0000
75%61.399361.3994-0.00000.0001
max121.6003121.60030.00020.0003
\n", - "
" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 129.0000 129.0000 129.0000 129.0000\n", - "mean 45.5122 45.5122 -0.0000 0.0001\n", - "std 26.6657 26.6657 0.0001 0.0000\n", - "min 4.6437 4.6437 -0.0003 0.0000\n", - "25% 26.9619 26.9620 -0.0001 0.0000\n", - "50% 46.7790 46.7790 -0.0000 0.0000\n", - "75% 61.3993 61.3994 -0.0000 0.0001\n", - "max 121.6003 121.6003 0.0002 0.0003" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "delta.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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z/a6We3Ad8C/Na7i7Wfb7wMea6bPphPEhOn/ELp617t3Nei/RfPJnoW02yy9utnGo2eZZbf8OtNiLX23++88A/zH7920UHkPuxUyz7O18+J3FavNrAiSpED/9IkmFGOqSVIihLkmFGOqSVIihLkmFGOqSVIihLkmF/D/tBDrvUPVXYQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "delta['Percent diff'].hist()" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST PERLND SEGMENT IS 125\n" - ] - } - ], - "source": [ - "pls = delta.index[-1]\n", - "print('WORST PERLND SEGMENT IS', pls)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER AGWLI" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'AGWLI', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'AGWLI', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SURLI" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'SURLI', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER AGWO" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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XDnD66Cr+xH65pB4r0nI5DzicmU8ARMRdwGXA84GemQ+0jN8DXF1mkf0yMV3nP9/zGD/1tn1JQ6BIoK8HnmrZPgK8ZZHx1wLfnm9HRGwDtgGMj48XLLE/Zu/2LBrmTkWU1G+lXhSNiKuBGnDhfPszcxewC6BWq3Uwc7u3JqbrfOzux3iuwOTy2bXKvdtTUr8VCfQ6cGbL9obmey8SEe8APgFcmJk/Kae83ps9My8S5i5xK2mQFAn0vcCmiDiLRpBfAXywdUBEnAv8d2BrZh4tvcoua71tf1VEoTC3Vy5p0LQN9Mw8GRHXAZPACHB7Zh6IiFuAqczcDewEfg74RkQAPJmZl3ax7lJMTNe5efcBjs+8cIOQYS5pWBXqoWfmfcB9c967seX1O0quq+s6XeJ2JILPvt/FtCQNrhV5p2in88pdh0XSMFhxgV40zEciOJXpOiyShsaKCPT5euWL8Yxc0jCqfKBPTNfZ/o3HOHGq2LR3HwUnaVhVNtCX8pDmz3/g1wxySUOrcoHeaXtl1gWvfZVhLmmoVSrQO52KOMt55ZKqoBKBvpT2yuhIsPNy55VLqo6hD/SlnJV74VNSFQ19oO+cPFQozJ2KKKnqhjLQWxfTKjIZ0TNySSvBUAV6o72yj5kTpwqNd3lbSSvJ0AR6JzcI2V6RtBINTaDvnDzUNswDXHtF0oo1NIH+dJspievXjPHwjrf3qBpJGjyr+l1AUWesGVtwXwDbt2zuXTGSNICGJtC3b9nM6KqYd99V54/bYpG04g1Ny2U2sFvXaXE6oiS9YGgCHRqhbnhL0vyGpuUiSVpcoUCPiK0RcSgiDkfEjnn2/0xEfL25/5GI2Fh6pZKkRbUN9IgYAW4FLgbOBq6MiLPnDLsWeCYzfxn4M+AzZRcqSVpckTP084DDmflEZv4UuAu4bM6Yy4C/aL6+B/iNiJh/SookqSuKBPp64KmW7SPN9+Ydk5kngR8Br577QRGxLSKmImLq2LFjS6tYkjSvns5yycxdwC6AiDgWET8G/qWXNZRgLcNXMwxn3dbcG9bcG2XV/EsL7SgS6HXgzJbtDc335htzJCJWA68AfrDYh2bmuoiYysxagRoGxjDWDMNZtzX3hjX3Ri9qLtJy2QtsioizIuI04Apg95wxu4H/2Hx9OXB/ZhZZqlySVJK2Z+iZeTIirgMmgRHg9sw8EBG3AFOZuRv4H8BfRsRh4Ic0Ql+S1EOFeuiZeR9w35z3bmx5/a/A+5Zw/F1L+Jl+G8aaYTjrtubesObe6HrNYWdEkqrBW/8lqSIMdEmqiJ4E+jCuBVOg5o9GxMGI2BcRfxcRC84N7ZV2NbeMe29EZET0fdpXkZoj4v3N3/WBiPhqr2ucT4Hvx3hEPBAR083vyCX9qLOlntsj4mhEPL7A/oiIP2/+9+yLiDf1usZ5ampX81XNWvdHxHci4o29rnE+7epuGffmiDgZEZeXdvDM7Oo/NGbG/APwb4DTgMeAs+eM+T3gtubrK4Cvd7uuEmp+G3B68/WHh6Hm5riXAw8Be4DaoNcMbAKmgVc2t1/Tz5o7qHsX8OHm67OBf+xzzf8OeBPw+AL7LwG+TeMBYOcDjwzA77ldzb/e8r24eBBqLlJ3y3fofhqTTS4v69i9OEMfxrVg2tacmQ9k5rPNzT00brjqpyK/Z4BP0lg87V97WdwCitT8IeDWzHwGIDOP9rjG+RSpO4Gfb75+BfB0D+t7icx8iMaU4oVcBnwlG/YAayLiF3tT3fza1ZyZ35n9XjAYf4NAod81wEeAbwKlfp97EeilrQXTQ0VqbnUtjbObfmpbc/P/Rp+Zmd/qZWGLKPJ7fh3wuoh4OCL2RMTWnlW3sCJ13wxcHRFHaJyFfaQ3pS1Zp9/5QTMIf4OFRMR64N3AF8v+7KF6YtEgioirgRpwYb9rWUxErAI+B1zT51I6tZpG2+UiGmdgD0XEOZl5vJ9FFXAlcEdmfjYi3krjxrvXZ+apfhdWNRHxNhqB/m/7XUtBnwc+npmnym5E9CLQu7IWTJcVqZmIeAfwCeDCzPxJj2pbSLuaXw68Hniw+SX6BWB3RFyamVM9q/LFivyej9DojZ4Avh8R36MR8Ht7U+K8itR9LbAVIDO/GxE/S2NxpkFoGc2n0Hd+0ETEG4AvAxdnZj8zoxM14K7m3+Fa4JKIOJmZE8v+5B5cIFgNPAGcxQsXkH51zpjf58UXRe/u80WNIjWfS+PC2KZ+1tpJzXPGP0j/L4oW+T1vBf6i+XotjbbAq4eg7m8D1zRf/wqNHnr0ue6NLHyB8T/w4oui/6eftRaseRw4DPx6v+vspO454+6gxIuiXT9DzyFcC6ZgzTuBnwO+0fxf2icz89IBr3mgFKx5Evj3EXEQeA7Ynn0+EytY98eAL0XEH9K4QHpNNv+C+yEivkajbbW22de/CRgFyMzbaPT5L6ERkM8Cv9OfSl9QoOYbaVxr+0Lzb/BkDsAKjAXq7t6x+/gdkySVyDtFJakiDHRJqggDXZIqwkCXpIow0CWpIgx0SaoIA12SKuL/A03LLydRi6ygAAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'AGWO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER BASET" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'BASET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### PERLND PWATER CEPE" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'CEPE', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IFWI" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'IFWI', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IFWO" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'IFWO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IGWI" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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qqgrd3d0YHBxM91BSislkCuo5FysklrIMkcQSkaGIasyS79rZ6RJEujAYDKitrU33MDIGcsNlGZKsI7FEZCQSiSWCIDQKiaUsQ1IYFOggi+TKIDIL1Q1HMUsEQWgNEktZhurKkHxUq4bILESZW0TJskQQhNYgsZRlSCSWiAxFLXnhJ8sSQRAag8RSlqG6MkgsEZnGlFjypXkgBEEQsyCxlGWorgwSS0SmIQbEkiimeSAEQRCzILGUZUwFyU6SWCIyi2k3XJoHQhAEMQsSS1mGuuCQZYnINEQlEOBNYokgCI1BYinLUBccyU+lA4jMgixLBEFoFRJLWQZZlohMRQoIfZFuXYIgNAaJpSxDFUsUs0RkGiJUNxxL80gIgiCCIbGUZZAbjshUptxwIoklgiC0BYmlLGPKDUdiicgw1J6GJJYIgtAaJJayDBJLRKYiTsUskVgiCEJbkFjKMtTdOcUsEZnGlGWJxBJBEBqDxFKWQTFLRKYiQg8A8Is0LREEoS1oVsoy1N05iSUi05i2LNG0RBCEtqBZKcuYilkSqXM7kTkosgIpYFkSZXLDEQShLUgsZRmqK4NilohMQhanLaFkWSIIQmvQrJRlTLnhyLJEZBAzK877JSGNIyEIggiFxFKWQTFLRCYSJJZkmpYIgtAWNCtlETPjPsiyRGQSolec/jeJJYIgNAbNSlnEzLgPsiwRmcTM+9UvkxuOIAhtQWIpi5jpyhB9JJaIzCHYDUdiiSAIbUFiKYuY6cogNxyRSczM3vTL+jSOhCAIIhQSS1nEzN05iSUikwiyiio0LREEoS1oVsoiZsZ9kFgiMokgy5JCliWCILQFiaUsIiijiAK8iQxCFfo6SOSGIwhCc5BYyiKCLUtpHAhBxIl675rhgQgK8CYIQluQWMoiKGaJyFRUN5yJTZIbjiAIzUFiKYuYGfdBYonIJFTLkon5SCwRBKE5SCxlETPdcKKfxBKROUyJJZ0PfhjSPBqCIIhgSCxlEZQNR2QqU244wQcRZFkiCEJbkFjKIoLccFKUAwlCY6ji3iz4IcIARSaxTxCEdiCxlEWQZYnIVFShnyPwNM6ZZTAIgiDSDYmlLCIoZonWGiKDUMW9Sc9vXL/bn87hEARBBEFiKYugbDgiU5mqs2QgyxJBENqDxFIWMVMgUcwSkUmIvkA2nIHfuH4PiSWCILQDiaUsIihmicQSkUFMueGMJJYIgtAeJJayCBJLRKYyVWfJyP8msUQQhJYgsZRFqK4MgAK8icxCLaJqMvK/Z8bfEQRBpBsSS1kExSwRmcpUnSUT/5ssSwRBaAkSS1kEueGITEW1iubk8P/7vXQDEwShHUgsZREz3XAklohMYirA28T/T2KJIAgtQWIpi5jphhNprSEyiCk3nIX/n2KWCILQEiSWsojgmCWWxpEQRHxMBXib+X1LliWCILQEiaUsQqSYJSJDmXLDmfmU5J+Uox1OEASRUmIWS4wxgTH2OmPs2WQOiJg/QZYlmSxLROaginuTJSCWyLJEEISGiMey9EkA55I1EGLhSDOyrSlmicgkptxwuQL/v48sSwRBaIeYxBJjrArAXQD+N7nDIRZCsBuOLEtE5jAV4G3lYonccARBaIlYLUs/AvBZADSDaZiZliVywxGZhOqGy8nVAyCxRBCEtphTLDHG7gYwoCjK0TmOe4gx1sIYaxkcHEzYAInYUXfnBvgg0VpDZBCiGuBtDYglcsMRBKEhYrEsXQfgXsZYB4DfAbiZMfbr2QcpivIzRVE2KoqysaSkJMHDJGJBjfswwkeWJSKjUK2i5nwDAED0KVGOJgiCSC1ziiVFUb6gKEqVoig1AN4B4BVFUd6d9JERcSNJAbHE/BAlqgpBZA5q42dTHhdLfhJLBEFoCFpRswh1d57DyLJEZBZTpQPyjQBILBEEoS308RysKMouALuSMhJiwahxHznMT2KJyCimArytZFkiCEJ7kGUpi1AtS0YdiSUisxBFQAcJxtxAzJKfxBJBENqBxFIWMbU714kQSSwRGYQkAQIkGMyBbDgSSwRBaAgSS1mEOGVZEiHJdGmJzGFKLFlUN1yaB0QQBDEDWlGziCnLkiBCUsiyRGQOogToIUJvUi1LaR4QQRDEDEgsZRGqWDIKElmWiIxCkhgEyFOWJVGc4wUEQRAphFbULEKSeJCsoJMhklgiMghRAgQmgekYBIhkWSIIQlPQippFiCJ3ZQhMITcckVFIEoMe3DSqJ7FEEITGILGURahBsnpBhqTQpSUyB0nmliUAMMAPv0hinyAI7UArahYhyVwsCUyhmCUioxAlBoHx5rkGJlLMEkEQmoJW1CxCFHmQrKBTIJJlicggJIlBP2VZEsmyRBCEpqAVNYuQZEDPRAg6hdxwREYhyVzoA/weJrFEEISWoBU1i1DTrylmicg0RIlBrwtYlpgEUSKxRBCEdqAVNYvgcR8SWZaIjEOSZ8Qs6UT4SSwRBKEhaEXNIrgbjsQSkXkEiSUmwS/S/UsQhHagGSmLUBccQQeIipDu4RBEzIjydIC3XifBL9HURBCEdqAZKYsQp2KWFEgklogMQpJ1EJgCIBCzJJMbjiAI7UBiKYuQZB4kK+gUSHRpiQxCDIpZIssSQRDagmakLGLKDSeAYpaIjEKSddDrAmJJkOCXyDJKEIR2oBU1ixAlXSBmSYEIfbqHQxAxIykMQkAs6XUy/FSBniAIDUEzUhYhBYJkybJEZBriTMuSToZIYokgCA1BM1IWISkMAlN4gDfIjUFkDkEB3oIMv0z3L0EQ2oHEUhYx5YYTQGKJyChmuuFILBEEoTVILGURksKg13GxRDFLRCYhygL0Om5Z0gsy/DLdvwRBaAcSS1mEJOsg6MiyRGQekqKDoFPdcApEirkjCEJD0IyURYiBuA+9HlCggyIr6R4SQcSEOFMs6WX4FbIsEQShHUgsZREz3XAAIPmk9A6IIGJEUnTQC2rMkkJuOIIgNAWJpSyCuzJILBGZx0w3nF5QyLJEEISmILGURYgyX3BUsSR6xfQOiCBiRFSEaTecQYFIMXcEQWgIEktZhKTooNcp0BsC/yfLEpEhcDecGrMEsiwRBKEpSCxlEaorQxB4x3bJL6d5RAQRG5IiQAjMRga9Aj8M6R0QQRDEDEgsZRHTYinwf7IsERmCCGHKsqTXg8QSQRCagsRSFiEqAvSCDEHPLUviJIklIjOQFB0E1Q1nACToqfQFQRCagcRSFkGWJSJTEaGfdsMFjEqUoEAQhFYgsZRFcLEE6A0Us0RkFpKig14/bVkCAL/bn8YREQRBTENiKYtQ069VNxyJJSJTkDAd4K0PJMKRWCIIQiuQWMoipECQLMUsEZmGCP2U+9hgpPuXIAhtQWIpi+BBsiDLEpFxSBCmLEqqWPJ7KGaJIAhtQGIpi+BBsgrFLBEZhSIrkMJYlkgsEQShFUgsZRE8SJYsS0RmIYv8PlUtS6rYJ7FEEIRWILGURfAgWYpZIjILtcQFxSwRBKFVSCxlEWqQ7JRlSaSifoT2CRFLOQHLkpfEEkEQ2oDEUhahBsnqjfyykhuOyATU4pPTAd78/iWxRBCEViCxlCXMDJKlmCUik1DvU/W+1ZNYIghCY5BYyhLUIFlBAARDwLJEbjgiA1AtS9NuOH7/UswSQRBagcRSlqDGfczMhhN9ZFkitI9qWVKz4FSx5J+k+5cgCG1AYilLmBkkO2VZIjcckQGEBHib+D/IDUcQhFYgsZQlzHRlTAV4kxuOyABUd1tIzBJZlgiC0AgklrKEaVcGxSwRmUWIGy5gWSI3MkEQWoHEUpYw7cpgFLNEZBSzs+Gm3HBkWSIIQiOQWMoSplwZlA1HZBjqvTvbsuQnsU8QhEYgsZQlTGXDGRj0OXyxIbFEZAKR6iyJPrp/CYLQBiSWsoSZCw5ZlohMYnaAt8HMS3n7SSwRBKERSCxlCVNiaYYbTvTTYkNon5AAbxJLBEFoDBJLWcJU3IeRLEtEZqHep+p9q7qRSSwRBKEVSCxlCTOz4ShmicgkIrnhyDJKEIRWILGUJYSNWZJosSG0jyrq1cDuKTcciSWCIDQCiaUsQa2pJOgZBKNqWUrniAgiNkLqLFkMAAC/L21DIgiCCILEUpYwFSRr1FGAN5FRqEJftSzpTaplKW1DIgiCCILEUpYwc3euLjYS9SElMoDZAd6qZUkkyyhBEBqBxFKWEOSGo5glIoOY7YZjOgYBIlmWCILQDCSWsoQgNxzFLBEZhOouVrM4AcAAP4klgiA0A4mlLGHKlTEjwJvcGEQmMNsNBwB6iPCLLF1DIgiCCILEUpYw5YYzzLAsUcwSkQHMdCGrGJhIYp8gCM1AYilLCOuGI7FEZABTdZaC3HBkWSIIQjuQWMoSZrrhdHodGGQSS0RGEM4NZ2AklgiC0A4klrKEmW44ABAgkRuDyAjUAO+gmCUmwS+RWCIIQhuQWMoSZreMECCRZYnICMK64XQiRBJLBEFoBBJLWUJI53aIJJaIjEC9T9VYOwAwMAl+kaYngiC0Ac1GWYLoD3XDSTLtzAntE7bOkk6EX6LpiSAIbUCzUZagFqBUFxyByRSzRGQEYessMZnEEkEQmoFmoyxh9oJDliUiU1BFfZAbTidBpPuXIAiNQGIpS5idUaRnFOBNZAZqD8MgN5wgwS8JkV5CEASRUkgsZQmzM4oEyGRZIjICKaxlSYZfpumJIAhtQLNRlhDihmMSJDmdIyKI2AjnhtPrZLIsEQShGUgsZQmiKpaMMwK8qU4NkQGo7mK9ST/1mEGQISo0PREEoQ1oNsoSwmXDkRuOyATC1lkSZPhlsiwRBKEN5hRLjDETY+wwY+wEY+wMY+wbqRgYER+zFxw9o2w4IjMQRUAHCUw3fb9ysaSP8iqCIIjUEctsNAngZkVRJhhjBgD7GGPPK4pyMMljI+IgNGaJLEtEZiBJvNQFMCNmSVDgV8iyRBCENphTLCmKogCYCPzXEPijJHNQRPyoQbJq3AePWSIvK6F9RFEVS9MY9DJEEksEQWiEmFZTxpjAGDsOYADAy4qiHErqqIi4me2GI8sSkSlIMu9lOBODoJAbjiAIzRCTWFIURVIUZS2AKgCbGWONs49hjD3EGGthjLUMDg4meJjEXITELOlkSAqJJUL7SBKDgOA6Fwa9Ar9CYokgCG0Ql59GURQHgFcB3BnmuZ8pirJRUZSNJSUlCRoeESuza9WQZYnIFESJ1wWbiV6vwB9TSCVBEETyiSUbroQxZg/82wzgNgDnkzwuIk4kKTijSGAKRKqATGQAksSgD4lZAsUsEQShGWLZui0C8AvGmAAurn6vKMqzyR0WES+zM4oEnQyJxBKRAUhyqGXJoFfghyFNIyIIgggmlmy4kwDWpWAsxAKYnVGk18nwUbsIIgMQJQaBzYpZMoDEEkEQmoFMD1nC7IwigSlkWSIyAkli0IfELAES9FBkqlJCEET6odU0S5idUSRQNhyRIUhymGy4gFFJ9IphXkEQBJFaSCxlCbMzigSdApF6axEZgCgx6HWzYpYCYsnv9qdhRARBEMGQWMoSZmcUCToFEnVtJzIASQ4Ts2Tkf5NYIghCC9BqmiXMzijSk1giMgQxjFjS67kLWZyUwr2EIAgipdBqmiXMzigiyxKRKUhyaIC3wcjFkt9DMUsEQaQfWk2zhNkLjqBTIJJYIjIASdZBYMFZbySWCILQErSaZgmh2XBkWSIyg3BuOBJLBEFoCVpNs4TZC45eUCBRuwgiA5BkHfS6WTFLBopZIghCO5BYyhIkOTj9WtApkOjyEhmApDAIs8SSISdgWfKSWCIIIv3QapolzE6/FgSFGpESGYEYxrJkMPKpicQSQRBagMRSliBKulnZcKCYJSIjCBvgnUNiiSAI7UCraZYgKQz62TFLIMsSoX1ERRfihtMHLEsUs0QQhBYgsZQlhLrhQAHeREbAA7wjWJYm5XAvIQiCSCkklrIEUQ7enQuCApEsS0QGICk6CLPFkonfu+SGIwhCC5BYyhJmp18LOpAbjsgIxDBiSXXDkWWJIAgtQGIpS5AUFhQkKwgklojMQFJ00AuzsuECliXRR2KJIIj0Q2IpS5BmueH0ehJLRGYQ1Q1HliWCIDQAiaUsQVRmueEEQIYARVaivIog0o+oCJHFElmWCILQACSWsgRuWQp2wwGA5KMAWULbcDdcpJglEvsEQaQfEktZwmxXBoklIlOQFAHCrJnIYNYDAEQ/iSWCINIPiaUsQVSCqyDr+VpDYonQPCKEEMuSKpb8PhJLBEGkHxJLWcJsVwZZlohMQVJ0EEgsEQShYUgsZQkhbjg979pO7SIIrSNCH+KG0+eoAd4klgiCSD8klrKE2RlFZFkiMgVJ0UGvD29ZEkUSSwRBpB8SS1nCbDec3sAtS5KfUq8JbSMhTIC3xQAA8PvSMCCCIIhZkFjKEiSyLBEZigj91P2qMiWW/GkYEEEQxCxILGUJIoSgIFmKWSIyBQnCVPamit4UCPAmsUQQhAYgsZQlcDfc9P9VsURuOELLKLICKYxliekYBIgQxfSMiyAIYiYklrIEHvcx07IUeJzEEqFhZJHfn7MtSwBggJ8sSwRBaAISS1mCqAhBu3O9gV9ailkitIx6f862LAEBsSSyFI+IIAgiFBJLWYI0qwoyWZaITED0cj9bOLGkZxL85IYjCEIDkFjKEiQEW5amArypazuhYVTLUng3nAiRLEsEQWgAEktZwuz0a0EfcMORZYnQMOr9qYr7mRiYSG44QpP83/v34n/fuzfdwyBSCImlLEGCPmh3TkUpiUwgmhvOoBPhl0gsEdrj50/Y8D9PFKR7GEQKCWP8JjINnlGkC+uGI7FEaBn1/lTF/Ux4zBLt5wjtMeHPgVcypnsYRAqhmSgLCLc7FwLZcBSzRGiZqNlwTIJIliVCg7hEExyiNd3DIFIIiaUsIFyQ7JRliRqREhpGrTAfNmZJJ8Iv0RRFaI8J2QynkpfuYRAphGaiLCDc7lxvpABvQvtEc8MZdBKJJUKTuGQzJmGC1+FN91CIFEEzURYwJZZmWpbUopRkWSI0TDTLkp7JJJYIzaHIClzIBQA4usbSPBoiVdBMlAWoC45+xoJDdZaITCCqZUmQIMo0RRHawjPigRJYOp09E2keDZEqaCbKAsK54ciyRGQCUess6WT4SSwRGmOi3zX1b8dVdxpHQqQSmomygHALDsUsEZlA1ABvQYJfCpMmRxBpxDU8HafkHJhM40iIVEJiKQuYXnCmHyPLEpEJRK2zpFMgKjRFEdpiYtAz9W8HiaVrBpqJsoCpBWdmzJJaZ8lPYonQLqqYV+/XmRgEGX6ZLEuEtnCN+qb+7RikTs/XCiSWsoDpbLhQsUSWJULLRHfDyfDL1GSA0BYTI9NiyTlKYQ7XCiSWsoBwC040sXTkF2dx36JD8Lv9qRkgQURAvT/VGLuZGPQy/ApZlghtMTE6PW86HOkbB5FaSCxlAeHiPvQ5fJEJJ5b2/nEAT/dtQd+pwdQMkCAiEC0bTi8oEEksERrD5Zx2vTnGqB3PtQKJpSwg3IITzbLkDcQnjvdT2iuRXtQ6YGEtS4JCbjhCc0w4uSXfBA+cE3R/XiuQWMoC1AUnSCwZ+Y5cDCeWApmvYwNUqp9IL1EDvPUK/AotRoS2cE3w+bbK0A+H25Dm0RCpgsRSFjDlhpuxO5+2LIUe7wlYlsYGKe2VSC/hhL6KQa/ADxJLhLaYGOd/V1gccHhM6R0MkTJILGUBYYtSRolZ8k7y48aGfCHPEUQqmQrwzgmNTdLrQTFLhOZwubgLrsjihdNnTvdwiBRBYikLiOaGk6TQ472+gFgaoRohRHqZ0w0HcnMQ2mLCzWBlLthy/XCIuekeDpEiSCxlAeHSr6eKUoazLPn4c+NOqhFCpJeobjgDSCwRmsPlEZCr88KeJ8MpWdM9HCJFkFjKAqbccDN251OWpXAxSz7+3JiTClYS6SWaG85gACTooch0nxLaYcIrwKr3wG5TMI58iF6y0F8LkFjKAsLtzvUmHhgb1g3nD4ilseSPjSCiEc0Npw/EdtNiRGgJ16QeufpJ2OyBcIae8TSPiEgFJJaygLBuuGgxS36+Co1N0OUn0ovauzBszFLAA0eV5gktMeEzwmr0wV7E51hnz0SaR0SkAlots4Bwu/PpOkuhx3tELpbGPZRpRKSXqG44I/+bxBKhJVx+I3KNfthLuJp39LjSPCIiFZBYygKm3HAzxJJOH6izFM6yJPIf+ZiHgmeJ9KImIKjifiaGQPsev4fccIR2mBBNsJpE2Eq4mnf0etI8IiIVkFjKAiI1IxUghhdLckAseXOSPjaCiIaagBC2zlJALKmNoglCC7gkE3JNEuyLeI0l5yDVq7sWILGUBUQKktVHEktSQCz5qPoskV6i1lkykmWJ0B4TsgVWiwLbIgsAwDFIbuJrARJLWUCkIFkBUlix5JG5RWlMpOqzRHpRY+rCuuFILBEaQ5EVTMCKXIsC++I8AIBzhCyf1wIklrKASEGyAiSIUmixP6/CxdK4ZEn+4AgiCpIUpd0JxSwRGmNybBIyBFitQH4lF0uOUaoDdi1AYikLiOTKEJgc3g0XEEtjSl7Sx0YQ0ZCiWZZyAjFLPqo0T2iDiX6e+ZZrZdCb9LBiHA5n6IaUyD5ILGUBUWOWZq0ziqzACxP08MOHHEyOTaZqmAQRQnQ3HL+f/V5ycxDawDXEM9+s+fzetAvjcFK9umsCuspZgBqzFOKGYzKkWW4434QPCnQo0Q0DoOqzRHpRLZ9qxfmZGHJILBHaYmLICwDItfG51q53wTFBJViuBUgsZQHqgjN7dx4uZsnr4D/2UqMTADDWSwXViPQRzbKkJ8sSoTFcI9wSb7VzgWQzeuDwUAmWawESS1lA1JilWW447xivCVJq4SX6xwe9yR8gQURAkgAdJDBdaNyHalmimCVCK0yM8PnTWsgLUtrNXjgnqQTLtQCJpSwg0u5czyRI8izLkpPvjErzuUgaGyCxRKQPSeIW0HAYTPx+JssSoRVcDl5TKbeAiyWb2Q+Hn7KKrwVILGUBEUsHhIlZ8jgDlqVC/qMfG6QAbyJ9iGIUsaTGLE2SZYnQBhMOvjO1FnHXmz1PhFOypnNIRIogsZQFRIxZYjLE2ZalcS6SSkv4/8eGqfoskT4kmWdthkMV/ySWCK3gGuOTbW4xL+hrz1fgUGxQZKq1lO2QWMoCIrnheMxSBLG0iB87NkouDiJ9SBKDgPBiSHXDUcwSoRUmxvi9aC3lrjebDZCgh2uAEmWyHRJLWUCk9OuwYmmCK6vSxYEq3k5aiIj0IUqAwOaIWSKxRGgE1wS3IOWWcLFkL+RLqLObSrBkOySWsoBIbrhwAd6eMW5ZKqoyg0HG2FhKhkgQYZEkBv1cAd6T5OIgtMHEBGDEJAwWXjrAXsI3qI4esixlOySWsgBRBBjkkPRrgSkQ5eBL7HXxhcliNyIf4xgbp1L9RPqQ5MiWpamYJR+JJUIbTLgYcpl76v+2Yp4V57jqjvQSIkuYUywxxhYzxl5ljJ1ljJ1hjH0yFQMjYkeSwgfJhnXDublLw5RnQL4wgTEX6WUifYgSg8AixCyZ+a5drVBPEOnG5dXBqpsWRvZyXmPJOUBZxdlOaI+BUEQAn1EU5RhjLA/AUcbYy4qinE3y2IgYiVSrRtDJkCJYlkz5RuTpPRj3xHILEERykCQGfaSYpYBYIssSoRUmPHrkCtO16WyLeOySY8CXriERKWJOs4KiKL2KohwL/HscwDkAlckeGBE7YgSxpNfJkJRZMUuqZcmWg3yDB2MeY0rGSBDhEKNlw5FYIjSGa1IPq37aimSv4jWWnCOUVZztxOWDYYzVAFgH4FBSRkPMi0hBsgJTQi1LHr7wmO05yM+ZxNgk9TUi0ockM+h1FLNEZAYTPgNyDdNWJPuSfACAY4QyNrOdmMUSY8wK4AkAn1IUJSSHijH2EGOshTHWMjg4mMgxEnMQKUhW0MmhAd4e/rfJbkK+yY8xvzkVQySIsEhylJilQMaRGL5mJUGkHJffCGvOtFgy2U0wYhIOR/rGRKSGmMQSY8wALpR+oyjKH8MdoyjKzxRF2agoysaSkpJEjpGYA1Fk4WOWmBLqhvPwzDmDxYB8i4gxkfoaEelDjEEs+anIPKERJkQTcnOC1budjcE5Toky2U4s2XAMwM8BnFMU5V+SPyQiXiQZYYNk9YIMSZllWfICJnjBdAx5uTLGZRJLRPqQ5MgB3mqRVRJLhFZwSSZYTcH3q10/AccEJcpkO7HI4esA/A2AmxljxwN/3pjkcRFxEMmVIeiUULE0yWBmPJsjP0/BOPIgi+RvJ9KDJOsgsPAxSUzHIEAkNxyhGSZkC6yW4PnSZnTD4aZEmWxnTjmsKMo+AFS5UMNEyijiRSmDq3p7fQwmxrM58vMBBTq4BsaRV5GXkrESxEyiueEAwAA/WZYyjBO/v4BLR0fx5u9tTfdQEo5LsSDXEizu7TleOClRJushR2sWEKlWTTjLkmdSgEnHAxTz7fy5sasTyR8kQYRBknXQ6+YQSyLt1TKJf/vyAD72zzXpHkbC8U344IcRVmvw4zazDw4fhTNkOySWsoC43HB+HUwC36rnF3LD4lgfleon0oMo6yBEE0tMhJ/ccBmFyyvAJWdflq1rkM+TudZg8W63+uEUc9MxJCKFkFjKAiKJJb0QTiwJMAvcspRXyLONxge9Ia8liFQgKSyqZUkPCSJZljIK96QeLuRCkbOrPtbEABdL1vzgOdWeJ8Mh56djSEQKIbGUBYgRCvsJOgWiMitmya+HSeBb9fxAE8ixQeprRKSHaAHegGpZIrGUSXj8ekjQw+/OrmAz1zDfVObmB8+pNhvggQW+CWp5ks2QWMoCIrrhBAXSrEvsEfUw6QNiqZQ3gRwboh85kR5EZQ43nE6EXyKxlEl4RO7edw970jySxDIxxMWS1R6cF2Uv4Pen80pIrWYiiyCxlAXw3XmMMUuiASZDQCyV86DEsREKCiHSAw/wnsuytPBpyuvw4rObd+GrO3Yt+FxEdNwit1hnnVga4ZvKXLsh6HF7MRdPjm5KlMlmqJJWFhAp/VovANJsN5xsgNnAXXb5i3hQ4tgoNYEk0oOk6CBEEUt6JkNcoGWp7eUOPHCfF8c9O5GLCXxdlKHT0z4xWXikgFgazS73vsvB3YrWouAyAbZiLp4cVylRJpuhGSMLiJR+Hc4N55UMMBm5OMpbxHNgx8eyKxCTyBzEOcQSd8PNf5r67cf2Y/3tRejyluLBmv1wwYpLu6/M+3zE3KhiSY3xyRYmRrlYyi0ILkBpL+PiydmfXZ+XCIbEUhYgKSxskKygA0Ql2HjokXNgMnJhZbQakQMvxsjVTqQJSdFBL0SLWZLmJZY8Ix58cPlePPif12Ft/iUcP+DFJ79eAAA48cLVeY+XmBuPzMWD25FdsZCuMb7JtJYEl0WwlfP/O/qzy5JGBENiKQuIVKsmrGVJyYHJOC2s8tk4xiboNiDSw1xuuPmKpX9/8BB+3noDvrh9F17tX43FWyqw+q4a6CDh5GFa1JKJW+Hiwe3Mrmy4iTE+x+YWB4sleyUPZ3AMUexnNkMxS1mAJOumMtxmohcACbNilpQcmE0zxJLgxphLmP1SgkgJoiJEj1nSyRDl+MXSyXMGVAvd+Pb+nVOPWYotqDdewonW7CuYqBUUWYEHAbE0ll3iwTXB71NrWXABSvti3irKOUKxn9kMmRSygIhuuFliSZEVeGGCyTR9TL7BjXEvaWYiPXA3XDTLkgz/PMTSxSEb6m39IY83l/XhxFBF3OcjYsPv9kMOzDnZJpYmJgABIozW4Jgla7kVDDIcjvSMi0gNJJayAFEOvzsXBECcYTz0TfigQBcklvKMkxjzUhNIIj1wy1Lk5w2CBL8Uv+WzzV2JZeWukMebV/jQIS6Gs8sZ9zmJufGMTJcLcI9nl6XF5WawwgWmC87O1Ol1sLExOMeoHlg2Q2IpC4gUJCsIgAxhqu2A18GzNcwzej7m5/gw5gsvlk4/2YahC8OJHzBBBJAgRLcsCTL8cnxiaaR9FKNKAeqXhf4mmrdzF8qpZzvjGygRE+6R6Yww13jkwP1MZMKtg1UXvjyAXRiHY4LCGbIZEktZgKSEbxkhBH67ssgnLe8Yz04xmacve77ZjzF/aMdsRVZw01sK8MU3nUnCiAmCIyk6CFHEkl6nQFTim6badvUAAJY1hsYmrXlDJQDgxK7RuM5JxIbHMR0873ZlV0kSl1dArhC+PIBN74bDZQj7XLzs+fEJbLWexn+/a09CzkckBgpWyQIi1arRB66u5JMgGIWpicxknjYX5+dKGJNCxdJw2wiGlGIc7ChPzqAJAtxNHM0NZzZKcEvxuYkvHuUutvptxSHPVW1ahAI2ihOnyGWSDDzO6XIB7iyr0Tjh1cOqDy+W7DkeOBcYzjDSPorPvvE0ft56AwCAPXMKH17QGYlEQpalLCBSkKxqWRK9PNByyrKUO20uzsuVMa5YQ17bvq8XAHDGWwf3UJbNeoRmkBQd9PrIFogSux+D/oK4ztl21g8GGbXXV4Y8x3QMzbYOnLxSGPdYibmZWVsp28SSy2dAriF87SibeRKOyfllWSqygt9+bD9W1ot4pHUb/mHTLnxy7W60TKyAayA07o5IDySWsoBItWpUsST5eKCld5zXPTFbp8VSfj7ghTmkY7a6O5ch4PgT7ckYNqEyOQn0h2ZuXQtIiB7gXVKswAlbXB3d2zoMWCJchcluCvt8c80YTrlqp34XROLwjE3XVnJ7s8t6N+E3wpoT/j60W/xw+HPDPhcNRVbwnmX78eB/XodqywBafteO7x/eiTe8NRciDDjwyIWFDptIECSWsoBItWoE1Q3nD8QsBcTSTMtSvo1PaOO9wU0g289PT3otL40kdLxEMIc++gv845KfQmm7mO6hpBwR+ilRH47Scj5FDZ6PPdHg4pANy/IHIj6/Zq0ObuSi/dWumM9JxMZMseTyZNfy4hJzkGsMXw7BnifBKeXFfc4f3L0bv758Pb58/S4cGFmBtW9fDgDY/v7l0EHCnmepvYJWyK67+RpFUsJnFOn1XAipO2h1IjNZp0PV8gv4SjXWG2zube/Uo1LXi0W6PrQcpyyPZPLw3jp8xfdV/PDWPwNidtWmmQsJwlRsXThKKnlNm8H22BeNNncl6hdF7gDffAuPZTrxYl/M5yRiwzMxba1zT2bXvDEhmmA1h/992vIVjCFvKpkmFl7+7lF84fkb8PbFr+Gbu2+EYJwRHlGRh/WWC9hz0r7QYRMJgsRSFiAhfEaRalkSJwNuuAn+Qw8SS4X832N9wQEG7YP5qMvrx8aSTrR0L4r43oqsUM2aBTI0xgNDP9/1Uex96FdpHk3qUGQF0lyWpRqefDBwKbL4mYlaNmDZ0siL1uq7ayFAxMkj1PYk0aiFKC1wwT2ZXflDE7IFuebw95W9AFCgw/jV8ZjO1bGvG+/4Yi1W5VzCz1uaQ2o3AcCOlQM46FyByTG6T7UAiaUsIFJhP0EItix5Xfxvc/50imteIf/3+FDwD7LdVYa60nFsXOXBeV9txEngFw/tR0W1HsNt5KqbL0NuM9bmXcTSvCG8/eE70P/no+keUkpQd+FRLUu1PPlg8EpsHd3VsgH1ayIH25rsJizP6cCJNmp7kmg8Ln5Ni4VRuP3ZJZZcigVWS/hkBHshV/yOK3OLJc+IB/ffPg5JEfDkc0bkloaPddpxuxmTMOHIryluSQuQWMoCIhX2E1Q3nBqz5OZ/m/KmxVJ+CbdqjA1OiyXXgAt9chnqqiVsvDEXCnR4/YlLYd/70T+Z4EYujjwW/nliboa8eai1jeLxF6wYZYV451t8kByx7VAzGVXER7UsreBZawNXY2vKqiYmLNtSFPW4NWUDODEUmi1HLAxVLBUZx+H2J6bukBYQvSImYUJuhBhuWzEXho6e6NlriqzgQ5uO4rhnOX7ztVYsu6U64rHXv78eALD7SdqIagESS1kAL+wX+rjeECyW1HgCU/50b6P8Mr67HhueXowu7eW787qVRmx4Sw0AoOUvoUX8nF1OvDq8BgBwdHdsbhIilGExH8U2P9Zst+K/Pt+JV73b8LWdu9M9rKSjlrSIJpbs1Tbo4cdg5HjtINSyAUt3VEU9rnmlD11SFUYvO2IcLRELHjfftBWZ3XCLxjmOzhzUFH5rhBhueynfdDr7o1tAn/rSYfzq0vX4+k17cNfXN0U9tqi+EI05bdjzemhpFyL1kFjKAnhGUZRsONUN5wlYlmzTxdPyy3lMyNjIdOBiewsXRnUb7ChrLMFioQctJ0J3iS/+6xn4YYQRk2g5Ez5Nm4iO4vNjSClCcSG/Nu/7p+X42+YWfPvE3XjuS6+leXTJRb0vo7nhmI6hRDeMgeHYgoUvdhqwOErZABVqe5Ic1NpKRbmTcInZMydMDPAPlmsNv2TayvhndfRFF0sHXvHAiEl88c/Xx/S+NzZcxf7hFVMbCyJ9kFjKArgbLvRxNWZpKsDbwwWV2T5DLFXwXcu4czpwsf00b4a5bAfvzr6x9AparoZ2an/6TwqK2RDevPgojg4sTsAnufYY6xiBCAOKS6YDPH+8ew0ajJfxnR9n945StXiq7uJIlBqdGHDGZqVoG7ShPkrZAJXmu/n9emK3I6bzErHh8QBGTCLPIsItZ0+DbtcwF0FWW3jRbq/k4tsxGN1d3HrFhGU5V6A3xRbPteMWA1yw4vXHWuMYLZEMSCxlARKEsK6MkJilQEPwmbtuNbhwbEZmdvtlHQrYKApq7QCAjY1etPlr4eicznrzu/14rnM17q47h83rfLgiVWLgzGACP9W1wVA7/06Ly6cnT7PNiObSPgxNZrdYisUNBwAllgkMukJb8oTjorsCy8rndgkvWluGIjaME6doCkwkHi+DGV5YTArccvYE0E8McbGUawsvcuxV/LfqHIle6LR1pBgNhUMxv+8N760DAOx5PEY/NJE0aKbIAiKJJb1xVsySB2CQYbBMu9R0eh3yMIax8endfXufBXXm3qn/b7yJO+qPPT4dxL3/Z2fgUOy4934DNt7K21EcfaIjYZ/pWmGogy/sxZXBu3C71Q+nGH9F4ExCvS/V2LpIlOZ5MeDNn/N8I+2jGFEKUV83d60bpmNotnfiRHf0QPBMQ/SKUOT0NbB1exnMOi9yLQrcyB6x5BrllbutBeGD1m2L+f3pGI383Us+CRcnF6NhcWyZnQAX9fWGy9jTkj3fZaZCYinDkUUZCnRh4z4EPb+8ksh/wF4vYII3pKZHvs6FsYnpW6HdWYK6IsfU/ze8tRYA0PLXacvSU790Igde3PbpRqx7y1IwyGjZTX2M4mWom0+cxUuCLSf2PBkOeW6BkMnEbFkqEDEozt0f7uKeqwCAZU2xLSzNtWM47c6etieiV8R1xefx3vr9aRuDZ1KAReeFxQL4YYTfHVsWo9aZGAmIpcLw7mCDxQALXHBGKTnX+VoPfMhBw8r4inXuqO3G3v6GuApeEomHxFKGEy39WnXDTcUsTTKYWeiuJl/vxpibqy3RK6JTrEDd4ukeSEX1hajVd6HlFLd+KLKCp07V4paSU7CWW5FXkYflxss4ejY9u5+hC8O4tfAYrh7LvIrMQ1d5yYbi2uA0G5uN9+zL5oJ0MccslSgYRz68jug78rYjDgBA/dbYrEXN6/Xwwoy2v2RHkPdP3rkfh12NeOZyY9oEoMcnwCz4YAkYRT0jnrSMI9G4nFzY5xZGjsNapB9CV3/k51v3cVfa8s22uN57x40Mo0oBTv/p2muHpCVILGU4sYilqZglH4OJhS6++QYPxr3cvNx18CpEGFDXEHzCjeU9aOnjdWnOPtOOy+IS3Hvb9ES4oaIPLQNLFv6B5sGxP3bgr6PrceixjrS8/0IY6g8U8VtmD3rcXsCvnfNK9vaGitUNV6L2h7sQvd7MxXOxlQ1QWXNz9rQ96WnpxVf+tB6FbAQOxY4Tf0hPQLDHL8As+GHJ5dfMNZQdYmnCyedZa0nkDWFjcR9OD5RGfL71dW55b7gxckeEcOx4Tw0AYM9jvdEPJJIKiaUMJ5orY0osBdxwnkkBJl1o1+y8nEmMTfIdUftBHqRdtzbY0rGxaRKXxSUYaR/F0//ZDQC45zMN08+vFdEjL0LfydQHIjoGuAAc6c88k//QEKCHH3mlwZOwXS1y15299atUi+eclqUqfm8OtEVvq9PWEVvZAJVVd9VCDz9OtoTvJJ9JfOb+y/DDgCf/7QoAYNfv+9MyDrfPAIvBB0sgxd49Ent8jpZxjfF7Nbco8r3VtMyDVl91RGvwhVbABidKVhbH9d7V2yuxWOjBnoPZU7cqEyGxlOFM1aoJE3eoNwZillTLkl8HsxC6MOSb/Bjz80mg/STf/dRtLws6ZuMt3HR89A+X8NT+YmzKPYOK9eVTz2+4xc6f/2PqXRqjA1wwDg9kXuzJkEOPYt0o2Cy9YCvhE6PjqjvMq7KDmC1L1Tyea7AjekzcxRjLBqjk5OdgeU4HTrVndvDsy989iseubMcXbzqIHX/XjGWGDrx6MLbswUTjEfUw60XkBlLs3aPZ4UaeGOcbTmtZ5KSLxvVGSNDj/AsdYZ9vvWpFQ2532D5w0WA6hhuXXMaeq3VpDd6/1iGxlOFMxX0IoT9AwcAvr+hTxZIAkxBqfcm3+DEm8sn1YquMHHhRsS5YLK1/61IAwLO/m8AhVyPu3RpcJmDdW+vAIOPontQHeTtG+OcbycCuAMNjBhQbQy0m9rLYKgJnMjHHLC3jge4DXXPELMVYNmAmy4uG0TYa305fS0yOTeJjXy3EMkMHPvvHrQCAm+q6sGdgeVoKGXokI8xGEZY8bhl1OzLfagcAExM8kzia1bLxZu6CO70rfGmAVmcZlpeGdkKIhR3Xy+iXS9H2cse8Xk8sHBJLGU48bjivXw+TEDqB5ufKGJN4nZD2qyYsNfZApw++NezVNtQbLuOnJ7YAAO79cHCRSmu5FSuMl9GShiDv0cD8M+zIvNt5yG1GsTlUYNoX8e/RMZAdi004YnXDldTbAQCDvZEX/3jKBsykfrEX7b7FGVsh+Qf3H0Cbvxb/8Y3hqYX8plv1GIMNx3+f+rglLpYkWGzc1O12Zp5rPBwuN2DFRFSrUMNt1TDAh1PHQj+zZ8SDLqkKDbXzu892vJPH4e19tHterycWTuatLkQQ0VwZqmVpqs6SqIdJH0Ys5SkYhxWKrKB9tBB19uGw77Wx4iomYUKN/gqa7q8Pfb6qF0cHUx/k7Rjjn3NkPPN8+kPePBRbQy0mtkouXh1D2bHYhCNWN1x+VT6MmMRAFA9bvGUDVOpXCPDDiK6DV+N6nRa4tKsL3/7rFryt6gBu/8KGqcd3/i0vZPjqY6mPH3RLObDkyLDY+W/R5ciO+3fCrUOuLnqwusFiwApTB05fDnWBtr3CY8kaGuc3R9XfVoM8jOH1Y1Q+IF2QWMpwpl0Zoc9NxSypliXRALMhVCzl5QEyBLgGXLjkrUBdRfhJYWMzn/juXX0p7A5rQ7OEq/Ii9B5PbXDp6AT/8MOuzOtFNSTaUJwfuqBMVwTO3slRvS9VUR8J3h9uBIOjkevTXGxxAIi9bIBKw0bu4lPTujMFRVbwdw/0Q4CEf/ljTdBzi9aWYbnxEnYdSX1RU49ignmGWHKPZ6bFbjYujwCrMHdmX2PZIE4Ph7aGaj3AN6ANWwvn9f46vQ5r8jpwotM+r9cTC4fEUoYz5cqIJWZJNsBkCA2Czrfz49pe7YYLVtTVhX+vnQ+UQQcJD3wofIHADWol7xQHeTvcfGIemUxPUOt8kX0ihpXCqSa6M7GWW6GDBIcj9eNKFbG64QCgNMeBAWfkGjZtZ+MrG6BSv4Oncbcdz6yCqn/83EH8eXATvnVfC6o2haai37SsG3sHUx+35FFMMJsUWAr4tXKPZ4fYn5jUI1eYO1i9abkfnVIVxrqDS360nuKvrb8pvvtzJmuWOHByrIaCvNMEiaUMZzobLoobTi0dIBlhMoYRSwV8x/76S4GyAU3hRcf6B1di6NI4rvvImrDPr71/KXSQ0LIntRlco17uehn25c1xpLZwdDggQwhqoqvCdAw2NgbHWHyZM5mEel+qFtBolFhcUfvDxVs2QKWssQR5GENrBvUpHb86jk/8Sw2aTRfwd78L373+ptv1GEc+jv7mfMrGJYsyvDDDYplOsXdPJDZDtaelF++v34t/u393Qs87F65JA6yGucVS42Z+j575c/CGsfWSHpW6XljL59/vsbkZGIMNna/1zPscxPwhsZThRMsoCgnwlo0wGUN3evlFPBjzeMAfXrc5sitDba4bDmu5FStyLuPoudRaeEZ93N0wIttT+r4LJVwT3ZnYhXE4J+JrjZBJqBbPmCxL+V4MTEaufHxx0IZlcZQNUGE6hnpzD9quZk4fvq/efQy9chl++hN/xO71N/4tjync9XjsTVsXilph3WwGLEV8A+OeSIwVRPSK+Lf7d2PFJiseuXgDfvBUQ0otLBM+I3KNcydbNN7GrXyn9wVnvV3ot6Ehf2HFT5tv4i68E38msZQOSCxlONFcGfocvtBOiSUlB+ac0Akmv4SbzF/vsINBRs11lfMez8bKPrQMVc/79fPBIfLdmhdmuIcypy7R0OVxAKFNdFXsBhccrswLWo+VqQDvWCxLc/SHa3NXoD7OsgEqDSWjaHOWzOu1qeb1R8/j31+/Hh9atQ9b/rYx4nFljSVYlXMRrx6ZvyUjXjyjAbFkYTAXBsRSAn6Ohx8+g02FF/GpJ2/E9cXn8fmtu9AjL8LFv6bO3e8Sc2DNmdulWb29ElaM49SJ4Hm21VWJ5RXjCxpD4901YJBx4mB2VEXPNEgsZTgxZcPNEEumMGIpr5gv1sfHlmKxcBU5+ZFjQ+Ziw1oJfXJZyvq0KbKCUcWOYsZ30COXo1d51hJTTXSrw1vibDleOLzzvxZaJ9YAbwAoLQFcsIYVw2rZgGVL5xcfU1/tQ4dYBd+Etss0SD4JH/r/JBSzEfzTs+Fd4TO5qaEH+4ZXpKyZrcfB3VTmXAbBKCAHXrgWEArmm/DhMxt3YesHVmJg0obff/oA/ty/Ee/7Ks+43fWrrkQMOyYmJBNyTXOLJZ1eh9W5nTjdNd0Ee7htBCNKIRrqFxa/ZS23os7QhRMXMi+RJRyOTmdGxV+RWMpwphaccG44NcDbr0CRFXhggSnM7yy/jO8CJ5CHurzB0APiYOPt3FTc8kRqdn2uARck6LEsl/dNGr6c2F5qfrcfhx8+g+e/1ZLQ8wLA0FW+OBdVh4+1spsn4fRldnXpaMTjhisp51bScP3hWl/lbon6NfP7rhpWGyBDwKU92q5h87P37scR12r8y4dbo7rDVXbeZoQLVrT8OjVxS2prE4uVXysL88DtmV/MXce+btxQ3op/OboTH169D+c6c/G2f9kGpmNouKMWi3R92LUndS5ql2SC1Ryb2GmqGsEp5+IpIXDhFX5/NqxduKu3ubQXJwfL5z5Q4xz6+WmU1+TgRymOPVsIJJYynGhuOME47YZTd81hxdKi6R/xsvKFmYrXvqUOOkg4ui81puLRTi6O6or53yPdC7P7K7KC3f92HF/fuQu3FB6DPdeHLR9YjTd+dSOO/OLsgsc7E7U9S3F9ePeSPdcPhz9zYmniZSrAO2fuRa90caA/3MVQMXwmEB/SeOv8FpH6jTwWqnX/wjYKyWTgzCC+8Ltm3FxwDO/6yfaYXrPzId678dXHw9dNSzQeJ59jzFNiyQu3N/4l5k9fOIR1O6y44FqMJ/7hIP7z9A7kV01bapiOYefidrx6JXXtPyaUXFgtsYmlxlUKhpRiDJzl1u7WI9za3XDdwl29zcsn0e5fgom+zO0ZOdw2ggc+ZMckTPif5xdnjHWJxFKGEy3uY8oNJ80Ivgzj8cmvnLZs1NUszFRsKbZgVc4ltJxLzSKvNpqtW8JdDcM9828Pcu7ZdtxcdBw7P7UW39y9AyNeC/52TQt+89H9MMGDR/45sYvp0BCQAy9ySyK44awyHFJmZfjFQzxuuGj94U6flGGGG7U7Fs9rHPU7eYxe20ntxoK89JNWOGHD935kirm3WPHyIjSZWvHq0dTcQ54x/htUxVKu4IV7Mnbrj+ST8On1u/Hm727BMvNVHHvVifu/vzXssTuvl9Arl6ek/Yfkk+CBBbkxTmmN2/j3ffp5Xoiy9awIPfyovWH+ZQNU1mwxQ4EOp56+vOBzpQNZlPGe69rRJ5XgoRV7cM5Xh+OPXUj3sGKCxFKGE80NNzPA2zsWsCyZQy95Tn4ODODP161aeIzMhqp+HB1OTZD36FW+wNUt51lBI/3xx2e4Blz4wrZdWHPPEpxw1uA/37EHo53jeN29Av9+4ka86z+uw/3Vx/DomTVTojMRTDXRjbD42W0KxpE/VR4i2aTqfVTiyoZT+8NdCU3fPtNpxUpzZ0iLnlgprCtAERtG60XtTodtZ/3QQULTmyIUQYvAzoZe7B9ZmZJ4rCmxlM+zay36Sbh9sYul577Rgh+9fiM+2rgb+3rrsHRn5G4AO/+GC+Ndv7qygBHHhhonZ40xVr7pjXxsp17jVvrWrhzUGa9EzFyMh+Y3cmF/cvf8esylm+/dtQd/HtyEf3nbQfzT043Qw4/f/DA18a0LRbuzAxETUwtOmN35zJglNfjSZA6/MOUz/sOu2xg54yhWmhtF9MulGDyX/LRlRx8XL0vX8sV0eDA+y9jz3zyC1RWj+O7BnXj3soM4f0rERx7dAduS4DT1933YhFGlAM988/XEDBzA0JgRxcbIMVb2An6txnoW5hqNhU+v24UV1ivwjCTHutJ9pDckeykeN1xJA78vw/WHO+OowOpFC3M11edeRVufdq14rR1G1Oi7406+uOnOHHhgweFfJj9uyT3Gr43aF86i98E1aYj59Qde8cAAH364d8ucn7P+thpU6Hqxa1/y45ZcQ/w3kZsX23JZuroEJWwQp8/y4y8MFaOhIDFW6ertlbDBiRMnEnK6lLL7347jyy/dgLcvfg0f/d0OFNUX4g1lx/Do68tTvlGbDySWMpyobjg1ZknCtGUpN/zkki9w90bdDaGl+uOlaTsXLqf+nPxd3+gA381WrLLDBA9GQuN/I/Lit1twz9fWwar3YM+PT+DhthtQujp8XMHNf78WVcJVPPLrhe8OVXgT3cixB7ZCfq0cV5Irlh7+wF786PhOXPTX4PEvHk3Ke3zyTZ142z3BQkz0x+6Gs5ZbYYInpD+co9OJq/IirG5YWKXqhlInWse0GzjbOliABnv8daRufGg5GGTs+mMcP4x54gm0NpmyLBn8cPtjF0uHL+Sj2XIxpsKiPG7pEl69sizpMS/OHv4bVYv3xkKjrRunewogizLaJhejoSoxmxCmY1iT34ETXfaEnC9V9J0cwDv+fhGWGbrwPwebpqzpD76dt8ja/eOTaR7h3JBYynCiZsNNiSUF3vHgeILZ5Os9KGZDQYGU82XKDL0/sZlp4XAM8x2JfXEeinQODDtjm9BOPt6Kt325AU2mizhwqRw3fLw56vGCUcB7trTihcH1Cet9x5voRq4KbC/mwszZm7zaUUd/dRYfeXgTbik8hnrDZfz0twu//uHocVrR5qkKWtjiiVliOoYSYQSDo8FiVa2U3LhlYTFy9bUieuRFmqzTpcgKWj1VqK+If2yFdQVYldOOAyeTH0PocfHfotnOrUIWowi3GFudMFmUcWR0GTYvjd0Cs3MHL1PS+mJy43ecfVzo2Epir3nWVD2G064adL7Wg0mYsHxV4pbaNdUOnByvhSxmRisZ34QP77yxB045D48/6kdexbQF956vrIUV4/jNT7UfsE5iKcOZquAdZsGZjlnClFiKZFkqNruw3JqYzutljdwMfepM8m+v0RG+4NoW56PQOI6R8bkntJ6WXtz1DivydS48u9cW9OONxnu/Wg0ZAn79pXMLGrPKkGhDsS1yLIm9jC86jt7570pFr4j/+Zs9eP23oWMebh3GW96fh1JhGI/ur8aH7ujE/vE1OPOntnm/XySGJvPgghXDbdMWjnjccABQmuPEwFiwe+b0PgcAYPWtof3R4qGhid83F3dpr3xA/+lBTCAPDQ3ze/3W6j4cHEp+5pjaB07tC5ebI8ItxSYwLrxwGePIx+atsVtvbnovj4vc9evkXjNnP3f120pjd4E2rmFwwYqXf8aFXMOGxG1CmtcyTCAPHfu0d6/ORpEVfHj9IexyrMNPP3QMTW8JvoktxRbcv/QEHm9LbDxoMiCxlET6Tw/iX+/blbQ4EGDalRHNDSeK08GXJmt4N9J/PlqA//tD4mI2muxXcKpn4fFPc+FwMuTDCcEooMjkwrA7ugl//Oo47t7hhEPKw3OPjqFyY+yLbMMdtdiedxKP/LVqwQuPOCnxYpqFkc9jK+d1gxz9c/ekCsfoZQfuqjqOh369AxseXI731u3DlYO85ovkk/Cu7ZfRK5XiiZ87UbKiCO/95yYYMYmffi3x7RSGJR4D1nFo2ionqpYlY2wLJO8PF2whOXNaQS4msGTrwtzH9Zt5fTC1O7yWaN3Na4g1rJ9fNe6tW4ERpTDpFa89bn49zQX8N2jJkeGWYiugeOhP/DNuvi/232PdTUtQqevFq3sT5xoPh3OQb2hsZbEXg2zawe+nJ17gWZwNNy5MzM+k+SbejurE84nZ3CaT79y5Gw+33YCv7tiFv/nv8H0MH/ygGWOw4blvJy4eNBmQWEoSbS93YPs6N/7+6Z34j/ccStr7RLMsBcUsTfB4gkhiqeGOWjTcUZuwcTUuGccZV03STcWjYwIKBB7TU2iZxMhkZHeD6BXxjrXnccqzDH/41gU0P7A87vd735scODu5DC2/Wph1abTDCQU6FEcpvWKv4BOtcyj+DL9zz7Zjy/JRvDq8Bj95YA8+u3UPHru0EQ3bCvHF7a/ic9v34qXhjfjJe45g03tXAeCp5m+tbsEvT65LqDvK7/bDodgBAB0npiusS4Ewo5gtS/mTGJgM3qGfuZKHVbnzz4RTUbvBt52enzBNJq0t3J1df13pvF6/9U08FuvgE8m1RISIJZMMtxKbwDh8UEYexrD8ztjnIKZj2LnkEnb1JDduyTnMb1RbReyuzFV38ky+V4abYcU4ytfM79qFY/VdgbYnh7RtiXn0717Dl17eiQdr9uPrr94Y8bibP92MMt0AfvMbbTcNJ7GUBA4/fAbb77BiTMrFOvM5/PPzq5JmXYoW9xEkltR4gvzYAy4XQlOzDi5YcXlPcoO8R10GFBi5v7so34dhf2Rz99du2Yc/D27Cf7zrNdz55Y3zer8H/rE5ITWX1Ca6RWWRr4d9Mbf0qXFZsfLc1w5jyz0lcEpWvPpfF/Cxx3bguwd24sL+Ybyl9hi+c+Am/PDoTvzt8r34/34RvNv70GescMKGxz6buEDvkUuOqX93XJgWI/HELAGB/nBSYdDCeMZZhdWLFh68bC23YpGuD62XtNe4uO28BCMm5209W3nXUuRhDAf3JzfjyOMBGOSpTDaLWYFLia2p9uHLxdhUcDFu0XvTjTL65VJceCF5cUvOUf692Spjt+zlV+WjWuiGCAOWW67EXBsrFnJLc1Fv6MTJVu22Pdn3nyfxvp9swA35J/DzExujfn69SY93rDmH53rXYfSyI3WDjBMSSwnm+W8ewU0fqEGe4MZrL07gR9/zoV8uxf8+dDgp7zeVURQmwFudeCQJ8Lq5hceUlyKxtIO74E69nNwaGg6PCfYcLkQLbTJGZHvEXeZLx0ux0/46PvSbHfN+P9sSW0JqLg13coEXqYkuMF0s1DEa+675x2/dhXu+uRH1lh4c2e/HdR9umnquenslfn3pOhz55Tn846278JODm0Jef8PH1mClsR0//X3iXKiqMASAjq7p+1QMWJZidcOVlgIeWOAa4JmbQxeG0S+XonFFYkRAfV4f2vptcx+YYlqvmLAs50rM39NsBKOATQUXcbA9cdaNcLjdgBmeqYXRYgF8yIHojZ6p6HV4ccJdj83L408I2fkebsF59VfJs5o5HVwExhrbqNJUxN1kDSWJr4nUXNaHE4OJc+0lkot/7cSbPl6JasNVPNmyOKZyFw9+shg+5OCJr59KwQjnB4mlBPLI3+7FPV9bhxXmLhx43Yz622qw4++ascN2HN97sgGTY4k38UcLkmU6BgEiJAnwTPAFxZSfmi72q++qAQCcOpzcqsijkxYUmPn3WlQE+GGM2Aqgx1uIpSULz7pIRM2loSv8e4nURBfgOy4rxuGMcQ1xD7nxuSc24/biY9jbVRPRErHxb1biSy/vDJuizXQMH7qrG4dcjQmrrDvUMf2dd/RP92+TpPgCvKf6w7XyxefMC9xquXrL/GJ5ZtNQPobWCe0tQK0jxagvWFgs1daVYzjhqU9qtp9nksHMpjcQlsCtPZdV/fjjFyHCgM074reULN25BFXCVezan7y4JecYQx7G47Z6NS7l33VDTeIbGTevmMQlsRpj3cnPOI6XD79tGDJ0+PPzOhTVF8b0mo3vWYV6w2X85unE/JaTAYmlBPHrj+zH+//vBtxceAK7LlahrHE6GOXLn5fQIy/CLz6a+NiluVwZAiSIIuD1cMuSmtabbKzlVizVd+JUa3LfzyHmwm7lk1FhCV9MRy47Q47zu/3ok0tRWb5wK4Rac+nhBdRcGurlQaPFNdF3q3ZhHI7x2MTEX/71FDyw4DP/TwdL0fwb8L7nh9zV+NNvJqZEgtqCpkZ/BR3OaYuVFK9laQlfTAfa+PU9c4D/vfq2hdcGA4D6pTIGlRI4u0Lvn3Qh+SS0T1ahYfHCNh1bb7ZAgh5Hf5f4TEcVz6QOZt30hlAt4qg22I3E4ee5ENz8tvir/k/FLXXXJy1uyTEuwCbEv8lqXMet+MubEr9BXbOVK9FTz3Qk/NwL4eXvHsVfR9fjq/edxLJbYr+eTMfwru2d2O1oRveR3iSOcP6QWEoAr/zwdXzgvzdhp/11PHO5McRce+tn12Nz7ml857Fa+N2J3WXMVdhPgMTdcB5+nMmWGrEEAE3FfTg1kFzT/6iUj4J8LoCKFvFJaaQrdGLrOzUIBTpULVn4LS8YBbxjXSteHlw771i0of7AmJdFd3fZ9C44JmJznT71Bx/y4cSNH2+a++AoFNTa8UDdUfzm7FpM9C68IObQVS4MN5Z1o2Ny0dSiFq8bbqo/XCffsZ85A+TDiapNibEGNTRzgdm2K/HZgPPlyuFeTMKEhpULi6Xa8g4eOH3oheS1yfBMCkFiyWKNUSwd06NC1xtXZupMbrpRwYBSgvN/vjSv18+F062H3RDak3AubvtYA+4uPYybP1Sf8DFNtT3Z40j4ueeLLMr43DctqBa68ZFfhO/pF40H/r4KCnR44ScXkzC6hUNiaYGceqIVb/5/S9GQ04knjy8N659lOoav/L0bHeJi/PaTibUuzVWrRoAESQY8Aet7LNVxE0XTMg/afNVJq5/hd/vhghX2QJhJYQX/bMNXQl0NPad4EHDlsvlbXGZy/W1miDDg2GPz26kPDTFY4IKlNLrZ2W70wOmde2cq+SQ8c3EF3rjkDIy5C49L+/BnbRhHPh797MLTeYcGuFVzQ+NkUK0lKWDki7VnVmk9v9Bqf7gzV2xYZe1KWPBs/Vaekt16SDt9t1r3cute/fqFlfUoXV2CpfpOHDyevM2S2yfAIkzXDbPk8TnJNTyHWOqpwOay+Zc12Bmot/RqkuotOT05sBnj3xSVri7BM/2bg7wMiWLxlgrYmUNTbU9+//cH8bpnJb71wY642/IAwMq761DKBrFnnzaz4kgsLYDuI714wwN5sOrceH53LuzVkYND7/r6JjSbLuCfflGZ0D44atxHpN25nkmQJAavlwcpGiypCfAGgKaNRkjQ49zzHUk5v6OTu0sKCvmPq2gJT+0d6Q2dnHsucAtJ5crEFIeb3qnPLxNryCGgWBgFWPSJwW72wuGdW+Ad/PkZDColuO++eQ0nhK0fbESTqRUP/2nhgd5Dw4AV41ixjn8OtdZS3JYltT9cnwRFVnB6bDEaKxMnbOpurAKDjLaziY8xmS+tx7iVNBF1erZWduNgb82CzxMJj08Ps36GWMrnItjtiFx4daR9FG3+Wmxumv+GqnbHYlQJV7H3QHLmNuekCTaTtkpKTLU9uZL8Wnax4Jvw4cv/VYkmUyve9e/b5nUOpmPYUXERezprEju4BEFiaZ44u5x4445xjMm5eP6xcSzeEj1ugukYvvzREbT6a/H4PyTOuiQG5vWoMUsS4PUGZ6qkgqZbygAAp15NTkNdRzdfSNS2IIXVfPc93BeafdPdzifsyjVFCXnv8jWlqBa6cfDY/HbqQ2M5KDbMHZxpM/vh8M+dfv3UwyMwwIc3/L/V8xrPbJiO4a61V3FkYsWCy14MOfQoEpyoWWsHAHSe4iJXkgAdpJjvydzSXFjgwsAgMHB2CMNKEVavTFycisluwhLhKlovp25DMRdtbUhYnZ6tG3lLl2TFhHhEPcz66d/elFhyRhafLb/nrrPNt85/E8N0DNsrOnCgZ8m8zxENp98Cm1k7AlqludqJUxPaaHvyvx88gHaxGt/9vHPeWZsAsGOrD51SFTr3a686OYmlefKRHadxzluLP37vIta8NbY+BPd/bwtWGtvxjz8tSVgw4txuOJlbliYZTCy1u6P6W6uRAy9Ovb6wJqeRGO3mcQQFZdxNVbjUDgAYGQqdPHq6FRgxieLliRFLALC1ogsHe+c3QfMmunPHQdjzRDiluTNEnjpejZ2Fp2BbkrjU9203c1fjQoOCh8dzUJwzhpqtvDhix3l+H0oSF/PxUCKMYnBUjzMv8sk0UZlwKg22frQN2RN6zoXQ2mNBvbk7IZucrfdwd9DB33Us+FzhcPuNsBinRUVuAf9dRhNLh/86DgYZG99et6D33r7Rj06pCj0tiReCTikXNmtya1TNhzVrU1PLbi4m+ibwjd+vwg7bcbzhK/OrX6ey4wE+R+z9dXKrzc8HEkvz5JUr9Xiw7hBu/ez6mF+j0+vwibf04PRkPdpe7kjIONS4j0hqXmCBmKVJXcrFkt6kx0pzB05dTk46qKOPm+7VHmo5+TnIxQSGw3jGegYMqNT3J9SytnWDH1ekSlw9Fn8tKd5Ed27Xgz1fgUOxRRXXF56/hFZ/Le67JbHNKLe9my9gB55bWNFHLgzdsFfbYIMTHZ38Gohi/GKp1OTEgNOEMwe4VW717ZULGtts6ism0OpaeDubRNHqKEVDcWJcjc1vWYYceHFwd3LmAY9khNkwfT0t9oBYGou8WTp82owVxssLFvnb7+NC8MCjHQs6z2wUWYFTyYctL/3Wm9ms2MK/swt7B9I6jn99sAUDSgm+98/6Bc+vjW9aBjtzYPer2hOnJJbmwXDbCPrlUjStjN9isuMd3F332h8Sk3EzVzacnkmQZAavTweTLnLsQLJoWjSE06OJXdBURvv4pF9QOe2mKhIcGHGGBgz3OHJRaUls4O6WN/AaIoce64j7tbyJ7tymfZsNkKCfKsQYjqd+zHdh934msVk3JSuLsczQgddeX1hSwNBkHorz+LWqMfVN1VqSZECP+H5DJRY3Bt25OHOWwc4cWLS2bEFjm039MsAJG4YupL9HnG/Chw6xCg01ifndGq1GbMhrxcHW2GrfxItHNsKcM0MsBRrqusfDL3yKrODwYC02L164Naj5Lctgggev7UqsEPQ6vPDDCJv2apVixS18Xr3wevyZeoli8NwQfvDKerx50UFs/WDjgs8nGAVcX9KKPZcWJ2B0iYXE0jw49zJ3AazaFHuvIJUVb1wKO3PgwP7E7FTmyigSmAxRYvD6dTALaRBLK3icRDLK2I8O8oW2YMl0plChcQLD46HZY92uAlTaEjuprHugHgb4cHBXfMGp/kkZTsWGooK57wF7If+JOrsjp/A/ta8I683n5oybmw/bFnfjQP/SBVlahkQ7iu38WtXYHVO1liSJQUB8v4NSmxcDPhvO9NjQmNeZ8Bi8hrVceLfuSn+T0kt7uiFDQMPqxMVQbW0YwdHxevgmEj8XeOQcmI3T19NSyEW2azz8Nb5y6Cr65VJs3rhwK4LRasSm/Fa8dqF4weeaifq7sxVob6ksXl6EIjaM8xfSN7ZHv3wG48jHt/4rcd/7jZvcaPXXou9kei1ms9HeHZABnH3NAQBYdUv8GSo6vQ5bi9rw2uXE1IaZ0w2nxiz5BZiE1AcpNm3jLrhTzybeB+0Y4ZOwfcl0cGihyY0RT7AlRJEV9IilqCpN7AJhspuwLrcVBy/Y43rdSAd3IRWXzr3Q20u4CHb0hBd6/acHcWC8EfdtTUwBydls38J7b803LsI34cMYbCgq5GKrptyLjslyKLICUeJu4ngoLZQwKBXi9Hg1Vlcmvnjkihu5per0PkfCzx0vrft5/8H6jYkza2zdkQMvzDj5x8TXsnHLJljM06JaFUvuifBi6fDjXQCAzW9MTGr99pWjOOZqSGipEmcPd23bCrXXMxAAllt7cL43MRm+8+FAiwFVwlWsvm9Zws654y38ftj7SHvCzpkISCzNg7NnFORiYt47+e1rXDgzWZeQSsFzpV8LTIYkM3j8epiE5ARaR6PpTm4qPrXXkfBzj44COfDCXDidWl+UO4nhyeAYqdHLDnhhRmVVwoeArcuG0eKsn7P/1UyGLgXEUtnc9YVsxdxK5rgavk3Fs/98Hgp0uPdDyWnTse1NXDwc+P38xJLaRLe4lE81NTXABPIw0j4KSWLQxxvgXQJMwgSHYsfqVYmPK6rdsRjFbAiHjqS/1kvbSZ6FWL8zcW7srW/nNYkOPrOwRtDh8MAMs2mGWCrmVjp3hA4rh/dOwohJrLk/MQvt9lvM8MOIo4+2JuR8wPTvzlaSmjZR8bKi3IkL44m3KMfKgZ4l2Fqe2I3wurc3IBcT2POX1HtCokFiaR6c7bJipaUr7l5BKtvuyIcCHQ7/duG7u7ksS3pdIGZJ1MOkT71YqlhfjgI2ilOnE7/4OMZ0sOuC0+8L8/wY8QcX8Ot+nS8MlbWJn/C2XKeHG7k4/VTsu6Chy9y0X1w1dyyQvZwf4xwIH4vx1AtGVAvdaH5bbBmZ8dL4pmWwYhwH9s3v3lGb6BYv4q6kmhX883Qc6p+fZaliWmCu3pb4HTXTMWwtuYSDnelbgFRaL+pQzIZQWJe4WjpVmxahQteLgy2J7aUmekWIMMA8oySY3qSHEZORxVKrHety22C0JuZ3ufVdSwEArz27sISEmai/O1tp6jofxMOKegn9cmlSwhzmovd4PzqlKmzbkNg4MYPFgO2FF7C7TVt9GkkszYOzjgqsKp//D3Lzu5aBQcZrLy68lYQk8WKTkYSbwGSIMoNXNMBsSL1YYjqGpvxOnOq2J/zcoxMGFOiDv8OiAhkjSkFQjE3PWb5gV61YWBXkcGx9Gw9EPPhU7G6woW7uJihePHexSVsFj4tzDITuslwDLrzcvwb3NrYnrX6WYBSwpaANr12cX52foU7uPlSFYfUa7lLqOOGAJDMILL6YpZKq6UVr9R1JMBUC2LrGjXO+uqmip+mitS8P9bmJTYVnOoat5Z042J3Y706txWWZVRLMwjxwe0LvTcknocW5DJvrEhdIX7q6JCEJCTNxDvLfna0sdZ0P4mH5Wj6HXPhr6usSHXz0MgBg212JK8eismPdOE55GzDSrp1q+iSW4sTZ5USPvAirGuYvPPKr8tFkasOBUwtPqZ8r/Vp1w3llA0yG9KRjNi1x4vR4dcLTsR1uI+zG4G1rYSHPHpvZjbunnYuTysbEV7ut3bEYJWwwLreN2iuteOnclhF7ZUAsDYfeby//62l4YcZ9705uzMK21WM46amPmpEXiaErfBEtruafY2atJUli0MdrWVrKfzPFbAilqxIbzKuy9Xb+fR76dfKazsZC61g5GsoSL9i2NHvRLlYnNONP7f9mzg3+HViYBy5P6DLT+VoPXLCieV1il6DtCUhImIkz8LuzVyWn/MlCWbGDb2IuHHKk/L0PvOqFEZNY/47EW7VvvM8OANj3f4lzqS4UEktxcu4lHruxauPcVZWjsa22HweH6xdcfVWSoqdfc7Gkg0cywmRMk1hqYhiDDV0HEtugdNRrRoE5OJizKBAHNHxpepHp6eKfe1Fz4pv6Mh3D1tJLONgVu9tmaCDQRLfOPuexavC6czR08v/rc15YMY4dH114ym40tt2aCwl6HPlt/OJhqJcnFRTV8s9hr7YhP1BrSZxHNlxJHT/P6vzEFGoMx+YH68Eg4+BfElu3Kh4m+iZwVV6EhqWJtwav38m/w1PPdSXsnB4Hd8WYLcFLikWYhHsydJnpb+W/z0W1ibXYbN+6sISE2ThH+G/VVqlNsVR7QxUM8OH86dR7DQ5cKMC63LZ59YGbi01/swI58GLPiwvrHpBISCzFydn93Cy46qaF1XfZfr0OTthw7rmFdcqW5FgtS0aYjOkprNZ4vR0AcOrFxKZjO/wW2C3B7qnCMh4bM9I1vdB19+pQygYTFhsxmy1NHpz31cUcNzA0BORhDDmlc2c5mewmGDEJR5hTn+yyocnakfR+f1vfzQNwX/tzmEHMgdpEt2gZt+oxHZuqtSTJDHpdnAHey3mNoNWLk+ciy6vIQ6PpIg6ejr80SKK4uJtvLOobE78Q1WzgbpOuc4krpTEllqzBsZNcLIXGRw10cItwWV1iRcj2+7nl8rXHEiSWnDzMwVquTbFksBhQZ7yC852pdRP63X60jDVgW0Ny6pGZ7CZssZ3HnvOJb0I8X0gsxcnZUxJy4EXN9Qvz+W97G3/9gT8uLCZBFFlUsaTXyZAUBq+SA3NOeqoSN97FM3BOHYoQ6TlPRsU8FOQF76iKqrgPf/jK9Hv1jJhRZUpOfzpg2m1z5HexBXkPjepjaqKrYmdjcIwF/1QVWcGpsWo0LU6+T7+wrgArjO04cCJ+a+rwCOPCcMbuU621NJ+YJXOhGf92/2587NvJKXSqsrWmLyGW3/nSepAvQg1bE19AsmoD3+h1XUqcNUJtlmvJCxZLuXof3L5QsdTfxcVVaX1iqz2uuqcOeRjDa3sTY0V3jjHkY3zeyTypYEXRIC4Mp1ZUnHi8DV6Yse3G5G3UdjQ5cMy1HONXFx7bmwi0ewdolLNduVhh6lxQs0AAWHZLNYrZEF47sLDxSDKixn0ITIEo6+BVcmBKk1iyLbGhWujGyfOJs+woMm8DUmAL/kyFi7k1YKRv2uLUM56Pyvy5m9bOl03v5AH7B1+O7Uc9NG6MqYmuil0/AacreMG5erQXo0oB1jSm5ppur76KA4N1cceCDDkEFOsdQY/VlPFaS+I8xBIAfOKJG7Hq3sTVdQnHtm0MDsWO1pc6kvo+kWg7ze/fZTsTH8RusptQrutHZ3fiagd5xri71ZwXfJ9aDH64/aEL6kAfv+6lKxMbHCwYBWwtbMOBS4lxuTsnBNgEbSzWkVhR7cVF32L43amro3fgaZ5hvPWB6qS9x4678iBBj9ce0UbcEomlODk7sgiryhZupWA6hm2l7TiwwBRlXgU5iljSyRBlHTywwJTGhI41xT041Z+43c9E3wQk6GG3Bz+uxsYM901PHD2TxagsSl5fvPyqfKzOaY/ZbTPsNqPIHLuVzWZ0w+EOFponn+dumqYb7DGfZyFs2wYMK0Vx9zQcGs9BcU7wYlNTo2ACeRiYsMQd4J0qtt7Pf5cH/5ieSt6tl/So1PUitzQ5rsAl5kF0DS0s7nImU2IpP1gYWYx+uMVQsdQ/wGCDMynxLtubxnHSU58Qi4TTrYfNkFiLeKJZvloPP4y4vDd1GXEHW/So0PUmpWuAyrb3LYcAEXue04ZYJbEUB64BFzqlKqxalhgFv62Zx7osJD1SkhF1dy4wBZ7AZGWeO1M9aaxZ5sH5ydqEVdd1XOE/oILi4N1xQa0dADAyzC0gnhEPhpUiVFUk152ypboPh4Zis7wMea0otsYeuGjP8cLhDVa6pw7yeJOmu5O3s5vJtvt5zZMDj8cXpD/kzg0RhjXL+We5OLEIAtNGw9rZLL+zFjY4cfC1NLnhBmxoyI+/QXOsVBeMo3M8cS4+zzh36YWKJQkuMXSXNuAwoMyQuHpIM9l+Rx5kCDj8m4VnMzo9ObAZtRNkHI4VW+0AgAv7El9oNBIHehZj26KOpCVZAIC13IqNueex53Tis5jnA4mlODj/Es8eWbU+MSaabW+wAwAO/nr+xSnFOdKv9ToZLpHv3kzpFEubjJCgx7nnOxJyvtErPIBbbQeiYrAYkA8nhkf4j/jqcd5fqLI6sUX4ZrN1KzCiFOLiX+euZjsk2lFsiz1exG7xwekPvninzutRKfROicNks/KupbDBidf2xScehnzTTXRVatbaAQADSsm83HCpQKfXYUtRGw5cTmyj3lhpc1WgYVHydtRLyibR5S9PWIq92izXYg+2gFpMEtxyqPWof8yCUnNyXONbHgzUsXth4ed3TppgMyXPKp0Ilt/CXbXnj6XGAtZ/ehCXxSXYti7538uOVUM4PLYioS1s5sucYokx9n+MsQHG2OlUDEjLnN3Hgy5X7UyMP3zTu+ohQMSBv8w/K2WuZqSCTsGExBdakzl92rj5dp6lcvKVxARaj/bwiaGgPFS4FurHMDLGLU49ZxwAgMplyVWKW9/EP9/BJ6Kbwie9CsaVPBQXxu5+suWKcIjB2TinekuwpjB1Zne1p+GBjvK4Xjcs2lBsD/6saq0lgIt5rbKtcQKnvctSHmA63DaCYaUIDfXJ+26qaxi8MGPwXGJ+j54Jfo3N9mBhZDHJcMthLEuePJTlJWdxty2xYXVOO147uXAXpsNvgc2c+p6a8VBQa0cpG8T5ttT0rzv4W57BvfWNiU8+mM0n/3M52g+PwGRPf1HQWFbPRwDcmeRxZARnT4gwwIe6nYsTcr7c0lw0m9vw2pn5FxXkGUXRY5ZcsiqW0tfvatkt1TDBg5OvJyYDx9HPdzX2MGKpyDiO4Qk+afe0ciFauSqxWTezWXnXUuTDic/8bDneU7cPv3xoH3paQjMdhzu5Ray4JHbhas+T4JCn7xG/249z3ho01SYu9TsWtjVx8TCz4Gc0JscmMY58FBcFWy/UWksAvz+1ytZbrZAhoOV3iW86G41X//sCAGDDzfakvUd1wBXa2ZIY143Hza/jbLGUa1bgVkI3Kv3+ApTakydCttf2JiSb0SlZYbNqM65uJivye3ChL7lznMqBVzwwwIcN70xOi6WZVG5chKpN2mh7MueMrSjKHgDJcS5nGGc7zGjI6UxoXZvtywZweDS+RqwzEaXoGUWCTsGEwndYs2ugpBLBKKDRchknLyem5cjoAJ9oCxaH1j8pNHkw4uYTdPclnlVUtT7xBSlnIhgF/PZrrbi5qg3PX16B9/7P9ajatAirctrx/bccwpiDX6OpXmnlsbsF7XbACzMmx7hAbH25Ez7koGl9cusrzWb7HXlQoIu5svXwRR6LpzbRVVFrLQHatixteZBn3B14IbVtT556UkIhG8F1H0pesdEla+wAgK7Tifls7gkuiC2FwZsXi4XfuzNFi9/tx4hSiLKS5F377dfr4FDsOPvM/DvXK7ICp5IPW55271GVFYvGcH4iueU0VA6ct2NdbqsmrD2phGKW4uDscBlWlSS2Xs+2G/SYQF5cjVhnIskM+ihiSa9T4AePIzDlpk8sAcCaymGcGF2SkDgJxzDf7dkXh4qvIuskhn1cRPVcZbBiHPlVyW0JAgB3fX0Tfte1Hf2+Qrz+uwv457t3oTTHic/9cQuWFLvwhQ8O4PRRLniKK2PPArIV8J+p8wq36Jz6K4/DaropOe0+IrHl3byy9YGXYiyRcImPt6g8VNTV2B0AoNkAb4C7N1YY23HwZOqC/USviOc6VuPu2rPQm5IXZ1e9mcdidbYmJu7EE4iBNhcGf1dqrzj30LTLbaiV771Ly5O3/Nz6oToAwJM/mX/XAM+IByIMIRm3WmR5g4xhpSihLWzCIXpFHHE2YOuy5L6PFknY3coYe4gx1sIYaxkcTF1UfqrwjHhwyb8Yq+oSG9S27e1LAAAH/hR7I9aZzFXYT9BNL0ZpF0uNMgaVEvSfXvj9MTqigEGGbXGoCCrM92NE5I/3DBpRaUzt/ajT67D27cvxmWd2YpdzHVq+/gxuF/6K7/28GA9+lU/ixUtiT9u2F/Hr5ujmLrxTR30QIGLFnTUJH3s08qvysTLnEg7FWCJhqolumIbB1aU8YFPLbjgA2LrkKg4OJK7X2Fzs++/TGFUKcO/9yf2t2qttsGIcXV2Jcc17PIAe/hCBZwn0inMPT2eU9V9wAADKFienoj7A3TfX55/A7/fP39ri7OabAnWzomVWrOe/yQuvJLal1GxOPtEGDyzYtiO1Vm0tkLC7QFGUnymKslFRlI0lJdopUZ4oWv/SBRkCVq1L7A+85voqlOv68dqh+V2KuQr7BYkla3IzwuZizfVcwJx8buGtCBzOyJV1C+0KRhU7JJ+EHqcVlbmOBb/fvGEMG752D35/9QZceOuX8RB+is04hNrG2INP7SV8YnL28QXnVLsZK3IuJ6VGzVxsWdKLQ0OxiYfhHi6I1Ca6M6mp4a/X67RrWQKArZsVDColCes1NhdP/8oBIyZxx2eakvo+TMdQndOHzv7E3EMeL4MZoSn2Fiv/fbpHpzeZA5e46C+tSVydp3C8/XYHTk/W4+zT84s5c17lYt9WlN55MxZW3MgthecPJddlfOApbtVWN/nXEtqXzBrh7N5AJtyOxApBpmPYUtqBIz3zK+4lybqo/bUEYXoxml1dN9WsuYfXBDq5f+HZRaPjAgr04QONi4oZFOjgvDKGbk8hqgo0UFSuqAj1f/gn/HTvahz69l9hWRN7BWpbGY8NcPQGxNJwBZrK0mO93bJJwbBShEu75m7CqjbRLa4LDTxVay0JGhdL297MM/cO/D75YkmRFTx1sha3lJxMSS+yJfkOdDkSExTs9jBYdKHp3bk2biFzj0w/19/J7+Oy+uS6xt/6lZXQQcJjP5xf1qizl88btmLtW1Gqt1ciB16cP5PcYPSDLQIW6fqwZFtq4qO0RCylAx4FcADAcsZYN2Psb5M/LO1x9jh3fdTfknhFvanRgwu+pTFnGc0kLjdcXnp/9EX1hajU9eLkuYWLNofLgAJD+K7whSV8gh666ECvVIrKstR35I7I9dcDX/xizH3hgOmMP8eAD2PdY+gQF6NpuW+OVyWHLffyHeyhOUokANNNdAuX2kOeq2nmi7TWxdLqe+uQiwkc3Jf8e+jsM+24JFbjvttSUwSxusSDTm9iEh88Ph3MutAQBUtgg6b2jgOAgR7+XZYuT26xwfI1pbjRfhKPHZxfnKRzgH8eW2nqLbjxIhgF1OdcwYUryY2vO3BlMbaWJbcYpVaJJRvunYqiLFIUxaAoSpWiKD9PxcC0xtlLJiwzdiXF9bFxJ99FHnv8UtyvFWVd1CBZvaAdsQQAa4q6ceLqwq1zox4T7DnhC5UVVfBrdH7PAEQYUFmV2T9sexW/P5zDIk4/x4teNm1NrgsjEo331cECFw6/Nrd4GBpmyIcTRmuo61qttaQXtB2zJBgFbLa34WD7/O7ZF/6xJeYYvaf+gwvQez6T/JRsAFhSxYOCXQMLL0HhmRRg1oUKeIuNzzlu53SZgP5+wIjJlCRdPPCGcVzwLcXJx+PvL+Yc5J/HVp7Gar5xsKJ4COdHkpf1O3rZgXaxGlua018gMh2QGy5Gzg6VYGXRQFLOveGttQCAlr844n6tpLCo6dfCjCtsyk9eQGWsrFnqwjlvLXwTC7OMOCYtKLCED7YvrOCWmJOH+A69allmp7jaqnjGn2NYwqk9PB1/zR3J68kUDb1Jjw35F3Ho4twF6YYc+pAmuioFtXbkYUzzliUA2LbKiePuenhG4rP4+CZ8uPsra/Gdvzkb0/FPv1aMTblnULE+vsKf86V6GRcyXYcX3lbF4xdgFiKLJdfoDMvSiB5lwlBKrBNv+coqCBDx2I9Ca57NhXOYbwhsFcnpz5doltdM4pJ/8YLn1kicfYG73hu3ZMb3kWhILMWAb8KHNl81VtUmR1EXLy9Cjf4KjpyMX8xIsi5qRlFQzJI9/ebkNRsM8MOICy92LOg8o34r7Lnhi9oVVXNLzMkL/PNWrkhMbad0YS23QgcJDgdw6pSCfDjTGjOwpWEUr0/UzzkpD0+ENtFVYTqGD208hjtv175Y2nyjGSIMOP54fIHC/WeGIEGPwzEIy76TAzjkasS9W1MXi7ZkNf9ddJ2Yf29KFbfPAIshjFgKtD9xj09bIvudOSjNSU3tqpKVxbi58AR+f6Q2blecWp7EVpn8+LFEsKLJAAl6tO9KTnzduYP8mq3cmZ4WQOmGxFIMXHylCxL0WNWcPDfWxrJutPTGvwDO5YYLsizZNCCWbuVm4pN/XdiiMCrnoyA/fDBjYU0g626A/6gr1xQt6L3SjU5gsLExOMcYTnXZ0JjXmdaYgS07jJiECSeeiC4ehjwWFFsiW2N+cGQn3vOz6xM9vISz9i7+uzy5Oz5R0XfeAQA4NlEPvzt6tepn/vk8AOC+j6TOYli9gdfp6jy38AQIj6iHWR/qmrUU8DlH7R0HAAMuK8pyU1d9/u33uNEuVuPYb8/H9TqnE2CQUxJsnwhWbOMxYOf3JkdwnzsjwQQPqrdfe8HdAImlmDi7m998q25I3qK7sWkSl8RqjLTHNyHP5YbT62fELGmg4uryO2pgxCROHp1/qwPfhA9u5EYsFqc2l23zVUOAiNJVqS3emAxswgRGx/U4NVaNpipHWsey+a08q/HQs9En5aHJfBTlabsJaSws2VYJG5w4cSK+1/Vd5AkIkzDh1JPRheXTL5pQo7+CxjfXz3eYcbOouRQCRHR1LDxuzCMaYTaGiqXcIj7nuMen32PAZ0OpLXVxL2/+SiP08OOxf4+vlp1zLHJ5Ei3ScDNvqHvhRHK+23NduVhu6oJgTG+9vnSRGXdBmjn7+iQYZCy/LXm1JTbezK0hR/8QX5C3pOiixn2oliUGOaFtWuaLwWLAKvNlnGif/27N0cnNwQWF4a0rglGAnTkgQ0CF0J8VP267wYWz/YUYVQrQlNwSPHOyeEsFynX9OHQ0+vc6JNlRbNdQJuI8YTqGNfkdONllj+t1vZenF63Dz0UWlq4BF/4y0IT7Gi+l1GKoN+lRJfSh8+rCs1PdkhEWY6ilV21/4nZxsaTICgakIpQVpa7fWmFdAW4vOY7fH1sWlyvOOSHAJqS2ifJCyK/KR4WuF+cvJqdEzLnRcqwsvfYqd6uQWIqBQ6dz0WDsgKU4eRlIGx7glZ1bXo3vxynKwhwxS/xvMzyaSfdcs2gIJ0er5v16tZK1vTjypFAkcEFVac6Otob2HA9OeHiW1JobUtMwMxJqbbBD3ZHN8V6HFy5YUZzZHtAp1lQ7cHK8Jq7GrH1X+bEFbBSHWyL/9l7+19Pwwox735387LDZVFuH0DWycDeTR86BOSeMWArMma5AlQ/nlTH4kIPSFIe9vP1Nk+iUqnDo/87E/Bqn2wC7IbXNqhfK8vw+nO+zJ/y87iE3OsVKrKxLT8kSLUBiaQ7cQ268MtiIO1cltyidvdqGesNltJyOz1UmKbqoVZBVsWRi2nGHrFklolcux+C5+fXZG+3mE1hBWeSA+MIcPjtX2sLXYso0bCYfZPCL2XhXdZpHA2xZ40Gbvzai2zhSE91MpXktwzjy0bEv9gKHfQM6FLFhbCu+iMNdkTPcnnrcBztz4IaPJK9xbiSWFE6gc2LhbmoulkKFpMFigB5+uANhUf1nuWWirDK1Vu77vtwEIybx2H/Gbhlxeo2wGTMrTX5F5TjOuxYnvD3PhZe7oECHlWvTH/eaLrJjJksir/w73/Xd/c7kZ1RtrLiKlv74LC5zueH0AeOLpsTSdfy7PPXn+QlQRx+fwAoWRRaWRWY+O1cWZ8dOSM38qxKuTsVkpZMtt3Pr1uFHwzeAVpvoFlekv1xFImi+iZvITr4Yewp634gR5cYRbF7twtnJOoxfDbUa+yZ8eKq9EXdVn0mLm7y6QkS3VA7RuzB3qUcxwZwTfh6ywA23h1vWBtr5d1C6JLXxk7YlNtxZfhx/ONEQs3XQOWmCzaSdeTMWGuoVOGFLeEPdc/sCHSxuzL5WZrFCYmkOnn3cCyvGseOjyd/1bWz2o0uqwsCZ2LMZxLlillTLUpiCcelizd089uvkvvgrlgPAaD//LPaKyG7Rwlx+TFWl9lPTY8Gex10cTYXJbZQZKxvfXgcGGYf+Gt5ypzbRLapMf1JBIlh9Vw0YZJw4GHutpb7xXJRbxrH5plwo0OHo70OF5YvfO45RpQDvel96ROWSGh0k6NF7Yv415BRZgRu5sET4OebqPHB7uVjqv8w3MWXLUl/O4/67/eiRF+HMU7GVgHD6LbBZ5p+Ikg4a1vKL0LrrakLPe+6kP2kdLDIFEktRUGQFz7Uuw+0VZ8JWIU40G2/lqZ8tj3fE/BpJ0QVV6Z7NVMxSmIJx6aKssQSlbBAnTs/v9nMM8V1wwZLIE26RjR9TWZP+oPZEYMvn13jNUm3EUORX5WNVTjsOnQlfoG6oO9BEtyYz0q7nIrc0F/WGTpxsjV389XltKLd5sOntSwEAR152hBzz6K/8KGLDuO0f1iZopPFRvZIvrp1H5+cSB4DJMW59MUcodG3RTcLt5RPRQA+fh0ob7PN+v/ly43trAAB7HovNOuiUrLBZMytBoeF6Xpql9Uhi61idu5yDOsOVlKyDWoXEUhROPt6KbqkCd9+Rmt3FurcsBYOMlt2xL4iSIsRmWRK0tUNqLujCyZ75xUqMDnMzun1J5IDYwgL+nVQ2ZEe1WXugjVbTeu2Ivy1L+nB4aGnY+IhoTXQzlTWlfTgxsCimYxVZQZ9YjPIiP4qXF2GpvhOHTwTHe0z0TeCpzrV428r0uOAAYEkzv7G6zsw/68szyoWx2RI+iN2in4R7kk9E/b0KGGQUN8xdqDPRVG+vxGKhB3sOzv1dK7ICp5IPW15mWaZrrquEHn60nU9stuHZwdKkdbDIFEgsReHZ/+E7kDd8anlK3i+vIg8rjJfRcjb2XkSiIgRV6Z7NtFjS1g5pTe04znhq5xUr4XAAJnii1o0qLuETd1VTcpt1poqSRXyCb75dO9Vzt2xWMKwU4dKurpDnhof4PRmuiW6m0rxiEu1iddjYo9mMXx2HBxaUB+K6N1f04HDf4qBjnv7WCbiRi3d9JH2CcslmPsDOi/PfTKliyZIbQSwJPrh8PHhyYEiHIjYCvSk56e3RYDqGG6o6sKenbs4AaPeQGyIMsGWY1teb9Fhq6EZrV+ICsf1uP9p8S7CyJjUNnrUKiaUoPHewCJtyz6B8TfKaE85mU1UvWgZjz3aSEN0Npw9soswGbVmW1qzXYxImtP2lM+7Xjo7pYNdFj3d6xz824r/ftQdLd2aHj/0t316PZ756BI1vWpbuoUyx5R7+uzj0RGiG2NAwg505NFHbK1E0b+Muq9PPdsx5bN8ZHhBbvph//s3rfOiSqtB3cnp3/ujjBlQJV3Hdh9NXOCu3NBdFbBhd3fNfCtyjATecNfw5LAY/3H7+PfSPGlFmXHh7lfmy4zoJfXIZ2l8NFfgzcXZzQWwryLwlsqFgEK3DiavZ0b7rCkQYsLIp9QJXS2TenZAiBs8N4eDEaty9OXW9mgBg4zoJvXI5rh6Lrbklz4aL/Lwg8N2eSZ+6InCxsOYWnlVx4qX4quoCwOi4AQX66CUBipcX4UO/2aGZ2lILxVxoxt3f2JTuYQSx+r5lsMCFQ/tDrYNDTv1UratsYc2dvBXJiV1zL/Z9rVzMl9dyK/HmO7jb6cgfOgAAw20jeGFgHd65vjXtFaKrTQPoHIzdmj0bjyMglnLDFym1GP1w+3msy8CEBaXm9JXz2PFOXhtsz6/nEEtXeSiErSjzBELDYjfavIvjqgkWjXO7ucBfeV3qXadagsRSBJ7/1/NQoMNdH0it22Pj7fyGbHkiNouLhBjdcAZtiaVVd9XCBA8O748/8HzIZYLduPB+VsTC0Jv02JB/EYcuhu5ih8ZNEZvoZipq25OTJ+c+tu8SX2zL63kSwrq3LYMAEYd38fv28a+fhggD3vWZ2GKgkskSuxNdY/Z5v94zxq3W5rzwwiI3R4RbCoglbx5K89LnzlnxxqUoZkPYszf6JsrZx8doK848y2jDch28MKPnaGwb7rk49zp3s664bfEcR2Y3JJYi8NwLOizS9WHdO1ITr6TSfH8dBIg4sie2CUVUBOijdJ0Q9AHLUphWBOnEaDVis+0C9l2Ir26He8iNQ47l2FCbHZW5M50tDaN43VU/lRGlMuSxoDg3uwSt2vbkRAxtT/q6uIAoX8U3P5ZiCxpN7Th8jmcHPvpcPlYY29H8toakjTdWqssm0TlZPu9Chm4n/6yW/PBiyZIjwS3xGJp+fyHKCtMXEsB0DDsWXcSezujueWc/Fwi20swrwli/ngv01j0JEksX9agSriKvIvXlHrQEiaUw+N1+vHBlNd64rC3lJnJLsQWrTe1oOR9bFtdcliW9gYulcNV10811qxw45loO10Ds2X9/+ddT8MCC+959bf9wtcKWHTnwIQfHftca9PiwLw/FedopV5EomqsdODleO6eLo69XgR5+FNZNJxhsrunH4ZFluHLoKvY41+Bd11/RhJt4yRIFE8ib6rkYL1OWpfzwVhiLSYZLNsPr8GIMNpSWpDfD7IbNk7gsLkH3kcglBJxD/N61lc/fPZkuGnbwoP3WY4lxd57rL8RKW+zFWLMVEkth2PffpzEGG+6+Pz01JTYuHkDLcG1MOz0JwhwxS/xvk1F7KbDX35ELCXoc/nXr3AcHeOoPPtjgxI0fT3M3WQIAcNOHlyMPY/jWl71B9+uQVJAVTXRn07xOhwnkzdn2pG9IQJluKGiztXkzg0Ox4x/fdxEKdHjnF2uTPdyYqG7g1pPOw/HHDwKAZ4JbrSOLJQVuxYyBc4FWJxXpbWy94608MWHvLy9HPMY5zO9de1Xm1QmrWFcGC1xovbDwOV8WZZx3L8HKxdnRNmohkFgKw3O/dcKISdz6ydVpef+NGxQMKcXoOjB3tWYR+ilBFI4pN1yEVgTpZNt76sEgY99zse1oJZ+EZy6uwBuWpK8uDRFMUX0hvnnfMTw/uAlPfekwAO4qdSMXRVnSRHcma3Zyt9qJ56NXSO5zmFBuCg4E33wPj3/83/PXYVPuGSy7Jf09/gCguonnx3eddMzr9VNiyRZ+c2mxAB5Y0Heen7+0Kr2FDZvf1oA8jGHPK5HFvHOEWw5tlZknlnR6HepN3WjtXnjj9+4jvXDBipWr0m8BTTcklsLw7Kkl2Fl0Ctby9PxQNt7JizW2/Gnu3mkShKn+b+GYEksa7DpRUGvH6px27D8R2/d86OGzGFRKcN99SR4YERcff/Q6NOa04ZM/qIR7yI3hdgcAoLgs+6aXxntqwSDj5OHoDVb7JqwotwbvxlfdvRQWuCBDwLtum3/F7ESzZAOPG+y8ML+mse6AWLIUhp9kcgMRBZ2neIZg2dL0FooVjAKuL7mAPe0VEY9xOgEdpLStAQulvmgEbY6FN0g+9wp3v63cErkA8LVC9s1mC6T1xcu44FuKu3emr63EmjfXwQAfju6P3sRRFmUo0EW1LE3FLGnU9X59XS9eG26A5Js7AP3ph4ehhx9v+H/psfgR4dGbDfiPH7jRJVXhO28+PN1Ed1H2tUawFFtQb+jEiQvRdx99kwVYVBAsPtTsQQYZb//aimQOMy5KVhbDBA+6Oudnffa4+OvM9vDB0Gqxyo4LfD4rrU9/pccd6104O7kMg+fCi1bnGEM+G9dETNl8aKiexCX/YvjdCwumP9fC18GVt1YmYlgZDYmlGSiygs+8ZxAmePDmz6UvSyUnPwdV+j50Xo3ualIFRkxuOK2KpRsFjCMfp56cu7nlU68vxs7Ck7AtSf9kSwSz4++a8e7affj+vm04+DSvy1K8WKM33QJpLuvDicHIKf+ST8KAXIzyktAg8E99yIOv37QHi9ZqpxI70zEsMfShs29+mV8ed0AsFYQXkJZAscrLnfzv0hXpr9dzw5u4j3jfI+HnHeeEAJsuc+N0GlbpIUGPy3ujx9bNxbnzDIVsBCUrF26lynRILM3g1x/dj2cHNuPb9x5C1ab01j+ptIyixxHdXK2KpZjccGZtXurr3sXjNvY/ET3NtfXFyzjvq8N9N2fuBJbt/OBPDTDBi8/9bi0AoGhJdvTlm03ziklcitL2ZLhtBBL0KF8UapW4//tb8dVXdiZ5hPFTnTeCztH5ZZh6AlVOIrUfsuTx3dzlfjNyMYHc0vTfFxsfXA4TPNj7l/CuR4fbAJtBG02r50PDJr6hbN2/sKLK567asNLanbEWtkSizRU0DfQe78cnftaI6/JO4pN/uCHdw0GlzYUetz3qMfFZlrR5s1dvr0Slrhf7DkW3oj39Y16k855P1aViWMQ8KF9Tim+++TjGweMbsqmJ7kzWbOWBs6ee6Qj7fO8ZXgOsvDpz3JBLit3o8sRX80zF7ea9GiOVWVHFUsdYIcr0w/MeYyLJyTNiq/089pwP38rK6cmBzTi/GC4t0HATd5u1noit1tnAmUHcX3EQbS93BD1+brwSKyscCR5dZkJiCdz99qE7O+BVcvB/f8iDYExvaisAVJb60OMvjVo+QG1CGzVmycgvsdma/s8UDqZjuL7yMvb11EQ97qm9BVhrPo/q66pSMzBiXnzst9ehydQKBjmoxlA20fxGvhCd3B2+7UlfG7c4lac5kDkeqqt4zzT3UPyFRD1eBjOLLCwsNr4R6vBVoNQUvadjKtmxxonX3csx1h06JqfPBJspesyolimqL0QBG0XbxdiW+Ke+dw5P9m7F/ff4p+reDV0YxpBSjJXLtVejLx2QWALwm4+9hmf6t+Db9x5Cwx3aqH1SWcnTbaMVipP8/CZWg7jDMWVZitC3SQtct9mPbqkiYqmEwXNDeG2sEfduSkxFWiJ56E16/P6PBvzv+/anpbN8Kli8pQJ25sCJE+Gf7+vgwqF8eeZY1tZs4fFlx59oj/u1nkldVLGUa+diyQszyqzaqeq+4+58yBDw2iOhdd6cfgtsFm01H4+XBksPWntjy+bbtUdALiZwdnIpHtp8HIqs4NzLPN5p5YbMEf3J5JoXS73H+/GJn67Cdo2431Qqa7gJv+d4ZJ9zTG44A7/EWhZL17+FB7vu+3VH2Oef++F5yBBw30PaCYolIrPiDbX4wMPa+S0lmum2J+EtZ33d3OJbtipzCk1teiuPHTzyYvxthNyTOliEyFYYi33aHVlq1461Zut7l0MPP/b8OTQO0ilZYbNmdlHVhjIHWsfK5zxOkRXsvrIUdy8+iW/dthe/7bwOP3lgD84d5Bv1lTenv3+hFrimxZIiK/jwGzrgUUx4WCPuN5XK5XxH0HM2smVJnAyIJX1ky1JZHT9PxQrt1sloevMy5GEM+/eEn5ye/jPvTbTundpJtyaubdbWOHFyojZsyYu+fgYrxjOqRk/F+nJU6HrRcjz+OdDjE2AWIre2sRRMZ9mVFWvHpZNbmouN1vN45WRwppciK3Aq+bDlaa+Qbzw01IrolirmdK22v9qFHnkRdl4v4vN/3oF7yw/h75/Yjl8/Y4MFLizZGrke1bXENS2WLu3qwtN9W/ClW7TjflOpbOS71p6LkRvqTrvhIp+n6S0NuPp6P9a8Nf0NOyOhN+mxtbAN+y6G7oI8Ix682NuEe1e2UUYGoRnWbxLgghVtf+kMea5v2IBygzYCmeNhU2kXjvTEvzB6fPqYxVJpmbZ+w2/YNIzDrlUYODNtwXcPuSFBD7s9feNKBPWruUXv4q7o5QN2/6oLAHDjuyqh0+vwi4MrUK2/ir1jzVhu7kp5f1Stck1/C22v8R/IjW/SXiBqxVqepdHTFblY47QbLvoEpKWaLpG4vnkcp7z1ITFaf/3RKbiRi/velTm7dCL7WX8n/30eey60wWjfmBnl5vk1pU0nG1d7cMG3FM6u+MbuEfUw6yO7rCxF0/W2Siu11abo7r8tgwIdnv/RhanHnN08QN9WkNnLY8NWXs+q9UB04b5rD0MpG8SKNy4FANirbfjjo5Mww401FZkn+pNFZt8NC+TSaR71X7dde2IiJz8HRWwYPb2RL1EsbrhM4fq7bFCgw8FftU09dvTX5/Cp75TBzhy48WONaRwdQQSz8q6lMMGDY4dCg4D73Pkoz9NOIHOsbLqJb0iO/uFSXK9z+42wGCMHQ+eWTPcoK6tdeL+yRLLunStQoevFs89Pux+dV/m6YCvK7ASF+pt45nDrqchxYoqsYHdXLW6svBhkuV/z1gYce64PP3iGQh9Urmmx1H5RgQkezVpeKnOG0DMcua1CLNlwmcKWv2mAABH7XpiALMr4l/t2Ydvf1MGn6PHsf3QhJ39+1YUJIhnoTXqsyW3HsfbQjLc+fxHKCyO7pbTKxge4ZeHIX+K0LEkGmA2RLeAGiwECuOWpdKm2LMRMx3BXQxte7FkN3wS/Zs4+HvpgK9aWFSxerOVWVOh60Xopsui7vOcKrkiVuHFb6P264o1LqXL3DK5tsdRjxtKcHs3GwlTmjaFnPHJVXVUsZYNlKbc0F+ssrXjh9VLcXXEUn3l6J+5adAzHL1hw3UfWpHt4BBHC+uoRHHMsDaqF5nV44VDsKC/LvODgovpCLNV34sip+DYmHskIszGyWGI6Bgu4pa1sZfpbnczm7vtzMI587P2v0wAARx8vg2Ar02D38ThpyO9Da3/kEha7f8lj7nY+SL3f5uKaFkuXHAWos2vXJ1tZ6EGPN7KyzyY3HABcv3wQR92r8MpgE37ytt34Y/eWrC1sSGQ+6zcATthwec+Vqcf6z/DGrOWV2smsjYeNi3rQ0rc4rtd45BxYTNEbYVt0XggQUVBrX8DoksMtn2xEDrx49lEeq+Qc5FYWW3nm9zasLx9Hmyty6v+u3QzFbAir7qHOCHNxzYolRVZwyVuBugrtlrSvLJcxoJRMmYdnI4l895oNbjgAeN/ny3FP2SEceqwTH/v9jZq1+BEEAKy/nbcHOfbMdDHVvvMOAEB5TWZaJTat8aFTqsLguaGYX+OWzTDnRLekWXRelOqGNJlZlVuai5tLTuGZUzW8bMAwdxnaKjK/GGNDnYwhpRgj7eGrze/urMGNFZRpHAvau3NTRP/pQbhgxdKl6R5JZCqX8MvTe2Ig7PPZ5IYDgOYHluPpvi1ofmB5uodCEHPSeO9S6OHHsQPTAbR97Tw4uHyZtmJzYmXTbXYAwJHfX475NR6YYDbNIZaESZQatZshePfNbrSL1Wh98TKco3xetVVm5jWcSUMzt4617QrtjtCxrxudUhVu3Jp58XXp4JoVS+37eeuMuiZtZWfMpLKO3+g9p8PvCqbEkuGavYwEkTZy8nPQaG7HsdbpRbWvkwun8hX2NI1qYax/Wx0YZBzZ5YrpeMknwYccmOfwWJVZxlFbEH4e0wJ3/R13Qz37n11wOgEdpIwqKhqJhuu49bP1iCPkud2/6AAA7HwnVeiOhczOjVwAl07w5ol1m7XbkqByJa+63XMhtBw/AIi+7MmGI4hMZH3VIJ65uAKKrIDpGPqu8t9k6arMzCLKq8jDypyLOHI2tk2kZ8QDwArLHIf/ZleVpjd11ddVocnUimf32dC4eAz5bBxMZ0/3sBbM0h1V0EHCuZOhdbB271ZQyEaw+r5laRhZ5qHduzfJtJ8XwSCj5jrtZgFUNvMJt+dyhJglsiwRRFpZv1bGoFKCnqPcUt03oEMxG4LBkrlp5xsr+3BksDYoyy8SnlEe82m2RN+wla8p1Xwa+t3rrmKvowmdAybYdOE3qJmG0WrEDbZT+LcDm3Dwf08HPbfrcjVuLG/VZByZFrlmv6X2Lj2qhF5N1+8pqi9EDry42hN+0lIDvLMlZokgMo31t/JU+GN/4i0j+kaNKDdq190UC5vWSxhQStB9JLQ6+WzUAo7m3MxfSu5+bxEk6PFi/1rYDbG5ITOBx/ZVYpF+CHc9VIFzz7YDALoO9OCyuAQ3btVOY2Otk/l3+Dy5NJSPurzwgdNagekYKvQD6BkIv0tV3XBkWSKI9LDmTUuhg4Rj+3khw77xXJTnjqV5VAtj0508NOHIE11zHvtfn7sMHSRc/3btWuhjZcv7V6GIDcOHHNhyIvfkzDTKGkvw0ssMRubH7W8y48qhq9j9Cx7Av/Mdof04ifBcs6tsu6scS0u0b2qttIyixxE+hXWqgrfxmr2MBJFWcktzsSLnMo6d5xHOfV47Ftkze6Ftfssy6OHHkb3Ry6pcOXQV/3F0K96z7DUsf4OG04pjRDAKeGPtOQCAzZRdFpelO5fghUcdGJNycfsOD558Wo8CNoqm++vTPbSM4ZpcZSf6JtAvl6KuJnohNS1QaXOhx20P+xy54Qgi/ayv6MOxwSVQZAW9YgnKiyI3lc0ETHYTmswXceRCftTjvvnei1DA8PVHalM0suRz9718SbRZIve6y1SaH1iOp390GZd9lXiydyt2lFG8Ujxck9/U5f1XAQB1K41pHsncVJb60OMvDRtsSW44gkg/69eI6JEXofXFy5iECeVZkIm9qXoQLaN1kEU57POtL17Gwxe248PNB1F9XVWKR5c8bv/UaujhR2G+9jfS8+HGT67F7z5/AjpIuOu27LKeJZtrcpVtb+EBmHUb7OkdSAxUVgIeWODoDC3oNlXBOyczWysQRDaw/iY7AOD5n/G2J+VVmZsJp7JpM4MTNlz8a2fY57/6//XCBC+++OtVKR5ZcrFX2/DcP53Ep3+Sve0/3vSdLeg/78AHH7kh3UPJKK5NsXSaxxQsvU77W8DKGm796jk+GPIcueEIIv2sfTN3Q/15Dy9iWL5Uu4VuY2XTXaUAgJanr4Y89/qj5/HYle341HUtKGssSfXQks7tX9iAmuuzx1oWjuLlRdTiJE6uTbF0WQc7c2REk9bK5XwC7jkbalkS/QGxRG44gkgbtiU2LDN0YPdIIwCgvD4vzSNaOKvvrYMJHrz8kgzRGxyD9aVPjqOAjeL//WZdmkZHEKnnmlxlL/VZUGcO3TFpkcpGLuh6LoZm2JAbjiC0wfryq/CB12wrX63drgCxojfp8YZFJ/DIxRtQaRnFJ9fuxpFfnMWeH5/A84Ob8Pk7T8BebUv3MAkiZVyTYql9rBhLC7Xb1HEmFWu5ObynKzTgcMoNR5Ylgkgr61fzKvsG+FBQa0/vYBLEoxfW48nPH8INFe347xNbsfl9q3DbJ1Zgka4PH//l5nQPjyBSyjW3yopeER3+StRVZUYmQE5+DorZEHp6Qy/VlBvOSJYlgkgn62/krrdyYTBrYkFy8ox403e24PHurejv8OJ/3rMXt5ScxE8+0wFLcebHZRFEPFxzjXS7W/ogogp1DZkjMCpzhtEzbAp5XJLIDUcQWmDdm2uALwDlJgeAzK9mPRt7tQ0f/MUN+GC6B0IQaeKasyy1H+AtTpausaZ5JLFTmTeGnvHQoFEpEHdJbjiCSC/Fy4tQo7+CyvzxdA+FIIgkcM1ZltpP8BYndVszJ+W1ssiDlqGakMcpG44gtMPjD08gr6Qs3cMgCCIJXHNi6dJFGQb4ULVJ+zWWVCrLZQycL4FvwgejdbrquBSI+dabrrnLSBCaY8O7V6Z7CARBJIlrziTR3p2DWkNPRgVFVy7hY+09MRD0eO9VblnKydN+2xaCIAiCyFSuPbE0YsdS21C6hxEXlXU8uLvn9OjUY+4hN/73cBPuKTuE3NLcdA2NIAiCILKea0osKbKCdk8F6ha50z2UuKhcxYu/9VyYmHrs4Y8ewbBShM9+1ZyuYREEQRDENcE1JZZG2kcxBhvqlirpHkpcVDYXAwB6LvPCd6JXxA+frMU26ylc9+GmdA6NIAiCILKea0oste/rBQAsXZVZ1pjCugLkwIuebi7ynvjcYVwWl+CzH3dnTQE8giAIgtAqGSmW/vSFQzjws1Nxv679GG9xUrepMNFDSipMx1Cp70fPoAGKrOD7/1OABsNl3PutTekeGkEQBEFkPRknlkSviC/9axFu/1AN9vz4RMyvGzw3hB8/kgcjJrH0hsyrsFtpcaDHkYtXfvg6jnlW4h/e2Q2dPuMuH0EQBEFkHBm32upNerz8mhVVxgHc+Yl6vPzdo3O+5vSTbdi8xoPXJ5bhl584mpF9jSrtLvS4CvD978ko1/Xj3f9GViWCIAiCSAUZJ5YAoGJ9OXYfy0e96Qru+cJqPPvVwxGPfeYrh7Ht/nJMygbseeQy3v5v21M40sRRWeLDZbEKLw1vxCdvOweTPbRXHEEQBEEQiScjxRIAlK4uwaunS9FouYT7v7UWf/zsQQDcTTfcNoJLu7rw3Tt34b5/3Ijllis4ckjBpveuSvOo509lFSBDgBXj+PBP16V7OARBEARxzZDRfTIK6wrw13M6vGH1Bbz1B5th/oELbuQCKAz8WYIHFr+Gh4+tzUjX20wqanIAAA9tOPr/t3f/MVKcdRzH359CaSotx1GgKT8K2BbNJVqKF1KTtpAgtNYfGJumEH+Q0oS01aRqjMGoiYYmilFTTRoNaSHW2B+2tRFqbUWU0ARsejRwFCgcbVAKKFdrlUQixX79Y57T7Xm3d7s3uzO3fl7JZOee2Z19Pvvc3X7vmZk9Js5aVGxnzMzM/o+M6mIJoO3SNn7dM4d1N2/n9Gloa4MJbaJt0himX34+H/jS+1vi8vqFqy7jpsd28sX7/P+nzMzMmkkR+X9AY2dnZ3R1deW+XzMzM7O8SdoVEZ2DbR+15yyZmZmZNYOLJTMzM7MqXCyZmZmZVeFiyczMzKwKF0tmZmZmVbhYMjMzM6vCxZKZmZlZFS6WzMzMzKpwsWRmZmZWxbCKJUk3SDoo6bCkNY3ulJmZmVlZDFksSRoD3At8EOgAVkjqaHTHzMzMzMpgODNLC4DDEfFKRJwBHgaWNbZbZmZmZuUwnGJpOnC04utXU5uZmZlZy8vtBG9JqyV1Serq7e3Na7dmZmZmhRpOsXQMmFnx9YzU9jYRsT4iOiOic8qUKXn1z8zMzKxQwymWngeukDRH0jhgObCpsd0yMzMzK4exQ90hIs5K+izwDDAG2BAR+xreMzMzM7MSGLJYAoiIp4CnGtwXMzMzs9JRROS/U6kX+EPuO67dZOC1ojvRYM7YGpyxNThja3DG1lBLxlkRMegJ1w0plspCUldEdBbdj0ZyxtbgjK3BGVuDM7aGPDP6f8OZmZmZVeFiyczMzKyKVi+W1hfdgSZwxtbgjK3BGVuDM7aG3DK29DlLZmZmZiPV6jNLZmZmZiMy6oolSRsknZT0YkXblZJ2StorabOkCal9nKSNqX2PpEUD7G9T5b7KIK+MkrZJOihpd1qmNj/NwHLMOE7SekmHJL0k6abmpxlYHhklXVgxfrslvSbpnkIC9ZPjGK5I7d2SnpY0uflpBpZjxltSvn2S1jU/yeAkzZT0O0n7U//uSu2TJG2R1JNu21O7JP1A0uGUaX7Fvlam+/dIWllUpv5yzvi0pDckPVlUnoHklVHSvPT9vS+131Jkrko5Zpwl6YX0O3WfpNuHfPKIGFULcB0wH3ixou15YGFaXwWsTeufATam9anALuCcisd9HHiwcl9lWPLKCGwDOovO0+CM3wDuTuvnAJOLzpZ3xn773AVcV3S2vPKRfTDuyb5xA74NfL3obDlnvAj4IzAlbfsxsLjobBV5LgHmp/ULgUNARxqLNal9DbAurd8I/AoQcDXwXGqfBLySbtvTenvR+fLMmLYtBj4CPFl0rgaN41zgirQ+DTgBTCw6X84ZxwHnpfULgCPAtGrPPepmliJiO/B6v+a5wPa0vgXom13oAH6bHncSeAPoBJB0AfAF4O7G9rh2eWUssxwzrgK+mba9FRGl+ZC1vMdR0lyyN+FnG9Pj2uSUT2kZL0nABOB4Qzteg5wyvhPoiYjedL/fVDymcBFxIiJeSOungAPAdGAZWWFHuv1YWl8GPBCZ3wMTJV0CXA9siYjXI+KvZK/NDc1LMrgcMxIRW4FTTez+sOSVMSIORURP2s9xsj9mBv2wxmbKMeOZiPhnus95DOMo26grlgaxj+xFAbgZmJnW9wAflTRW0hzgfRXb1gLfBf7RzI6OQD0ZATamqcavpTejMqspo6SJafvaNKX6qKSLm9rj2tU7jpD9E+tHIv05VFI15YuIN4E7gL1kRVIHcH9zu1yzWsfwMPAuSbMljSX7Rd5/bEtB0mzgKuA54OKIOJE2/Qno+9maDhyteNirqW2w9lIZYcZRIa+MkhaQzcK83Mj+1mOkGdMhve60fV0qDAfVKsXSKuBOSbvIpubOpPYNZC9OF3APsAP4l6R5wGUR8UTzu1q3mjKmbZ+IiPcA16blU83scB1qzTgWmAHsiIj5wE7gO03uc63qGcc+y4GHmtPNutX6s3guWbF0FdmUfzfw5Sb3uVY1ZUyzLHcAj5DNCh7hf8e2cGm2/XHgcxHx98ptqUAvc5E+LM44/IxpJu0nwK0R8VbuHR2BPDJGxNGIeC9wObByqD+0h/WPdMsuIl4ClsJ/DlV8KLWfBT7fdz9JO8iOcS4EOiUdIXsNpkraFhGLmtvz4asjIxFxLN2ekvQgsAB4oLk9H746Mv6FbGbw52nTo8BtTexyzeoZx/T1lcDYiNjV1A7XqI5889L2l1P7z8jOOSitOn8WNwObU/tqSlYspaL1ceCnEdH38/TndMjiRHrjPJnaj/H2mbEZqe0YsKhf+7ZG9rsWOWUstbwyKrto4ZfAV9Lhq9LIexwj4riyCziuBR4b7HlbYmZJ6SovSecAXwV+lL5+h6TxaX0JcDYi9kfEDyNiWkTMBq4BDpW5UILaM6ZDAZNT+7nAh4FSXfXXXx3jGGRvQIvSLhYD+5vd71rUmrHioSso/6xSPfmOAR2S+s6JWEJ2HkJp1TOGFY9pB+4E7iug6wNKh+fvBw5ExPcqNm0C+q5oWwn8oqL908pcDfwtHQJ5BlgqqT3lXJraCpdjxtLKK6OkccATZOf6DFo8FCHHjDMknZ/22U5WBxys+uRRgjPca1nI3jBOAG+STXnfBtxF9hfcIeBb/PfDNmenF+AA2UmVswbY32zKdzXciDMC48muxukmO8fi+8CYorPlPY7ALLKTbbuBrcClRWdrxPcq2ZVF7y46U4PG8PbU3k1W/F5UdLYGZHyIrJDfDywvOle/jNeQHbboBnan5Uayq/i2Aj0pz6R0fwH3kp3HspeKK27JDlEeTsutRWdrUMZngV7gdPqeuL7ofHlmBD6Zvt93Vyzzis6Xc8YlaR970u3qoZ7bn+BtZmZmVkVLHIYzMzMzaxQXS2ZmZmZVuFgyMzMzq8LFkpmZmVkVLpbMzMzMqnCxZGZmZlaFiyUzMzOzKlwsmZmZmVXxb2P4y+rfH9PIAAAAAElFTkSuQmCC\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'IGWI', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER INFIL" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'INFIL', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER LZET" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'LZET', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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rlVdrP/Asr/gsb21LgAPtQ6AjsEZTESux4hPoDAIdTb39rp/qt8+/Erg9M1iAzuChKBoKG+bMYAE6hxE6atqSHdeOvQflzZuesijdpy8wgwXoGAIdc2zJjuv+vQcDtzdJN60d1Oc3rG5dpwA0RaDjlPKuiPmADzUHmIoIdBUCHZKCz2ApO/eNZ+rRT1/a2k4BCIVAh7K5vG754ZhmPFjFnDAHuhOBnlBbsuN6YN+hwCEuSak+05euu4ASC9ClCPQECvvQU5LOPD2l//gnZrAA3YxAT5BsLq87dk/oxeNzj3+rJZNOsZEW0EMI9AQIG+SSlDIjzIEeQ6DHXDaX16YHx2ad39kMI3OgNxHoMTWflZ4Sc8uBXkagx9BN3/6FHn/2j6F+572s9AR6HoEeM9lcPnSYf+X6CxmRAzFAoMdE2GX7Ze9dO0iYAzFBoMdA2GX7ktSfSWvr+lWEORAjBHoPm890RIIciC8CvUdlc3ltemhM0zPB5rGccVqfvnjN+QQ5EGMEeg8p18mPTBXUZxZoHxamIQLJQaD3iOo6ebMwZ3EQkDyBzhQ1s3ea2aSZHTCzzTWu32xmR81sf+nrQ9F3NbnK29sGfejJsn0gmZqO0M0sJembkt4u6bCkX5rZLnd/uqrpD9z94y3oY6KVR+ZBt7lN95mG2eIWSKQgJZeLJR1w999Jkpl9X9JVkqoDHREKOq+8z6TyNi3MYAGSLUigD0g6VPHzYUmX1Gh3jZm9TdJvJP2rux+qbmBmGyVtlKTBwcHwvU2AMFMRqZMDqBTVQ9Hdkh5w9z+b2b9I+p6ky6obuft2SdslaWhoKOy+UbGWzeX12R+N65VXqZMDmJ8gD0XzkpZX/Hx26bVT3P0Fd/9z6cfvSHpLNN1Lhmwur1seHAsc5pl0Sl96D3VyALMFCfRfSjrXzM4xs9Ml3SBpV2UDMzur4sf1kp6Jrovxd8fuCc0E3K98oD/DyBxATU1LLu5+wsw+LmlEUkrSve4+YWafkzTq7rskfcLM1ks6IemPkm5uYZ9joXKRUJAop14OoBnzEKe+R2loaMhHR0c78t6dFnYzLWavACgzsyfcfajWNVaKdsDwyGTgMOfgCQBBEehtUFleWdafCbxnOWEOIAwCvcWqz/bMTxVkUs26ecpMJ921jA21AMwDgd5C2Vy+5kHNLs0JdR56AlgoAr0FgizbdxWnIJbLMIzIASwUgR6x6hJLPQP9GT2+ec5iWgCYNwI9ItlcXlt3TWiq0HwPFpO06fKVre8UgEQh0CMQZl65Sbpp7SDlFQCRI9DniePgAHQbAn0ewh4HZ5K+fP2FBDmAliLQQyofBxf0BCFKLADahUAPIexxcIsXpXX7lezBAqA9CPQQmu3BwkpPAJ1EoIdwpMFCIVZ6Aui0IAdcoGRZf6bm6xwHB6AbEOghbLp8pTLp1KzXOA4OQLeg5BJCObQrt8KlVg6gWxDoIW1YM0CAA+hKlFwAICYIdACIiUSWXKqPhKMODiAOEhfo1fuw5KcKunXnuCQR6gB6WuJKLrVWexamZzQ8MtmhHgFANGI/Qq8ur9Q7Fq7RKlAA6AWxDvRa5ZXqw5nL6q0CBYBeEeuSS63yiqu4pW2lTDrFkXAAel6sA71eGcVVPD3ISn9lHxYAcRDrkku9mvlAf0aPb76sAz0CgNaJ9Qi93mZalFcAxFGsR+hspgUgSWId6BKbaQFIjkAlFzN7p5lNmtkBM9tc4/oZZvaD0vV9ZrYi8p6qOA1x3Z17dM7mH2vdnXuUzeVb8TYA0JOaBrqZpSR9U9K7JJ0n6UYzO6+q2Qclvejufyfpy5K+GHVHy3PK81MFuV5bsk+oA0BRkBH6xZIOuPvv3P1VSd+XdFVVm6skfa/0/UOS/tHMqqd7LwhL9gGgsSCBPiDpUMXPh0uv1Wzj7ickHZP0V9V/kJltNLNRMxs9evRoqI7Wm1POkn0AKGrrtEV33+7uQ+4+tHTp0lC/W29pPkv2AaAoSKDnJS2v+Pns0ms125jZaZLeIOmFKDpYxpxyAGgsSKD/UtK5ZnaOmZ0u6QZJu6ra7JL0z6Xvr5W0x91r7YE1bxvWDGjb1atZsg8AdTSdh+7uJ8zs45JGJKUk3evuE2b2OUmj7r5L0j2S/tPMDkj6o4qhHznmlANAfYEWFrn7I5IeqXrttorv/0/SddF2DQAQRqz3cgGAJCHQASAmCHQAiAkCHQBiwiKeXRj8jc2OSvr9PH99iaQ/RNidXpHE+07iPUvcd5KEvec3u3vNlZkdC/SFMLNRdx/qdD/aLYn3ncR7lrjvTvejnaK8Z0ouABATBDoAxESvBvr2TnegQ5J430m8Z4n7TpLI7rkna+gAgLl6dYQOAKhCoANATHR1oHfL4dTtFuC+bzazo2a2v/T1oU70M0pmdq+ZPW9mT9W5bmb2tdLfk1+Z2UXt7mPUAtzzpWZ2rOJzvq1Wu15iZsvN7DEze9rMJszskzXaxPGzDnLfC/+83b0rv1TcqvdZSX8j6XRJY5LOq2rzUUl3l76/QdIPOt3vNt33zZK+0em+Rnzfb5N0kaSn6ly/QtJPJJmktZL2dbrPbbjnSyX9d6f7GfE9nyXpotL3r5f0mxr/fMfxsw5y3wv+vLt5hN4Vh1N3QJD7jh13/5mKe+nXc5Wk+7xor6R+MzurPb1rjQD3HDvu/py7P1n6/k+SntHcM4rj+FkHue8F6+ZAj+xw6h4T5L4l6ZrS/44+ZGbLa1yPm6B/X+LmrWY2ZmY/MbNVne5MlEol0jWS9lVdivVn3eC+pQV+3t0c6Khvt6QV7n6+pEf12v+lIF6eVHHfjgskfV1StrPdiY6ZvU7Sw5I+5e4vdbo/7dLkvhf8eXdzoHfF4dQd0PS+3f0Fd/9z6cfvSHpLm/rWSUH+eYgVd3/J3V8uff+IpLSZLelwtxbMzNIqhtoOd99Zo0ksP+tm9x3F593Ngd4Vh1N3QNP7rqonrlexHhd3uyS9vzQDYq2kY+7+XKc71Upm9qbyMyEzu1jFf197esBSup97JD3j7nfVaRa7zzrIfUfxeQc6U7QTvIsOp26ngPf9CTNbL+mEivd9c8c6HBEze0DFp/xLzOywpNslpSXJ3e9W8UzbKyQdkHRc0gc609PoBLjnayV9xMxOSCpIuiEGA5Z1kt4nadzM9pde+4ykQSm+n7WC3feCP2+W/gNATHRzyQUAEAKBDgAxQaADQEwQ6AAQEwQ6AMQEgQ4AMUGgA0BM/D8Rg14OWSswEAAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'LZET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERC" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PERC', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERO" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'PERO', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PERO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERS" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PERS', 'last')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PET, Monthly" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'PET', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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1syfd/YWIa8uFxoNl2QcaQKO2Qe3uv5H0m9rnr5nZSUmDkgjqJWq2cOXsuWntOHBckghrAJJCPkw0szWS1ks6Ekk1OXL7159tubpwesa1Z2S8xxUBSKrADxPN7K2SvifpTnd/tcnXt0vaLklDQ0NdKzBrypWqdjx+TE2m6xZ4JcSxWQCyLVBQm1lRsyG9z90PNrvG3fdK2itJw8PD4XYKyokwJ66s6i9FXA2AtAgy9WGSHpZ00t0fjL6k7Al7JFaxYCz/BjAnyB31RkmflDRmZsdqr93t7j+OrKqMCNrmmG/l8oK+9NF1PEgEMCfI1MfPNbuFBEKob+YfJqQ5XBZAM6xMjEC5UtVdjx0Ptak/IQ2gFYK6y+p30kFDennB9K9/dQ2tDgAtEdRdtmdkfO7swnY4uxBAEAT1EjSe/L1j89pA88+0OQCEQVB3qNnJ37sOjql/RVFnz01fdH3BTF/+GC0OAOGxH3WHmrU4pqZn5D57DNZ8pWKBkAbQMYK6Q61aHP87Na37t67TYH9JptkDZu/fylw0gM7R+ghgd3lMjx45pQu1QY5SsU+XlopzW5POt6q/xF7RALqKoG6j2VakU9MXNDV9QcU+0/SFN8fwOPkbQBQI6jYePdJ8K1JJeutblmnF8mUchwUgUgR1GxcWWbcyeW5alS/c1LtiAOQSDxOXgK1IAfQCQd1Gqdj6PxH9aAC9QFBrdvHKxgcO6aqdP9LGBw6pXKnOfe3+rVc3/Y90x/VD9KMB9ETue9StVhhKWjBm17hUnJAG0Cu5DOr5e3T0mV20093U9Iz2jIzPhTFz0QDilLugbryDbrUdKYfLAkiK3PWog25DykQHgKTIXVAHuVNmhSGAJMldULe6Uy6YsYkSgETKXY96x+a1C3rU0uwdNOEMIKlyF9SM2wFIm9wFtcS4HYB0yURQNzu7kCAGkBVtHyaa2TfM7IyZ/aIXBYVVn4uuTk7J9ebKwvnLwAEgzYJMffyHpA9HXEfHWp1duGdkPKaKAKC72ga1uz8t6Q89qKUjreaiWVkIICu6NkdtZtvNbNTMRicmJrr1bdtqNRfNykIAWdG1oHb3ve4+7O7DAwMD3fq2be3YvFalYmHBa6wsBJAlqZ/6YC4aQNalPqgl5qIBZFuQ8bz9kp6VtNbMXjazv42+LABAXds7anff1otCAADNJab1wepCAGguEUHd7txCAMizROxHzepCAGgtEUHN6kIAaC0RQc3qQgBoLRFBzepCAGgtEQ8TWV0IAK0lIqglVhcCQCuJaH0AAFojqAEg4QhqAEg4ghoAEo6gBoCEM3fv/jc1m5D0665/49Yul/T7Hv68qGTlfUjZeS+8j+TJyntpfB9/6u5Nj8eKJKh7zcxG3X047jqWKivvQ8rOe+F9JE9W3kuY90HrAwASjqAGgITLSlDvjbuALsnK+5Cy8154H8mTlfcS+H1kokcNAFmWlTtqAMisVAe1mX3DzM6Y2S/irmUpzGy1mf3MzF4wsxNm9pm4a+qEmb3FzP7bzI7X3sd9cde0FGZWMLOKmf0w7lqWwsxeMrMxMztmZqNx19MpM+s3swNm9kszO2lm74+7pk6Y2dra/4v6x6tmdueifybNrQ8z+6Ck1yV9293fG3c9nTKzKyRd4e7Pmdklko5K2uLuL8RcWihmZpJWuvvrZlaU9HNJn3H3wzGX1hEz+6ykYUlvc/db4q6nU2b2kqRhd0/17LGZfUvSf7n7Q2a2XNIKd5+MuawlMbOCpKqkDe7ecu1Jqu+o3f1pSX+Iu46lcvffuPtztc9fk3RSUur2fPVZr9d+W6x9pPJOwMyulPQRSQ/FXQskM7tU0gclPSxJ7n4+7SFdc4OkXy0W0lLKgzqLzGyNpPWSjsRcSkdq7YJjks5IetLdU/k+JH1F0uckXYi5jm5wST81s6Nmtj3uYjp0laQJSd+staMeMrOVcRfVBZ+QtL/dRQR1gpjZWyV9T9Kd7v5q3PV0wt1n3P1aSVdKus7MUteSMrNbJJ1x96Nx19IlH3D390m6WdI/1FqGabNM0vskfc3d10t6Q9LOeEtamlr75jZJj7e7lqBOiFpP93uS9rn7wbjrWaraP0t/JunDMZfSiY2Sbqv1dr8jaZOZPRJvSZ1z92rt1zOSnpB0XbwVdeRlSS/P+xfaAc0Gd5rdLOk5d/9duwsJ6gSoPYR7WNJJd38w7no6ZWYDZtZf+7wk6UZJv4y1qA64+y53v9Ld12j2n6aH3P2OmMvqiJmtrD2gVq1VcJOk1E1JuftvJZ02s/qJ1zdIStXD9ia2KUDbQ0rQmYmdMLP9kj4k6XIze1nSPe7+cLxVdWSjpE9KGqv1dyXpbnf/cXwldeQKSd+qPcnuk/SYu6d6tC0D3iXpidl7AS2T9Ki7/yTekjr2aUn7ai2DFyV9KuZ6Olb7S/NGSX8f6Po0j+cBQB7Q+gCAhCOoASDhCGoASDiCGgASjqAGgIQjqAEg4QhqAEg4ghoAEu7/AV4jDARWrRR0AAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SUPY" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'SUPY', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SURO" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'SURO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER TAET" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'TAET', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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mkNfvV6WtESlQ24MlCpN08/oh6uRASrBStM9EXSBUyAe665OXMCMHUoRA7wP1JwiFFVmYlQPpRaBnWLvtiIOc6wmkGoGeQQvpK7+FWTmQegR6xjSe6RmGBUJAdhDoGdPsTM9mWCAEZA8HXGRMlLM7OUEIyCZm6ClX38GyopBXYUkwb+2cdkQguwj0FGusl5cmywoGTEHONDV9doMiQQ5kH4GeMvUz8gGzOcv3p2ZchXygP3jnObOzdloRgf5AoKdEs1bEVnuxnCpP6eC2j3ZraAASgkBPgXZbEVcU8h0eEYAkosslBaK2Ikp0sAD9jBl6QrWz/0rOTDPu1MuBPkegJ1A7JZZ8kNO9168hxAEQ6ElSm5WXIiwOkmhFBHA2Aj0BthYn9KOxY5qJcICQSZRWADRFoPfYzd/9hZ779RuRrmX/FQDzoculh4rjpchhTvcKgDDM0LuscaVnFBw8ASAKAr1LiuMl3bHreZ2empl9rtVKzxo6WAC0g0DvguJ4SSOPH5qzYdZ88sEAYQ6gLQR6hxXHS7rt0UOhs/F6Gy46Xzu+eGUHRwUgiwj0DimOl3TX7sOaLIef68lKTwBxINA7oJ2Vnibp65++lBAHsGi0LXZAO5tp3bx+iDAHEAtm6B0Q5VxPlu0DiBuBHoPGcz3Pywcta+e0IgLoFAJ9geo30jJpdovb0mRZQc4UDJimGjZnWbok0LZrmZUD6AwCfQEab3o2NiROTbuWLgm05B2c6wmge0ID3cy+J+kTkl519w80ed0kfUvSNZJOS/ordz8Q90CToJ3tbSdPT2n8Ts71BNA9UWbo35d0v6SHW7z+cUkXV7/WSfpO9Z+Z0eyA5jCc6wmg20ID3d1/amar5rnkOkkPu7tL2mtmBTO7wN1fiWuQvbS1OKEde4+FHgNXj50RAfRCHH3og5KO133/cvW5Ocxss5ntM7N9J0+ejOFXd1ZxvBQ5zGv7Jg4W8nSxAOiJrt4UdfftkrZL0vDwcDuT3q5q9yg4trcFkARxBHpJ0sq67y+sPpdKHNAMIK3iCPTdkv7WzP5FlZuhp9JYP99anNDOseORd0VkpSeApInStrhT0lWSlpnZy5K2SQokyd0fkPSUKi2LR1VpW/xCpwbbKe2c62mq7L9yz6Y1nR0UALQpSpfLTSGvu6QvxzaiLttanGjrkGZq5QCSqq9Xita6WMJQKweQBn0d6KN7joS2JDIrB5AWfRPojScILV0ShK78vIVaOYAU6YtAL46XNPLYobN2PwwL8w0XnU+YA0iVvjixaHTPkTlb2dZYk+9vWT/EIc0AUqcvZujznSDkqtTJ2eYWQNplLtAbTw8a2bhaKwr5lsv4Bwt5PXf71V0eJQDEL1Mll9qy/dJkWa7K6UFbdk3oQ+9frmCgsbgiBTljV0QAmZGpQB/dc2TOHizlqWk9+9JJjX7qUhXywezzS5cEGr3hUsorADIjUyWXVrXyE5NlbVo7SHgDyLRUB3pjvfy8fDDbZ16P04MA9IPUBnrjNrelybKCnCkYsLNaFDk9CEC/SFWg18/IB8zmbHU7Ne1auiTQknecQxsigL6TmkBvnJG32rd88vSUxu/8aDeHBgCJkJoul2YdLM1QLwfQr1IT6POt9qyhXg6gn6Um0FvNvHNmMlVWfLJnOYB+lpoa+sjG1XMOb+bgCQD4vdQEei20G/dpIcwBoCI1gS6J1Z4AMI/U1NABAPMj0AEgIwh0AMgIAh0AMoJAB4CMMG+xJ0rHf7HZSUm/7ckvX7xlkl7r9SC6qN/er9R/77nf3q+U3vf8Pndf3uyFngV6mpnZPncf7vU4uqXf3q/Uf++5396vlM33TMkFADKCQAeAjCDQF2Z7rwfQZf32fqX+e8/99n6lDL5naugAkBHM0AEgIwh0AMgIAr0FM/uemb1qZr9q8bqZ2bfN7KiZPW9ml3d7jHGL8J6vMrNTZnaw+nVnt8cYJzNbaWbPmtkLZnbYzL7S5JrMfM4R32/WPuN3mdkvzexQ9T3f3eSad5rZI9XPeMzMVvVgqPFwd76afEn6M0mXS/pVi9evkfQTSSZpvaSxXo+5C+/5KklP9nqcMb7fCyRdXn38bkn/IelPsvo5R3y/WfuMTdK51ceBpDFJ6xuu+RtJD1Qf3yjpkV6Pe6FfzNBbcPefSnpjnkuuk/SwV+yVVDCzC7ozus6I8J4zxd1fcfcD1ce/k/SipMYN9zPzOUd8v5lS/dzern4bVL8aO0Guk/RQ9fHjkj5sZtalIcaKQF+4QUnH675/WRn/j6Pqyur/vv7EzC7p9WDiUv3f7LWqzODqZfJznuf9Shn7jM0sZ2YHJb0q6Wl3b/kZu/sZSackvaerg4wJgY52HFBlH4lLJf2TpGJvhxMPMztX0hOSbnX3t3o9nk4Leb+Z+4zdfdrdL5N0oaQrzOwDPR5SxxDoC1eStLLu+wurz2WWu79V+99Xd39KUmBmy3o8rEUxs0CVcNvh7ruaXJKpzzns/WbxM65x90lJz0r6WMNLs5+xmZ0j6TxJr3d1cDEh0Bdut6TPVbsg1ks65e6v9HpQnWRm763VFs3sClX+/KTyD75U6WCR9KCkF939Gy0uy8znHOX9ZvAzXm5mherjvKSPSHqp4bLdkj5ffXyDpGe8eoc0bVJ1SHQ3mdlOVe74LzOzlyVtU+WGitz9AUlPqdIBcVTSaUlf6M1I4xPhPd8g6UtmdkZSWdKNaf2DX7VB0mclTVRrrJJ0h6QhKZOfc5T3m7XP+AJJD5lZTpW/nB519yfN7GuS9rn7blX+kvuBmR1VpSngxt4Nd3FY+g8AGUHJBQAygkAHgIwg0AEgIwh0AMgIAh0AMoJAB4CMINABICP+H4D/mHOHJEYEAAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'TAET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER UZET" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'UZET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER UZI" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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OperationActivitysegmentFrequencyShapeStartStop
RCHRES_HYDR_001_4RCHRESHYDR1Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_021_4RCHRESHYDR21Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_022_4RCHRESHYDR22Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_023_4RCHRESHYDR23Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_011_4RCHRESHYDR11Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_024_4RCHRESHYDR24Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_031_4RCHRESHYDR31Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_071_4RCHRESHYDR71Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_043_4RCHRESHYDR43Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_041_4RCHRESHYDR41Monthly(108, 17)1993-11-012002-10-01
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" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape Start \\\n", - "RCHRES_HYDR_001_4 RCHRES HYDR 1 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_021_4 RCHRES HYDR 21 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_022_4 RCHRES HYDR 22 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_023_4 RCHRES HYDR 23 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_011_4 RCHRES HYDR 11 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_024_4 RCHRES HYDR 24 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_031_4 RCHRES HYDR 31 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_071_4 RCHRES HYDR 71 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_043_4 RCHRES HYDR 43 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_041_4 RCHRES HYDR 41 Monthly (108, 17) 1993-11-01 \n", - "\n", - " Stop \n", - "RCHRES_HYDR_001_4 2002-10-01 \n", - "RCHRES_HYDR_021_4 2002-10-01 \n", - "RCHRES_HYDR_022_4 2002-10-01 \n", - "RCHRES_HYDR_023_4 2002-10-01 \n", - "RCHRES_HYDR_011_4 2002-10-01 \n", - "RCHRES_HYDR_024_4 2002-10-01 \n", - "RCHRES_HYDR_031_4 2002-10-01 \n", - "RCHRES_HYDR_071_4 2002-10-01 \n", - "RCHRES_HYDR_043_4 2002-10-01 \n", - "RCHRES_HYDR_041_4 2002-10-01 " - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rchreskeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='RCHRES')]\n", - "rchreskeys[0:10]" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
1955182.86335182.86340.00000.0000
525755.3912755.3912-0.00000.0000
1934381.47274381.47300.00000.0000
50472021.945372021.95190.00000.0000
50219465.156219465.15910.00000.0000
952709.6678709.66800.00000.0000
0421649.16521649.1648-0.00000.0000
964754.5003754.50050.00000.0000
40124895.396524895.40350.00000.0000
0114362.42334362.42490.00000.0000
064659.7577659.7574-0.00000.0000
4214785.92634785.9245-0.00000.0000
40254092.238354092.2170-0.00000.0000
52127894.384827894.39570.00000.0000
50358696.613358696.5834-0.00010.0001
0432826.30082826.2993-0.00010.0001
431122787.2812122787.35030.00010.0001
5141164.70911164.7084-0.00010.0001
5132387.71952387.7180-0.00010.0001
4224786.96584786.9627-0.00010.0001
08210818.158210818.1500-0.00010.0001
54246246.496146246.4583-0.00010.0001
524502.1086502.1082-0.00010.0001
0411284.56181284.5606-0.00010.0001
0655130.60355130.5989-0.00010.0001
1011838.95951838.9578-0.00010.0001
307628905.2500628904.6303-0.00010.0001
201222791.8594222791.6388-0.00010.0001
09210395.042010395.0314-0.00010.0001
0457854.15677854.1480-0.00010.0001
4433280.68973280.6860-0.00010.0001
0014438.92584438.9206-0.00010.0001
051549.0590549.05970.00010.0001
0445409.58255409.5752-0.00010.0001
526534.6501534.6494-0.00010.0001
5018593.09188593.0796-0.00010.0001
44221559.509821559.54060.00010.0001
00215997.407215997.3832-0.00010.0001
4418057.06158057.0494-0.00020.0002
04616087.815416087.7906-0.00020.0002
0524096.20214096.1956-0.00020.0002
510737.4306737.4294-0.00020.0002
311567.3906567.3896-0.00020.0002
41113728.829113728.8047-0.00020.0002
523520.5114520.51230.00020.0002
306427589.5625427588.7750-0.00020.0002
1076026.49516026.4840-0.00020.0002
500897.5441897.5425-0.00020.0002
54119720.740219720.7013-0.00020.0002
404214783.8281214784.26460.00020.0002
2316698.25786698.2442-0.00020.0002
42329856.003929856.06510.00020.0002
405241551.7031241552.21360.00020.0002
081894.3212894.32310.00020.0002
2338076.36728076.3495-0.00020.0002
2414744.51424744.5037-0.00020.0002
505142266.2656142266.58460.00020.0002
408282911.0625282911.71190.00020.0002
2326702.08546702.0697-0.00020.0002
2434841.02644841.0147-0.00020.0002
06150.780950.7808-0.00020.0002
407254031.4219254032.03470.00020.0002
2424738.84034738.8287-0.00020.0002
5118180.42588180.4057-0.00020.0002
52242176.175842176.28190.00030.0003
0912232.94342232.9375-0.00030.0003
506180278.1719180278.65840.00030.0003
406252074.4375252075.12520.00030.0003
0313580.31983580.3100-0.00030.0003
1032069.97312069.9670-0.00030.0003
10913218.149413218.1088-0.00030.0003
1021839.22421839.2185-0.00030.0003
40389014.484489014.76320.00030.0003
5128044.95468044.9289-0.00030.0003
2127844.98937845.01480.00030.0003
010124638.4375124638.0076-0.00030.0003
1042070.18122070.1739-0.00030.0003
008109942.2969109941.8991-0.00040.0004
305417478.4688417476.9523-0.00040.0004
009110430.3828110429.9814-0.00040.0004
1063680.53323680.5196-0.00040.0004
1089737.87409737.8358-0.00040.0004
1052075.32712075.3186-0.00040.0004
063298.5320298.53320.00040.0004
00783588.648483588.2946-0.00040.0004
301168875.0625168874.3195-0.00040.0004
304437196.8750437194.9168-0.00040.0004
00667333.710967333.3843-0.00050.0005
192438.8760438.87830.00050.0005
19416856.970716857.06230.00050.0005
00546529.046946528.7898-0.00060.0006
0214114.19094114.1670-0.00060.0006
53117607.769517607.87530.00060.0006
00329524.980529524.7953-0.00060.0006
00433555.156233554.9251-0.00070.0007
90432689.837932689.6056-0.00070.0007
202225417.1562225418.95080.00080.0008
0232359.88962359.8698-0.00080.0008
0722016.15102016.1322-0.00090.0009
204232862.0000232864.75230.00120.0012
203224703.8750224706.53470.00120.0012
024218.4370218.43980.00130.0013
205234785.3594234788.74850.00140.0014
302160585.4531160583.0851-0.00150.0015
0257859.83507859.7125-0.00160.0016
303150679.0156150676.4391-0.00170.0017
206261748.9688261753.67350.00180.0018
06258.455858.45710.00220.0022
207205014.4062205019.82370.00260.0026
0223784.81743784.7093-0.00290.0029
071333.4920333.4770-0.00450.0045
2116395.64216396.13280.00770.0077
22310950.780310951.64990.00790.0079
2279763.13189763.93440.00820.0082
1917558.62167559.51050.01180.0118
2224994.42684995.35780.01860.0186
2215000.51125001.44450.01870.0187
1909016.99519018.73640.01930.0193
2256016.86826018.11280.02070.0207
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "195 5182.8633 5182.8634 0.0000 0.0000\n", - "525 755.3912 755.3912 -0.0000 0.0000\n", - "193 4381.4727 4381.4730 0.0000 0.0000\n", - "504 72021.9453 72021.9519 0.0000 0.0000\n", - "502 19465.1562 19465.1591 0.0000 0.0000\n", - "952 709.6678 709.6680 0.0000 0.0000\n", - "042 1649.1652 1649.1648 -0.0000 0.0000\n", - "964 754.5003 754.5005 0.0000 0.0000\n", - "401 24895.3965 24895.4035 0.0000 0.0000\n", - "011 4362.4233 4362.4249 0.0000 0.0000\n", - "064 659.7577 659.7574 -0.0000 0.0000\n", - "421 4785.9263 4785.9245 -0.0000 0.0000\n", - "402 54092.2383 54092.2170 -0.0000 0.0000\n", - "521 27894.3848 27894.3957 0.0000 0.0000\n", - "503 58696.6133 58696.5834 -0.0001 0.0001\n", - "043 2826.3008 2826.2993 -0.0001 0.0001\n", - "431 122787.2812 122787.3503 0.0001 0.0001\n", - "514 1164.7091 1164.7084 -0.0001 0.0001\n", - "513 2387.7195 2387.7180 -0.0001 0.0001\n", - "422 4786.9658 4786.9627 -0.0001 0.0001\n", - "082 10818.1582 10818.1500 -0.0001 0.0001\n", - "542 46246.4961 46246.4583 -0.0001 0.0001\n", - "524 502.1086 502.1082 -0.0001 0.0001\n", - "041 1284.5618 1284.5606 -0.0001 0.0001\n", - "065 5130.6035 5130.5989 -0.0001 0.0001\n", - "101 1838.9595 1838.9578 -0.0001 0.0001\n", - "307 628905.2500 628904.6303 -0.0001 0.0001\n", - "201 222791.8594 222791.6388 -0.0001 0.0001\n", - "092 10395.0420 10395.0314 -0.0001 0.0001\n", - "045 7854.1567 7854.1480 -0.0001 0.0001\n", - "443 3280.6897 3280.6860 -0.0001 0.0001\n", - "001 4438.9258 4438.9206 -0.0001 0.0001\n", - "051 549.0590 549.0597 0.0001 0.0001\n", - "044 5409.5825 5409.5752 -0.0001 0.0001\n", - "526 534.6501 534.6494 -0.0001 0.0001\n", - "501 8593.0918 8593.0796 -0.0001 0.0001\n", - "442 21559.5098 21559.5406 0.0001 0.0001\n", - "002 15997.4072 15997.3832 -0.0001 0.0001\n", - "441 8057.0615 8057.0494 -0.0002 0.0002\n", - "046 16087.8154 16087.7906 -0.0002 0.0002\n", - "052 4096.2021 4096.1956 -0.0002 0.0002\n", - "510 737.4306 737.4294 -0.0002 0.0002\n", - "311 567.3906 567.3896 -0.0002 0.0002\n", - "411 13728.8291 13728.8047 -0.0002 0.0002\n", - "523 520.5114 520.5123 0.0002 0.0002\n", - "306 427589.5625 427588.7750 -0.0002 0.0002\n", - "107 6026.4951 6026.4840 -0.0002 0.0002\n", - "500 897.5441 897.5425 -0.0002 0.0002\n", - "541 19720.7402 19720.7013 -0.0002 0.0002\n", - "404 214783.8281 214784.2646 0.0002 0.0002\n", - "231 6698.2578 6698.2442 -0.0002 0.0002\n", - "423 29856.0039 29856.0651 0.0002 0.0002\n", - "405 241551.7031 241552.2136 0.0002 0.0002\n", - "081 894.3212 894.3231 0.0002 0.0002\n", - "233 8076.3672 8076.3495 -0.0002 0.0002\n", - "241 4744.5142 4744.5037 -0.0002 0.0002\n", - "505 142266.2656 142266.5846 0.0002 0.0002\n", - "408 282911.0625 282911.7119 0.0002 0.0002\n", - "232 6702.0854 6702.0697 -0.0002 0.0002\n", - "243 4841.0264 4841.0147 -0.0002 0.0002\n", - "061 50.7809 50.7808 -0.0002 0.0002\n", - "407 254031.4219 254032.0347 0.0002 0.0002\n", - "242 4738.8403 4738.8287 -0.0002 0.0002\n", - "511 8180.4258 8180.4057 -0.0002 0.0002\n", - "522 42176.1758 42176.2819 0.0003 0.0003\n", - "091 2232.9434 2232.9375 -0.0003 0.0003\n", - "506 180278.1719 180278.6584 0.0003 0.0003\n", - "406 252074.4375 252075.1252 0.0003 0.0003\n", - "031 3580.3198 3580.3100 -0.0003 0.0003\n", - "103 2069.9731 2069.9670 -0.0003 0.0003\n", - "109 13218.1494 13218.1088 -0.0003 0.0003\n", - "102 1839.2242 1839.2185 -0.0003 0.0003\n", - "403 89014.4844 89014.7632 0.0003 0.0003\n", - "512 8044.9546 8044.9289 -0.0003 0.0003\n", - "212 7844.9893 7845.0148 0.0003 0.0003\n", - "010 124638.4375 124638.0076 -0.0003 0.0003\n", - "104 2070.1812 2070.1739 -0.0003 0.0003\n", - "008 109942.2969 109941.8991 -0.0004 0.0004\n", - "305 417478.4688 417476.9523 -0.0004 0.0004\n", - "009 110430.3828 110429.9814 -0.0004 0.0004\n", - "106 3680.5332 3680.5196 -0.0004 0.0004\n", - "108 9737.8740 9737.8358 -0.0004 0.0004\n", - "105 2075.3271 2075.3186 -0.0004 0.0004\n", - "063 298.5320 298.5332 0.0004 0.0004\n", - "007 83588.6484 83588.2946 -0.0004 0.0004\n", - "301 168875.0625 168874.3195 -0.0004 0.0004\n", - "304 437196.8750 437194.9168 -0.0004 0.0004\n", - "006 67333.7109 67333.3843 -0.0005 0.0005\n", - "192 438.8760 438.8783 0.0005 0.0005\n", - "194 16856.9707 16857.0623 0.0005 0.0005\n", - "005 46529.0469 46528.7898 -0.0006 0.0006\n", - "021 4114.1909 4114.1670 -0.0006 0.0006\n", - "531 17607.7695 17607.8753 0.0006 0.0006\n", - "003 29524.9805 29524.7953 -0.0006 0.0006\n", - "004 33555.1562 33554.9251 -0.0007 0.0007\n", - "904 32689.8379 32689.6056 -0.0007 0.0007\n", - "202 225417.1562 225418.9508 0.0008 0.0008\n", - "023 2359.8896 2359.8698 -0.0008 0.0008\n", - "072 2016.1510 2016.1322 -0.0009 0.0009\n", - "204 232862.0000 232864.7523 0.0012 0.0012\n", - "203 224703.8750 224706.5347 0.0012 0.0012\n", - "024 218.4370 218.4398 0.0013 0.0013\n", - "205 234785.3594 234788.7485 0.0014 0.0014\n", - "302 160585.4531 160583.0851 -0.0015 0.0015\n", - "025 7859.8350 7859.7125 -0.0016 0.0016\n", - "303 150679.0156 150676.4391 -0.0017 0.0017\n", - "206 261748.9688 261753.6735 0.0018 0.0018\n", - "062 58.4558 58.4571 0.0022 0.0022\n", - "207 205014.4062 205019.8237 0.0026 0.0026\n", - "022 3784.8174 3784.7093 -0.0029 0.0029\n", - "071 333.4920 333.4770 -0.0045 0.0045\n", - "211 6395.6421 6396.1328 0.0077 0.0077\n", - "223 10950.7803 10951.6499 0.0079 0.0079\n", - "227 9763.1318 9763.9344 0.0082 0.0082\n", - "191 7558.6216 7559.5105 0.0118 0.0118\n", - "222 4994.4268 4995.3578 0.0186 0.0186\n", - "221 5000.5112 5001.4445 0.0187 0.0187\n", - "190 9016.9951 9018.7364 0.0193 0.0193\n", - "225 6016.8682 6018.1128 0.0207 0.0207" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"SURLI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER AGWO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.845972Z", + "iopub.status.idle": "2024-04-26T01:35:43.846210Z", + "shell.execute_reply": "2024-04-26T01:35:43.846120Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.846112Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"AGWO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.846660Z", + "iopub.status.idle": "2024-04-26T01:35:43.846906Z", + "shell.execute_reply": "2024-04-26T01:35:43.846811Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.846802Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"AGWO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER BASET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.847322Z", + "iopub.status.idle": "2024-04-26T01:35:43.847494Z", + "shell.execute_reply": "2024-04-26T01:35:43.847412Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.847405Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"BASET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.848003Z", + "iopub.status.idle": "2024-04-26T01:35:43.848272Z", + "shell.execute_reply": "2024-04-26T01:35:43.848184Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.848176Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"BASET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### PERLND PWATER CEPE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.848686Z", + "iopub.status.idle": "2024-04-26T01:35:43.849024Z", + "shell.execute_reply": "2024-04-26T01:35:43.848932Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.848924Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"CEPE\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.849809Z", + "iopub.status.idle": "2024-04-26T01:35:43.850060Z", + "shell.execute_reply": "2024-04-26T01:35:43.849976Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.849969Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"CEPE\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IFWI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.850516Z", + "iopub.status.idle": "2024-04-26T01:35:43.850688Z", + "shell.execute_reply": "2024-04-26T01:35:43.850605Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.850597Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"IFWI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.851228Z", + "iopub.status.idle": "2024-04-26T01:35:43.851426Z", + "shell.execute_reply": "2024-04-26T01:35:43.851335Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.851326Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"IFWI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IFWO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.852108Z", + "iopub.status.idle": "2024-04-26T01:35:43.852309Z", + "shell.execute_reply": "2024-04-26T01:35:43.852224Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.852216Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"IFWO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.852734Z", + "iopub.status.idle": "2024-04-26T01:35:43.852957Z", + "shell.execute_reply": "2024-04-26T01:35:43.852872Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.852864Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"IFWO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IGWI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.853370Z", + "iopub.status.idle": "2024-04-26T01:35:43.853604Z", + "shell.execute_reply": "2024-04-26T01:35:43.853517Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.853509Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"IGWI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.854003Z", + "iopub.status.idle": "2024-04-26T01:35:43.854166Z", + "shell.execute_reply": "2024-04-26T01:35:43.854088Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.854081Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"IGWI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER INFIL" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.854682Z", + "iopub.status.idle": "2024-04-26T01:35:43.854926Z", + "shell.execute_reply": "2024-04-26T01:35:43.854826Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.854818Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"INFIL\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.855409Z", + "iopub.status.idle": "2024-04-26T01:35:43.855726Z", + "shell.execute_reply": "2024-04-26T01:35:43.855641Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.855633Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"INFIL\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER LZET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.856126Z", + "iopub.status.idle": "2024-04-26T01:35:43.856345Z", + "shell.execute_reply": "2024-04-26T01:35:43.856263Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.856256Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"LZET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.856760Z", + "iopub.status.idle": "2024-04-26T01:35:43.857007Z", + "shell.execute_reply": "2024-04-26T01:35:43.856924Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.856916Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"LZET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERC" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.857386Z", + "iopub.status.idle": "2024-04-26T01:35:43.857622Z", + "shell.execute_reply": "2024-04-26T01:35:43.857539Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.857531Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PERC\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.858004Z", + "iopub.status.idle": "2024-04-26T01:35:43.858307Z", + "shell.execute_reply": "2024-04-26T01:35:43.858222Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.858214Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PERC\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.858716Z", + "iopub.status.idle": "2024-04-26T01:35:43.858983Z", + "shell.execute_reply": "2024-04-26T01:35:43.858893Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.858884Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PERO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.859477Z", + "iopub.status.idle": "2024-04-26T01:35:43.859702Z", + "shell.execute_reply": "2024-04-26T01:35:43.859620Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.859613Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PERO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERS" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.860117Z", + "iopub.status.idle": "2024-04-26T01:35:43.860302Z", + "shell.execute_reply": "2024-04-26T01:35:43.860221Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.860214Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PERS\", \"last\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.860772Z", + "iopub.status.idle": "2024-04-26T01:35:43.860939Z", + "shell.execute_reply": "2024-04-26T01:35:43.860860Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.860852Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PERS\", \"last\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PET, Monthly" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.861396Z", + "iopub.status.idle": "2024-04-26T01:35:43.861615Z", + "shell.execute_reply": "2024-04-26T01:35:43.861535Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.861527Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.862060Z", + "iopub.status.idle": "2024-04-26T01:35:43.862328Z", + "shell.execute_reply": "2024-04-26T01:35:43.862226Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.862218Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER SUPY" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.862867Z", + "iopub.status.idle": "2024-04-26T01:35:43.863039Z", + "shell.execute_reply": "2024-04-26T01:35:43.862958Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.862951Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"SUPY\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.863473Z", + "iopub.status.idle": "2024-04-26T01:35:43.863705Z", + "shell.execute_reply": "2024-04-26T01:35:43.863618Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.863609Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"SUPY\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER SURO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.864128Z", + "iopub.status.idle": "2024-04-26T01:35:43.864354Z", + "shell.execute_reply": "2024-04-26T01:35:43.864269Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.864262Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"SURO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.864747Z", + "iopub.status.idle": "2024-04-26T01:35:43.864919Z", + "shell.execute_reply": "2024-04-26T01:35:43.864837Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.864830Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"SURO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER TAET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.865786Z", + "iopub.status.idle": "2024-04-26T01:35:43.866013Z", + "shell.execute_reply": "2024-04-26T01:35:43.865922Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.865915Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"TAET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.866610Z", + "iopub.status.idle": "2024-04-26T01:35:43.866912Z", + "shell.execute_reply": "2024-04-26T01:35:43.866829Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.866821Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"TAET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER UZET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.867488Z", + "iopub.status.idle": "2024-04-26T01:35:43.867738Z", + "shell.execute_reply": "2024-04-26T01:35:43.867623Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.867612Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"UZET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.868270Z", + "iopub.status.idle": "2024-04-26T01:35:43.868491Z", + "shell.execute_reply": "2024-04-26T01:35:43.868396Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.868387Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"UZET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER UZI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.869255Z", + "iopub.status.idle": "2024-04-26T01:35:43.869476Z", + "shell.execute_reply": "2024-04-26T01:35:43.869389Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.869381Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"UZI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.870047Z", + "iopub.status.idle": "2024-04-26T01:35:43.870331Z", + "shell.execute_reply": "2024-04-26T01:35:43.870259Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.870252Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"UZI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RCHRES" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.870703Z", + "iopub.status.idle": "2024-04-26T01:35:43.870841Z", + "shell.execute_reply": "2024-04-26T01:35:43.870777Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.870771Z" + }, + "scrolled": true + }, + "outputs": [], + "source": [ + "rchreskeys = summary[(summary.Frequency == \"Monthly\") & (summary.Operation == \"RCHRES\")]\n", + "rchreskeys[0:10]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.871228Z", + "iopub.status.idle": "2024-04-26T01:35:43.871367Z", + "shell.execute_reply": "2024-04-26T01:35:43.871301Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.871294Z" } - ], + }, + "outputs": [], "source": [ - "delta = monthlyoutflow(rchreskeys, 'ROVOL')\n", + "delta = monthlyoutflow(rchreskeys, \"ROVOL\")\n", "delta" ] }, @@ -5967,166 +4787,51 @@ }, { "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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mean60604.266860604.42350.00090.0013
std109767.5969109767.69130.00390.0038
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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.872349Z", + "iopub.status.idle": "2024-04-26T01:35:43.872486Z", + "shell.execute_reply": "2024-04-26T01:35:43.872420Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.872414Z" } - ], + }, + "outputs": [], "source": [ - "delta['Percent diff'].hist()" + "delta[\"Percent diff\"].hist()" ] }, { "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST RCHRES SEGMENT IS 225\n" - ] + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.872968Z", + "iopub.status.idle": "2024-04-26T01:35:43.873179Z", + "shell.execute_reply": "2024-04-26T01:35:43.873114Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.873108Z" } - ], + }, + "outputs": [], "source": [ "rid = delta.index[-1]\n", - "print('WORST RCHRES SEGMENT IS', rid)" + "print(\"WORST RCHRES SEGMENT IS\", rid)" ] }, { @@ -6138,46 +4843,34 @@ }, { "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.873533Z", + "iopub.status.idle": "2024-04-26T01:35:43.873649Z", + "shell.execute_reply": "2024-04-26T01:35:43.873595Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.873590Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'IVOL', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"IVOL\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.874006Z", + "iopub.status.idle": "2024-04-26T01:35:43.874147Z", + "shell.execute_reply": "2024-04-26T01:35:43.874080Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.874073Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'IVOL', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"IVOL\", \"sum\")" ] }, { @@ -6189,46 +4882,34 @@ }, { "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.874476Z", + "iopub.status.idle": "2024-04-26T01:35:43.874599Z", + "shell.execute_reply": "2024-04-26T01:35:43.874542Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.874536Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'PRSUPY', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"PRSUPY\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.875225Z", + "iopub.status.idle": "2024-04-26T01:35:43.875369Z", + "shell.execute_reply": "2024-04-26T01:35:43.875310Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.875304Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'PRSUPY', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"PRSUPY\", \"sum\")" ] }, { @@ -6240,46 +4921,34 @@ }, { "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.875662Z", + "iopub.status.idle": "2024-04-26T01:35:43.875777Z", + "shell.execute_reply": "2024-04-26T01:35:43.875724Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.875718Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'ROVOL', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"ROVOL\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.876064Z", + "iopub.status.idle": "2024-04-26T01:35:43.876170Z", + "shell.execute_reply": "2024-04-26T01:35:43.876120Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.876115Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'ROVOL', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"ROVOL\", \"sum\")" ] }, { @@ -6291,46 +4960,34 @@ }, { "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.876421Z", + "iopub.status.idle": "2024-04-26T01:35:43.876523Z", + "shell.execute_reply": "2024-04-26T01:35:43.876475Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.876470Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'VOL', 'last')" + "plot(\"RCHRES\", rid, \"HYDR\", \"VOL\", \"last\")" ] }, { "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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rL0bEAwWP1RG21zV2nMv2Okl3Scp8xFehoY6IDyUt3o/xjKQfluV+jLaflvQzScO237H9zaJn6qDtkr6hhS2qU42vLxc9VIfcIOmY7V9oYUPlaESU6jC1kvq0pOO2X5P0iqTDEfFC1hdzCjkAJK7opQ8AwCoINQAkjlADQOIINQAkjlADQOIINQAkjlADQOL+HypKtIOyDe7YAAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.876805Z", + "iopub.status.idle": "2024-04-26T01:35:43.876905Z", + "shell.execute_reply": "2024-04-26T01:35:43.876857Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.876852Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'VOL', 'last')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"VOL\", \"last\")" ] }, { @@ -6342,73 +4999,40 @@ }, { "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.877244Z", + "iopub.status.idle": "2024-04-26T01:35:43.877343Z", + "shell.execute_reply": "2024-04-26T01:35:43.877295Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.877290Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'VOLEV', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"VOLEV\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:35:43.877766Z", + "iopub.status.idle": "2024-04-26T01:35:43.877891Z", + "shell.execute_reply": "2024-04-26T01:35:43.877833Z", + "shell.execute_reply.started": "2024-04-26T01:35:43.877826Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'VOLEV', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"VOLEV\", \"sum\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -6422,7 +5046,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/tests/Calleg/HSPFresults_monthly/Run HSPF.ipynb b/tests/Calleg/HSPFresults_monthly/Run_HSPF.ipynb similarity index 99% rename from tests/Calleg/HSPFresults_monthly/Run HSPF.ipynb rename to tests/Calleg/HSPFresults_monthly/Run_HSPF.ipynb index 6017ea6a..386c67e3 100644 --- a/tests/Calleg/HSPFresults_monthly/Run HSPF.ipynb +++ b/tests/Calleg/HSPFresults_monthly/Run_HSPF.ipynb @@ -112,8 +112,9 @@ } ], "source": [ - "from HSP2tools import readHBN\n", "from HSP2 import versions\n", + "from HSP2tools import readHBN\n", + "\n", "versions()" ] }, @@ -123,10 +124,10 @@ "metadata": {}, "outputs": [], "source": [ - "wdmname = 'calleg.wdm'\n", - "uciname = 'calleg.uci'\n", - "HBN = 'hspf.h5'\n", - "hbnname = 'calleg.hbn'" + "wdmname = \"calleg.wdm\"\n", + "uciname = \"calleg.uci\"\n", + "HBN = \"hspf.h5\"\n", + "hbnname = \"calleg.hbn\"" ] }, { @@ -524,20 +525,13 @@ } ], "source": [ - "read_hdf(HBN,'SUMMARY')" + "read_hdf(HBN, \"SUMMARY\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -551,7 +545,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/tests/Calleg/notebooks-py2/Build and Run.ipynb b/tests/Calleg/notebooks-py2/Build and Run.ipynb deleted file mode 100755 index 8743a019..00000000 --- a/tests/Calleg/notebooks-py2/Build and Run.ipynb +++ /dev/null @@ -1,362 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "# HSP2 BUILD and RUN SIMULATION\n", - "\n", - "Place this Jupyter Notebook in a directory with one UCI and one or more WDM files." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "## Required Python Imports" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "import HSP2\n", - "import HSP2tools\n", - "\n", - "from glob import glob" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "HSP2tools.versions()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "## BUILD HDF5 FILE From UCI and WDM files" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "Get the name of the UCI file." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "uciname = glob('*.uci')[0]\n", - "uciname" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "Create HDF5 filename from the leading part of the UCI filename." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "HDFname = uciname.split('.')[0] + '.h5'\n", - "HDFname" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "!del {HDFname}" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "Create the HDF5 file filled with the UCI data" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "HSP2tools.readUCI(uciname, HDFname)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "HSP2tools.cleanup(HDFname)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "Add the timeseries data to the HDF5 file." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "wdmnames = glob('*.wdm')\n", - "wdmnames" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - }, - "scrolled": true - }, - "outputs": [], - "source": [ - "for name in wdmnames:\n", - " HSP2tools.ReadWDM(name, HDFname)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "deletable": true, - "editable": true - }, - "outputs": [], - "source": [ - "!rename {HDFname} temp.h5\n", - "!ptrepack temp.h5 {HDFname}\n", - "!del temp.h5" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "## RUN simulation" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "Get HDF5 filename (in case you didn't need to run the above)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "hdfname = glob('*.h5')[0]\n", - "hdfname" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "HSP2.run(hdfname,saveall=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "deletable": true, - "editable": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "%timeit HSP2.run(hdfname, saveall=True)" - ] - }, - { - "cell_type": "raw", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "Development note (SAVEALL = FALSE)\n", - "\n", - "SAVEALL = FALSE\n", - "2017-04-21 22:27:24.17 Run completed\n", - "1 loop, best of 3: 31.4 s per loop\n", - "Ratio of HSP2/HSPF 31.4/24.4 = 1.3\n", - "\n", - "SAVEALL = TRUE\n", - "2017-04-21 22:30:38.52 Run completed\n", - "1 loop, best of 3: 36.5 s per loop\n", - "Ratio of HSP2/HSPF 36.5/24.4 = 1.5" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.2" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/tests/Calleg/notebooks-py2/Build and Run.html b/tests/Calleg/notebooks-py2/Build_and_Run.html similarity index 100% rename from tests/Calleg/notebooks-py2/Build and Run.html rename to tests/Calleg/notebooks-py2/Build_and_Run.html diff --git a/tests/Calleg/notebooks-py2/Build_and_Run.ipynb b/tests/Calleg/notebooks-py2/Build_and_Run.ipynb new file mode 100755 index 00000000..6bfb6fc7 --- /dev/null +++ b/tests/Calleg/notebooks-py2/Build_and_Run.ipynb @@ -0,0 +1,524 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "# HSP2 BUILD and RUN SIMULATION\n", + "\n", + "Place this Jupyter Notebook in a directory with one UCI and one or more WDM files." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## Required Python Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.execute_input": "2024-04-26T01:48:10.243437Z", + "iopub.status.busy": "2024-04-26T01:48:10.243107Z", + "iopub.status.idle": "2024-04-26T01:48:10.246213Z", + "shell.execute_reply": "2024-04-26T01:48:10.245737Z", + "shell.execute_reply.started": "2024-04-26T01:48:10.243419Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "from glob import glob\n", + "\n", + "import HSP2\n", + "import HSP2tools\n", + "from HSP2.utilities import versions" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.execute_input": "2024-04-26T01:48:11.182429Z", + "iopub.status.busy": "2024-04-26T01:48:11.181849Z", + "iopub.status.idle": "2024-04-26T01:48:11.189802Z", + "shell.execute_reply": "2024-04-26T01:48:11.189330Z", + "shell.execute_reply.started": "2024-04-26T01:48:11.182411Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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version
Python3.10.14 | packaged by conda-forge | (main, Mar...
HSP20.11.0a1
numpy1.26.4
numba0.59.1
pandas2.2.2
osLinux-5.15.0-91-generic-x86_64-with-glibc2.35
processorx86_64
Date/Time2024-04-25 21:48:11
\n", + "
" + ], + "text/plain": [ + " version\n", + "Python 3.10.14 | packaged by conda-forge | (main, Mar...\n", + "HSP2 0.11.0a1\n", + "numpy 1.26.4\n", + "numba 0.59.1\n", + "pandas 2.2.2\n", + "os Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", + "processor x86_64\n", + "Date/Time 2024-04-25 21:48:11" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "versions()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## BUILD HDF5 FILE From UCI and WDM files" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Get the name of the UCI file." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.execute_input": "2024-04-26T01:48:16.797185Z", + "iopub.status.busy": "2024-04-26T01:48:16.796938Z", + "iopub.status.idle": "2024-04-26T01:48:16.809263Z", + "shell.execute_reply": "2024-04-26T01:48:16.808709Z", + "shell.execute_reply.started": "2024-04-26T01:48:16.797169Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "ename": "IndexError", + "evalue": "list index out of range", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[5], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m uciname \u001b[38;5;241m=\u001b[39m \u001b[43mglob\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m*.uci\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m 2\u001b[0m uciname\n", + "\u001b[0;31mIndexError\u001b[0m: list index out of range" + ] + } + ], + "source": [ + "uciname = glob(\"*.uci\")[0]\n", + "uciname" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Create HDF5 filename from the leading part of the UCI filename." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T01:45:40.180497Z", + "iopub.status.idle": "2024-04-26T01:45:40.180657Z", + "shell.execute_reply": "2024-04-26T01:45:40.180580Z", + "shell.execute_reply.started": "2024-04-26T01:45:40.180573Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "HDFname = uciname.split(\".\")[0] + \".h5\"\n", + "HDFname" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T01:45:40.181277Z", + "iopub.status.idle": "2024-04-26T01:45:40.181534Z", + "shell.execute_reply": "2024-04-26T01:45:40.181446Z", + "shell.execute_reply.started": "2024-04-26T01:45:40.181437Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "!del {HDFname}" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Create the HDF5 file filled with the UCI data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T01:45:40.182018Z", + "iopub.status.idle": "2024-04-26T01:45:40.182191Z", + "shell.execute_reply": "2024-04-26T01:45:40.182108Z", + "shell.execute_reply.started": "2024-04-26T01:45:40.182100Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "HSP2tools.readUCI(uciname, HDFname)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T01:45:40.182597Z", + "iopub.status.idle": "2024-04-26T01:45:40.182739Z", + "shell.execute_reply": "2024-04-26T01:45:40.182681Z", + "shell.execute_reply.started": "2024-04-26T01:45:40.182675Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "HSP2tools.cleanup(HDFname)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Add the timeseries data to the HDF5 file." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T01:45:40.183177Z", + "iopub.status.idle": "2024-04-26T01:45:40.183294Z", + "shell.execute_reply": "2024-04-26T01:45:40.183241Z", + "shell.execute_reply.started": "2024-04-26T01:45:40.183235Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "wdmnames = glob(\"*.wdm\")\n", + "wdmnames" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T01:45:40.183569Z", + "iopub.status.idle": "2024-04-26T01:45:40.183678Z", + "shell.execute_reply": "2024-04-26T01:45:40.183628Z", + "shell.execute_reply.started": "2024-04-26T01:45:40.183623Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "scrolled": true + }, + "outputs": [], + "source": [ + "for name in wdmnames:\n", + " HSP2tools.ReadWDM(name, HDFname)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T01:45:40.184025Z", + "iopub.status.idle": "2024-04-26T01:45:40.184126Z", + "shell.execute_reply": "2024-04-26T01:45:40.184078Z", + "shell.execute_reply.started": "2024-04-26T01:45:40.184073Z" + } + }, + "outputs": [], + "source": [ + "!rename {HDFname} temp.h5\n", + "!ptrepack temp.h5 {HDFname}\n", + "!del temp.h5" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## RUN simulation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Get HDF5 filename (in case you didn't need to run the above)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T01:45:40.184543Z", + "iopub.status.idle": "2024-04-26T01:45:40.184642Z", + "shell.execute_reply": "2024-04-26T01:45:40.184595Z", + "shell.execute_reply.started": "2024-04-26T01:45:40.184590Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "hdfname = glob(\"*.h5\")[0]\n", + "hdfname" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T01:45:40.184883Z", + "iopub.status.idle": "2024-04-26T01:45:40.184981Z", + "shell.execute_reply": "2024-04-26T01:45:40.184934Z", + "shell.execute_reply.started": "2024-04-26T01:45:40.184929Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "HSP2.run(hdfname, saveall=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T01:45:40.185177Z", + "iopub.status.idle": "2024-04-26T01:45:40.185282Z", + "shell.execute_reply": "2024-04-26T01:45:40.185234Z", + "shell.execute_reply.started": "2024-04-26T01:45:40.185229Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "%timeit HSP2.run(hdfname, saveall=True)" + ] + }, + { + "cell_type": "raw", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Development note (SAVEALL = FALSE)\n", + "\n", + "SAVEALL = FALSE\n", + "2017-04-21 22:27:24.17 Run completed\n", + "1 loop, best of 3: 31.4 s per loop\n", + "Ratio of HSP2/HSPF 31.4/24.4 = 1.3\n", + "\n", + "SAVEALL = TRUE\n", + "2017-04-21 22:30:38.52 Run completed\n", + "1 loop, best of 3: 36.5 s per loop\n", + "Ratio of HSP2/HSPF 36.5/24.4 = 1.5" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tests/Calleg/notebooks-py2/Test Migration of HSPF to HSP2.ipynb b/tests/Calleg/notebooks-py2/Test Migration of HSPF to HSP2.ipynb deleted file mode 100644 index 39c2feab..00000000 --- a/tests/Calleg/notebooks-py2/Test Migration of HSPF to HSP2.ipynb +++ /dev/null @@ -1,2719 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "This Jupyter Notebook Copyright 2017 by RESPEC, INC. All rights reserved." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Calleg TEST NOTEBOOK for HSP$^2$ \n", - "# Developed for Windows Plaform\n", - "\n", - "This Notebook will compare the results of running HSPF and HSP$^2$ for the basic hydrology (PWATER, IWATER, and HYDR) to confirm the proper calculations of HSP$^2$. This notebook requires HSPF to be installed and currently runs WinHSPF Lite from BASINS install C:\\BASINS41\\models\\HSPF\\bin\\WinHspfLt.exe. It is setup to run using the Calleguas example provided in the repo at " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Required Python imports and setup" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6898089a43ca40c1a0b91c8139bbf75f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "A Jupyter Widget" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import os\n", - "import site\n", - "site.addsitedir(os.getcwd().rsplit('\\\\',1)[0] + '\\\\') # adds your path to the HSP2 software.\n", - "\n", - "import shutil\n", - "import numpy as np\n", - "import pandas as pd\n", - "pd.options.display.max_rows = 18\n", - "pd.options.display.max_columns = 10\n", - "pd.options.display.float_format = '{:.2f}'.format # display 2 digits after the decimal point\n", - "\n", - "import HSP2\n", - "import HSP2tools\n", - "\n", - "import qgrid\n", - "# Tell qgrid to automatically render all DataFrames and Series as qgrids.\n", - "qgrid.enable()\n", - "# Disable automatic display so we can display DataFrames in the normal way\n", - "# qgrid.disable()\n", - "\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "HSP2tools.reset_tutorial() # make a new copy of the tutorial's data\n", - "HSP2tools.versions() # display version information below" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Setup paths to the necessary datafiles\n", - "This assumes the calleg.uci and calleg.wdm files are located in the current working directory for this Notebook. This will create the binary output file, calleg.hbn, along with a number of other standard HSPF outputs." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "wdmname = 'TutorialData/calleg.wdm'\n", - "uciname = 'TutorialData/calleg.uci'\n", - "hdfname = 'TutorialData/calleg.h5'\n", - "hbnname = 'TutorialData/calleg.hbn'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Run HSPF\n", - "\n", - "Using the Basins 4.1 WinHspfLt executable to run calleg.uci.\n", - "\n", - "This assumes the calleg.uci and calleg.wdm files are located in the current working directory for this Notebook. This will create the binary output file, calleg.hbn, along with a number of other standard HSPF outputs." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Wall time: 32.3 s\n" - ] - } - ], - "source": [ - "%time !C:\\BASINS41\\models\\HSPF\\bin\\WinHspfLt.exe {uciname}" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Run HSP$^2$\n", - "\n", - "This assumes the calleg.h5 file has been created. If not, the following lines can be used to create the HDF5 file (see Tutorial 4 for details.)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DONE\n", - "uciReader is Done\n", - "Processing WDM file TutorialData/calleg.wdm\n", - "/TIMESERIES/TS1169 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 EVAP\n", - "/TIMESERIES/TS187 H 1987-09-30T00:00:00 2002-10-01T00:00:00 131520 PREC\n", - "/TIMESERIES/TS242 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 PREC\n", - "/TIMESERIES/TS1171 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 EVAP\n", - "/TIMESERIES/TS234 H 1987-09-30T00:00:00 2002-10-01T00:00:00 131520 PREC\n", - "/TIMESERIES/TS249 H 1987-09-30T00:00:00 2002-10-01T00:00:00 131520 PREC\n", - "/TIMESERIES/TS193 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 PREC\n", - "/TIMESERIES/TS196 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 PREC\n", - "/TIMESERIES/TS154 H 1987-09-30T00:00:00 2002-10-01T00:00:00 131520 PREC\n", - "/TIMESERIES/TS227 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 PREC\n", - "/TIMESERIES/TS250 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 PREC\n", - "/TIMESERIES/TS141 H 1987-09-30T00:00:00 2002-10-01T00:00:00 131520 PREC\n", - "/TIMESERIES/TS49 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 PREC\n", - "/TIMESERIES/TS169 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 PREC\n", - "/TIMESERIES/TS188 H 1987-09-30T00:00:00 2002-10-01T00:00:00 131520 PREC\n", - "/TIMESERIES/TS1239 H 1987-10-01T00:00:00 2003-12-01T00:00:00 141720 EVAP\n", - "/TIMESERIES/TS194 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 PREC\n", - "/TIMESERIES/TS238 H 1987-09-30T00:00:00 2002-10-01T00:00:00 131520 PREC\n", - "/TIMESERIES/TS190 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 PREC\n", - "/TIMESERIES/TS175 H 1987-09-30T00:00:00 2002-10-01T00:00:00 131520 PREC\n", - "/TIMESERIES/TS259 H 1987-09-30T00:00:00 2002-10-01T00:00:00 131520 PREC\n", - "/TIMESERIES/TS177 H 1987-09-30T00:00:00 2002-10-01T00:00:00 131520 PREC\n", - "/TIMESERIES/TS6001 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 IRRIG\n", - "/TIMESERIES/TS402 M 1987-10-01T00:00:00 2003-11-01T00:00:00 193 PUMPOUT\n", - "/TIMESERIES/TS401 M 1987-10-01T00:00:00 2003-11-01T00:00:00 193 PUMPOUT\n", - "/TIMESERIES/TS6250 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 IRRIG\n", - "/TIMESERIES/TS6141 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 IRRIG\n", - "/TIMESERIES/TS6049 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 IRRIG\n", - "/TIMESERIES/TS6194 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 IRRIG\n", - "/TIMESERIES/TS6238 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 IRRIG\n", - "/TIMESERIES/TS6190 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 IRRIG\n", - "/TIMESERIES/TS6175 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 IRRIG\n", - "/TIMESERIES/TS6259 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 IRRIG\n", - "/TIMESERIES/TS6177 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 IRRIG\n", - "/TIMESERIES/TS2239 H 1987-10-01T00:00:00 2002-10-01T00:00:00 131496 EVAP\n", - "/TIMESERIES/TS403 M 1987-10-01T00:00:00 2003-11-01T00:00:00 193 PUMPIN\n", - "/TIMESERIES/TS404 M 1987-10-01T00:00:00 2003-11-01T00:00:00 193 PUMPIN\n", - "/TIMESERIES/TS406 M 1987-10-01T00:00:00 2003-11-01T00:00:00 193 PUMPIN\n", - "/TIMESERIES/TS407 M 1987-10-01T00:00:00 2003-11-01T00:00:00 193 PUMPIN\n", - "/TIMESERIES/TS405 M 1987-10-01T00:00:00 2003-11-01T00:00:00 193 PUMPIN\n", - "/TIMESERIES/TS325 D 1987-01-01T00:00:00 2003-09-07T00:00:00 6093 FLOW\n", - "/TIMESERIES/TS335 M 1987-01-01T00:00:00 2002-12-01T00:00:00 191 FLOW\n", - "/TIMESERIES/TS307 M 1980-01-01T00:00:00 2003-01-01T00:00:00 276 FLOW\n", - "/TIMESERIES/TS304 D 1987-01-01T00:00:00 2003-09-07T00:00:00 6093 FLOW\n", - "/TIMESERIES/TS301 D 1987-01-01T00:00:00 2002-12-01T00:00:00 5813 FLOW\n", - "/TIMESERIES/TS1311 D 1969-10-01T00:00:00 2002-10-01T00:00:00 12053 FLOW\n", - "/TIMESERIES/TS311 D 1969-10-01T00:00:00 2003-10-01T00:00:00 12418 FLOW\n", - "/TIMESERIES/TS303 D 1985-09-01T00:00:00 2003-10-01T00:00:00 6604 FLOW\n", - "/TIMESERIES/TS302 D 1987-10-01T00:00:00 2003-10-01T00:00:00 5844 FLOW\n", - "/TIMESERIES/TS305 D 1987-01-01T00:00:00 2002-10-23T00:00:00 5774 FLOW\n", - "Done with TutorialData/calleg.wdm\n" - ] - } - ], - "source": [ - "HSP2tools.makeH5()\n", - "HSP2tools.readUCI(uciname, hdfname)\n", - "HSP2tools.ReadWDM(wdmname, hdfname)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now run HSP$^2$ on the calleg watershed" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2018-01-06 08:26:33.16 Run Started for file TutorialData/calleg.h5\n", - "2018-01-06 08:26:33.22 Start 1993-10-01 00:00 Stop 2002-09-30 23:59\n", - "2018-01-06 08:26:35.24 Finished setup\n", - "2018-01-06 08:26:35.25 PERLND P011 DELT=60\n", - "2018-01-06 08:26:35.43 PERLND P012 DELT=60\n", - "2018-01-06 08:26:35.61 PERLND P013 DELT=60\n", - "2018-01-06 08:26:35.79 PERLND P014 DELT=60\n", - "2018-01-06 08:26:35.95 PERLND P015 DELT=60\n", - "2018-01-06 08:26:36.13 IMPLND I011 DELT=60\n", - "2018-01-06 08:26:36.19 PERLND P021 DELT=60\n", - "2018-01-06 08:26:36.35 PERLND P022 DELT=60\n", - "2018-01-06 08:26:36.52 PERLND P023 DELT=60\n", - "2018-01-06 08:26:36.69 PERLND P024 DELT=60\n", - "2018-01-06 08:26:36.85 PERLND P025 DELT=60\n", - "2018-01-06 08:26:37.02 IMPLND I021 DELT=60\n", - "2018-01-06 08:26:37.07 RCHRES R001 DELT=60\n", - "2018-01-06 08:26:37.47 PERLND P031 DELT=60\n", - "2018-01-06 08:26:37.65 PERLND P041 DELT=60\n", - "2018-01-06 08:26:37.84 PERLND P042 DELT=60\n", - "2018-01-06 08:26:38.01 PERLND P043 DELT=60\n", - "2018-01-06 08:26:38.17 IMPLND I041 DELT=60\n", - "2018-01-06 08:26:38.22 RCHRES R021 DELT=60\n", - "2018-01-06 08:26:38.36 RCHRES R022 DELT=60\n", - "2018-01-06 08:26:38.52 RCHRES R023 DELT=60\n", - "2018-01-06 08:26:38.67 PERLND P051 DELT=60\n", - "2018-01-06 08:26:38.85 PERLND P052 DELT=60\n", - "2018-01-06 08:26:39.01 PERLND P053 DELT=60\n", - "2018-01-06 08:26:39.18 PERLND P054 DELT=60\n", - "2018-01-06 08:26:39.34 PERLND P055 DELT=60\n", - "2018-01-06 08:26:39.51 IMPLND I051 DELT=60\n", - "2018-01-06 08:26:39.55 RCHRES R011 DELT=60\n", - "2018-01-06 08:26:39.98 RCHRES R024 DELT=60\n", - "2018-01-06 08:26:40.14 PERLND P061 DELT=60\n", - "2018-01-06 08:26:40.31 PERLND P062 DELT=60\n", - "2018-01-06 08:26:40.48 IMPLND I061 DELT=60\n", - "2018-01-06 08:26:40.53 PERLND P071 DELT=60\n", - "2018-01-06 08:26:40.70 PERLND P072 DELT=60\n", - "2018-01-06 08:26:40.87 PERLND P073 DELT=60\n", - "2018-01-06 08:26:41.03 PERLND P074 DELT=60\n", - "2018-01-06 08:26:41.21 PERLND P075 DELT=60\n", - "2018-01-06 08:26:41.38 IMPLND I071 DELT=60\n", - "2018-01-06 08:26:41.43 RCHRES R031 DELT=60\n", - "2018-01-06 08:26:41.71 RCHRES R071 DELT=60\n", - "2018-01-06 08:26:41.93 PERLND P081 DELT=60\n", - "2018-01-06 08:26:42.10 PERLND P082 DELT=60\n", - "2018-01-06 08:26:42.27 PERLND P083 DELT=60\n", - "2018-01-06 08:26:42.43 PERLND P084 DELT=60\n", - "2018-01-06 08:26:42.59 PERLND P085 DELT=60\n", - "2018-01-06 08:26:42.75 IMPLND I081 DELT=60\n", - "2018-01-06 08:26:42.80 PERLND P091 DELT=60\n", - "2018-01-06 08:26:42.98 RCHRES R043 DELT=60\n", - "2018-01-06 08:26:43.15 PERLND P101 DELT=60\n", - "2018-01-06 08:26:43.32 Message count 30 Message PWATER: Reduced AGWO value to available\n", - "2018-01-06 08:26:43.32 Message count 20285 Message PWATER: Reset AGWS to zero\n", - "2018-01-06 08:26:43.32 PERLND P102 DELT=60\n", - "2018-01-06 08:26:43.49 IMPLND I101 DELT=60\n", - "2018-01-06 08:26:43.54 RCHRES R041 DELT=60\n", - "2018-01-06 08:26:43.68 RCHRES R042 DELT=60\n", - "2018-01-06 08:26:43.88 RCHRES R044 DELT=60\n", - "2018-01-06 08:26:44.09 PERLND P111 DELT=60\n", - "2018-01-06 08:26:44.27 PERLND P112 DELT=60\n", - "2018-01-06 08:26:44.45 PERLND P113 DELT=60\n", - "2018-01-06 08:26:44.63 IMPLND I111 DELT=60\n", - "2018-01-06 08:26:44.68 RCHRES R045 DELT=60\n", - "2018-01-06 08:26:44.89 PERLND P121 DELT=60\n", - "2018-01-06 08:26:45.08 PERLND P122 DELT=60\n", - "2018-01-06 08:26:45.25 PERLND P123 DELT=60\n", - "2018-01-06 08:26:45.44 PERLND P124 DELT=60\n", - "2018-01-06 08:26:45.61 PERLND P125 DELT=60\n", - "2018-01-06 08:26:45.78 IMPLND I121 DELT=60\n", - "2018-01-06 08:26:45.83 RCHRES R002 DELT=60\n", - "2018-01-06 08:26:46.89 RCHRES R025 DELT=60\n", - "2018-01-06 08:26:47.32 RCHRES R003 DELT=60\n", - "2018-01-06 08:26:47.89 RCHRES R004 DELT=60\n", - "2018-01-06 08:26:48.34 RCHRES R904 DELT=60\n", - "2018-01-06 08:26:48.48 PERLND P131 DELT=60\n", - "2018-01-06 08:26:48.65 PERLND P132 DELT=60\n", - "2018-01-06 08:26:48.82 PERLND P133 DELT=60\n", - "2018-01-06 08:26:48.99 PERLND P134 DELT=60\n", - "2018-01-06 08:26:49.15 PERLND P135 DELT=60\n", - "2018-01-06 08:26:49.33 IMPLND I131 DELT=60\n", - "2018-01-06 08:26:49.38 RCHRES R061 DELT=60\n", - "2018-01-06 08:26:49.54 RCHRES R062 DELT=60\n", - "2018-01-06 08:26:49.73 RCHRES R063 DELT=60\n", - "2018-01-06 08:26:49.95 RCHRES R064 DELT=60\n", - "2018-01-06 08:26:50.22 RCHRES R964 DELT=60\n", - "2018-01-06 08:26:50.42 RCHRES R091 DELT=60\n", - "2018-01-06 08:26:50.69 PERLND P141 DELT=60\n", - "2018-01-06 08:26:50.86 PERLND P142 DELT=60\n", - "2018-01-06 08:26:51.02 PERLND P143 DELT=60\n", - "2018-01-06 08:26:51.18 PERLND P144 DELT=60\n", - "2018-01-06 08:26:51.33 PERLND P145 DELT=60\n", - "2018-01-06 08:26:51.49 IMPLND I141 DELT=60\n", - "2018-01-06 08:26:51.54 RCHRES R005 DELT=60\n", - "2018-01-06 08:26:53.15 RCHRES R046 DELT=60\n", - "2018-01-06 08:26:53.50 RCHRES R065 DELT=60\n", - "2018-01-06 08:26:53.92 RCHRES R072 DELT=60\n", - "2018-01-06 08:26:54.22 PERLND P151 DELT=60\n", - "2018-01-06 08:26:54.40 PERLND P152 DELT=60\n", - "2018-01-06 08:26:54.57 IMPLND I151 DELT=60\n", - "2018-01-06 08:26:54.61 RCHRES R051 DELT=60\n", - "2018-01-06 08:26:54.78 RCHRES R952 DELT=60\n", - "2018-01-06 08:26:54.95 RCHRES R052 DELT=60\n", - "2018-01-06 08:26:55.25 RCHRES R006 DELT=60\n", - "2018-01-06 08:26:55.50 RCHRES R081 DELT=60\n", - "2018-01-06 08:26:55.68 PERLND P161 DELT=60\n", - "2018-01-06 08:26:55.86 PERLND P162 DELT=60\n", - "2018-01-06 08:26:56.03 PERLND P163 DELT=60\n", - "2018-01-06 08:26:56.21 PERLND P164 DELT=60\n", - "2018-01-06 08:26:56.38 PERLND P165 DELT=60\n", - "2018-01-06 08:26:56.55 IMPLND I161 DELT=60\n", - "2018-01-06 08:26:56.59 RCHRES R101 DELT=60\n", - "2018-01-06 08:26:56.82 RCHRES R102 DELT=60\n", - "2018-01-06 08:26:56.98 RCHRES R103 DELT=60\n", - "2018-01-06 08:26:57.17 RCHRES R104 DELT=60\n", - "2018-01-06 08:26:57.33 RCHRES R105 DELT=60\n", - "2018-01-06 08:26:57.48 PERLND P171 DELT=60\n", - "2018-01-06 08:26:57.64 PERLND P172 DELT=60\n", - "2018-01-06 08:26:57.82 PERLND P173 DELT=60\n", - "2018-01-06 08:26:57.99 PERLND P174 DELT=60\n", - "2018-01-06 08:26:58.15 PERLND P175 DELT=60\n", - "2018-01-06 08:26:58.34 IMPLND I171 DELT=60\n", - "2018-01-06 08:26:58.39 PERLND P181 DELT=60\n", - "2018-01-06 08:26:58.56 PERLND P182 DELT=60\n", - "2018-01-06 08:26:58.73 PERLND P183 DELT=60\n", - "2018-01-06 08:26:58.89 PERLND P184 DELT=60\n", - "2018-01-06 08:26:59.06 PERLND P185 DELT=60\n", - "2018-01-06 08:26:59.23 Message count 1533 Message PWATER: Reduced AGWO value to available\n", - "2018-01-06 08:26:59.23 Message count 71712 Message PWATER: Reset AGWS to zero\n", - "2018-01-06 08:26:59.23 IMPLND I181 DELT=60\n", - "2018-01-06 08:26:59.27 RCHRES R107 DELT=60\n", - "2018-01-06 08:26:59.61 RCHRES R106 DELT=60\n", - "2018-01-06 08:26:59.89 RCHRES R108 DELT=60\n", - "2018-01-06 08:27:00.06 RCHRES R007 DELT=60\n", - "2018-01-06 08:27:00.35 RCHRES R082 DELT=60\n", - "2018-01-06 08:27:00.78 RCHRES R092 DELT=60\n", - "2018-01-06 08:27:01.19 RCHRES R008 DELT=60\n", - "2018-01-06 08:27:01.45 RCHRES R009 DELT=60\n", - "2018-01-06 08:27:01.67 RCHRES R109 DELT=60\n", - "2018-01-06 08:27:02.03 RCHRES R010 DELT=60\n", - "2018-01-06 08:27:02.39 PERLND P191 DELT=60\n", - "2018-01-06 08:27:02.58 PERLND P192 DELT=60\n", - "2018-01-06 08:27:02.75 PERLND P193 DELT=60\n", - "2018-01-06 08:27:02.90 PERLND P194 DELT=60\n", - "2018-01-06 08:27:03.07 PERLND P195 DELT=60\n", - "2018-01-06 08:27:03.23 IMPLND I191 DELT=60\n", - "2018-01-06 08:27:03.27 PERLND P201 DELT=60\n", - "2018-01-06 08:27:03.44 PERLND P202 DELT=60\n", - "2018-01-06 08:27:03.60 PERLND P203 DELT=60\n", - "2018-01-06 08:27:03.77 PERLND P204 DELT=60\n", - "2018-01-06 08:27:03.94 PERLND P205 DELT=60\n", - "2018-01-06 08:27:04.10 PERLND P206 DELT=60\n", - "2018-01-06 08:27:04.28 IMPLND I201 DELT=60\n", - "2018-01-06 08:27:04.33 PERLND P211 DELT=60\n", - "2018-01-06 08:27:04.50 PERLND P212 DELT=60\n", - "2018-01-06 08:27:04.67 PERLND P213 DELT=60\n", - "2018-01-06 08:27:04.83 PERLND P214 DELT=60\n", - "2018-01-06 08:27:04.99 PERLND P215 DELT=60\n", - "2018-01-06 08:27:05.14 PERLND P216 DELT=60\n", - "2018-01-06 08:27:05.33 IMPLND I211 DELT=60\n", - "2018-01-06 08:27:05.38 PERLND P221 DELT=60\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2018-01-06 08:27:05.55 PERLND P222 DELT=60\n", - "2018-01-06 08:27:05.71 PERLND P224 DELT=60\n", - "2018-01-06 08:27:05.87 PERLND P225 DELT=60\n", - "2018-01-06 08:27:06.03 PERLND P226 DELT=60\n", - "2018-01-06 08:27:06.21 IMPLND I221 DELT=60\n", - "2018-01-06 08:27:06.27 PERLND P231 DELT=60\n", - "2018-01-06 08:27:06.43 PERLND P232 DELT=60\n", - "2018-01-06 08:27:06.60 PERLND P234 DELT=60\n", - "2018-01-06 08:27:06.78 PERLND P235 DELT=60\n", - "2018-01-06 08:27:06.94 IMPLND I231 DELT=60\n", - "2018-01-06 08:27:06.99 PERLND P241 DELT=60\n", - "2018-01-06 08:27:07.16 PERLND P242 DELT=60\n", - "2018-01-06 08:27:07.35 PERLND P243 DELT=60\n", - "2018-01-06 08:27:07.51 PERLND P244 DELT=60\n", - "2018-01-06 08:27:07.66 PERLND P245 DELT=60\n", - "2018-01-06 08:27:07.84 IMPLND I241 DELT=60\n", - "2018-01-06 08:27:07.89 PERLND P251 DELT=60\n", - "2018-01-06 08:27:08.06 PERLND P252 DELT=60\n", - "2018-01-06 08:27:08.23 PERLND P253 DELT=60\n", - "2018-01-06 08:27:08.40 PERLND P254 DELT=60\n", - "2018-01-06 08:27:08.57 PERLND P255 DELT=60\n", - "2018-01-06 08:27:08.73 PERLND P256 DELT=60\n", - "2018-01-06 08:27:08.92 IMPLND I251 DELT=60\n", - "2018-01-06 08:27:08.97 PERLND P261 DELT=60\n", - "2018-01-06 08:27:09.15 PERLND P266 DELT=60\n", - "2018-01-06 08:27:09.35 PERLND P271 DELT=60\n", - "2018-01-06 08:27:09.53 PERLND P272 DELT=60\n", - "2018-01-06 08:27:09.71 PERLND P275 DELT=60\n", - "2018-01-06 08:27:09.87 PERLND P276 DELT=60\n", - "2018-01-06 08:27:10.06 IMPLND I271 DELT=60\n", - "2018-01-06 08:27:10.12 PERLND P281 DELT=60\n", - "2018-01-06 08:27:10.29 PERLND P282 DELT=60\n", - "2018-01-06 08:27:10.46 PERLND P283 DELT=60\n", - "2018-01-06 08:27:10.64 PERLND P285 DELT=60\n", - "2018-01-06 08:27:10.81 PERLND P286 DELT=60\n", - "2018-01-06 08:27:11 IMPLND I281 DELT=60\n", - "2018-01-06 08:27:11.04 PERLND P291 DELT=60\n", - "2018-01-06 08:27:11.21 PERLND P292 DELT=60\n", - "2018-01-06 08:27:11.38 PERLND P293 DELT=60\n", - "2018-01-06 08:27:11.55 PERLND P294 DELT=60\n", - "2018-01-06 08:27:11.73 PERLND P295 DELT=60\n", - "2018-01-06 08:27:11.91 PERLND P296 DELT=60\n", - "2018-01-06 08:27:12.13 IMPLND I291 DELT=60\n", - "2018-01-06 08:27:12.18 PERLND P301 DELT=60\n", - "2018-01-06 08:27:12.39 PERLND P302 DELT=60\n", - "2018-01-06 08:27:12.59 PERLND P303 DELT=60\n", - "2018-01-06 08:27:12.79 PERLND P304 DELT=60\n", - "2018-01-06 08:27:12.98 PERLND P305 DELT=60\n", - "2018-01-06 08:27:13.17 PERLND P306 DELT=60\n", - "2018-01-06 08:27:13.37 IMPLND I301 DELT=60\n", - "2018-01-06 08:27:13.42 RCHRES R201 DELT=60\n", - "2018-01-06 08:27:13.67 RCHRES R190 DELT=60\n", - "2018-01-06 08:27:13.88 RCHRES R202 DELT=60\n", - "2018-01-06 08:27:14.13 RCHRES R191 DELT=60\n", - "2018-01-06 08:27:14.38 RCHRES R203 DELT=60\n", - "2018-01-06 08:27:14.65 RCHRES R211 DELT=60\n", - "2018-01-06 08:27:14.83 RCHRES R212 DELT=60\n", - "2018-01-06 08:27:15.08 RCHRES R192 DELT=60\n", - "2018-01-06 08:27:15.32 Message count 1 Message HYDR: Solve converged to point outside valid range\n", - "2018-01-06 08:27:15.32 RCHRES R204 DELT=60\n", - "2018-01-06 08:27:15.63 RCHRES R221 DELT=60\n", - "2018-01-06 08:27:15.88 RCHRES R222 DELT=60\n", - "2018-01-06 08:27:16.04 RCHRES R223 DELT=60\n", - "2018-01-06 08:27:16.31 RCHRES R193 DELT=60\n", - "2018-01-06 08:27:16.52 RCHRES R205 DELT=60\n", - "2018-01-06 08:27:16.78 RCHRES R225 DELT=60\n", - "2018-01-06 08:27:17.02 RCHRES R194 DELT=60\n", - "2018-01-06 08:27:17.18 RCHRES R206 DELT=60\n", - "2018-01-06 08:27:17.44 RCHRES R227 DELT=60\n", - "2018-01-06 08:27:17.71 RCHRES R207 DELT=60\n", - "2018-01-06 08:27:17.98 RCHRES R231 DELT=60\n", - "2018-01-06 08:27:18.23 RCHRES R232 DELT=60\n", - "2018-01-06 08:27:18.39 RCHRES R233 DELT=60\n", - "2018-01-06 08:27:18.62 RCHRES R241 DELT=60\n", - "2018-01-06 08:27:18.88 RCHRES R242 DELT=60\n", - "2018-01-06 08:27:19.05 RCHRES R243 DELT=60\n", - "2018-01-06 08:27:19.27 RCHRES R301 DELT=60\n", - "2018-01-06 08:27:19.58 RCHRES R311 DELT=60\n", - "2018-01-06 08:27:19.77 RCHRES R302 DELT=60\n", - "2018-01-06 08:27:20.09 RCHRES R303 DELT=60\n", - "2018-01-06 08:27:20.36 RCHRES R401 DELT=60\n", - "2018-01-06 08:27:20.58 RCHRES R411 DELT=60\n", - "2018-01-06 08:27:20.81 RCHRES R402 DELT=60\n", - "2018-01-06 08:27:21.06 RCHRES R421 DELT=60\n", - "2018-01-06 08:27:21.28 RCHRES R422 DELT=60\n", - "2018-01-06 08:27:21.45 RCHRES R423 DELT=60\n", - "2018-01-06 08:27:21.68 RCHRES R403 DELT=60\n", - "2018-01-06 08:27:21.94 RCHRES R431 DELT=60\n", - "2018-01-06 08:27:22.18 RCHRES R404 DELT=60\n", - "2018-01-06 08:27:22.41 RCHRES R441 DELT=60\n", - "2018-01-06 08:27:22.64 RCHRES R443 DELT=60\n", - "2018-01-06 08:27:22.82 RCHRES R442 DELT=60\n", - "2018-01-06 08:27:23.08 RCHRES R405 DELT=60\n", - "2018-01-06 08:27:23.35 RCHRES R406 DELT=60\n", - "2018-01-06 08:27:23.61 RCHRES R407 DELT=60\n", - "2018-01-06 08:27:23.89 RCHRES R408 DELT=60\n", - "2018-01-06 08:27:24.15 RCHRES R195 DELT=60\n", - "2018-01-06 08:27:24.31 RCHRES R304 DELT=60\n", - "2018-01-06 08:27:24.59 RCHRES R305 DELT=60\n", - "2018-01-06 08:27:24.90 RCHRES R306 DELT=60\n", - "2018-01-06 08:27:25.14 RCHRES R500 DELT=60\n", - "2018-01-06 08:27:25.33 RCHRES R501 DELT=60\n", - "2018-01-06 08:27:25.62 RCHRES R513 DELT=60\n", - "2018-01-06 08:27:25.84 RCHRES R514 DELT=60\n", - "2018-01-06 08:27:26.04 RCHRES R502 DELT=60\n", - "2018-01-06 08:27:26.45 RCHRES R510 DELT=60\n", - "2018-01-06 08:27:26.69 RCHRES R511 DELT=60\n", - "2018-01-06 08:27:27.03 RCHRES R512 DELT=60\n", - "2018-01-06 08:27:27.34 RCHRES R503 DELT=60\n", - "2018-01-06 08:27:27.78 RCHRES R523 DELT=60\n", - "2018-01-06 08:27:28.00 RCHRES R524 DELT=60\n", - "2018-01-06 08:27:28.17 RCHRES R525 DELT=60\n", - "2018-01-06 08:27:28.38 RCHRES R526 DELT=60\n", - "2018-01-06 08:27:28.55 RCHRES R521 DELT=60\n", - "2018-01-06 08:27:28.86 RCHRES R522 DELT=60\n", - "2018-01-06 08:27:29.16 RCHRES R531 DELT=60\n", - "2018-01-06 08:27:29.42 RCHRES R504 DELT=60\n", - "2018-01-06 08:27:29.65 RCHRES R505 DELT=60\n", - "2018-01-06 08:27:29.90 RCHRES R506 DELT=60\n", - "2018-01-06 08:27:30.10 RCHRES R541 DELT=60\n", - "2018-01-06 08:27:30.32 RCHRES R542 DELT=60\n", - "2018-01-06 08:27:30.56 RCHRES R307 DELT=60\n", - "2018-01-06 08:27:30.80 Run completed\n", - "Run time is 0:00:57.686000\n", - "Wall time: 57.7 s\n" - ] - } - ], - "source": [ - "%time HSP2.run(hdfname, saveall=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Determine Available Calculated Results\n", - "\n", - "Now use Tim Cera's hspfbintoolbox.py to determine the available timeseries created by HSPF and stored into the HBN binary file." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "!ptrepack TutorialData\\calleg.h5 TutorialData\\packedCalleg.h5" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import hspfbintoolbox" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2c861b71ef514585a11668c801c8009a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "A Jupyter Widget" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "keys = sorted(hspfbintoolbox.catalog(hbnname).keys())\n", - "df_keys = pd.DataFrame(data=keys)\n", - "df_keys" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Automate checking IMPLNDs for SURO\n", - "\n", - "Extract the keys (calculated above) for IMPLD + IWATER + SURO. For each key, compute several columns. The final column shows the percent difference of the sum of the SURO for the entire run between HSPF and HSP2." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4c7e830bc2584e03ae686691378d0821", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "A Jupyter Widget" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "segments = []\n", - "for operation,segment,optype,variable,freq in keys:\n", - " if str(operation)=='IMPLND' and str(optype)=='IWATER' and str(variable)=='SURO' and freq==4:\n", - " segments.append(str(segment))\n", - "\n", - "dfimplnd = pd.DataFrame()\n", - "for seg in segments: \n", - " path = 'IMPLND,' + seg + ',IWATER,SURO'\n", - " hspf, units_flag = HSP2tools.get_HBNdata(hbnname, path)\n", - " hspf = hspf['M'].values\n", - "\n", - " path = '/RESULTS/IMPLND' + '_I' + '{:0>3s}'.format(str(seg)) + '/IWATER'\n", - " hsp2 = pd.read_hdf(hdfname, path)['SURO']\n", - " hsp2 = hsp2.resample('M').sum().values\n", - " \n", - " dfimplnd.at[seg, 'Max Diff'] = (hspf - hsp2).max()\n", - " dfimplnd.at[seg, 'Sum of HSPF'] = hspf.sum()\n", - " dfimplnd.at[seg, 'Sum of HSP2'] = hsp2.sum()\n", - " dfimplnd.at[seg, '%diff of Sum'] = 100.0 * (hspf.sum() - hsp2.sum()) / hspf.sum()\n", - " dfimplnd.at[seg, 'abs(%diff of Sum)'] = 100.0 * abs(hspf.sum() - hsp2.sum()) / hspf.sum()\n", - "\n", - "dfimplnd = dfimplnd.sort_values(by=['abs(%diff of Sum)'])\n", - "dfimplnd" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Look at the statistics for the percent difference column" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9e0ac187e7214313a58071c024cadbe9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "A Jupyter Widget" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dfimplnd['%diff of Sum'].describe()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "### Now look at the worst case\n", - "The IMPLND segments are ordered in assending \"abs(%diff of Sum)\", so the last entry is the worst case (by this measure.)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST IMPLND SEGMENT IS 211\n", - "%diff of the total SURO sum of -1.18090682797e-05\n" - ] - } - ], - "source": [ - "ils = dfimplnd.index[-1]\n", - "print 'WORST IMPLND SEGMENT IS', ils\n", - "print '%diff of the total SURO sum of', dfimplnd.loc[ils,'%diff of Sum']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Define a function to read HSPF and HSP2 data, and plot together for IMPLND" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def imp(ils, name, how='sum'): \n", - " # Use Tim Cera's HBN reader to get the HSPF data\n", - " path = 'IMPLND,' + str(ils) + ',IWATER,' + name\n", - " hspf, units_flag = HSP2tools.get_HBNdata(hbnname, path)\n", - " # There may be both monthly and annual timeseries available. Get the monthly timeseries.\n", - " hspf = hspf['M']\n", - " \n", - " # Now read the corresponding HSP2 data and comvert to monthly\n", - " path = '/RESULTS/IMPLND' + '_I' + '{:0>3s}'.format(str(ils)) + '/IWATER' \n", - " hsp2 = pd.read_hdf(hdfname, path)\n", - " if how == 'sum':\n", - " hsp2 = hsp2.resample('M').sum()\n", - " elif how == 'last':\n", - " hsp2 = hsp2.resample('M').last()\n", - " \n", - " hsp2 = hsp2[name]\n", - " \n", - " plt.figure(figsize=(16,8))\n", - " plt.plot(hspf.index, hspf, label='HSPF', color='r')\n", - " plt.plot(hsp2.index, hsp2, label='HSP2', color='b', linestyle='--')\n", - " plt.legend()\n", - " plt.title('IMPLND ' + 'I' + '{:0>3s}'.format(str(ils)) + ', IWATER ' + name)\n", - " \n", - " return hspf, hsp2" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "#### IMPLND IWATER SURO, Monthly" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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VLklSHThh3lJO4IuQOL7rWHJMDID0xly1ypIkqabZEVXdyGQgRbrYtUgkvHZL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\nU4BWEfUkhTYjjR/z3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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = imp(ils, 'SURO', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "#### IMPLND IWATER IMPEV, Monthly" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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QKtKLTQvX8NzqfWhb8Y7bpYiIC5qb4fkNtZxWuwyqq/s99/ijktzBTRTFlITy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\nSkUkxxRKRbqIRp2Pfp/t3P4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9KHV3/8ftsoa3X/8a/vIXt6sYdupWx1jDNComVObsOdTn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\nmzl34P7mZjY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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = imp(ils, 'IMPEV')" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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9YLosYcwy4G/bvr4OeMHbrqpEQK/vv21J4qe0BnuU1lnb9fgZuPs+dx/u7mPc\nfQyt1x1muHt5OOWmRJCfgzJaL65jZsNpXabZlNYqUyfI+98KXAZgZmfRGu4701plP5ER4d62hn4r\nsAJ4A3jc3deZ2V1mNqNt2H8BJ5rZRuDrQLdb5TJNwPe/CBgCPGFmr5lZ4h/6jBbwM4i0gJ/BCmCX\nma0HVgLz3H1XOBUnV8D3/w3gK2a2FngUuDlCk7w+0R2qIiIRlBEzdxER6RuFu4hIBCncRUQiSOEu\nIhJBCncRkQhSuIuIRJDCXUQkghTuIiIR9P8BrveuNrUsxK8AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### IMPLND IWATER PET, Monthly" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Z+M01nRDg2KNneDgo2KhrlD1RxfCjqvDZX7bSFhYNv/hFv20uuyqYk1gL27YN\ncXTDhyScoseBbK2AStohz+uRsVqPeUONf+8h5AqbDS76+td8wMkDttu4P4GLeZXCbP0PmEKzLyeY\niWTBuHGDtq2xRfEtC6kskI3ExfD2T8ttLJ+sv5z+9JkBvB1yAVPD8zwYle/KPWAjmUICx6dy/eX1\nFJJEQG21t8Ma0Ww2eOaFUBYFfM2sO/VthdJbQABEBjVT16xvWrkQQ2nHTx0c9/6NrJ72qNY70o+2\n9Fl8z3zKNvhv4StJOEWP+GArf+ZW5sztuxFzRKT2fUOtJJzOqq2F18qPJ0uZPGA7y1htO5qqYkk4\nHfWLmK+5IPYTCAkZtK1ljBEAa7FUAxbDlyFU5ZeNT5ExtU33ObGxcGbkJ4zCf6duuSKvOIhU8iAx\nEUtqJEkUo9TKCKcrSkrgQP0ozp2ZCVFRTl0jKqSFupbB7+1CDLU3HsknkA7OuC7JbpvCZgtH8T3/\nWxc6hJENL5Jwih7JLfu5lUdJmTeqz3GLBRYEbyKiU6YfOstq1b6aTQNPc7OM1n6hVpXJ+itH3Rr0\nGL+e+6OutubkroSzTP+DvBBDrWx/PZtaptEaa/9B5lAtLfBxwEnklevb41D0lVsVxdjwSggK4kCN\nmT9wFwU5cj92RXycjT3BMznv6EKnrxEZ2kZdm/8+rIvhSVXhzQ8jODbwS+LOs782OTUVIoOa2JZl\nHLrghhlJOEWPfV9XUEjSYXNqx46Fb8ZdxNKoTV6KbOSr7pqRFWMZ+J+cpaveTVWl7A/piKZGldp9\nZTBpkq72Zos2am+tkHVuYvh67/UmjmATlcYU3efU1sKJFS/zwYF0D0bmm1QVTjd9wfFjtA3aC6oj\nuIc/kJUT5OXIRrag6gqmtO8gboqOgm52fHbhCzyv/tKNUQnhuk3ftHGgfhTnH5kDBoPddgEBMGt0\nOVutY/12n3VJOEWPa/82jbN5S+uKOVREBNTXD3lMvsJaqo2kmeMGLnrQk3BalQHbib7ef6UWU0Mh\nuyKO1NU+Lg6OMGzH2CJVasXwVZqrPZiMmmTSfY6xqwO9qckTEfk2RYGnA2/iovlZAJjM2iNSdZV0\nTLniy3er+SvX0Zmkv+PkUKMTFaLbK6FVlpuI4eP9p3IIpo0zbho7aNuMaR1sZwa2HbuGILLhRxJO\n0eNAeQRphpKDTyxdVBVm7P0PT2Se6KXIRr72mkYsVGIePfCUoKgo+H7eb7gs/K0hisw37PtRW2M1\nbn6crvZxcfDD7Gv4heFTT4YlhEtKCzuIpYLg5PjBG3fpvn03tkhFT0e1NrTTUVSmTetB2z8PoKZa\nZpy44u3/BXEXDxI4zvmE879RPB89AAAgAElEQVQ5GTzOTVBX58bIhHDNfQEPsDV6CabTlwzadtai\nKOqJIufTbM8HNgxJwikAaG+H/AYzabGH38wVBXJaRlNQr7+XXfS1fG4plcSRPsgsN0WB+WmVxNYd\nGJrAfETW7g6SKcA4w4F92sxm2YdTDGulZRBPGST0v7dbfwIDITSgjaZWSTgd9dozNRjUJnIjpgNg\n6vqVV1Mnj0quKCiAFPIhxfmEc82+iTzGbyXhFMNKwBefMfXUCRA8eAXl5ZfFsj7sRBILvh+CyIYf\nuYsKQPuF0EkgaWP632szMriFhlZZx+K0nqpB5kGb/rd2Ke+VzPdwQL4lKy+ESUpWz8iEHsu3Psgt\n2Vd7MCohXFNSGUKCUnZwqE0nY2CrJJxOyN3VgI0AEmfGAtpKkgA6qamXRyVX5JeFkhJY5PDPcW9R\n0Qp1REnCKYaNrT+2s6LsAfLMs3W1H50UwDGz6wnbqa+4oa+Ru6gA4MBeLdFMm9R/UhkR0kZ9q1SI\nc9bfX4vkYl7WlXA+tnsZT9RfqW1eJnTZVxnDxKhyCNLfKVLcFsvexjEejEoI1zwy61XuiX1Wqzjh\ngLcXP8X1xuc9FJXvysvuJJFiQiZoI3EBAVCx/ArujXrCy5GNbPk1UaRE1mhTeJwUZQqknkhsNZJw\niuFh+8Y6/sEK2mITdZ/zeey5vLZporZWzc9IwikAmGEq4DUuYOb8/qtsRRraaWiXhNNZP+wwsp4l\nunp4LdGdVGGBGtn7TQ+bDR6MfZLz07c5dJ45oh1rZxS0ydYoYnhaxAYWj81z+Lyfj89nUsduD0Tk\n2/KKAhlLHow52BFlHhVEUK1MvXdWUxNUtkWTEutaFavImCBUAmgsb3RTZEK4pmhfAwBJU6N1n/PP\nkuXc3nwv5OZ6KKrhSxJOAUB8XRYX8Abmmcn9vr5kXD6zOrf4Za+MO1TXgBmrrhFOi1nVEk5ZX6hL\nADZ+Xf0QSxY4Vr3QbOrEivngnjVCDCMtLfBu5hSKTVMdPvfzqpmsr5vjgah8W15lOKlhZRB6sHP1\nmbzlPFN+thejGtmMRqiPS+M3C39y6TpRsdoe1XXl/rmlhBh+inLaMVGNcfxo3edkHBlCASlYN/hf\npVpJOAUAX33czBZmH7YHZ7fHzvqaP3C31Np3krU2iBiqIXrwnjBLnEIVFtRKSTj1KNxcxq7mcXSO\n17cHZzezGS2x715fK8Qwkp8PZ+Q8xhcdixw+957vl/Ng02+lg9BBv47/L+ek/NDn2Du5s3mt7Syt\nsp5wXGsrERU5RE0Y5dJlLrtUpRkDiYFlbgpMCNcUFUMSRZCof0ptxvHav4Ntn1V6KqxhSxJOAcBv\nX5vLnQF/sl8NMSJC+yp7cTqlujEYc3C9VkJyEJb4YFox0FQsU2r1+MfTLcxkOx1pjiWcc6e3sogN\nknCKYam0qBOAhCTHi/8YDTaaCJMkyUG32P7M6XPy+xwzRdqoJgZqa70U1cj2xX8quZU/0zCq/85s\nvUJjIzHQilIvazjF8GBrbmWckgexsbrPmXWktmxt25ZOT4U1bEnCKQA4YDWRFlVltzjF7R8uYhZb\noaFhiCPzDQnBViYYi3W1/dUVHRSQTFh9uYej8g37dncyljxCp01w6LwVFzfzFufI1GUxLJXu1+61\nCan9r6sfiNGg0ki4zEhxQF11J4X5NmwpqX2Om0xQg0nW1Dtp/Sdt/B83E5qW5NJ18iqM3MiT7Nzv\n+L8HITzhvSMf5v2x1zlUDCs+HhIM1ezMDfdgZMOTJJyC6mqobo8kLcH+w0kLYeSSKiOcTlo3+zYe\nnfCcrrbm8TEkU0RAtSRCemQVhDIxIBuS+19/bFf3eloZ4RTDUHfCGZ/m+IOJMUylCSM0SoEVvf73\nci1jOnPZZ5jZ57gpRtESTlnr7ZSCnA4SKSZ4nIP350PU1ik8xQ3sLYpwU2RCuKioCJIc70jZdNOr\nrGq4yO86sSThFOQc0Nb5pI2zv94nMlqhgQjUehnhdEp1te49yEqaovmDcjd79zlfQt5fqCpkVZmZ\naKpweOuIz3aOIoEStu6Q/QpdUlkJRx4JF15I4WP/pi5T30i+GFhpXitBtGOeMHihsUOFhyMjnA7K\n26lN1Rw7u+/nHRMXSDvBtFfKlFpn5BcFkkK+4x2Ch4iK0r7W1cq6ZE8qzm1j98ubvR3GsFdeDif9\ncD/rg493+NykYyYQiA22OVZZf6SThFNwYLuWRKZNC7PbJiI6CBuBtFjlAcZRFRWwYOszfNByrK72\n1bUB3KM+wE/7Iz0c2chXUQF1HeFMTGp2+NwQUzhlJFBZ2uGByPzHbSuqmfvDM6gffMjtv2vDkh7H\n4vBNPHj0h/zw5Ld01ss9wxnXHrWFzziWgEQ76+oHcMe52XzESZJwOiA3q4NRlBE2qe/evLf/poFW\nQglukBFOZ+RXhjMmtAIMrk2Fjez6dVhXLx2xnpQ0LoRpl86FkhJvhzKs5eeprG1aTF2k4yOc+6Pn\ncjV/Z98njm95NZJJwik4PjWLDfyMyfPtV1CNNAcBUF8hJckdVVEB37XMpt4Qp6u9xaJ9laWFg4sI\n6+T9oDP4xQLHK76ZLdqDi7VcEk5XbNsZiIqCkp/Hb146iluXbqY5KJJ7vjmRI29awNHRO+Ccc6Ri\nqoOS2w6wmA32C7kNIC0NZrFdptQ6IK8wQNuDMyWlz/HA2BgUkCm1TlBVaGgNIiXG9UI/PQlnozy2\nelJYYCtL+UybuSLsKsrSOvMSxzm+P327KY7nuJrvvvKvPcDlX64gujyLn/E1YempdtukTwvkIl4h\noEmm1Dqq2qo9aHcnOIPpXlpYVS3/PAdjrMznlI53STvC4vC5PZ+zVXrMXbGnOIr0sDyIjmbBJRP4\n42dH8WPtZMrzW3njjm3cOOtLeOsteWB30BtfJvC14diDFcIdsKMkllWskNFlB+RVGBkbUqrNR+5l\nT2kMV/AC+7LkPuEoRYHitEX8aeH7Ll8rJASMgS20NkvHladUVkJzZygn8RHUSTXggRTt0T6fpMmO\n358nTYKwgBa2ZvpXASx5ohW8/l8Dn3AcjBtnt83PTwjmFS4hFun1cpS1WJvuGRMfoqt9cDBEBTVS\nVa+vvT/79r1yPuVYmDjR4XN7agbVyhpOZzU0QH5jLOmjDy9+EDsmjPMemsUFK7tG6KQ4k0N+98Up\nvBi8wqlzP9kezzWsorHav3rQXfHA2Be4OvXjw45Xt4SxmivIKQjyQlQjnKpCfj6BY11bv9mt4czL\neDDqEbdcSxxuyzfaDLb3OI2WCikQOZDi7GYC6WBUuuOd3YGBMH1UOdsqk/xq6ypJOAX3fHQUz4f+\n5rCe3T66e9llWxSHVRdqowzmBP0JpMXQSFWT/TW1QvPYSxau5RmnEs7QULg46XMm2/Z4IDL/sDdT\nG22YOtn+nmIPfHwksVRIwukAmw3KWqJJiHZ8bTJAeLSWHDXVSMKp13mtL3HczMO3ojLFaCObNVbb\nUIc04n25pp4LGv9BSfQUt1xPiY6SkTcP+mltGQAbWUR1iSyfGoixrZr5/EBginPb/WSkt7FVnYm6\nJ9PNkQ1fknD6uc5OyK23kBY7cAW+TdtDCKeBtdtGD1FkviNSreMIfsAyxqj7nC2XPcVq26UejMo3\nZBWEMSkwG0Y793P58tLVnG37t5uj8h9htaVczotkLLA/NSgowkAVsbSU+lcJeFdUVUGnGkiCxbne\nb2NXwikjnPpUVqh8m5NAU+Lhe/maTNrXmmqZyumon76q5w0uIGSse54b/rjnDP5c+Uu3XEsc7uYp\na7iPewGoK5eEcyB3zvmYbzgaEhOdOn/2z8IxUUPNt/7T4S0Jp58rLIQONYi05IEfbAwGaCKchjrp\n5XXUGbNz+YEjMSXrn+tvSgonqLVRqkwOQFUhq9rCRHOVQxsv92E2o1bJyJuzpnbu4EWuJG3xGLtt\nzKO1ogrVBTI7Qq/uApHxCc79XBtN2mfeVCcFsfT4/L+1LGxbT7ZxxmGvde9mVVMnj0uOyt/XgpFG\nzFMdL3zVn8+K0vmg/Xitp1y4XeBPm5gbpiVAtZXSWTWgoiLt5hDm3Ey0a+6OIzt0GjFZP7g5sOFL\n7qB+7sA+7YEkbeLA69i6Z9TWy7R+x3VPJTTr30/vrdx53M0DUqp2AMXF0NRpYGKy8z2xp669lsUN\nH/jVOgp3sv6YjQqQnm63jSVZ+4VcVSQ95nqV5msPewnJzq0bNJq06fuScOqTu6NrD86Mw/dKNhgg\nLrgGtVl+fh2Vn6+SQj7K2JTBG+sQGd5JHVHyIOIBVitc87+TyE1dAkCdVZL6gSx8/Xr+Zvid0+cr\nwUEwYwZs3erGqIY3STj93IFNWjKUNmvgPR+7S5I3SJV9h/121WRO5T2HEs6vCsbxV66XhHMAWXu0\nh+mJU5y/jYUaA6jCIhVUnbTg0TO4MOQtiLO/5Y95jLY23FoqPeZ6LZ5USiaTmTvbuRkli44NIZPJ\nzIrOdW9gPipvXxsxWIlKP3w9lqJA+RlXc7vxKS9ENrLll4YwRika8P7giKhIVUs4ZR2n2235tpVV\n1nNpS9KKR9ZVS8JpT2MjfFs9hboI56bTdvt1w6Nc9/UFfrNlmCScfu7y2dvIZSxj5gz8C6FnhFP2\nwHJYZoGREkYfnJulgyU+kFpMdJTLdE97jkrI5ScyOGqx4/tgdTPHoCWcktg7rK0NsmtjGT+qYcAp\nzeMmBnFV8Gos7aVDF9wIZ6gpZTL7MI517kE9IlJhsrEQQ5s8mOuRl69oe3COHdt/A5MJamQNsqMi\nbXVMjSqEAPc8N0RFKdQTKSOcHrD5Q61g0CUX2agbM43TYzd6OaLhq7hY+5qU4FpSXhI0hi9ajvKb\nPU8le/Bzgdn7GEs+gemTBmwXGgpXJ61hVtDuIYrMd1jrgjErNWDUXzTI0rXuzZonv1jtMeTvI4Nt\nRM60v53PYCxxAViRdZzOyMqCToKYOnHg6chpafCPxPuYpsi9Q68P1th4lmsgwbm1b9XV8BflZnYV\nRrs5Mt+UWx7G2KBiiO7/87p7x7n8vnLlEEc18n024WqemPuy264XFwfhNMoIpwds/raNVHKIWzqD\nSFMgAXXSwWJPUb6WaCaluLal2ugElXJGQfnh1bF9kSScfu7ef6XxXtj5uh5s/j7/BZYHHb5PmRhY\ndVMIMSGNDhW26Vn3ViBFg+z51yuBvMMZTm2J0s0cH0wHwTQUDVylWRxuz/faZ5Y+e/DNq9UYM+2V\n8hnr9drHFv7C75xOOGtr4ebG+/mhQKqK67Fq8uPcOe51u6//WDmOTzuXQLNz29T4rfx8SHHP+k2A\n+64tJ5dxknB6wJb9kcwN2YmaPIZbrHew5sBUb4c0bBXt1n6XJU1wbeu6uIRAqrDQWVrhjrCGPUk4\n/VhnJ/xp07F8YzpJVzKkhkfQVt86BJH5FmuzEXOYYw8qlpRwgmintkwKVdjzyNqZvBT0S4iNdfoa\n8xcEchOPY7NKb66jdm+sRsHG5EWjBmynqmDc/i33bj9riCIb+UorgkigFEYN/Nna0z2ZQopc63N0\n/Vrmp9ufTWKKslGDTKt1xHcbO/hZ4evsCp3jvotGRWlfJeF0q5YWUFvbmDe2HCVA4dnS0/miTBJO\neyJbK/kZG0hKj3LpOqPGhKISgDXHPzpjJeH0Y7m50KaGMGWcvmIeMz98mAtL/s+zQfmgxdFbmWPJ\nc+ic404OoS3czFHG7R6KamSz2SC71sIkiwtbogCLTzTyOL8lulnWFzrqWMtW/sxtGOcMvKm7okBU\ncDPWxpAhimzkK60JJSHECiHOfWY9CWeL8/82/EVJscq/98/BmmD/AdtkQhJOB+39voav+RmhKfFu\nu+bGvXGcynsU5Un1ZXcy0EK2LY1bzzoAQHRIM3XNwV6Oavg6dfwuNrCYyImubfczcWYYS/iC1lL/\nKFooCacfy9yidX9PmanvoSY8tJOG9sGnz4m+3k66kavSv3bonIAAUGKlmI09X7xTTasthMk6O0vs\nio6mOSCc1nL/6GF0p6Pb13NL+LMwxv4enN3MYc1Ym12bfuRPShsjiQ93viR4d8LZ2OzaGiN/8O0n\nDZzX8i9yjNPstomxBFCDCbVaEk69CvZo++4mz9RfnX0wlS0RvM+plJdIBVW32rEDOjoImKeNRkeF\ntlLbJs96dhUVaV8TXatSu+zsSL5QjiW5PccNQQ1/knD6scxvtGRm8gJ9vxAiwjppUI2yZ6Gjqqsd\nqlAL2kd8ZcOT/HfXwMWc/FFVpcpll3QyUcnivMePculau3YrGG0NvLdl8KRJHNTZCd99Y6Nh4mxd\nI8zm8DasbRF+U/7dFW1tYG2LJMHk/HT6gAAwBLTS1CoJ52DytmudTamz7BdYSk4JII0DtFVIx5Re\n+QfaGUUZhgnJbrtm1CgtCaq3yjOIO910Wyi/5hmYOxeA6LB2atv0Fzn0Nyc/fjy/VF5weslDj6Ag\nbbu8ClnDKXxcxf46RlOM+YjxutpHhndqJckbGjwcme/Ytg0S8r/n0wbHEqOgIHjFejLfl7iv4IKv\nqHtqNckt+3njli1EHDXdpWt1b41aZZWph47IzYUFPz7Fm4bLdLU3R3VgVWPk3qFDSAjUp87gpnmu\nbUuw/8Truccke0cOJm9vC+E0YJ5uf7TiN1e1soephDZKNWu98gsDSSFf1wwIvaJitA6UuhoZ4XSn\nDzfHUxac3LMtUFR4By1qCLRKzY7+7Cqz0B4W5fJ2PzU1MLn+R57/3rXnmJFCEk4/9qeMN8gLSIPx\n+hLOiHBoIEIeGh1QWdpBmRpPiMmx3kJFAUtoA1WNzu8x6ZO2bmXcn6/h21MeYs6fznX5ct0Jp7VG\nboWO2LNZm46fPkvfdPxzFxZyCS+DVR7YB6WqRJQfIHKMyaXLJFlaiGiVKfmDycuHVHJRUu3swQna\nIk6QNZwOSAspZJFhE4SHu+2aPTWDamSmhLvU1UFWXTxzUyp7Zqusvf5DvmSJVu5a9GGzQXGTiSST\n80seukVGQlbbWPIr/WM0WZ6y/FlmJsETxuouTHHqUWWs4DnZdNkB1kLtphQT73jxD4uxmapm/7gR\n6bHrxyYuOyaX2phUlBdfcKlYULfQUAgPbMZaLwUSHLFng7ZRdfrPLLraX3JKNSt5QhJOHbZsbOLm\npvspC09z6TrP5JzEa1XL3BSV78orNTA2oBAs9n+Wf8qN4RjWs3W3FL7S65nUR3hsynNuvabJBGnB\n+QS1Sqe3u/z0vVYHYe6cg0l8QEzX9HKpBnyYykroUINIjHN9WndgIFhCGiiv84/1spJw+qmqKjh5\n7Q18Gat/q4Jzjq/lNh6REU4HVBdr67DMiY7fUCwRbVS1R2kL5vxcczOcv6yatXULaHn6ny5thXIo\nc2gT1iYZSXbE7q1tJFBCzBETdLVvj7JQxihslZJwDmbzlw38hZtpM7tWAfGf+xbxeuOpborKd72T\n8QCPj3tqwA6sdiWErziGomKZeq+bm/fgBG3JXPasszjX9Ilbr+vPNn9YBsCc4w92uLyzazJX8Q8Z\n4exHd72gpET3jLLHhTdS0eQfAwuScPqpzF2dfNSwiKZEfQ+MAK0hkZQTh1onI5x6WUu0NRAxSY7f\nUFJGtRBCm1Z0yM/deuZ+dlYn8a9zPiD+7EVuvfbv5n3JqZ3vuvWavm5PdgjpSqbu6fjPfTaeBMqo\nzHN9GpKvK83V9uwdNdF+ERs9wkM7aOwMlUJNg0it3MSkQWqz9cyorZbPUo/t2yF15xrWByx1/8Wj\nomTkzY0sNdmcynuMWnpwHeGOsjie5yo6rZJwHsrQ2cgFvMaUgXcD021UVCvlbSbo8P2tfiTh9FOZ\nX2tre6YcEan7nGc+Gkc85dSVO1890d9MtlRyIa8SNtrx9Vgv37SZTzjB77dGef+FCp5eO4GV8a9x\n4quXuP36Nx67kzOaX5Pqyw54fPzTPDD2Ba26lQ7mJG1LFGtRsyfD8gmlBR2YqXJ5/0KjwUYTRin8\nMYCiIvhL5nIKLBkDtutOOKtrZIRTj9xdjeSpKYSPcd+WKN3O3PNH/pJ9utuv668uC32D96Ivg7SD\nU/ijzNoSk/pyuV8fKj2ykNe4iKlz3DMN9rgZpRzFd37xnCcJp5/K3FSPgWZSFuovWR4R03UTqpQH\nGL3OmLKHV7kYxezYtijAwTVFfnAjsqezrZNbrmtidsBWHv78SAh2/1rL+vAECkiWkWQHLCj9Lz+b\np7/jyZysjfB3j/gL+0rLIIFSSHBtSm1PwtnU5KbIfM9PXzdxc/MfKI4aeLiiZ4SzTh6Z9CjYqY2M\npUzT36Gt1+a6CeyoT3X7df1RZyd0bNoKc+b0mVIeHaetVa4tlYTzUJ353XNqk9xyvbsuLeARboPy\ncrdcbziTu6efytwDk9hH4NTJus+JjNXWuTVY2zwVls9Rq7rWrJkd7+ldszuNZaylodB/KyMG/umP\nfNa8kH8/kkvoVH3TNx31uw+WcgQ/SkEbnQ7saeWt7Nk0jJ+l+5yYBO3eUV0uo8iDqa9TSaBswCI2\neoQbkYRzEHnbtHvr2BlRA7YLCYGjTHswt5cNRVgjXv6+FkJoJW66a6P0/YkKbaOuTdbcu8M3X7YT\nufkLNsSf3ed4936ntRXyrHeoFQ+mMJlMSLS/jZJD4uK0r36wF6cknH7K1F7OQsNPDiVCERbtJi+b\nLut3/JPLOZGPIMbxEc7y9hjWsYzKfP98YMx6ezu2+x4g6eKlTPid56ZQWeICsGI+2DkgBvTBS1Wc\no/6b+rH69w7r2X6mStbADWbdz//Ex6Mvd3mPt39cs5ldTINGWTdrT25mMwaaiZ85eGL07ckPcm3I\nP4cgqpEvP9fGGAoISHX/PtJRxnbq2o2yNtkNNn9UTgthTFjcN3mKSQzDQiWtNTLCeaji0gAiqXfb\nCOdL304kgnpK9/n+umRJOP3Uywm38uwRLzh0Ts8IZ43vL252l6r6EEICbbrXuvVmGaNNQ6zyw3Vv\nDQ2w4IKxXB/6HPztbx59L3N8MO2E+PVIsiP2bG7CRDUJC8bpPichAR6Kf5KMwB0ejMxHlJYSNDrO\n5cuEmUIJpU1GOAeQl6OSQj7KuNTBG8fEyLR7neZGZXG28o7L08L7E2XspI5IrXS5cMnmjc2MppjR\nx07tc/zYE4OpNIzhiKi9Xops+CqqCiUpqAwiItxyvbBRETQSQUWe79+nJeH0V5mZOFpma8KkAB4K\nuY/U4CIPBeV7rE0GzAbnbiQ9CWeJ/40o//33BVS1R3Px5UEHd/v2kO4ta6yFvn/Dd4c9WYGkswdl\n8iClPXuJiIA7pvyXGZ1bPRjZyNfYCOd/ewOfB53g8rU+3j2GG3gStVF+ru3JKw1hrFIA8YOPcK74\n+jIusz4uI2s63Jz4Gn9KeUbbaNDNpo2pYzzZUqnWDbbsNTI3cBtM6Ge3gqgo2RalH0X1USRFuO9n\nLy5VS1wrCn2/voEknH7of6/UMbPyM3JHzXfovKQkuMO8inGB+R6KzPdUtxqJMTpX1dcSqy3ir6qw\nuTOkYa+5Gf5vVQTHBq1nwSNnePz9ugvaVBX7/g3fnvY2laZSfb9Ed5fEkB5ZCGFhDr1HgWEihWXu\nL/rkS0pK4M3qZRQZXF+vvCk3lr9yA+11MhJkz5cL7+TV1N/rmr5c3GpmB9NlH+pBqCp05hW6fQ/O\nbv93+U5e50JJOF3U2AiZ1fHMTS477Oe/thbOanyJNXs8UzdhpGpuBmtbJEkW9+3UMGq01ilTXuL7\n+61LwumHdnxVzQ5mEjdnjEPn2WyQa5iCtdK/EiBntbdDfYcRc4RzI5RxcTApJIegRv/qZfzHfUWU\ntcZw9yV5EOn+KoeHmr0wjCeVG0m0FXr8vYar287aT+TocGzZOQO2s1qhvNVEerLjD90//+aP3JZ/\nrbMh+oXugtSWONd/NRsjtQeZpmr/7UgZjKEgi7jx+mZQxESr1GCCGpl6P5CCAjBsWMdrned55g26\nZ7xIwumS9uYOHgh6gJMXHv7zHBQE7zQuY3d5rBciG746OuCWyL+zaEKJ267ZUzOo0m2XHLYk4fRD\nmTvaSSGP8IyJDp3X2Ajjcr/gxcwFHorMt3R0wE3mf7EgybkR4dhY2Dv/Us4JW+PmyIa3t16oZVHg\n1xzz2GlD8n6paQHcYH6VhNa8IXm/4eiIwC3YCOSLe9cP2M4U0cH+4HQu/XmBw+9hDm/B2hruZIT+\nobVFm65pCHN9v8fwaG3deFONVJrsT2Eh3LTzl2RGH6mrvSkGLeGUdZwDys/ppIPgniUh7vb8hklM\nZwed1ZJwusJUvJvfdzzA/OWHrxc3GiFQ6aS2wf1TokeyyHAbjzRfz+I57pvlYDbD5QkfMaljj9uu\nOVxJwumHMnNCmaxkwdixDp0X3vWs2NAsPzZ6hIXB4yG3c1y6C2teLRb/2odz924+q8zg9Ws3Htz8\nzsM6O2FXxJGUFPnvyP0ZoR8Sg5V/vhOjfSB2BOTlML49k1HzHJ8uZ47swGozSbGPAbQ1a599iMEN\nI5wmbS+9xhr/WwOux+6tbTzZtIKK6H7Wr/XDZA6kBhM2q4xwDiR/p5YIpkx2bMq9XnW2CHYxnYYK\nuY+4Ytf/sqnCDHPnHvaaokBUUBN1zbIEoreGnArqOwxuq1AL2jLnFxevZlnHB2675nAlmYOfUVXI\nrLQwxVzm8IL+gAAID2ymvtnxiqv+qK1VpamqGdXk+JYo3S7eeRt3HPiVG6MavtrboeUPjxIcHkLS\nPb8c0vednvcBL+52bE2zr2hpgeM++i0RSiPvNJ9E1X8+t9v2P/+s4e9cDenpDr+P2WTDiln2Ox1A\nQGc78ZQ6ujy2X8boYALpoKVORjj7k79NG6lMmaqv2uS0qSonspbWChlZG0j+rnoAxszwTIdhVKyW\nBNWVu28dnT+64In5XBr4Gkzqv/hbdGgLtS2y32lvzz3dRhT11JhS3XpdNTaO5jLfv69Iwulnmpvh\ntLBPWDyp1KnzI4JbabMDiXMAACAASURBVGiRXi89Pv2glfD2Gn5onOb0NfY1JvFT02S/qIz4yl/K\nGPfGQ+RdeIc2n3iIGAxgDGzBWu+fP9e5ufB1/SzOn7qDNkJ59WH7U4tfeNfCc6xwLuE0IwnnIJYu\nbKGU0cxNc33a5hnnBtNBMDNMjk9/9gcFe5sIoJPEmfruNeefDx+ynLAmP5px4oT8/W2YqSJisvtG\ngXqLitOqitdVSkeKs5qbYXdVPHMTS+wWzJpsriS6Q37WeyvKacNII9ETR7n1uss+XskJNW9qvd8+\nTBJOP2MMbOWVpjM5+zjnCtFEhrRS3xbi5qh8U/c2GzGjDU5fIza6nUrV7PObt3d0wEMPQaJSQsr9\nQze62c0c2oi10T97c3P2aCMFpx1dycq5XzFj5xtQ2n+H1O6iKNLDciE62uH3uXB5DY+zUhLOgbR1\nPUSHuH6PVQyh2sOk7MPZr/ycDkZTQvC4ZH0ndE/xl6JBAzpm1B5u5EmPVamNiteG/+uqfPvh3JO2\nbe6gkyDmzLK/fGLtpa/x1/ZrtGqRAoCiQpVEilGSEt163ZholXJGQaVvVw7SlXAqipKrKMoORVG2\nKoqyydNBCc9p25ONarM5vAdnt/sXruMK5V9ujso3VRdra0y693l0hiXGRhW+v47zzacr2F8fz10n\n/4Qy2v2bhQ/GbGyhqsU/C9rkbNFG08bNiuKxV0bxc9tn8NJLh7VraID8xljSRzvXWbVwURCX8rIk\nnAP47HOF03iX0hbXpyMWFCpcGbCazQecn9Lvy+qsHaSQD8n6Es4f9kYzhnw2bvN85eyR7DzzJ9wT\n9aRTnVJ6JI4N5ljlMwwtkvg7a8vacgDmHjvAfSY6WptZ5eOd3Y4oKg8iiSJd+/Y6YlQ8VBAHFRVu\nve5w48gI589VVc1QVXWex6IRHve7O0NI44DTCeeF8/ZxXMsav5ji6SprmdYDaxrj/AOKxaL4fMJp\ns8Ef7+9gurKT05490SsxWCLbsHZE+fyUlv7k7GrCQDMJGQkwZQq5887mvSdzD/s3vjdT+z59knP7\nhdUGWfiWo2gs8f21Ks7KzYX/cRrtAa6Ptjc2wosdl5BVpm/bD3/z9sLH+GrUOdqceh2CDYEUMobK\nCvndN5DivfXYxjhWkNARM2YqfGo+j9nGvR57D1+3eUMjcZSTfJz958BHv1vEebyhbcopACiuMZIU\nZtX2jXGjuIQgqjHTXiwJp/AhmfsCiKPC7kLxweR1JLHTli6VJnWoruggilqCYp0frZiWbmMem+gs\n992E85PXKthTM5rfH/s9AWM8s+5nMHecvJ27+YNfbnlg6SjjeD4hYPw4AO43PMzFxX+mYd03fdrl\n/VSFgo2pRzg3ErxhTywL+ZbdmfJrx56eKrVhrm9HYOzalUJm1NqRn09Qiv6pcT0zaqsl4bSnrg6S\n1r3IXzpv9OwbRUXJPpwuuDnlP/wr9GqUdPsJZ06dhc9ZKglnL7cmv85FyV+5/bqjUrROr8oDvv0z\nrfc3vwqsUxRls6IoK/proCjKCkVRNimKsqnCx4eFR7LMkmimGAsgQl9lvkPd8vFxnMN/oL7ezZH5\nnhMmHOAOHtaqpTjpV5e38zn/z955h7dVnn34PrIs27KGLXnFM07iJHYWGWQQCHsnUGYHBVpKGS2r\n/Siru5R+0EILbeFjl1IoUCilYW8IKztkbzvxjIdkW5IlW5Z0vj+OFULI8DhHR+fo3NfVy1yp/L5v\nHPno/T3j95xIWpd+Becpy27nfdOJXPDQSaqd4eSjejiFt1Oy3POWcS+w2PpNKJCMEC7/ZQkB7Dz/\nmy/PBTu3YjUBbIw/dtSw9omXlscz/wZfJdw7IDitI4+gxwVnT3DkMz31hscD53/2Yz6ynjro78kd\nqEzu6jZ+ngejYcCfqmyQbbHDwe+HMU1LeGidMQ98uFTXvcbpM9sOOanAkWPChyHs9+VK0yOcUbNL\n9nVnL8jkZ9xOemeb7GsnE4MVnPNFUZwBnA78UBCEBfu/QBTFh0VRnCWK4qz8/K8OkjVQH78fGoNu\nJhYPP2Jlt0MAm9TQZXBIzihdxy3c9cVNZTi43dJXnZbUii17EB59hOO+M5q0McqVYR2Oxlgxb3MS\noif1BCd1dTB6tDR8DTjqxCwm5rTw6NJJXzZI2bwZKyHSJg/doRbA5ZbW93YYJhQHIxySfjZyCs5g\nyBBI+7OrTuTf/lPxOkYP+nscDhCI0ekfefZZr9RvkwzIyscoNzrNaoW6cCmtPmXmfOqduh1RnlxR\nTdek+Yd8ndOVRpgMetuN5AJI9+dNDXb6iuS/p8w4zsHtab8mL6RvR/FBCU5RFJsHvrYB/wFSc2Cd\nxtm2VSoFmlg1/AufzQ5+7EaGcxA01UfxmXIklT5MVtTlMZ6tLP18+MZDyYoowglzAtzddw3cequq\nZ3lm+VhO4W16mlOrfKirC8pffYBnLJfu/TNBgO9dEuHT2Dw2//H1vX9+xYMzeDL76r2Z0KEST/Sn\nYBJ50NgzwoxlhyyCMysLcsx+hH5jfMT+1G+SAqZlVYN/rppM8K3SJUyIbVHqWJqnfp0UoCqfpJyx\nUlqaNA+8O5iaY6xGyhtPtnFp+BG6xh/6Gu/MH5h32mq0TwF8/G4fk3yfsUqcIfvaomCi3TUBX6O+\ns8mHFZyCIGQLgmCP/zdwCrBB6YMZyE9uuJWbuZOZ84ZvuW93mAhgQ/QbGc7DcfJTl/A989/3Zo6G\ngznTzHbG09Ii48GShI/f7eODhnE4Z0+AceNUPYtrlGTS4m1ILUe+ulqRhv5RpBe5v/Tnl9xWitUU\nYvk/pMt1OAyPb5nHttw5w34/xxP93m4jQ3Qwrjqjnh1UkZ4tw1gUATpP+QY3uR+T4WT6omGjdLEr\nnzw0Q6WnTnyCbwnPKHEkXVC/NUgaEUZNUXaOsiO9F58xD3xYLHsvQAGtVJxx6PngZZXpzGIF/Z3G\nXQ+gebMUTCmukt/NvrMTCto38viqabKvnUwMJsNZCHwsCMJaYDnwqiiKbyh7LAMlGBPayJ3cSsX8\n4TdY2HLMRDHT60mti/lw8IayyM0aWXRwb0Vth/6MKnZtkD7Ijj9LfRdNd5lUf+hp6lX5JImlbr30\nbzCm+suuqAWFAq2/f5JLd/0G1qxh+3aIYqZ63PD7L9PT4V8z7+KCjMUjOrOukXEOJyDVHxpjDb5C\n/bZeMgnhrhnieIOcHGMO5yE4vXwTd3MjaZXKzOCM48jow9env6qfRLB8k43Z5tUIEycc8nWLzs9g\nBbMpSTvwTOZUo2m7dJcrniT/mKmcHEgTorR3KleKngwcVnCKolgriuK0gf9NEkXxjkQczEB+6j5u\nIkD2sEeiAJx1ah/P8nXSQkZJ7aEQRfD2ZePK7hvROnsFZ6f+nD0DndLl2uYe+QiIkeIqlQRnqhna\n1H0uXZ4rp3/VSdl22YWQkUHfw39n8zIpI1Q9fWSXvAsmb2ZicPWI1tAzf32xmEUslk1wXrP+Su7d\n8w1Z1tIT5p5uprMGoWJowuhrb1zFib4XITq80UB65+iMFdwg/BlKlHUbP3PcVmZGlyu6hx7p7oYt\nnYXMKd8j1YgfCptNKpMwXGoBaNodIZ82LBXDM807FCYT5Gf4aPPruy9Zf7dYg4Ny1p9P4ptpz8Oo\n4f/C1Bxh4ev8C0tI37XmIyUYhH4xnVxbZETrWK2QYQrj8emvfCjQKf1s7HlJIDjzpEehtz21LpJ1\nm/tw0kXu1LKv/p+5uVxU9C5nP7qQzR+2IRBj4oLh9W/GWRmeyqftVSNaQ89sqbfyGfNkE5zvtU3i\n06C+y7SGw50z/sWn6ccNeYC7YDFLA9qNS/gBWbMGPIU1UjmDgtxz9hJuivwuJecmj4TPl/UhYmL2\nkYevmNpRa2KGsIa31xcl4GTJT1OLQAlNigVT8rODtAflL9dNJgzBmSJEo7C9K4/q/I4R9RR6++28\nx/F0txtGFIciboziyh2ZI6cgwHllK6iKbD78izXGuLwuzuMFslzqR/UqK+HlUVdwTOYKtY+SUCZZ\n67iIp6UfwAGoOraYtyInsOvNrcxkFdbphy7DOhy3LDuHn4R+/UXpqMGXCIdFLIRlE5xWS4Rgv0zl\nuXqivh5KSw+f5dmPHCd0YZTVHohoFOa88jPuNt2k/GaOgTYMw7xwSBybvZImillw3uEnSaSlwZrY\nNJrajecHwI01r3N7xh1fvPdkpsAZpi2Sq+vPRkNwpgi7d0NfzMLEypGVeK7caudE3mNDrVWmk+kT\nux3+nHUT88e2jnitp896ju/3PyDDqZKLc6bv4gUuwORUztFwsGRnw8LydRSF6tQ+SkK5uug/3O/6\nxUE/RL/7K8kCvrx1OSusx0HZATKhQ8DljOLFJbkkGHyFvj5BVsGZnRGlJ5Yp1fgbAFJSbO4rP+Vf\nmZcM+XtzXYbgPBitrVJVT3mR8hfma18+mRo2GjMih8ry5RTTQubRsw770vhHgs/Q9AAcZ1rCwor1\nI0rYHIofnLyda/kLtLcrsn4yYAjOFGHL6iAAE6eMrNTF7pK+P9A1slJRvZNjj3Jt793UjJPhw9ft\nlkq4Ijr7mcej0zabuucY4I3YKaxsGKKJiIYRRYjs2HXQ7CZARaWJk6t28TiXEZ1QM+SM0P64XEiC\n05iNckDCYSTBmSFPmbk1M0oQK/SmlhnWoWhqgmX+SQRyhm6el+M248dBpMMQnPtTv1sKapRXJGDu\nq8XCHooMwTkERBG+/9dpvJ538aDaquKCsztguIr398ObG0pozTu0s+9IOPfUHr7Js4bgNNA+Wz7x\nADDhKPdhXnlo4tog4DOGtx8KT52PjWI1YfvIft4AV79zLkeyXHeX9Ev/MotZrEgawfn9jddzf+PZ\nah8jYbS2Qtbb/+UJ4buHfN15l7uop4J/Wb8z4j1deSa8uBA9+novy0W5s5sprJctw1mWFyKPDqmp\n3ACA+jqpT7ts9NCvP3OOjPED7qe/w+jh3J/6DQOjZiYo3yLhyDHhw4HYbQjOwdLYCI/WnsDOkgWD\nen16OmSZevH16Ns5dTA0N8Npm//Ey9EzFNujO6uIz5lGpMUQnAYa59SitTzIlbiPHDOidewD1Y9G\n68Sheen5fiazkT1pI28wj1myqKccPB4ZTpY8dPrSiJKWNILTbQ3h7VW/nzRR1O6IESGd/PJD/50v\n+3EOD1zxOQvvO3nEe7oK04mQTqDJuLAfiLtOe59/c75sgvPhy5bxKguN0Sj70LBByk6WTxh6W8ip\nZ5q5n2vIChkBk/3ZKzinOBXfy5ErjWcLtRszIgfLsrelZ+6cBYOvnjh11DoqYqnVZnIgmhql7H1J\nmXKS6dnlY5jO57Tu0O/l2hCcKcKkwDKuTHsMxo4d0Tp7M5zGc/6QeFukXtn4uI2R4M4fyAp16Etw\nBkIm7PilBsokwGXrxxtxpIzzYd2agZEokw79HjWb4eqHjsA+c/yI97zgvBgfsoDMQMeI19IlSszh\nBCPDuQ/1G6UPr7IpXx0FdFhyc+nHTMRjBEz2Z1HVFp7kYpwTlHc1jbf2+NqMUvHBsvzVDiz0MXVR\nxaC/5z9nPsY1Jv35RwyVpi1SMKVkjHKO+gWV0j2obZd+n9WG4EwRXn3fSnP53BH3BuXkwOLxN7LI\n8aFMJ9MnnW39mOkne9TIHc3co6SskK9BX5ecQCgNmykk2eElAa6cAUObFDEEqVsnRVJHz3AlbM+K\nKQ4W8BHpPn0FT+Ti+y+cylX8n2xjJR79pJozecUQnPuQG2nnON7HOn7oPZwff27DQj8frJV/+LvW\nmcBWLuYpyf1XYaYckcb3eRhzUF+fiUqybGUaR/A5GfNmDP6bHA6jTxZo2iIFqUqqlXGoBcgfLQnO\n9ibDpdZAw3g8sPCTW3k269C9WoPBbIZF5WupiNbKcDL94u2I4cKL4B75Zd5dIpU8ehr0dWn091qw\npSdPhNqVCx7cuuuVPRh12/opZA/W6sFHvEeKN+rkn3yLhjqdGWDJxMa2PHYK40ZszhRnV6eTNzgN\nMWCU1Ma5asL7vM8JUF4+5O915kiGOF2e1JrXOxje/zSDTWlTIP/wIzdGyjEnZ/IwV5IX02+/m5yI\nIuD3cXTeliG1sHz33W9zduiZlKn6ORjNtb1k0ItrfJ5iexQUSs+Wtj369UcxBGcKsHWT9OE4sVoe\n97i3gvNZ1aZ8FFPLdHZCLp2QO/JI+KRZWXyXx7H49FWGeF7pMk6xf6b2MfZy07ebeYPTdNcrezBO\nKljL9dwHFYkTnM17TFzE0yzdamSIDkQ4YsJikk+MW20mYqQR7g7Jtqbmqa+XMjfDmKeXM1CF25ka\nRRBD4juLz+HOjF/KFiw5JDYbMQSi3UZvz2AQEPmQ47j7rI+G9H2+aDY7GSu55KcwV85YwWLOQigd\nuSfHwYjHado6EuDyrBKG4EwB4g61E4+UZ97h5Z9fw/17zpdlLb1yzYxPuYubZRGcRx5r5fH0qyiN\n7pbhZMnDb8c9weXFr6t9jL2Mm5LFEaxNmQznN22vcGvxk5CZmbA9XQMJ/xT5EQ+ZcMREhkm+bEK2\nUypXD3bpt0xrqFQ/cRN3W38+rO+NP867uvV7KRwOsRg0B3MoyUlMJn3tehNmIryydmRzgVOGHTug\nsxNh7pwhfZvDAd04U76sdmz/Fk4R3hnUOJnhkpMDj1XfzenmtxXbQ20MwZkCbFnhJ4NeKo6SJzpj\ny+jHH1aueVoPHONYy9nWd+SZpycIiC430Xb93NJFESK+YNI41ALU9RTwMN+nq0G/LnFxolFo3BIg\nNnpkrtVDJX5h7zQu7AckHEnDYpKvXNPqkHpBg519sq2pZXw+2BIoQ8wZXiAwOxvShCidfnl6bPVC\neztERDMl+YkJbNhsIGLC1y0mZD+t86PrIpzLv2H27CF9n9MJPhwpn+H810ej+Dz3eNl66w+EIMBl\n09dQHVip2B5qYwjOFGDLFhjPNtJqJsiynj2zn0DEEJyH4qPNedQ6jpBlLa8XMtrquX/l0D4skplw\nGNLfe5M72y9T+yh7+bzBzZU8zK5a/fZQxKmvh7Klz/O32KUJ3TcrCzJNfXh9xoX9QMx01zEpY4ds\n640qM3MEa4gFk6dXWk0aGqSvZSXDEyqCALdNeJFjTJ/IeCrt09QkfS0pTUwgKV4NneKJt0Hz3goH\nQZMdJk0a0vc5ctPwYyfWlbo/aFGE73xwKf8wj9wD5XBsNE1hZYtyZbtqYwjOFOBPkx/j0ZyfgNst\ny3q2zCj+WDZEDOOPg7Ho7eu4t/+HsqzldEJETMPTpZ8BzPGxOtYkGnsZH2ETH2mjZ+q2SWWblVWJ\nf0+5MnrwBo2A1YF4eu5f+Xn+g7Ktt/AsE2uYQVmmYa4C0LBdEt7lY4cf8PjN0W9xevQVuY6kC5p2\nSIZ2JZWJCSTF54H7AsYV9nAEArDBU8TskibJ9XEIHDE1xgU8T79X/1U/B6O7G0KxTIrdyt8LfrT0\nQq4N3gm9+gwQGr+tKcDY5o+YPUU+0wh7dpQANmMY50GIRqE7ko3LJk95UVoa5KT34AnINJsvCYi/\ndWzZyVMS5cqTHoeedv1nOOtWS+XZlVMSX9L8+tkP8RvhVwnfVxOEw/LN4IQvZtwaY1EAqF8nuf2U\n1QzfzyBgLaDDa1yd9mV+eSPvcgI1RyQmkJSRAelCP76gfoKwSrF6aZgYacyZNfRS/XO/FuM5vkFG\nKHVdsvZm74uVv6vku2K0USDVqOsQ46mpc5qa4IE189hTLl855h3nf87fuRT8qRv1OhTxMY65Dvl6\nsdxZQTzBJEoHjpC9gtOePL18qWRoU7u+hzQilM1QfoTB/kwd30uxb4sUmTH4EtPfuov/7bpatvXW\nb0lnNsv5bGviZq0mM8WmPZzNS4yaPPxqn3Ne/R6Lev8FffqvhBgsrp4GTuB9bGMKErKfIMCNVYuZ\nn7Y0IftpmWWLWwGYfeYwRno4ndLXFO7hbKqTEgclFcoHNwoKBdrJNwSngTZZ/XGQH/b8nvrcqbKt\nOWlChGmsMzKcB6GzU/rqypUvIubO7sPTZxsYqKV9kllwerrS1D1IAqjbEaOMBsxVlQnf+92OaTzB\npV9EZgz2siVQQhdO2dbrjwis4EjaOo2eWYCFxat5iXMwjxn6DM44OY4YXeSk9CV8f95+M8arnAEl\nies/+91Rr7BQfDlh+2mV0T0buZQnyD95+pC/98O1Tpx08dn65DH3SzRNm6Tf85Lx2YrvlT/KjB8H\nvY36GoEXxxCcOqdjt3SzL6iwyrbm2vZi/sZ3DMF5EOIZsly3fL9el8zZyjnii7rJKhe4ItzIH6gq\nS575gFlZsOHoq/ih7Qm1j6I4l1Yu4ddptyf0ghjnnxum8jN+mxqp5CESjpmxmOUr6d5bUdujj0DV\nSInuapDSYyN43+fmIAnOeGTRgHteGsuv+FVCnye9Vpeh+QfBBf3/5InCW6Bs6CNkMuwZ+HDS7U3d\napTzpu1gFTMomzT0ub1DpaBCqmJrr9XHPW9/DMGpczxNUtmPu1y+6Mx/15RzGX8j2qXPX4qRUlXW\ny8ssZPZE+ZzdfrCogat5EDwe2dZUk8r8AH/gJqoq5Js5KAeTRvfg7G5Q+xiKc6rwFpeMXiI1CCcY\nV56AF5dxYd+PaBRipGExyycOrQNxxp7EjEdMeqrvu5Krsp4YUZ9sjkugk1wjQ78PTZ5MSsxtX0Q4\nEsApL1/L1/xP6qbqRwl6e8H32UaYM0cKtAyRuBtwd6f+fQ0OhqO7gRmsIb2iWPG9Tj07kzc4FXeo\nUfG91MAQnDqnoyWMhT5spTmyrWnLkWrZezz6dNIaKbl0spBXKSjPlG3NSE4e7eTpRnCG2gN040DM\nTq5SnWfaT+KZPcerfQxFCYfhs3XZ+MqGZpEvF64CMyGshFqMC/u+hAc8xizp8gvOYPIUEqhGLAa7\n/S6czpGV8ee4zfSRSW9b6o6K2J8mv50Se2J/Ho7sqDQj0oimHJS3XgyQs2MFq0rOGtb3723hTOG3\n+j8X2/gPX4PSUsX3Kquxc6rlA6zdLYrvpQaG4NQ5HW0ibjwI+cNoGD8IdpfUD+RvNwTngdi6KsDL\nLKTfLp9Rx11vTKWAdvpa9FGG+PenzeTQzZ6IfO9LOXh46wL+L3Sprkf+7NgBR21+jFeERars7yqS\nnCw7G42L4r6IIixyfECVo1W2NbOzYb5tLQXo04RiKLS1QVi0UF44MrOfE4+PcTf/g9hl1HMChELQ\n2W+nxJ3YqIbdJkqC0xjGeVCWvdJGGlFqzhxer/4X806Tx2sh0dz99lQeM10BOfIlbQ5Gb5/AS7Zv\ns227Pn/ehuDUOXef+jafMF+2GZwANpdUjhTwyjP2Q288/18LZ/EyYq58gtNdLGVLO3bpo2820CmV\n0trcyTWP0eWM6r7cs26TdDGsnKDOmB1XqdSn4m0y0m77YrXC4pIfcG7lGtnWzMyEj4/8Ed9wvCbb\nmlqloV7KHJdXjOwyN+fYTP6HP5LVo09jj6Gyd2xEUWLLLh0ODMF5GJYvh6msI2v+jGF9v80G3yl6\nneq0rTKfTDs0dtsptXcPqyR5qITDcI73MRZvrlJ8LzUwBKfOyelpotJUL2t0xpYniQS/N7n675KF\nzvYI2QSwFObKtmZBpdQb075bH/P0At2SCUF2XnKNenHlgge3rg1t6lZLYrpymvImCAfi9POyaaCU\niek7Vdk/qZF7DidIStaYw0n9RslzoKxqZK0OvZk5bKOKQKuRoQeoKI2y1VTNoiP3JHRfR46AH7sh\nOA9CLAbLdxcyO2f7sO9/ggB/m/MQZ6a9KfPptEFvL7T3OSlNUPbebgeLEKa9S5/zZQ3BqXPufX8a\nr9q+Dib5/qmPPSWT9Uxmkm23bGvqCa9HxIUXcuUTnIVjpV7H1gZ9ZJUD3VGyCWByJFcPpzvfhBcX\nokfHgnNTiCyCFB4xSpX9bTlmSh1+zN366EeWi127oKjuU15onifruguW/Z6f7f6+rGtqkQpLM9fw\nFyqn2ke0zprNmUxgGx9tkO/5rmXSva2Mj23BNS6xs15PP6aHn3M7Yio3GB6CbVtFfJFs5tSMzNxR\ntDuIdOmjsmqoNDdLX0tHJcalVxCgIMtPm1++qRLJhCE4dc7vVp3CK6bhNYwfDEeOicnZu8jq1W/Z\n4Ujo7JKMg/YOdpSBwiKpnKOtRR/25AG/iI2AVLOTRLgKzYTJINii3/6sujqR0exCGJP4GZwgTVP6\nrekXLNuqfE+MlujthdZYARGTvGXmDb351IfyZV1Ti8yybeUvXIezemRuk7ku6Vnc5U1d5859+WCx\njz/yI6JFiR2xdMLxIrdyJ4LfEJwHwh1q5K/8kBNOH9nzZOabd3BBy30ynUpbNO6WvBzKKhInlfJt\nIdpDiXN7TiSG4NQxsRh4+my47SMzSdgfnw/+YrqejfUjixTrFa/PLGU4HfKVLBYXw+2j7mcq62Rb\nU00WVe/gFu6UakiSiKu/14+XXKyBNrWPohg/rXmJ+zJuhnx1RIgows+7/oePdg19Lpye2etSK3dF\nbXqEYCRd3kU1SMemNvoxQ3n5iNaJVycaU1Ek/vtaOr/gN5jKEis4ezOc7KKCsDc1s2+HI3/HZ/yQ\nByg/rWZE62RlxPD1W1Ny/MzR41pppYD58xIXXCpwhmmLunXZBmEITh3T3S3Ndctzyuu46ffDdf47\n+GS38jbRWuSh+f/gPscvZC1jtlrhZ9NeYVpoqWxrqsmZYzZzA/clXYbTXuEily6ETv2W1M4MfsTJ\nVbsSYoJwIGw2MAsRvH599qkMl76BuKAlQ95/F6slQjCSXOZcanDGn0/lTOH1EQda4oKz05f4GbbJ\nSFOjSAlNCKWJFZyvfuaikl1s2W78OxyIN57rptEyBqZOHdE6zuwI3Th0KYAOh6mpgQLayaxMXPvJ\nHy9ewz+4GNr15yxuCE4d0zFgopfnljcyFU9KBXr0ad08UqrZzNR8+eco7bFXsbtJH5f0pmaBDtwJ\nHRQ+GBp8Tm7h7EkRIAAAIABJREFUTjZv1eejsacH/rWmipZRw3MtlANBAJclgDdgiKB92ZvhzJT3\nvZedGaEnlimVvKQwDV12yu3eEQdaMjMh09RHV0Afz+KR0txupoRmKChI6L6OAsn8yefV7wir4dLb\nC4v+813uz/vliEsmnHaRbpxSBiPFePoZgd/zk4TM4IxTc4SFCWwzBKeBtuhol4SmO1/mC8yARvAH\njbfPgXhk3RzWZs6Rfd2zPrqRK/b8RhelLec+fS4Xm54Gc3Jd2rp8Ju7iZjbW6bNpf8tmka833M1S\nywJVz+HKCuHtTS6HYrVx5cT4Fk9T4pLXEfHosS3MZrk0MDFF6euDPb25lLvkcZZ9YNbfOC/9v7Ks\npXWaurIpsXohLbGZRkeeJKR8nfrwNZCTNSsiREQzs6ePfJJAKo+fef69PCnbmEDBubmnjPv5Ab2N\n+hu7ZCgGHTN3coBuHJwwQ95mk7Q0sKb1Eggll1hIBkIhuGLj9bwWPkn2tQtz+2kT83Tx4A/0pmMz\ny9tbLAdxnyePTg1U69ZJjoWV1SMbDTFSXLYw3j6bLoInclE9NszTfJtJpfJmEn57zmr+wE0pWRIX\nJz4rsrxEHnHy3RlrmdO7RJa1tIwoQnOPkxJn4vso4xYJ/i5DcO7P8pdbAZhz+siNC0+b182VPJSS\nGc7GdgtlpmZZDSAPx6e7SriG+2ndqb/eZENw6hjB68GBn4xC+d0gbeZe/L2GEcX+dA4Y9+Y65S9f\nK8gXaaUQWltlXzvRBMLp2CzJKzi9Xfp8NNZ9Ll0aKqer6xD7+lWLeYNTpYZwAwnFXIMGsvUpLDjr\n6yRRUlYpT5B0uziOdZ1lKR8wEQToHD+X22a+lfC944LT5zdae/Zn2QchSmik+LSR9W8CnHNaiN/w\nS10EuodKY7edUltXQv0OCsZIJYRtu/VXkaLPW5UBAG++HOYn/J6wU343ypVn/5a7rL+WfV2t4x3w\nmlEiIFY4ykQbBcT2aN9BNdCfgc0y8nIfucnKgixTL16/PoMpdVv6yMWLc7K6DrGOYhtmol/8whjw\nn/+ADT8bPUWyrvvTl+dSzSapgTdFqcjYw53czKRp8gjO6z/4Gt+LPJjSIj6OtWUnjtGJncEJ4HbD\nvSV/YF7mmoTvnews3+JgjmUNjBkz4rWiNidecol6UyvDGQ5Da28Opa7E/o7nl0mtJu3NyXc/GimG\n4NQxH3xs5l5uIL3ILfvaZaMiOIPyG+NonU6PlNnMdcv/q1VYnkEUM5212p9/6u/PxJaZnGYProwg\nXUGZs0xJQt1uE5XUQaU6MzjjvFY7kRv4kyE49yEUiNKDDXOGvL1wvWIGDZSltDiqpI6b+T1FU+QJ\nvuY4RLrISfnZKKs/DvJj3y/Z4xif8L0zM+H6ca8ymQ0J3zvZebf0Uu6YvViWzNzT7xfjxsuu2tQy\nHWtrAwt9lI5KbMl2QeHAzPU9+vt5G4JTx3jao+TRgZAnv+B8qm4+j/vOT/mSov3xNkllEK5C+TNk\nJ59p4TEuI8OrbaEvinDf6Hs5q2SV2kc5IDu/+1seMV2p9jEU4aFZD/OE8wbV55+uahnFfdxAf5v2\ngydyEQ5JFxuLVd7e+Gy7iSBWxJ7UFZw7lntpoHTEMzjj5OZiCE5g5ft+/sSP6c8vVmX/LUI1uzuS\ny+k8Gaho/oyJR8jTp7/XDbgjLMt6WqF0VJRQmp2LF+xO6L7xqU1tHfqTZ4bri47p8Ai48UCe/DOE\nntoyE69YwWW9vVIdogEAJx3RwUaOpHLiLbKvXTM/lxrhCfDJc2lSC0GAq23/gNJxah/lgGQUDFjA\nRyJJ56I7UsrbV0NVr9rHwFUkjUTpbAiQ2GEKyctewZklb4bTak9DxERvZ4hUfVJf+9Bk2vkPK8vk\nKSXPcZvoJBexcxup3EHYtCOIQIyimsSX1AKctOwOTjW/w2Oq7J6cbFrRw5vd3+VS12jk+FdxFkqC\ns9uTnBVJitHWhinaj6kiscEUmw22HnM5xYFtwGUJ3Vtp9CehDfbS0WUmj44vJlXLiD07RgCbYfqx\nH9m9HmrYTFaRU/a1wzEzyx0n0VyrvmAYCb298LmnjG6L/L3FcvDE9qO4ld/pLnvh9cI9q4+nNl/+\nkT1DxVUsXWLiFQEGXwjODKv8ghMg2JVaGYp9aejIpCx9j3Sbk4GcvHSimOlpST0jlX1p2h2lkFbS\nE3wpj+PI7MPfZ8zz3ZePXvPzY/5EKE+e4IrTJT0/Um38zPNPBPgejxIZlVi/A0GA8ZX92Lz1Cd03\nERiCU8eEQgJ5Fp8i87Fs2UiCM6A/6+aR8N67In/lh4q4BnV3w5zut3hhbXJmBgdLbS1Mb36VN7yz\n1T7KAfmkqZIn+I7uZqNsWh/lRs+tbMuervZRcJVJZXDeluRzKlaLmvIAV/DQXoEo27o1cBFPIYRS\ns6RWFGF3dw7lTvnE4VlnRnmRc0gPpHZJeFOLiRKaoFgtwdmPrz9V8/YHpnF7EBNRCmvkaaWKuwF3\nd6VW+9RHHwu8wPmYK0oSvvczHSfzRPMpCd9XaQzBqWNWHH8Tz1XcrMjadgf4sRsZzv349ztOfsmv\npSYfmXG7IU2I0ubVtoNqPEZhsydnMZo7X8CLC9GjL0ObujVSxrZyklXlk4CryIKZfvweQ3DGOWGa\nh4e4SnbBedLJAk9xMS6TvjL2g6W7GwJRK+X58mXTJ8y0cQ4vkdGjr2fEUOkJxCgxt6rWE+6wRvCJ\nNugzniNxGnfHGEUL5tGlsqxXWAi/zvsLUy1bZFlPKzQ2QimNUCrPz3Eo/GPnPO7v/77unMUNwaln\nOjpIy1emt8LuMBHAhug3Mpz74vWCC68iGU6TCfIzfLT65DEDUItAt1SaY3PKn3mXA1dhOmEyCLbo\nywa+bp0UHKqYpX4p86xZEC4Zw6mOpWofJWmIhsKIIP8czuwBUxWdXV4GS0OD9FWm9k0AunHyJqfQ\n1pDaQmfJ3Jt5cexNqu3vsMXw4UjJGZEHo7HFJAmlEnkyc3Y7/GLcP5kmrJNlPa3Q2GahTGiCvLyE\n753vFmmjQLLK1RGG4NQpfj9ctPp/eJ/jFVn/p1e0043TyHDuR2e3SRKcCmQ4AQpsQdqC8vQhqUWg\nQ+pBteUkpyGPa9RAf2GDvi7oddsjFNNE5oQKtY+CIIDgdhljUfbhF4+WYSEMGfL2pH2wIhsrPXy8\nWX63ci1Q4gzwNN/iqBny9b5v35XOabzJsq3y+yNoiqYm0krlNyUcLNeevoP/5VZDcO5DoyeLUkub\nNDdGJpozKnXpmnooGrvtlNq6ZBktM1QKigTayUdsa0/43kqSWu+gFKK1Ff7ZdQYNaaMVWd+aZ8VK\nCKHHyHDui9dvJtfUrZhzb2FOH60Rt+S8o1H8HVJWwO5KztJgd2kWOXTi36MvwbmrMU2awSnTaIiR\n8v32O3hmi/r9pMlCuE+UBKfMGU6L1UwIK0F/apl+xHH1NPAtnqF0inxBwLgPX1dnavW17UtTE1yw\n7ucssxyj2hmOnR1iEa8YgnMfVs27loeq7pF1zelLH+AXdd+Rdc1kJhYDmxhgjFudKqf84nRCWOmp\n15ePhCE4dYqnQ/ogzCtQ5p94Tb2bH/FH2ptS1/nwQHQGM3BZlBMqvzxvI3dzoxRR0Cjzqrt4gksp\nLknOHs5zLrLSKbipsexQ+yiy8vr8O3hh1HWyZ9CGy4ueY/mkvUrtYyQN4V5lBKd1oGU3GNDfIPHB\nsPaDTj5lnqyBlngBS2dXcj7DEkHtjhgvhM6k25FYF899aQrn8z7HIfqMSqs41paduEfL21PryOjD\n15scnxuJwGSCbUULuG3+h6rsX1AhPbTb6/SV0DEEp07paJKySO5CZcoWd7bauJcfsWePIstrlhUL\nbuQvFXcrtv78+XA0n2i6tn9MbieX8iS2vCTtRU1Lk26UHR1qn0RWMuu3UTQuecqxXZlBvEHDYTJO\nOKyM4Iy3cAZ7UjMb94e/F3ART8vaxOkcmHrV5UvdK1TTZimrWDJOvd/hf35SwQm8T0+bvqpRhkt9\nPfx4yxVstc2UdV1HZpjuVHIDjsWkFL6cjd9D4OvfySJANpVirSr7K0XqPi11jme3FBnJK1XmUm8v\nkNb1e/sVWV+r5PQ04c5X7teqkVJe5Bz6GrVb279za0TKOMg0E09u/H74ev8/WLxutNpHkY3mZrhh\n9SVsyp2v9lH24sruw9uXLc2tMCAcRtEMZ08wNbNxDS1mymiQdXSH2Qy2tCBdPcnZFpAImrdKWcXi\niQ7VzuBwSz9/X5t2W0zkZPPaMH/qvZp2+xhZ13VmR/BFsyESkXXdZOWN57o5pf8Vmm3jVdk/Ky+b\nbCvQrt173oEwBKdOiXT34KYDd3m2IuvbcqQHfdxx1EAygbxlw7dZISg3X/LdbWWcx4s0btFuqcWD\n/87jZN5OWsGZmQn/8p/B503qu7nKxabPw9zXczltuRPUPspeXPYIXjEHQvKNq9Ayp06s5yoelF1w\nOp1whet5JqTrK1o+WOq92ZRbOyBdXnG4+IT7+EHGY7KuqSWa6sJkESSnSr3npCNfKvP0tae2W3Cc\npo3S6KPSCfLe+xzZsZQyidy4LMDbnEJ2ZYEq+/v9cKP5TyxZr4z5pFoYglOnXDZ/Kx3kk1PhVGR9\nu0OKlvu7U7Mv6EC0tcFd7ZexMVat2B4FY6XejLZ67UZ0Az4RG4GkFZzp6eA099Dhl3k8hYrUrpTc\nYCunJM/PvKQgTAZ9hlPtABdO28pP+Z3sPbY2Gzw0/o8ssK6UdV0tEI1CY08u5bnyX5SPn9jCON/q\nlM3Qm4M+prIOoVSe8RvDwVEolXn6PIaXBEDjtiAAxZPkFSpXnFTLrfyvNNQ2BWjYGcaGH8f4IlX2\nN5ngHt8VfLpLPQdoJTAEp17xDLhbKTRDKK4VQj2G4IwTvzfnupUrXSssly6jrY3aLWUOBEhqwQmQ\nbw3Q3mNV+xiysf3zHjLopWyOfGWFI+XRGzbyEQsMwTlAwC/Sg1X+OZxALCub/kDqZYFaWyEimikv\nkv95uckxl0d8F34x6HMI7GnoZ82Dy2Q/UyK5a/a/WWqaD4WFqp1hb4bTa1RaATTuilDIHiyV8gYB\nzjjGzzd5NmXcgBsbRUppRChXp4czOxusab20d+kn6A2G4NQtv3xyLD/ij+BWZvZaZSVEqyfz7cK3\nFVlfi3jbpP4GV75y8yXjn+2te7QbVQ/0DAhOu7xOenKSZ+ujo8+um+zF9u0wlp2YJiSRK6zLJX01\nBCcAF/7tNI7nfUUEZ85Hi7l5x/dlXzfZceWKLEk/kUVHyu9u93Ln0VzBI3g+WD/k7y0dncaMq+dA\nrYbLnJuaoKhIamhViUmTBRZbv8E063bVzpBMdHsilNIIJfIKzg7RzSpmIHalRoazsdVCmdCkWMJm\nMBRk+WkL6CfoDYbg1C0fbi5gNTO+8G+XGUEAkz07ZWr6B0PcqMlVpFxUKn+gXabVo96H/EgJBE2S\n4MxWpr9YDiYU+3GI3bqJ6HZ5o4w316n6Abo/b2yu4HReo6vBeIYAhPsFRUyDAKzmMMGwdp8ZwyXT\n384x/e9RUiN/a8msM6Xo3+o3hj6iKhobuHppNNgiinDsf3/EUxnfU/UcLhcscn9Kfn+zqudIFp47\n9gE+s58qezD3bx+OYRar6GnVrnfEUKhIb2amY7tU26oS+bYQ7b023QS9wRCcuqXDb8Gd7lM0+vjD\nptv41y7lDHK0Rut2SZyUTclRbA+LBT485mdcnv53xfZQmtvnvc6d6b+Q3cRDTp64dhX/5nzduMR9\nMOkanp/2WylSlCS0h528wel0NBimQQDhfpMkONPSZF/bau6npz95f9+UYsXrHTzDN4iVyjeDM86M\neVI558qVQ/+duiFXen7HfNq8wHs8sKRzKh5bharniETgVWEh25qSN3iZUBobSS+Tv+8w7gbc3apd\n74ih8Nzom/nfqc+oeoaC3H56YllSD5JOMASnTvEEs8jLCiq6x9OtJ/FJR/K4XqrN9UetwI8Nx0Rl\n++QW1HRQ7N2g6B5KMte5mWMca9U+xqGJp5L1Motz+3bM4+W1yh8prjLpkuhtSY1LzOEIR0xYhIgi\nQYFsSz/Bfn31Aw2Gp563cAUPK9KLlZsLY+2trNrtHloWoquL4k7p+R30aDPY0tQkfS0pVjf7EovB\nwvoHeL5W3rmTWiQYhAs/+AHvZC2SfW1noTQGL2XGzzQ2Qmmpqkf4708+kTwOdBL0BkNw6hJRhI4+\nO26bsiYRtvQ+AuHUi5oflPp6bPQoPiz4/eAcXug4TrMzsd7YWskGywy1j3FIXtowjqP5CP9ubZa8\n7cvyj8Oct+seavOSqxrBNUrKEHlbtfk+lpu+iAlLmjI/C2tGhGAk9QRnfT2UU49QIX+GE2DWeB9r\nwpOkjQbJ3+9opI0CGinB2q/NnrimnZLwKBmt7ue/xQKZpj58odQrF9+fxkZ4vvMkWrLHyb62Y2Du\nerdH/8/qFctFqmtfZbl5nqrnSCsaCHq3tal6DjkxBKcO6e2F6oxaKt3K9p/ZM/rwh+W18Ncyt/xz\nKn+zXKlY32yc/9twDD/jds1m3y5acgUP9n1H7WMckk4xh084mo7dPWofZcSsftvDi5xL+lhlLt3D\nxTXg5uztMJyuAa6uWcJFWf9RZO1Lp6/nfPFf0pyQFGJbYzZjzfWKmef96TcB1jEVVg5+5MyT/87m\nfY6nhGZMQW2WyzVtkoRyyXj1S1kd6SF8odQLpuxP025JDJZWyF+S7ywYcAP2aNcdf7DsWu9jCxPJ\nKlHmmTFY3ts1hm/yT10EveMYglOHZGXBuvyTuGLmKkX3sWf2E+jPVHQPLfHouiNZYT1W8T65ggJo\npVCzka9Afwa2jOSOlOZXSiNb2nXQX7h9bZBMQpTMVm9e3oFwu6HKsov0oDazPHJzxbj3+Lr9NUXW\n/sFxm/gej0NI++/nwRIOw7aufKYUtin2TB51QjXZ5jCsGtxnbTQKy+sLyc/wcTs/o6lRm4Yg2b0e\njmANRdXqD6Z3ZPTh6zMEZ+NG6TlaOl5+Z9OJ1QL/sF3N5Kydsq+dbDRukkzsSmsc6p6jN49n+Sat\nO7UZlDoQhuDUKx0dikV14+Tb+zDH+jRb2iknPT3gCTsoz1f+QldYaqaLXMKN2hOc4TCERQu2rOTO\ntOSVSoGUjhbtv7e3b4dx7EiukShIhrnbZl/MBdZX1T5KUtDYmU1XmjLP7JDZjgeX9KBKEbZtFYmI\nZiZPUC4rI2ZkcpvrQZ59ZXAzhTdvEglErRSUWPgFt1PXpE2h9K3qNaxhBpbR6s/1dWSG8YWz1D6G\n6jRulYRJyST5TQvdbvh2/psURwZfOq5VGnf2YaWHnAnqzZeFfYPe+umbNQSnDlnyVi9Hhd5hS2y8\novu8etXLLObslLrEHIz47O/yUuXLAwsrpA/Xth3aG9kRf6vYrMldRplfIGVE2luT+5yDYXuzlar0\n3V/MvUwmXC7NjoaQmyNf+xU3+25TZO2r/30SM1gtOYukCDXuVuoYzRmnKhfcEgR4vnchz2+ZMijj\noKWLpSDhScdKIjjQndyBt4Oy1zVI/aqJh89+jd9Hf5xy5eL7I3b5qGIb1rGjZF87FoOP0o6jtln/\nFW2NDSKlNCpiNDYUps/N4O8ZVzAmtkPVc8iJITh1yO5NPXzGUaS55J899iXis56MWZzU7wgDUD5W\neROFgjFS5Ku1TnuXx7jDty07uUvJ8vNhetZmrEFt9snGEUXIEzuYXtik9lEOyLfW38rP676r9jGS\ngr6oGUuaMgEOqxWCWFNKcJo2bWA0u3HOUjazP2u8n5X9U2HXrsO+tnNDExXs4ogzJaEW8GkzoHX6\nA4u4Mf0+cKhbdggwc2IP1WzR1fiI4XDb7HfYxgRF3FVFERbseJwnd86Xfe1kY3J2HQuF16TeJRUp\nKoJLttxG4T03qXoOOTEEpw7xNEplnXkVyjb0P75yKpfyRMo/6AH8uzzk4qWsenClVSPhhIVWtqVP\nYkraJsX3kpv8fFiScxZnjE/uqJ3DAavnX8cFlv+qfZQRIQjwkeNMfn7cx2of5YBs6Snl857kKvVV\ni3DMjMWskODMFlJOcP71/9J4koth8mRF95l5VAb1VND+3vrDvvYn7sepy56C/YixAAT8yR14Oxgr\nW0oIWNW9kMdZ1j6G57gQfNqr+JGVxkbJwEMB08K0NLCbg3QH9e8G/POKJ7mn/D4wJYE8Gj0abMrf\nKRNFEvxEDeSmo6UfE1GcZcpGHze25fEC5xsZTuC8ms14cVMxQ3lnM4dToKrIj6WjWfG95CYzE44J\nv0txoQbKn/LztT8DKxSS6r3HyW+VLwcuWz/eqBP6lB3hpAWUFJzZDhNBson5U6f94b53anjZcr7i\nmYpZZ0q9XqveHEQ1xNKlCLOPxOaUnEQDPcoazClBXx90hB2UuJIjePH3VZO5hr+mvOA885mLeNB2\no2IGWU5LiO6QvqcSiCKIDerP4NQrhuDUIZ62CG48mAryFN3H7kwjSDbRbiPDuXcOW7nyoydiMfij\n+CM+3JwcEeah0FQf5eng1+gQ8tU+ymG5aNWPubrhVrWPMSKeuMfDbJbRXVKj9lEOiDsnigc3dHaq\nfRRVEUXoF9PJSFcow2mTBE5vl34MKA5FMAg7fflMLvYovtf0ORZcaV10bDq0idv7b/QxY9UjbB63\nSGpdnnkyV+X/W/HzyU1Li/S1uDA5yoEdOQI+HCktOMNheK1lBm3ZlYrt4cgI49P5GLzmZnAseZln\nYl9X+yi6xBCcOqQ008OxfCjZQCqILUcqr+jpSB2r/YNx3YPV/IpfJcREwWSCX7RcxeJdUxXfS25W\nL+3j2zzNrrD67oaHY0+/m/XhCdCv3dljny/tZRM1OKaOVvsoB8TlAi+GcZAowr0Vf+K0gtWKrH/s\nvDD/yy2YepMjK6U0mzeJiJiYPFH5SgqnEzouu5lvN//+kMZBn764hzVMp+i4iZhMkJsjYg5qTyQ1\nNUhCs6QsOa6PjlwzYTLo60jdSqvmgWKn0lHKvd+d1jDd/dZBmWNplcYGkYBow16k/nxZPZIcTwwD\nWfnprDd5ngsVd6W050qCM+AxyuFe21TJ1sxpkJGYCGBBVoBWv/zztpQm0CG9V+LvnWQmLzdKB3nS\niCGNsn2nwDh2IIxPzj7JmvERprIu5QWnyQTXu59ibkGtIuvPnSdwC3eR2Z8al/KNH0nvp0lz7QnZ\nT5g1U8rS19Ud9DXLPokwkc3knjgDgN80XcYLjXMTcj45yQx1spCXGTshOZ7hDrdk1OdrS93Ad2P9\nQBCgPE2xPX6/8CPuEG+DXv1WSTRslqr1ysbpO5OrFoMWnIIgpAmCsEYQhFeUPJCBDHg8kJMDZmU/\nEPLLMqmklr527UVp5SQWg4ZADuW5ibvMFTqCtPXaNRdtDHglN1+bO/kf6Pn50E6+tgVns40qS730\nPEhCrr2sh3c4OeUFZyQCG31ldCK/4QdAyJRNLZX0dqdGcLBlXTtWehh3bGLGdrwZPp6prKX13Q0H\n/P9FEZbuzGNO9kYolHo+H6k/ldc75yTkfHIyM283L3MWVdOTw8zE7pZmmfrawyqfRD0aN0l3sNJx\nyo0tOXqan9msgO5uxfZQm70/xxr13Zf1yFAynNcDm5U6iIF8zPnndfxG+KXi+5z7HQe15glU9m1R\nfK9kpq0NwqKF8qLEfeAV5EZoFQugqythe8qB3yuVp2pBcOYVmekkl8gebQrOSATq/G6q8pO4PzJe\nhZHigrO9HSbveInnWo9TZP23lzkYSy0b67IUWT/ZuLl6MZ3kYp42KSH7ZU4czXqmHtQ4aNcuaO9z\nMnfiF89rmyVMQIM9cWLTQP1mEszgBFh0jpn1TKbUvEfto6iGxdfBdFYrKpQ2+sp4mYW67pVt3NFL\nJiFc1YVqH0WXDEpwCoJQCpwJPKrscQxGiijC595yejKVd0vFZJI+dJqSc8ZfoqjfLWUZE+AXtJfC\nApFWCqG1NXGbykCgKwKALS/5B0hPmWbiTF6ltyWJBdsh8PthUcbbzKlK3vMv2ZzPRDazbkNqd3eE\nB2JVGRZlKhayXZKw6enWgDu0HGzciKWkQJEREQdi+ux0BGKsWnNgh9BwQysX8hzHnGjZ+2e2jAiB\nfu0JzkvuGM98Pk4awekqtzGZjWQEk/c5pzTnjt/AambinFCk2B5/W1rNN3hW1xnOWa5afsADCGWG\nS60SDPZT/l7gJiA5bMkMDkogIGXb8pzKZ9tiMTi9+xkeXDZd8b2Smf6ObqaylsqJibs8/P66RmoZ\nI6VXNcRVJ+1gJTNJcyZHOdahOO9bGbzMWdgC2oyc52YEebH3DM4+MXldpNNzstnKRHZt164xkxzE\nBafFcujXDRerXertCgb0/xHu88Gp/7mKd4suStieDgeMz2ljZX3hAdscJng+5Tm+waRzxu/9M1tW\nhEAsC6LaCgLsbrGQRnRvabDadHSZ+Uv6j9m+W6FfHi3Q2Ch9VXCch9MtTSXo9+q3D/wboz7knrSb\nk+a9rTcOKzgFQVgItImiuOowr7tCEISVgiCsbNf67DoN4xlwgXfnKt/bZzLBmt5qVu9JfsdRJZk/\nqpa1HMHkOYlzNssZ68ZKSHMZzgKzl5ms1sYw43i5p0afZ7FtO6T/qEpOwyCAI6YLpAv9fLI8Xe2j\nqIrignPAXywVBOfGdVHe8s+jp3RCQvedOT7AqshUqP2q8ZPn/XWQng5HHLH3z2xZMUJkSTNcNERT\np5WSTI/090kCPB64rv8eltcq68qfzHztz8dznekvkvGAQjhcA+ZMe7T1fh0Kvp3tiKOKIU0586VU\nZjAZzvnAWYIg7AKeBU4QBOGp/V8kiuLDoijOEkVxVr6Cb3qDQxP3N8krSEyJWonDT2MgR3PmNbKS\nwBmccbb4ivkx99CwVVsP/zc+c/IsX9eE4NxWl06J0MR/l49S+yjD4obbrFSzKakFZ1YWzC5p5sM9\nE6Qa4BSQCsdWAAAgAElEQVRlr+DMUGZoe/ZALCzYo//n9MYlUtR18rzEONTGOW2hmeP4gL7Pvjza\npq8Piv96K7cX/AUyv2gl+M8177KcOVJZkkYQRWjqyaHEmTxnjldNa8zOQFZWNRXhtxZKWQCFcBZI\nFVy+Nn261Eaj4H7ufn4h/lrto+iWw747RVG8VRTFUlEURwPfAN4TRfHbip/MYFhkmfo4m5eoLE9M\nmU5pfpimWFFKP+2vvnsMF/NkQgXnnt4c/sSP2b5VWxmLh98by++4TROC02aDZrGYPa3KiACl2bbD\nhJVgUgtOgAVHx1jFDALvLVf7KKpRVgaPma9keokyJfKFhfCX/N8wy6Z/g7cNn/mx0sPoYysSuu/F\nNxfzVMblZKxb8aU/X7MiQli0MPmIL7vGm50DUQANBVq8XuiLWSjJSx5H2HghSkdXamalIhFoCeZQ\nmtuj6D6OfElwdrfp0+m6rQ0ioplRhdq6U2mJ1HZq0CGTCjt4iXOYMjkxkezSEpFGSr/oIUhBVu7I\npd1UCHmJK+kpLJY+XFubtdX/4+8xYSOgCcHpHvDdau9MjnlzQ2X7HhtVGQ1gT2ymZ6iceVkhlwuP\n0fPeMrWPohp5bpHLoo9Qnq/MLEG7Ha4pfpGJ5h2KrJ9MbNhkooZNmCbXJHZjiwVxylR6ln15NMrS\n/0ptD3NO//Jc7BfXV3E1D2gqwxmLwdUZj3FkVfIEmM1myEkP4PGnZg9naytESaO0MKLoPgtOzeIT\njqIqs0HRfdSisUG6M5eWaTPArAWGJDhFUfxAFMWFSh3GQAbiNbXuBLjUAlOnCUxmA5HdqetUW99l\np9zeCULiHlTxnvbWNm09HAMhMzYhqFyzmoxkZIDdHKTDlxy9SkMhHIZdfjdVBclzMTwY80+28n9H\n/o3C1a+rfRTV6OyIslScTUBUpg9cFGG9OJkmr/7HouRFWjjGsU6VoNaCxn/yzU+vlZTZAMs+CFJG\nPcWnT/vSa9c05vMwVyD6tSM4820hHui7nKNnJVdZpTszSEePVe1jqEJcKJWUKnsXyCsyc5R1Ldkh\nbY4JOxwNW6QMcdnY5L+baBUjw6kzbr/XTgmNxFyJybZdeU06H3Ic5j2pmeEMhaCtL4dyd2J7KXNy\nwCxEaPVqSwwFes3YzMl1WTkU+VkB2jV4kamrgxhpVI1WNuotF7EFx7FjmUf6hUpBPvsowjyWsqlL\nmX5hQYAZ65/g/rrTFVk/mXjWcSV/XPCSKntXVoqScdDOnXv/bOmWHOZmrIHKyi+91uZMI0YavV7t\n9OGHaluIkJY0I1HivH/RozwY/X5KeklYQt0sYjHjJipbiRMIwJPp32Pr7uQfaTYcGjdK415Ka5K7\nIkjLGIJTZ7Q0xegjA1N+YjKcjBol3WZStKQ2/tcuL0lsaavJBAWZPnwBjWU4w+nY0rXTA3J+zSZm\nhz/R3EUmMxLgOu5j1gxt9KP8bPflTOpfQ+9HKw7/Yh0SDkqBAUumcn1o1rQ+gn3aLA8fNP39sHUr\nTJ6syvYzj7bSTAkt72wEpMfG7fY/cOX05V+pgLG7pH+LgEc7z8M/3GMik17C+cklOMvGpOPo92iq\nPFkuprt2s5izmThTWZf8QAAu7f4z79ZWHv7FGuTIgt3cxh3k1RgjUZTCEJw6w+OBPDoS1k/Y1JbO\npLTNvPBRav6SxnrDnMGrVE9MvCDZfcXvuD/2g4TvOxI+PvZn/KH0PrWPMWjuOn8l10f/qCljD4CK\n8Hbu4wZqjnYd/sVJwLxzRhEmg+XPfnWkRCrwheBU7iM52xymJ6ytioih8sjv2pncv5quSnVmQ886\nU/ocXPWW5JQrdHXy7ZY/cOLCr1ZJ2HKl0j2/J3kMeA5H0+4ILrxYRifXKLTXm6fxv9zyRUtRCiE2\nKD+DE8DplL76/NoKcg+WefYN3MHPEMqU/TmmMobg1BkdnWmS4ExQD6fTCZsiE9jZmJGQ/ZKNCbYm\nXmUhR85LfObAXJQnhR01NMetJFpPYY52Ivrk5RFD0NxFpn1VPWHSk96hNs7Rp9kQiPHhB9rKJMtF\nOCRVSFiyFMxwpocJ9us7w7nmkyCNlOI8crwq+x8xy4yJKCvXSP+OK/6xhXVMgblzv/JaR74FJ130\ndmvnedjUIlBCU9KV1L5TN5Y7+OkXg8hTiEt+W8V8PlZccGZmQrrQT3ePPp8hdesDdAs5UFSk9lF0\niyE4dUaH34Lb3J2wocw2GzjNPTR26LOu/7CoMIMzzlO18/gB90s2dRogEoHfbjqXZdFZah9l0Pzi\nzfk46Yb2drWPMiQuunMKR/MxjB2r9lEGRW4uTMlrYcnu8i+GUqYQfcEECE5LhGBE34YYG7eamcwG\nhOqJquyfnQ2/m/syx7c9B7EYt9xbxGU8Dkce+ZXXfu3CDLrIpcZWr8JJh0dzRwbFptYv0l1JgrvQ\nTA82epu9ah8l4exutpBOv+JCSRDAkR7CF9JnlcQJT1zMDzMfk2yPDRTBEJw6Y1HhCk7P+Syhe5Y6\numnyp2aj9VW/HsVslqkiONd6ynicyxBblZndJzeBAPy8/vt82jtD7aMMmmxXBgHs9DR2qn2UIbG9\n1c64zCZNjJ+Jc+zsEJ/G5tK/bLXaR0k4J8zy8RwXkudWLsN7x3HvcIN4r2Lrq40owoY9biY7G6V0\njErcfEUnx4beILp1B8vrC5nr2gYOx1dfaLFIl1sN9R02+WyU2LoT6sg+GPJKpAorz27t/CzlorHT\nSmmWNyFCyZnRS3ef/qrZYjFo6smhNDf13j+JxBCcOuO3pQ9yVeVbCd2z1N1LY38h9Cg7eDgZqa03\nYyKmeDnLgSgsTaePTPy7tFFGFL9X2WzaKZvML5fGSHTs0s4HUV8f1AdcVBV0q32UIXH5T1y8wPmw\nZInaR0k4lQU9XMjzWO3KZTgXTd3NsZF3pVIDHbJnD3jDdiaNVvd3NTx1FiuYxdJndxGIWpkz+cAt\nD41NAhcK/+KTbfkJPuHwEEX4UeEzfK1ijdpH+QruMqlHtqMhtVyu9wqlnMS851895zH+INyckL0S\nSXs79IvplBb0q30UXWMITh0hihDp6EqYYVCcE2d0Modl0JR6szjrO6yUZ7RCVuLn2xVWSh+yrTu0\nYWjzheBU9xxDIa9Ccv5rr9fORaa2dmAkSqW2hMXU41ycXlNP+icfqH2UhFNbC+9wItE05Upet/aU\nspwjNdXzPRTCvl4u5h/MnZVYx/D9WdlTzWxWcNdDUtnp3JMPXP0TDsPz/eews00b1UGCALcId3HG\n1ORzpI8/pz0tqVWO39EBYdFCaUFi/t4TK/sY1bMDour+jslNfJapCnmDlMIQnDqioQHSVy3l711n\nJ3Tfn1zp4y9cl3KjUUQR6v05lOf4VNm/cJx0UWndrY25lnsFp107j528soEMZ4t2Ip/b10qComqS\n9vr1Vky8mH++P0p3F5rD8czrTk7mHWLpypWr/fLdY7iEJ3UrOCtCW3iSSzjylFxVzxE3Dnq5dQ4u\nPIw7q+aAr4sH3rRSURvwizQ0pxEpSr5b+VHHpNHjKuMEe+qNVfpB+iPMGp+YO8gbzVP5G9/Rzpt2\nkDRslZ6JZeO095mpJbRz8zM4LHEjzZy8BDc9D4SFxMbUynB6PBCKZVJeqI7LYFG5hQKhjVC7Nh7+\nAZ80E9Lm0M5jp3KMwLXZj1Hcv1vtowyamsxa/sCNTJybo/ZRhsxj3edxde8fia76XO2jJJS+kBRh\nN2cpZ8hhtUIQq24Fp3/FFkRQbQZnHKsValytzOUz3sw6B2HSYQRnT3L1Qx6Mt14MUN6/kw3CFLWP\n8hXS08GaZ005l9qCTB/391/B3CMTE6B7ev1Ubufn0K2tdo3DMc3dyANczbipys4yTXW0c/MzOCwd\nzVJZhbswsYJzSV0ZDrpZ+pl2evPkIBoRudL8GLMmqCP4pk6F1qpjODnzI1X2HyrHzAziwcX8au04\nCY4aBX8e+2emxrQjgMb1buBG7sF5hPYGdC/4mhsfTtY+t0XtoySUcJ+IhT6ETOUynFarIAlOnfba\nn/KreZwlvJIUo4BmVgepZQwz55gh7cB9uVlZIBAjEFKub1dO9uyQPueKxibfpVwU4cf+X/PfzeqM\nw1GL4PYmIqQlrBbU6YRunOBTp6pLKSqp42oexDnBGImiJIbg1BEdu6WLRNyxLVHkjsrEj4PG2tTq\nnyjM6OLByOUcNTem3iEKCjQzFiUtFMBFJ5acrw5BT2bC7lH4W7WTFVr1oZ8mijUzEmVfFnzNBcCS\nt7RRJi4XkuAMS86lCmG1CbrNcIoibGjNpzK3K2EjwQ5FaY2DNgqpm3j6QV8jCFCV3UxmRBs9+Ht2\n9WIiSn5V8lVOCAI81r6I95rVGYejFnfcnYGNALHixAhOR44JHw7ELn1lONd+FmQr440mToUxBKeO\n8DRKxiZ55Ym90MdnQOvBM+ijxZ38pOZV6Dz8GIzg1gaimFQZiRLnuw2/5p5NB7/UJBOfftjPrfwO\nf1ryXVgORcVnz/A/my9X+xiD5pwnz+UW65+l2j6NUVoKY+xtLNlaKFkwpgjhPpEM+hQVnNl2EyGs\nxAL6E5z19RCIWpk0JjnMvW74bR63LfiY0h9dcMjXbT3rJm7L/nOCTjUy9jRFyaedtJLkzALlZfXg\nCSbevE9NGuujFNKKqTxBGU63mQjpmmnjGSzX/30Gl/OoVNJkoBiG4NQRUwtbuZ57yS1PrOtdbi5k\nmXpp7ND+fKbzL8ni7s1nUvvwO4d97c/vyiaXTsQy9QTncl81n3ZVq7b/UFi+QuBObiVq1YYrY5w8\na4iOkDbEWygEDUE3VQXaLXlaMM3Hqv4piBs3qX2UhPHDEzbzHF9XVHB+/XQ/L7MQMaC/ktqNKyWh\nOXm6+tlNgLwCE3d8eDSW8aMP/UKbTTMGLK1tUMQeKEpOwenO7qWj1yalu1OExhYzpTRCcXFC9nPm\nSb9f3XuSI7AjFw1eK2WZHUlRHaFnDMGpI44t3cm9/Ii0wsSORREEKLF109ilLSFxIEbZpA//t184\nfMlI/W6RUbQgVKgnOAudvbSFc6A/+V1U/V3SmI7sPG1FofMcfbT3a+NnvHOn9LVqjHZdXv9wbzrb\nqUJY8qHaR0kY1fkdnMh7igrOiZPSWMirpPXpL8O54YN2ACYdm9jPvpFyw8pv/z975x3fZnX9/7cs\nyUOWl4b3iuMkzp4kAQIkYY+GPQqUUfprCy0FOqAUCmW0rH5ZZZayN2GvsAkjIQkZZDjTdmx5yZYt\ny7bkIVl6fn88cUKIZ2zpXsl+v168DPEj7ie29Dz3nHvO53B9459FyxgQvyn6mr/p7lEb+STEkuSj\nUUmJyJLx3qhyxpEd0wAxoUn2n38+1JBBKvUhWS8UKApUuUM3y3QkMxpwRhDOilbaiQWzOeRrXzKn\nmIWdH6nDxcKYFL3aT7Ow5H/9lvRV2qPJ1VSpfZSCSDX7qSNNnVwsOe7mADF0oE+Wz3SiLywpfhqw\ngFN+s6OSH9SH5rgp4VttYJmVS3ROOnz9tWgpIWPV9mQ+4+igBpw1rQm8xym4neF9j+6JBQmbuI0b\nSZ43QbSUQbGhMZdVvllhUT5+kmE552StUDPMEmIxBfASvc+uP8LpDpSyEkPXA5yYnUgGdrTuyOnh\nDPUs05HMaMAZQZzzyEKO5nMhAecN5+/mtzwOtbUhX3s4WXbc/TRgZoJrNfzQtzOpzZVArtEJUeI+\nRmnpUE8q1MufcXS3BDDi3jcPIEywWsCBNSw2MrtWq0Fx4VyTYCVDQKPhDtM9/P2DeSOmPO6ej6dy\nNfcH9aTim42JLOE9bFWR99g/rOMLboy7F8aElzOz0eDHjVGthZcYRYGV2000mOUN6J/9SzEbmTFi\nRqP4/fB36+OcPDZ0jt41LgP/0NzCjrLIKT3tHh8/6hcUfCLvyTOCaWzVY9G6QlZesR9ZWbSQgFJZ\nFfq1h5HYplriTbG8wxJKX17T63WdnVDbnkKuWWw/1LjxGgooo6tG/oDT41FIoDXsAs5Tj3ZzLXeH\nxSnyWQXrWcpZJM8Mr433T9kSM4snPeeh7NwlWkpI8Ho1QXepNZrV54KjOrIy+X4/fL/SR9uEmb2O\nIJEVo0FRA07J+zibmuDw7+/nhc6+TZBEorHuKacOg8TgcKDTwV+9t3L0zNBV3jQ0arhFuYnNu8Pr\nGd4risKYze/yHqdw+OyR5YwugtGAM4Jo8MRhjhMTAD26YhpJtFBfLP+mvDcCAbjmu7P5MPViTuct\nXnqj98C9qwtuT7qbYyaKDbB/f4XCemaja7AL1TEQnj7nI3YwIewCzuNPjOJa7gmLjcyY5h84S/Mm\nFBSIljIkjjwpgVoyKXk9fOafDgVvlyboLrWHLo7DENXOM68b1SgtQigrg7mr/8OrhktFSxk0RmN4\nBJz2PY+X9DR5Kw6+2Z3NubxCw+7wGDMzVFw1bdic8fgzc0K2ZreJa02tnGXVg+HrV2u5cfxrJF98\nKqdMryLtN6eJlhTxjAacEURjRzyWeDFZmowi1UigeofcD86+cDrh/qqzqYouYFZaNZ+Uj+vVgCA+\nposbWq/n8NmdIVb5E9LS1K9hUFKrcbcSjS/sAk5vkpXd5NNeLX8P58ufWtiRsRBiY0VLGRJHnaO+\nr79+P3zddgeD17fnhDOILokmE1x6bDUvupdQ+8zHQVsn1GxZpT5zpswOv77lMVk+xrBb/oCzSjV8\nS8/WCVbSO3ZvCq9xLrXlgp/JIeL1p1vJw0Z1/PiQrWmxQGxUJ5V1wUuMBZuGWh+/PGQTR52XwYul\n82i67SFYu3bffL9RgsZowBkhtLVBeyAWc6IYJ82scerYiKrS8L3Zd1dMWi1w3EIfq5R5tCxb0eO1\nDVvsVAfShY5EAdhZY2Su5nu++F7+IO6OT2bzSNTvxZR8D4Gvt1ooYDdrN8n9kPV44PyVv+f1uF+I\nljJkJhRpsMY08/Xm8JrZerB4fVFEa3xB7we/6r58FDR8cffaoK4TSrZ8pfbsTTxKnHnbwXLjpdV8\nzVHyB5y71FPD9Hx5E1mWPPUZ2FAdvnuQwVC1sw0NATImh65fX6OBHKMLmysxZGsOF4oCT/9tF0U5\nbp5fO5Hrxr3Jlq1aUm78nVqfPErQGQ04I4i7TXeyuKBcyNrZOWqJRVWlvCU3/eGoU50CU9OjOO7S\nLLrQs/w5W4/XPvawn2yq6UjPD6HCA4mO0fC9MofySvlvmK9smcKn2uNFyxg0lgz11KnB3iVYSd90\nj0QpLJDf8bI/NBo4fU4lCR47VFSIlhN0Hj9mKffFXB/0dcZN1FF169NcsPNmWNN7j3o4UfyDjzGU\nYTwkPOYR70d3tUer3GWgdWVqq076OHlHn1nS1P7dxvrIKRfvi6qKLtKoQ58f2pO5HHMbtZ0pqpFF\nuNDcTONF13DNHVaKtCWsf+Bb7tx5BvFFoStHHmU04AwLNnzdyt9mfYTi6L2HzGCAv3TdwdwJYuyq\nU1NBp+miuj583cvqy9QsszU7hkMXxmCIamfFyp57FWylPqzUEzdOrLVZ90SWugb5zTJaO6Mx6sPP\nsMRqVb82OOROpuxar25aw3kkyo95/JEAD3ElfBX58zinJNqYElcakrXSrjoPEhNpu+fhkKwXbLbs\nNjBFux1ywm/z+NbqTA5hDU12uTfvpxSV8CLnk1QQegf8gdJtzh8GrfbDQlWNlmyqQl4K+vZfVrCc\nhfvsXcOBf/0Ly0sPsurS//K1YyJT/7BItKIRyWjAGQb8v0t93LHhBDbf8mav1zQ7vJS0WPGliCkr\n0mrh1hlvscgXvr1BzTV7As48AzExsPXaZ7mz4TKoqTngWltVFLnYhG9yDAYwatuoa5K73BPA7YvG\nGB1+AWf3RsbRJHdQv2tNEwDj5oXxSJQfM2UKpKTgW95zWXsk8cb2yXzDEaFZLDGR6ya8zZzXryNQ\n3nMFRzjxSO5dXF/0lrTzIfui2WdgLYfQ0iD3fXGctozzeRlNRrpoKb1iNkOavlHtLRgBVDXGkq2v\ng/jQzrVOmJBJFApUVoZ03YNFUeDqVw/l67GXUvTUtUQlyt9+FKmMBpxhgLazjXRqmbbsrl4HRC97\no41xlFASEOdOef0JGzjGuTRsHRAvO2IXPnR7y4byzp2PBuCzzw641tYQR67eLoUBTprBTb3HIFpG\nv7h9MRhjxfQYD4XYWDWob2iWO6jfVewlDTsJ08PboXYvUVHMU1ZxxRuLRSsJOn/57gye6LwoZOtN\nv3AK25jEsj9+GrI1g4KicGTlixx6qGghB4fRrN5TWp1y3xe//k7PD0zfZ1InITExYD/+En4b+4xo\nKSHh5oIXuDzz3ZCvu76lkMv4H/ZN8hsVgjoa/oGK0yhOmC9ayohnNOAMA8ocCZzC+6r/ey/lZQ02\n1U3VnCMu8Gi1jGFXV35YOKb2iMOBDj+aVLWG0jN2GpfFvsjSJ1z7XaYoUNmSRG6SmPLln7KwwEZB\nx7ZekxEy4PeDXtNFUpzcG6veuG/eq5zJG6Jl9MndhyzlE80JYT8S5cekZWr5qmVmj1UGkYTXryVa\nG7pE3dmXW8mOa+Tedwul7x/si+KvG3m7cQGdRdNFSzkojGbVhMftkrs//Mq3FnOz7p9qSY3MmM3Q\n2ChaRUg4W3mN4yaG/pTREZXGU1xGyeb2kK99MJTsUD9bhRNGwx3RjP4GJKe+Hhq8SeQWxrBE9yHP\n3NDzIPTGWrUkx5Qvzj3s5q8WM5MNKFXVwjQMhftfzeBW/r63MdJgjOIjzQm8/n3efsFcIAAPZ/yT\n84rkmBH4v0tXcLtygzqdW1K0WmieegQ3TnlbtJSD4leHb+PwlmVqtkFSzHVbmZbTFNRZjqFm5pwo\ndjGeruIdoqUEFW8gtAGnXg9/uMzDF/6j+OHW0J+SDBfPPNjMubyKMnWaaCkHhdGkflbdzXJXBdnd\n8aTHy5+Y+EvxJfyl9hrRMoJOczOsKMugNXVsyNfOKVQ9AirLwiN5XLKn1aRwhryGVyOF0YBTcrRd\nndytuY7TF7koSZjBf1dNA5frgOsa6rpIpgldqrj+rayCaDwYad5ZJ0zDUHh3XSafcJw6bAq1Jei4\n2U4+61yA/4fNe6/TauEi9yPMnyFm5ukBhMssTrdbihLkg6FSN4YfOouk7Q/y++GfKxayPuVo0VKG\nFVOauiFvqZF7bMRQ8fq1ROtCW6Hw/27LJT6qjQceiw7bNogvvo3mMM0qYo+cK1rKQWFN1XC49jsM\nPjmqZXqiqwscnYmkJ0nyvOuDzc25fNV1eK/zsyOFtd/5WND0Huuj5oR87W7bCltVeIQPJRta0eMl\n5xB5+49HCuHxjhnBmBt28BflbqYsTuWyi7v4TpnPtvs+OuC6xgaw0LA3WBJBdpGaQaoqlvfh2ReO\n5hisetd+w9ePPdeEEzMbnt20989qdrSyyjWBzswxImQewCOrZpJNJV018gacVVVwbtW/Wd0+VbSU\ng+KG5cdyGm9La4FYXw837r6MVdrDRUsZVpLT1Gy6yy7/ZncodAb0IQ84k5Ph9b9t4G73FfB2+FUe\nOJ2woT6LxfmlaqN1GDJhAnybdhaHJW4RLaVXHA5QiCLdInfZL4A5JUAjkV9WW1WsHjpkjw99iXNC\nAiTr3VQ2hMdnrqGqnQLK0BUVipYy4hkNOCVn60c2asiAyZP5xV+z0eHjyccPvPH/aupqbufGfZaa\nAsiepJbzVpeG5+aw3mPAGrf/CdYx56gnxp98uK985K3n3RzKKlwmOXrlFGMi1WTTWCJvSW1dHbzW\ncSp1irymE31hTdXgwKruviSkukot9c0WO6Vn2Jk6J4YreZC4dqdoKUFl7ZzLuTon9D3CJ/xjPtaC\nRLj33pCvPVS+er8VhSgWHx3m2xijUa3+kJS6PQVL6RnyuwBbLNCARdrE4HBRtUPdp2RNSRGy/jhT\nI52t4VFS+9+5T7I5bh6kj55wiibM79SRz6//M4Wf8wpMmEBqmoafTavgubrj8K3btN91i5PWcW78\nB0IzvVk56tupyiaveU1vBALQ6E0gNXH/YDk1FU4t2Ezc7m3QrjbJ23a0E00n1ilyBE9pBaotet1u\necuI3C3qe8KYGJ63HEuGjjbiaauSM/DZuwEpiIwZnN3MOiKeBzVXkxEIz77wgTI5eheZCQJ65LRa\nVi65kxNX3ojnyzWhX38IfPdmDfG4OeTCCaKlHDTt7TDZ9iH/3SpvZUJhZhtfcSRHzJC/h9OcpqOF\nJHx1ct6nh4uq3T7MNBA7JkPI+qv/tJQnfJeozaSyU1KCflx+WI5NijTCc/c3QlAU2GK3MCWlaq8R\nyJW3WPmD9mE6n3xhv2tXb0+iKnmKCJl7ycyEhwru5XD/10J1HAytrWDRNpFuOnAA99sPVXGN/9/w\n7bcA2MoD5FBJVH5uqGX2SGqB2hdZXynv8HC3UzW1MibJPcuyN6w5cQA0lsu56are1gJAdlF49sj2\nSlQUnUmpdDbI+XMfDnw+eNB2Khs6JgpZXznpZD7iRJ7786b+L5aIuzIfpDjuEKIPC30f23AREwNb\nO8ZS0yKvoYnRU8eRfINlbJJoKf0yZryemazHXXWgz0UkUVEZRR4VkJcnZH1N3p69j+SzOB0OOO3L\nq/g2+RTRUkZhNOCUmupqaO4yMjl/38nVotOSuPHM7RhffRI69wUYiz+5jvt8vxchcy/R0fC7Q9ZQ\n5FolVMfBkJQEdtNkfj9v7YHfPPJIAvoY3O8vB8Bm15OrqZSmRCMtQ/0Y19XIa/zhblBPjo0p+n6u\nlBNLnnqK7KiUs1y8urQDPV6sk6yipQwrNhvEuuy8sGGyaClBo60NrrL9meXNM4Wsf9gxBuZm2Lhv\n/ZEEysqFaDgYNF9+Qd7CMfv13IcbUVEQr23H3SFvIm7NF25e5jyUNDmed33xi0t1rGc2KZ120VKC\nym1Tl/J/xn+oDZUC+LByKsfxMZ5dco+r2rnNzzvuo2mxht7Nd5QDGQ04JWbLWnVzO3m6br8/9/7i\nMllULp0AACAASURBVF53LsL+3MeAWpbT5o/FkugNucafUmKYxjqbVerxET0SCKhGA9YDN+yBuHgK\ntOXc+NIkAGxOI7mGRtWuVgIyMuD0pM9J76wQLaVXNJ0dZFBDgik8N4dzFxp4Jep88gK7RUvpkduO\nXk4lOUTlZImWMqwkJ6tfXc2RWw7l3XPbjtaLuWdqNPDHG+PZxXg++OPnQjQMlg+ed3LZ9j/jOvRE\n0VKGjFHfibtD3vvii2/F8VseQ5Mhf8CJaY9Lf4T3cM5u/5aFY8WdLjr1aXzKcVRtkrt0uWStetJd\nOCPCKn/ClNGAU2KKl6sGJZOP3N8IqKLwaM7mdZ65R72pdhuymVPE907+ac25XNr5qNQzIXti+Xut\nnOp/g6roA42AoqJgQk4bnzTMhLo6Xii8havGLxOgsmcSE+HNeXdzdOBT0VJ65Zwj7dSQRU5eeN5y\nMrM0nJv6JWaPTbSUHtHWVpFGvVrXHkEkJEAUfprcuv4vDlO6C1WiBbbfnvlrM7mGBu59f5zaXyA5\nbz/l5A3OJOH4w0RLGTJGvRe3V96A014L6dilqejpi91VeuZq1/Lx+siq9PgxHg+8smkSNWliKiIA\ncqeq5dW2He3CNAyE0g0tROEnf26qaCmjMBpwSs1ZOat5lXOwHDZ+vz8fV6TliNxyntq1AMVWuTfg\nFDgRZS/ZWQpVZKv1wGHE9vVtvMupRFl6nmN63Ml6tjGJqldXcFTLe8ycJFm/ZGoqil3i+afdLoyC\nSoCGit8PX8aeyK5yOTeGf397Nm8kXrq31ztS0GggOboNlyey/l4/Zt8JpzgNOh3cf3U5x/s/hC3y\njujo5ot1iSzUrUA7e4ZoKUPm2PxdTAls7v9CQdgbdGrA2UP1j2zo9fC9fzYVtZF7v9i1C35eebfQ\nEVg5+Wp1V2W5vG08ACU7/ORRQfTE0ZJaGRgNOCUmz76ac6LfgbEHflguu1Itgfr2ls9psKtjUsxp\n4k8BssfoacJEW4nctf0/pdtwxzKm54DouEvUUsWnnwyw1DYPV+r4Hq8TxbFf/50llQ+LltErTyxN\n5iyWqiMAwhCNBo4pf4Jnt88TLeUAFAXu3XQ0K2IWi5YSFJJj2nG1R5b77o/pDjhjBP8VTz81wF+5\nSx1wKTEVFVDWmsriibXStDUMhUeXLOOvvtukbUOxN8eSHtOkZiUkp3sqXENT5G5tK7aqjuS548Td\nMLKyQEMAW43c74m4DieHRK1TBY8inMj9VIY5gQA89VEmuwuO7vFGf9blVhK0Hp58zcjULCdLOYsp\nReIHM2dNUAOK6uLwcolz2LtIwkV0Vs9Z3CnTokiPbeKmTWdxTuAV7IlyBZzRBi01gTRp57lt3BHL\nchaGbcAZFQXmGDcNrfIFPs3Nag93lkWyU/dh4g+zV3Jq4K1Bv66qws85Y9bgXim3++rYsVCeOI1T\nCrcL1eE1mqgiC2+93PfuL19TW00WnRz6ofdBwWhUH/gdchqS1XmMpBs9/V8oAXFxYNB20NgSuSec\ntk3q5zN3SqIwDdHRcKhlF4ZWiauqgCcL7+TVon+oD/BRhDP6W5CU8nK4bMs1fJZ4Ro/fj4+H846s\nZaN7LJYvXuMs3sCcL75cMXuyWttftVPemZA94agHK45ey4Y0Grjngo0cyycA5EwTM3C5N8wpCk5M\n0p5OuN1gxB22ASeA1dBGQ5t8m9zu6vVITeJetXgzZ3e+oM4PGQR/vaaDpeVzefN+Oftuu9HrIa+r\nVPhH4/216eRQxdatYnX0R2DrduaymsnnTxctZVi44oOTWcA30iYL1026iGsnvS9axoCxxLpp8Iib\nRx5sKnZ0EEs71qlie2pXXPY017pvUpMlslJSAoWFolWMsofRgFNSir9XA7Yps3rP1N37ahbrExex\n7a53+ZRj9tWTCGTGHB3vpFzC1MBG0VIGRYrGxVQ299kIe+FNBRRSgpkG4sfLtbs3mTVyB5ye8A84\nLQmdOHxJ0CW+kuDHVJWpNZnZ+XKXNx0sbkMq1WQOesh4kl41tCiMljvgtNngnx1/pLxNrLGFOUdN\npjjt4t3O++KXvsdZnbqEqCmTREsZFtqJpZIcaQPOsa51ZOXL2bveE4vyyijw7hAtI2jYKhRyse2b\nhSmKnBy1H6C+XqyOXli/TmHOlmdYl7BQtJRR9jAacErKlj0OtZOO7D0AMlrj0Fx4AQ/VnM7ZLJXC\nNchkgiVji7E0iC0PGyyPzn+WN5N+2bfpSm4ur0adTyMWyBV8s/8JKVYtLSTR5ZDTHdjtiQr/gDOl\niwYs0jkwN5U1ocNH1vh40VKCwtXvHc1c1gz6526OcaMhwLw4uUtqS3cFuDFwm/CA02RRtwONDnlP\nLLydCoEvlsPixWrZSQRgNGpwY5Qy4CzfrXBP9flUx8vVQtIXz1zwGTf7bpS2RHmo3DvvVV7TXQBp\naUJ1PL71CGaxDsUmbjxLX2z/rol1yiwMBfK7K48URgNOSSne4CUHG0nzivq87vMpV/EYl9NMshQn\nnABfxJzIyp3ig99B4XBAav8bPmcgmVn6zeosEok4dJ7C7/kPvnq5gqFu0mNdjNfsEu+MMgT+fl4J\nT3Op+l6RiPNm7qCDWPKnJ4mWEhRSTBpcJINrcL2FBn8rU9lMwNUSJGXDg7ddPTGPjhX7OO5+fDid\ncprXADx1Zx3pteupm32SaCnDhjExStqA84cVHq7130F9XJ5oKQOn+43cbd8fYWQ3bWZ6frPwvsR2\ng5kNzMK51S5UR2+UrG9BQ4Ax80ZHosjCaMApKVtKDUyO2g75+X1eN/WMcfv+Q5KA86ptv+Xuyp+L\nljFgAgGYt+xmnlEu7vfalgYv31bkhEDV4DjulGj+wx+Ia5PzIfvMomd5LvHKsD6VmDFHx1y+l2+o\neHU1WgJosuUq8x4uki1a2ojH6xhcSe01h65iC1O454djg6SsZ/53XysaDbg+Xzeg671tasAZEyf2\ns5Gypy3dKbHD5xfvuomhk9RTDxUtZdgwJmnxEoO3ST5jHvsudSZr2tjwqUy585vDmMwW+e7Tw0Bn\nJ9zz3QK2mo8QLYWcyWrSvbJYzoTerm1d5FBJ7KQDZ6uPIgZ5nywjnM8mXsnDkx/pN4uVmqbhz0t2\n8q9JL4BBDkOTbEs71V2pUmZse8LlgjUtE3HF9l96kWCOJi4jOQSqBonJhBc9PoekDpNud9jO4Oym\n3JvJ81yIp1KuPtlbns7ln/wNsrNFSwkKyanqqbirZnBGZDGtDUTjxeUObW/rfQ+p61V+VzWg672e\n7hNOsSM+4uLg30VPsFj3tVAdvREIwPJiK4sNq9EURs5cvelT/fyC5+hqkc9oz17egYYA1nESPvN6\noVNvZCuT6aqX6z49HNhscK3t96yNPky0FHInqUkI2045S5dLbNEUakrVXtNRpGA04JQUy67vKJg9\nMCfUe94Zz/XFFwZZ0cDJylCoInuffabkdPe8Wy3ylpL1x5rNccTg5dP1cpxy/5QTPryS+7y/Ey1j\nSKwoTecinqeqRK4H7Ns/5PGd9gjpyryHi+S0PQFnbfugXnfRC8fSQRyuttCOSDhsopr0yTcMzEzD\n264OTxddUgvwpzlfM8/7jWgZPVK8OYCjM4lFM11hXSnxU045SeE5LsbgG9wJfiiwV3dhoQF9tth+\nwcFgzlDvF85yOU/ehoKtVHXqzi0QbxCXk6t+Bittcu6bpsbsZLFpY1jMjx0piH/CjXIAqz9p5jb7\nr2gumClaykGRna+jjjR8FTWipQwIR51qkpGaEb4fh+Q9CeimRjkNP75xFFGtCe8TOOsYNaPrqJJr\n3mVVcyLZRklPtoeBQ46I5T6uxtQ1ODfEb22qsZerM7QjElJi24ijjQT/wH4nZx7TTANmxmaJT2RU\n6gvYVS9nL/AXL9YCsOgMuUZSDZluI7XWVrE6esBeF0U6dkgPH+MVS65a6dVgk+/EeKhUbFTvKXmT\nxBvEpabCYtMGzO5y0VJ65L9Jf+GGeZ+JljHKjwjfHXYE8/ErTdzMLein9m0YJCvZ4+JQiKK2ODxK\nWhzlau+MNSt8DW1MJvWrs0m+zL/fD23+WIyxco0TGSyWTPWkrMEuz9+jsxMavIlkmQd3+hdOjJ8e\nx9W6h7H4agf1usYOdVPW5I0HJXRZ+OyEFuJox143sM9iNF7MONEZxA+rv/jLS/il+wHpRv8AHOr9\nilu4ibyz54qWMqx8sjoJAx6+3yZfn+Srxz/FZ7oT9zX4hgHmXPVz31gjV2JwOLBtVZ23s6aJr2SK\nioLPT3uI8zxPiZZyAEpAGZ3BKSGjAaeEFG/sooAyDLMnipZyUCy5IIF1zCKttUS0lAFh8Lo4lJWk\n54fvsOjuE05ns9g+sJ5o25NoTjD4xQoZIlar+rXBIU8JUc2eIoKstPD+2faFr0vDtoS5NNp9A3+N\nD1q64kmnlrOUpfvehCFgfnYVTsysKxvYJv3bVTqu51+0KXFBVtY/pmS/Os93kI7AoWBu6cvcNO6V\niOvJikmIph0DrS75PsMxDdWkZmjDqoQ5r1DPGbp3MbbJOR9yKFSU+cmkhuhCScay5eaC3a7O45SI\n155oJs1dQknSbNFSRvkRowGnhGzZHc9k3Y6wNQFJzTcwy1RBTJ3cA9e7OaGonJUcTvr48O2B0+kg\nUefB6RZ/SvJTuivFjPHyBGoHQ7cJtKNRnttmS5OfXCrIzZdH03DjcMCkphW8vnnCgF/TPbLzBv7J\nb/hvSAOoeL/aO+YZoOnomh+iuZPr6dKKr7AwpaAGnJKNlKgq72LlFx10LTxGtJRhx5iofnbdLXK1\nQygK/HH5Er40nCxayqAYPx7eyLmamVq55+8eDI8tepXVzJNmb/jX1aczRdkknV9Hybpm6kkjY2b4\nlIKPBCJ3lxKmeL2w02VlSlpDWGUVf4zfD0/E/YGVm+QrEeqR7rmK3UdYYcp105ZxDPL1LCgKHKb/\nnmxTePfUGAyw5rCr+X+GF0VL2cv0jHoqyOeYBeL7/4JFdzWfq2XgjyuvFw7XryY73kU91pAGnOc+\ndRwAHvfAEix7TYMM4s0tTJYonJhQGuVqh3jx37Uc3vYpjbOPEy1l2Olu4XS3ypWQa26G+yrOYIN2\njmgpg8diicixKDE1u8lKD0CsHNVYupQEtlOEv7xStJT9KNnmI5Nq4qeMES1llB8xGnBKRqVNQa94\nmTx+4OVjshEVBVfVXscbO6eKljIgfv/geH7Gu2EfcP5t4Xf8rGOpaBkHkJUFK2KP5uTJ5aKlDJlD\nxrmwuCQqFe/OLGdF5gxOUPdW0RovTYMYb5KdpfCtsoDvExaTSQ2KsymICvenu/3R0zawhKG3Uw00\n9HHiA05zuh4vMXhq5HJM/fITH5PZQtppkTN/s5u9AadkU8TsdvVreppcgfBAyNv8HtdtDJ9Z4AMh\nEICrPzmJb1KWiJayl5zxcfjRUbtZruC+pEJHIaWQlydayig/YjTglIyxxjpaSeCsU8L3xEKjgWxj\nM1XN4TF3cXulgUbMalY0jHHHp2F3x0vXT4GiqLspY5icePfBu64jWWpfIFrGXv79cCzn8Ko0JVbB\nQKOB5Oi2wY03aW2Fri6S06Lxo8NjD6EDaEAtjWxrH2DA2RFASxfaOPHl8CedqPACF6BzybOB9Hrh\nm9JMFpk2QVr4jOcYKMnJ8Bvz60zQlYqWsh/2avXkPT1LPl+A/ghE6ah3yzGXfLioq4MHKs9gc+wh\noqXsJXeaah5RuU2ubEmpI4nCBDtEi7+njrKP0YBTNrZsQUuA6OnhaRjUTba5japOi3zBTw84mmOw\n6lwQI76Haij88v0zWMSX+xrYJGH5x51MUTaxxZ0vWsqQeXTbUdzjvSqkJjR9sXpjLJuYFtEnnADJ\nsR242gdeRvbacx1MYTMdSWoPz2BneA4Fvx+yqeSC5A8GdL23UyEarxT3n8nzE7iAl4h1yxNwrvnW\nS1sglsWHRqYTc3w8PDbxAY6KXS1ayn7Yd6lJmnA007PEt9PYLn50yHBiq1BPmmXq188Zp743bCXy\n7PMCATgv6UNOHLNDtJRRfoI879xRALjh7kRu5e8wZYpoKUMiO72LarL22WhKjMNjINUg3wy0wWIy\n7TH8cMrVf1Vf2UkxU9AYxLtwDhWLSaEBy76+X8FU1+vJ0tSoQ9EimDsWfcLlgYcHfL1tl/qeyypQ\ngziXPXQVIx5fNCfwEVldFQO6/q4LNtFEihTZeI8uiW80R+KolKfC5osXatAQ4KjzMkRLCRoBYyLe\nFnl+5gBNtj0BZ2H4VaaYE3w0+JPVuVERQsUmtcw9b4I8CYC8PLgw5X0yPbtES9lLlEbh3o7fcdYC\nu2gpo/yE0YBTMl5bncem6Dlhv4HMytFSTRYBW5VoKX2iKODoTMCaINfD/mBI6Tb8CGG/2kBwO9Xs\np9EkfkM9VKyp4MAqjSFFVZORbINTbZyOYM6YW81Rvs+gY2CfU2edDx0+ciarztNNdaHLwP8i8wtc\nJPONY2BzlDU+LzF4pQg4d1dEcaTyFcu3yNNecG3mC6zSHIbplMNESwka6V++xNWlV4qWsR+XH1mM\nFz0pY02ipQwaS4pfbZORzG15KNiK1QRAdxmrDCQkwPNHPMER7mWipezFbXPS0dwxOoNTQiJ7lxJm\ntLdDaYuVKRnOsHWo7ebPf/BSQyaaGrnssn9KZyecmvAlMzPCPxtmStXThR53tVyGH90BZ4JZ/IZ6\nqFjS9bhJoKNa/EYmEIDa9iSykgc4fyOM2d2VwyrmDdhtttERwISTotnx/Et/Mzma0CW+7sp7hLXM\n4YmG0wd0/XOfZ3ETt0gRcJr2xBaNTnmeP7HrVjB3avu+YcMRSLzei9sr/ve/H3Y7errQZITfaInj\n5zZxJm9EVMDZaPOQTBNJEzNFS9kPJTuHdpscFT8AD9/twUAb7qyBj9EaJTSMBpwSsW2rgkIUkyd0\niZYyZMyT07HSgKZa7hPO2Fh43XARZ8+QyHn0IDFlqOWDzio5+gu7cbvU97PRIk8p0MFizVH/Do3l\n4kuw3W6YF7uRSVktoqUEnbu+ms+pvDPg/mSnE8w0kjM5ketTnyRf2R1khSqKAp0tncTjwdM1sADi\n081pvMgFUgWcTpccWwOnE25Ys4StaYtESwkqxhgfbp/43/+Puf2lAu7hz2Fp1HTp2W7+xQ3SVKIM\nB3cc8SH1pErnvHrmV39gQfP7+wZuC6ZkqxcrDoxTR0eiyIYcT5VRACj+Ru29mzIv/JvdG3xJ3KS/\ngw3rJbdUDwTUh1KYj0QBOHRhDPdyDQnt9aKl7EduUjPH8xHRpvDrBfop51wYTRVZpHeJT6QkJih8\nG3UUFx5WJlpK0EkxR9FECkrTwE44p6ZUcSyfEkg2UWGYSIM9NEm8xkaIXfstxUzB0zUwEyCvV6Oa\nBkkQcMbGgkHbQWOLXrQUAHZsC/Av5+WUJ04TLSWoJMT6cHfFqhkLSXjjhwK+0S4KT3dxsxkvegKO\nyDnhpKICvTFWupN+a1oUleRApRyzOEvKtRRSAmNGA07ZGA04JcJvq2Y8OyhcGP4jDrr8Gm7z/ZWV\n21JES+mTd17yYOmqZas//MsvJs1L4BrNA5i8cpUHXzhvFx9xYnhuXH5CUm4SWdo6tI0SBPUtLeDx\nRLxDLUCyRYePaNrrBnaae9PUt3gg6WYCUTryd33KI1sXBlfgHn48S9ETiFMta/uhszvglMClFsAc\n48bZJkc1Qtl69US7YHL4G471hTHOT6tilMrV3d4aT1q8HKdWg+XVFdnE4GXn1vCvFuvmgjfP4I2U\ny6Rrt8odq8dBKu0lcrRPldQnUhhfq2bPRpGK0YBTIi7J+JgdFKGfPkm0lCGTmgo6TRfV9eKHmfdF\nXZmHRiwkZoXHzNC+8Pmj2JEwh8ZqyQyQunfhERBwulqiuC32dtZtEz/j7ZmH3ExlE03JkZ/JTU5V\nT/8GPN6ksRFMJnQ6MGrbcHlCc2Ln+VE7rYf4AY3P8fqQ5oQT4MnjXuNq5T7RMgAo26gGPPlz5DEx\nCgY/P6SUC3lh/4yFQPx+qO9IJD0pPEfRpOSoz5rGmshwqW1pgZeqjqLUIN9Jf85E9WddtUm8O357\nO1S1mSlMDc9ESaQzGnDKRHExZGSA2SxayZCJioJMg4uqJrmDjPpK9YFkLQj/gLOuDopa1vDm5nGi\npezHrx4/hOP4OCICTp8PbvL8lZWl4vuadm7uZBsTSSwMb0frgZCcrmarBxpwZr9+P3d4/6S+NqYd\nV3toTg+744X/xPyZ1zlr/wi0F6KUAAbapAk4j53ZwHTPSvXNLpjdO31kUk3sBLn61oabS4+p5Hc8\nIk3A2dAAAbSkm8PzhNCcoX6WQlVKH2xsNvVrXk5ArJAe6HbNte0Qn5zw++He+Bs5YXqtaCmj9MBo\nwCkJra0w5uV/8or5d6KlDBvZKR6q2k0DKisThaPWRyLNxGSFfwZdNsOPbqobY2kmKSICTpMJNARw\nNIk/ua+uDJBJDdrcyC+pPeLYWN5hiTpztB/a26G60wIG9RQ6Ja4DV2doyqs8Leq9bqq5hgJ2Dyjg\nfP+c5/hKswi02mDLGxAb28bxIScO2BE4mNTUaBjDbumMUoabjuhE6rFKE3A2N0O6xk5mhjw9pYPB\nsudx3uiQL0A7GGw71aql3EI5klI/pmiylusTHiLLvUO0FIxdLq7x/JNDDpOjB32U/el3Z6rRaGI1\nGs0ajUazUaPRFGs0mltCIWyksXVLgHJvFnFjws+CvDeyrD7qFat69CYpjnoFK46IMA2Ki4NojRdn\nq1w3W3d7FEbcEdFTodWCKdpNQ6v4frtqu5YsqiFTLpv8YJBZEMuS2E9J6uj/XtI9CcGcrAZ/yQYf\nTT6jahAWZLLN7VzHnVQbxvEwVwwo4MS7p5xWkt6sh9ccwi95SoqREssOvZWPM38pTX9rsLjp7Znk\nUSFNwDk+t4NaJYPTD5egV/0g6C4Sa2iSI4kzVCo2qr3MeVPkq8RKT4d/TXmJopY1oqVQ8W0lpRSg\njB2dwSkjAzkK6QQWK4oyHZgBnKDRaOYHV9bIo/gr1b578nz5bigHy7PXb2czU6FajmbynliQVsL5\nvBQRAadGA6YYD00eubKgre16jLoOaTbUQ8Vq8OBoE+8kXeWMIzvaERGBfH+0t8OHcWew29b/BtK5\np5XIZFbfb386ZiPXcF9IbPvHZ7RyJ9eziWn8kXsH1MP5ty+P4QGuCrq2gWK2RtGIGaVRfE+Wpnw3\n8YUZomUEHWOilg7i6GqWZKZud5I4PTwT4PHx8Jf8pRzC96KlDAt+RxNZVJE+Tc72CVd6EdVl4vtl\n73owjrmsQTNuNOCUkX4DTkWlO+2m3/NPeNZZSMyW71qJo40xR+WKljJsxBVkoAGpA84rCj7i1sT/\ni5gMuimuA2eHXI6O7k49Rr34h9FwYUnopMGbILxUfEHCJo60bhOqIVS0tMDJTS/y4Y6x/V7bWK/+\nXsypanB66oJGlvDegGd4DgWPow0nKRiS9HiJoaul/4DznZIpfKMsCLq2gWJK09OFHnd1s1AdlZVw\n0bqr+CHpKKE6QoExWS3R9zSI74MDeOFpH6fyNj5LeAb7Gg3cfdjbLPJ9IlrKsPD7Gd9SRQ5R+XLu\nD49deQuXVdwkfKxPSVmUOhKloECojlF6ZkDNXhqNRqvRaH4A6oFPFUVZHVxZI4/irRomsRXt1PB3\nqO1mS2sel/IUuzfKO5i+094UEaeb3dx+9Jf8zvdASMoHB8oJaRs4PGGzaBnDxoe/X8ZnHBOSAKYv\n/me+jitnfCNUQ6joHj3X1NL/CadJ18KFPL+37c+upLGGQ0LSk/jE87GYceKLSwTA09i/Y7TXH0W0\nVh5zE1OmemLurBR72rZ9k5fn28+ixRL5m0djitoG4W6UIzG3br2GL1iMPlu8OdrB4k7MpD48K4IP\npKJC7eeQtH0iN70Tm5INDodQHSV1RgrjqtUj7lGkY0ABp6IofkVRZgDZwFyNRjPlp9doNJpfazSa\ntRqNZq1D8JsuHDkkZhNnJn0OiYmipQwbrigTz3CptLOwFAUSlj7JTR1/Ey1l2Dj9UDuLlC9CUj44\nUB6a8B+uyHlPtIxhIyE7CS0B1cpREIqCWjkwAmZwglqAEBfVMaDxJtMzHTzPRRRMUK999OtJzGcV\nAWfwA05Ps3qvS01XH62epv7nKnr9WmIkCjjNOarZkrNG7HilsrVqSW/B9MhpM+kNo0ltg3A75ZjD\naa9VSMcetiW1AKd+fAVnuJ+Vwm15qJzy7Fk8lPg3aYzFfkpOjoZKclBslcI0eL1Q4TZTaJX3gGOk\nMyg7S0VRXMBy4IQevvdfRVHmKIoyxxpBJ0ah4vbY27l+3heiZQwr2bnq26vKJs9p249pbgafoic5\nOXIqxG1KDis5dF8jmwy43RHhUNvNp7YJXM4jBOrEJdY++9BLimMHazWHCNMQatTxJv33Jwcc3a5B\nqnNIskWPQhQttcE/sXM3+9HjJTlNLdEfaMAZrZXHyfuI4+JYoVnAON1uoTrKtrQRTSeZs8I36Bko\ns+ZHcyfXkaLIcd+2N2jVgDNVzp7BgWBO9tOARQrzq6Hg88Gy6mk4EuQ96c8dF4ObBFzbxI0jKS9X\nR/kU5suTvBtlfwbiUmvVaDTJe/49DjgG2B5sYUFDUWC7XPJ9XgX/rjIojKxG5+7qj+o68SMkeqL7\nID7VEjkB5/1fz+J4PpYm4HS7If6bZTzUcJ5oKcPGLk8mj3E5tZvEBZzVW5txkUJKfpIwDaEmObYD\nV0f/BknX/jsVK/V75wR1B3+umv77KYeKxx0gHg+nneTFRg5j4uz9viZZ5yFZH3xtA8VsjeIw8w6M\nrWJn2e0uDZBHBVFjxwjVEQqKZsRyHXeTihw1oHZXLOnRTaCXy/F8MFgs0Ig57APO6mo1kMrNlDeQ\nypmsViFUbhHX950W72YpZ7FwvtjKjFF6ZyAnnBnAlxqNZhPwPWoP5/vBlRU8Ku55jfsnPkZgxf/u\nNAAAIABJREFU+07RUvby7ktuDC21FBvniZYyrERHgzWmmWqnnC6a9XVqoGlNk2tu5VAwpepwk4C3\nXvwMPVADzrZAHLpYOZMOB0PR4erJ2fbV4h6u1bvU07qsycnCNISaZ059m9u7ru/XmMLZqBBLx94T\nzpRM1UTLVRf8/jh3Kxhxk5BvJocqdB39j7nYdtRvuSv34aBrGyidnfCs9pdsLBVcleDxMDlqe1iX\ndQ4UX0BLWewkWhrlKP/M0tczKUles7+BYEnT4sREoF5c68NwUFGmBpq5Y+QspwWYe3QiD+uuIq21\nRJiGpIZSzuINcuaEb99xpDMQl9pNiqLMVBRlmqIoUxRFuTUUwoLFV7qjuYb7WfeIPL5HJd834SWG\nnFmRV4o8zuTE7+kQ7l7WE45yddNuzY4Mh1oAU7qakW6qlGOeW3craQRV1FI0TS3r3F4srgyyancX\nZhqILZDTRCIYzJ3kpiiwtd/Zlo1ODSac+0pqM9WexKb64G/mz5yyg+u5g+pOC7dp/s6uygEk27xe\n6VyyL6m7i/dLJwrV8NrkW3hr/HUQFTkJwd4oKYGxHcV8uE2O09zPxv6WW6a/KVrGkLBkRhNAi6tC\nrNvyUKnYqOrPm2gQrKR38vI1XDFmGWmNW4Vp+O4Dp9pOFGGVgpFE5N/Jf8LJF1vQ0sU7b8nTV1iy\n1YuVehKn5omWMuys+NOb/K/rUrVhUjLGJDbwZ+4ht1CuuZVDISVDPc1xVsthr989x9yYEBkzOAEy\nMsCobWNHpbjxM9U1GrKpGjGmQQDfuwp5lXP6dZt1tmgx07jXgG3KtCheibuUSTGlQdd48pitXMGj\n1HmM3KTcSnFV3yXPigJL1t/Mq67jg65toMTEQLy2HWer4HLK3btHzHiD7oScW448IdjD2zAI4MjF\nOu7lGvQt4V1SG+euZxbryJluEi2lT4pTFrBjp7jn/K3P5nEl/4Gx/Y/OGkUMIy7gNJthQV4V71TN\nQhbP7NJybeTODureEEs4i3O6uZp7uBZLQeQ4A5tyVDvwJrsc9vruVvVk25gYObcajQampDpobfIL\nm8V5tHUT5+tfh6SR08P57LqpXMEj/Y6jaXTHYIr27D0Zs1jg3NQvSeu0BV2jrUZHPVbizerJpsfT\nd2WHzwfvNR5OqS8n6NoGgymmDWebuFPXbVsVFm1+gHXxRwrTEEr2Bpwe8Ym5HzYozKl4nTVKeBuS\nzTgykWu4nwS32F7koXJ2wXrWMYe4cdmipfTJKVvv4rYd5whbv8QeT2FMVURNeog0ImcXOAhOPVPH\nFqZS9vRXoqUAUFKfSKGhFmLl7HUcCu/unsqxfELHbvlu+s4yF60YI2oO56z50bwdfQ4T9GWipQBg\nTezk1zxOXqYcvUnDxYpbPuPpwMXqfDQBXJX6MteOWapGvyOEZLMWF8n9jje5IOsrlpi+3fvfgQB8\nqTuGkurgn0if+fJZXBr13N4ESz/Vv3j3mNhG6+RqOTAZOnB2iCvh277WzXL/kWiyR8YJfvfYQHeb\n+C2ZbXsb65TZaC0poqUMCZ8ujh2x03FWyWPIdVDY9iTKcnPF6uiHHJOHynazkDE0Ph+Ut5optMjh\nXTFKz4i/uwng1Cuy0OFj3eviN+WKAr8xv86ZBRtESwkKjdpUPuNYaor7PpUQwZUPjWcGP4S19ftP\nsVrhVOtKzO1VoqUAUJTVyuP8lnH5kRVwRk2coP7Ljh0hXzsQALfNOaLKaQGSLToCaHHb+647vCH9\nSS4a881+f3Z06X95btehwZQHgLtTR7y+c28A0dbWd0Jgb8AZLVnAmeClsStJ2AzDsvXqxrFg1sgw\nxYqOhmiNF3e7eGMY+y618T6tIF6wkqFRVQVFHT/wzsZ80VKGxJEPnsVf4x7Yl5WQlNyMLmzkQk1N\nyNe22aBL0VGYF1n7jEhjRAacBWM1OH99PWcX3wJtYrNfGg3c0PF3Tp1fJ1RHsMiapJb8Ve8M/gy8\nwVLfqMWKI6JOOP1+WKZfwvYKcf2FP6bL5SaAJrJcg4AffJM5jo8pXh760Sg2GySs/oxnOyNn1MxA\nGMh4E78fmus7UUzmvX8WFQVJ+jZcnuD3JHq8eox67969oae970fs3oBTsukT/7v4W17hvH7Ll4PF\n7u2dJNNE8lS5So2DyX9mPMVpsR+JloG9XB0rkTouvMv1LRb1a6MzfKtAFAXW1ufgS5C7fxMgJy+K\narLwl1eGfO2SYrWFaGyRZDfSUfZjRAacAAlnnwDt7fDpp0J1NFW0YHdEoYyNTGet7ALVkKeqQr4Z\nUo7mGFK1TukcIofKyeUP8fKuOaJlAPDoUzFoCdAQkP+BORh01hQ+5Tg2rw19r2yVTTU8S8+OnFEz\nA2HveBN773PWbDZI3vQ1zzSduv9rY9poGsAMz6Hi9sUQH+NDr4fGo87gWstTfV6vKDBWV06KQY6e\n624KxuvIplrYPN+ycg1j2A1j5HBtDQW/nraK+YGVomVgr1IdsKNzwnu8hNGonho3NMsZhLxwaxkv\nnv56nw7+DQ3QHoglN02u+0NP5BbF4SOaui2hT8IenlHGd8xn1gJ5nXxHGcEBp2PSURyhXcGL94o9\nWXzmwRYysONMnyRUR7DY5xkkX5bR4YnDapDFFnB40GrV05ymEJzmDAR3k1riYrREVn9yYSFE4Wd7\naeh/ztXbWgDIGhtZP9P+OPqUODYxlfHR5b1e0z3j3WzZ/36TbPDi6gz+ZsTdFUt8jJpcMyX50be3\n9Hl9RgaUpB7OuRN+CLq2wbDGMYY7uQ6lQYzDZ5amlgUxa0eUAciurjHsbBYf5OXF2Dmej8PepVaj\nAXOsh0aPnAnlX9xcwIVvn4Wy8rter7FVqMFoXhgMMDjxnETe5WckOXeHfG2jvYT5rMY4Se4+15HO\niA04zel6yqKLeHNVpjCnSYCSLR0k04RpRmR+UBITYVrCbmJbQ5/16gtFAUdHAtaE3k9LwhVTbBvO\nNjlKat3NfnT4iEmJrMxjbCzkJzSy3R76HrPqHWqSpLtcfaSQbNEx1VhOrKf3IMhZpyY4TKn7n/4m\nx/to8idAV/AqLRQF/jPmPk7LWgvAnRXn8XLd4v5f6PWqTXwS8XVpFtdzJ+5qMeOsnsi9jQenPiFk\nbVFc+MWl/KH5NtEyuG7KB7youwRM4V+VYjG00dAuZ++jKbqVy/gfmkcf6fWaimL1Xp87Xv7kYv7k\neH6WsoJ4e/DHT/2Utz+M5i1Og2y5nXxHOiM24IyKgiWHO/nYu5CO5auE6SjZHcVYStGMjcCRKKhZ\nxo3n38XvvfeKlrIffj/cnXE/p+QXi5Yy7JgMnTg75XjIulsCGHGjSYisHk5QDZG2d+b3OxdyuKkq\n7cSAh+TxkWN2NRDcbnhIdxWbynp/LzVWqBs0c8b+Adydp6/hfq4O6u9Ko4HfGF9kfqbqKvnU7sW8\n23xUn6/ZuRMWN73Odw3jgqbrYDBlqhvcxkpBHgdlZSOqnBbAGOfHrRj6NWrq6oLtH5Sq7mHBwG6H\ntLS9Y4XCmVuP+YYrffcGNdF0MAQC0OwzkEYdTa99ilLX84g+k6+O03iL/KkJIVY4eAIBWJZ0HpuK\nQ298dd+HE9T7e5r4CoFReif87yhD4NTLM/Bg5POHtwvTUGo3qrODEuS/oRw0WVngcECnPH0IOh1c\nzf0sKGoQLWXYSUnooimQCB3iT2/dbgUj7oh8fx8220sOlSF3qj02Zzs3cSuanJGVzfV64UrX7Swv\n670axFmjvufNOfufqM+d3skc1gU14OzshHXOfFzRaiIgPsaHp6vvk8umJvjSfxSugFylo90/v+6f\nZyj57ls/hSXLWBt3RMjXFkmCIUArCWpmpQ/uuraRiaeMperp4fefUBQY8+od/Js/D/v/WwSnLWhg\nMV8K60XuDacT/IqW4oT5ZPgqWH1Lz2ZRC63FvMUZmKZkhljh4NFo4JzKf/P01rkhX7vGFUdmrFPd\n2I0iLSM64Fx0cjwJWg/vfG7ss3E7WOydHWQVU7YUKu7aeAJH85kQu+zeaGlW2FZvptOUIVrKsHPP\nuWt5nN8Ic5j8MccXlnEFj0ScSy3ADTdpeY8lsD20CasTk1Zynfb/Imqcz0Dobudrau09gz4n287f\nuZWU3P0THNvcObzCuUENOMvLYU7VOyxrVDdc8TFdeLpi+3y2eDvV70XHyNXjbsreE3DWhX7MQMna\nJkopJHFs5LiHDwRjvIIbY78BZ5FeLVls2D78ydLWVihvT4+YBGGVJodvWKC670iE1wsn6D/novm7\niNb6efg5Y4+tXXsdXyWfwQlqwJmT2IzNFdpWD0WBancSWYmR5ccRiYzogDMmBq49cQuHtSwL+aYR\n1BKEJ5P/xBkzxM8DDSYunZmvOZJAZbVoKXv58gMPk7o2UewvEi1l2Jk+TWEam6XI6p4zYSPXc2dE\nBpyMGQN6fcjvHSXbfHjSClSHqBGETgcJur7Hm8xLK+dWbkafuv/Q+tfXj+HnvIK3PngBZ3ecEJ+g\nPlYNsQE8GPbNPumBzna1LDI6Vq5HscmsBsCNjiCVbfZB2UY3GgLkzbaEfG2RGI0MKOC0tqr7hYaa\n3t9XB4vdrn5NT5NrLuzB8tiKqSziSwIOMeZXvZGZ2sWyrmM549BaLj6ultc8J+N4+bMDrjv0ziX8\nPOrVsBndlmNpp9KXBp7QjcFrbladfDMt8lTQjdIzcj3lBHDjo1lcwrPwzjshXzsm0M7FrgeYNTey\nywCyC+PoQk/9VnmyjI7d6g3RmiuHuc5wsrU1hyf5JYEG8QGnq6GLduIgLvJ+zq0deiZptvLIstD1\nmgUCMOntf3IbN4ZsTZlIjm7H1d6762RNWQcNmMFs3u/Pk61qaWtzbfA2Qh63uknvDjjj4wJ0ENvn\n5svrUU8QZQs4x4+H2rELOCPp85CvvXuXjyyqiZmQH/K1RfLLk+w8yuX9BpxXvroAAId9+M0O7dXq\n/zM9KzKSWeaMaPzoaLZJVkXW2KgezaWmcvkdeXiJ4anbDkzIlzclkZgQUI8Pw4DcrAA2cqEydLM4\nuwvnMtMjI0kSycj1lBNBdjaN0xez4aVtIV+6ZHkVa5lNoCAyZ3B2kzVRrYWr3tEqWMk+6m1qb5K1\nIDJKh37MR8U5/Ionaa0R//M+6umLOVf3etg8MAeD0Qi1SjpbKkL3HmpoAJ+iJ8sa+lJHGUiJ68DV\n2Xvy4ldPzOVElh0QcKZkqCY4rtrg9SS6G9UMuzFJ3awvvWI5G5jZZ8AZH+NjBhvUTaVE6PWQnhpA\n7wq9u3hZpV6dwRkGZYTDydxZXZzBW30GnF1dsMmp9m4HY2KNvURdOz1PzlEig8WSo94rGmyCzK96\n4bH/+MijHJcxm0nT9SzM383jOxeilOxzeG1rA0dnEnlWubT3Rc4YHXWk01kSuoBzwhgv1WRy8jx5\nDjRG6ZnRgBP4ufu/XLD5un31JCHikcc0HMVXaMZFdsCZPV7tB6oqHf4SoIPFUevDSCux2ZFXtpWS\nrm4WnFXiH1T1bgOpETbrtBuNBoqsTrY3p4fMBbGqSv06Ut3fP/zFyzzlu6hXh87GFj0mjQsM+5sG\nJWeoG8+muuDdgzxONeCMT1IrVnSJBjTQZ8B51Jw2NjCLiTmhK0EbKHc6f82bpdNDvu6hxs2cnLxC\nulExwaamPYXPWYzP1ft7ofvgyICHqYFNw64hTdvAWSwla7wcLudDxZKn/j0aq8Ub6P2YqjIv1WSR\nmKeW/t/7eDwfR52E5vHH9l5jU82uyc2SKxnVF7/8JaxnJjpHbcjW1DrsZFJLwpjI28tFGqMBJ/Cz\ns2LZxiR2/e+rkK5bUqKhkJKIDzhz8zQsiltFfLM8pkGOegUrjrDpjRgM3YYfTUE8zRkIfj84OhJJ\nT2oXqiOYTBjjZbsyAXaHZth19S41iZA1ZmRtxrvJytWSQhO0tPT4facnBnOM+4AT9eT0PSecjuCd\nDM8tauF5LiQ3W90gvrW5kMt5RD2q6I3u/k4Jg6tHq07h3fr5IV/3ruQ7uW7GJyFfVzTvrk7jGD6n\nobb392jJVvX98iEnsdA3/C61R2WXspRzSCk0939xGGDOUj/3ff1MRVBXG8CKg6gMdYzHzONSGXfG\nVHjqKWhXn5e2EvV3nTc2fFqusmdYmMkPaB2hO7z5+E0Pt3EjgXT5nXxHOqMBJ7Dkt+ob9Z0Xh3YS\nc83p5ZySsHzADdMltQYK9TZISen/4jAmNRW+mP83junq2fpbBL+Ztoq7uTaiA04RDpM/prER/GhJ\nM8k1A204KZoWTS2ZtKwvCcl61VvVXqSsCRFowjQAltkmcw9/7tVttrHdgMlwYKJl+gwNqxOPZb5x\nS9C05SU3cyEvkmhVKwzWV1p4nN+guHt/Hrz9gY65rKauXa6xKAAmQwfODkP/Fw4jfj8ESnePuBmc\nAEaTmnRwO3s/hd+1Sq2jzUlw0VQ//Pf3QE23a1D6sP+/RTBhArxl/hVzoof/NHgo1Dsglfr95kbu\nWvInznA+QdlDHwKQQS1X8iDjZ4T2MzgUXF1GHo++kh1bh7+/uDc++FTP//EnorJHA07ZGQ04gbx8\nDTOsVby9Y2K/Dft9cf/b+XzgXoh31fp+r/X7odRlZqw5tEPjhZGdva8eUAKOiF/PWcaPITZWtJRh\np9th0tkgthSnrk79GimOhz1x2MkpXMwztBWH5oTziJxyHuRK0iZFxgnEYPl4VwG3c2OPAaffDy5f\nPGbjgW6FCQkwN7WcxLbgZd7Ldvj4miNQDGoZnyFBi0IUHU29n/DX1sL3zEWJlq9nzmT00ehP6tNl\nd7j57P0O4utKWRtzeMjWlAWjWX0PuJt6DyRjXHXMZD0Xa1/kdOf/ehylMRSW3HU4i/l8v0AonElK\ngtNy1pHeJtckgDpnNGkahypwD4ZF83iXJTx+r5qgmhpXwoNcRdrU8Bl/1doKv/U+yFfbQpfIr6mB\nTGogczTglJ3RgHMPp57oY6Uyn8Y3lh/U68vL1a+HspLA2v4Dzupq8CrRFOaMDCvn89b+idMqH+y1\n9yrUfLMlBZsp9P1JoaCwEDbm/owTE74VqsOS6OVOrmPmRLn6Z4aTI09O4JnU60iv6f8zPxxM1u3g\nSh5Cl5cVkvVkI9mio4Uk/A0HzpgNBOCRzNs5pWBrj9970ncRa8qDt3l76s1kFvHl3hFA8YlqKVx3\nb2dPeLvHosTJ5wpqTvbjxBTSeb5l65roII7MyZFd9dMTRoua/HS7eq8IuSz/c9YzG2u6lgYswz76\nqtYZjUHbGTFzOAE+5Vh+sJlEy9iPxZZNnJC4cr/S/6xsDafNKOdJ+0l0fLuWhi12vOghL0+g0sHR\nPRq6zhG6+1mNQ0+mpjYiq9UijdGAcw+/uT2HXYlzMH+x9KBe/9Ubqpvff/k1sRtX93u9JdHLZ5pj\nOemwkXHC6Y+NZ4cyHhyhdz38KYoCR39+PQ/7fiNaSlCIiYFpGQ4SWsX2zGZo67mOuymcJF9/2nCi\nTCjCU1wekrXWf+9nN/kjNpubbFVncLb0MN5Er4ffKo9xSOGBAZJGA7+1Xc9bFbOCps3TGiAeDxqj\nesIZn6xq9TT1fkLo7dgTcBrk69MymaCJlJDO8y0rbiOGDtJnZoRsTVnodjd2t/SRlC0pAZMJa6Ye\nB1bVtnoYqW0xkm4Q724+nFy0/XoeKT9JtIz9+FfOo/xx7IGj+K64JZ1GLCz92wbOvO9wjuZzyAqf\n5GJMDKToW7G7Qlc5VuOKJzPOBVGj4YzsjP6G9pCRo2Psksnw/vsH5TiZ61jPpTyFL2csX33T/4/V\n4KjgaOUzsmeOjKxMVpaGarKkKKttaVFHS6Qmy+OaO9w84fk5n5WLNaOyb2mgnDyUtMjoB+qN2Vuf\n5+L1V4VkrQtfPok/Rz8YkXNNB0Jymlp26Ko9sEy12aWwwZFNW8KB5YAaDaREe3C1BS/54XErGHHv\nPeFMtOhJpJnOlj5OODvUksiYePkCzvuvLqeGTLUZO0TsLlUYw26ixo68Hs6iIng/8XxmG3f0+H2/\nH8Y++3ceS7wWa1oUjZgJ1A1fAtfvh/oINHkzG9ppbJenD1JRQLHX9Vi2vOhnRoqSa3n42+nYHHHk\nxjVIaSjWF2nxHuo8oXE5VhRwtBvJTJLP5XuUAxkNOH/E95Mv4Xznf2j7/LtBv3ZR3Ss8Zb6Wa/X3\n8ceqa6C570HDX73l5H1OVusfRwDZBdG0kkjLrjrRUvYeslotkdtb+I/SX/By7UKhGu59IoGJbIuY\nfqDeyE7zscObP+ynDT1R3ZpIdkLPDq0jgZRMNXPe03iTbz7rZFbXGrb4xvf42uSYDlwdweuVdLsh\nHg/Eq5uts8/V0kwy4429VxpkJbdxON+ii9MHTdfBEpuRQhRKaE84a2MZE2WL+HtGTyQnw8mm70j1\n9zxSorISytoz0aaZsWZH40eH6/+zd+bhTZVpH75PkqZNk7bpmu4LbVllR0FBUBQU1FHEEUEH12Hc\ndT7HfcNxH8dxGUfHfddxA9xwA0XZd5AdSktLlzTd0jZp2rTJ+f44LaU0bdM2SdPm3NflxUx6znlf\nwuk57+99nuf3HPFchlSLyVtCjH85uvaWmLAGyhvDPV7v2lPy8kC9bT2fWM9v9zNBgHvvaGSm+D35\ndbGkRfW/Z3283obRHgWN3r+PBAFqhp7C4pO/9fpYMr1HFpzHUT38VD5mAStePti986ohf8UhmDaN\nCRNgFyOp37Cj03Ne/CiaO3kmYARni6tmi8tmX1JmkoRmrGHg3v5Rmnoq6/s2CmYscWKgFCFhYEc4\nhw6DgwzGsdd1ZMJT1NZCTZOWpJjAqPt2xayLQ7GgY2xo+++68qi0yx2d6DqdK1LbQFWD93berXVC\nmwhni/DszLX8qukFrOF0hGD/i2JsKYxnEa9Smue7fr4LYn/isvhV7draBAJNTfC18zwOlLh2LG5p\niZI9VMXp09U8zV2ozJ7b5BIEuF39MhOyBlaZT7TeIdW7+rAWuTNMpSJNBBEe5/o5tfCBVBZN2I6I\ngrSE/if+31u0lmVcBCaTT8ZTlhQSkhIYmYL9nYG74u4B02aFEqGy8OUvYVKs3k2WvVFOeuEa9gy5\nmAnnRNOIml3Lj3Z6Tk6RhizlkdYq6wHOiFPDWSi8R1BZ3/fiLMuXFlBxyf4XVfAUUTo7VY26Pt3V\nLS1TYsB16tBAYujJ4dgJ5sg6797bRUXSn8mJ/mG81ReoQxRo9UEI1e0XxRWFUipgS1ugE9FrmzCL\n4VDvHROrB6f8wvPcfkxo5uYruUzxCVsOd2KA0+IAG+x/LrVFVj2vs4jCI75b9P5N+TwLx3mvdY0/\n43DAHwpe4osjruuMD22UUpuzxoUz7swI7uIZwi2ee+bE6mw8Z7+JiWMG1oZWTLRIBdE+yUBxh5YN\nnM7WH3mzbmw+xv82oroiZZiOGCrA6P1enFvX1vOXqicp1A7x+lgyvUcWnMcRFATnjSvh69ozcOx0\n/6X365dmoqhg2LxRjJ8u2VxvXdvxokYU4XBVFJmRlQGzkztqrJJ3k+4ny7arr6fCxAwTy7iQwUP9\nzxnSU0RFNEkOk12kdnsTY1Uw8aryAdl65niGniY5IB7Y4l2zjcI8aeGflOZ/9X6+oqYG7nA+w+oD\n7TfqKksbUeAgIsV1hOj1q9aylDkd9vDsLRP0OUwL3giqZndaK3zivJQ8U8dR1Uc+zOQ01vplnVZ0\nim/7+VotIqacGsT0wKvfBOkWUAlNWGyu30s5O+vQUEfiKck0KYPJ055EVaHnateseSZshEDCwDJs\nuuPyUr7hfP8RnIel1nuGjI6fCwmXTeXs2B1Mvab/ZcBtqx7EQzyCrcD7BpE719TyGn+hKXZg3bMD\nFVlwnsCF18RQRhzr/+N+m4NV2yOYFrQexcgRpKVBtLqGLQc7buRdWgpWh4aspIFVnN8VYlIy9qN9\nX8NpEI1cyFeEpfmXVboniYoUfd7S4ESMFi0Gbc/72vYXho9Ucn/sa6RXbPXqOKMNRpYwh1FjB+5G\niTv8q+Y6NhW2d+mtMDmIpApFrOsepamDVCRg9Jrg/HFvMtuDJx37/8cyai0dZ8sUlQVzhHS/FJwt\n/XwrynxT6/79Z7UY6vLYETzRJ+P5G4IAOlU9lnrXG0pDgnL5E++jGJxFSQkMsu7i8+2ZHhv/xX9D\nKDbq9APLAXvwaA0T2Oo3gtNUIAUjYgd13Homa3gwP5nGEH3Bab6alsf4vSyRR3mIkoPedzsuPiRt\nuCQMjejiSBl/QBacJ3Du/EhGhx6kZpV7gjM/H/IssUwbWgoKBYIAKxZ9xj9rF3W42D98UEpzzBoc\nWF9/+q6vuG3blX09Dbass7OCswZ036anF+WygzE+Nfw4kecy/s2Vab/22fi+Qq+Hx6b9xPDiFV4d\nJ9ZWwByWETl44N63XaHTgQIH5tr2z85rx2/nVf4i9fNwwbridB7nPsRK72zC/OWXeTzXdMux/98i\nOOs6KYG020XU2P1ScEY36/bKCt8Iztxt0kbAoHF6n4znj+iCGrA0uL4XFsUu5dXIeyEqipgY6bOy\nSs+tIYxHGwmjhtD0gVXmY47M4DX+zKG1vqkp7IpxcYXcxvMEpwys77kFQ5YkpEuPeD+gUlzQRDTl\nBKfLEc7+QGApHjcID4cdDy5hds6LbrXw+HWJVFdxxqxWg5Yxf0hFTzVscy1aT0k4ygEGM2VqYH39\nkaENFNb2/U7UC58nsojXBrTgjMkIk+oo+lBwLhA/ZPIQ/9hV9jY16aPYlxPUWpPnBTb9ZuMXzgjY\nHpwgtVqLCKrDbG2/KB+vO8hclnQoOH/LSeQBHqfe5B3nR4s9GJ269d//WITT1nHZhN2O3wrOyEgI\nUTTQYPFNSm3ufjtRVBAxMtUn4/kjOrUdS2P7e0EUofFALmRnA1JXJK3SRnm15+4bYwkkUDLgUmpt\nmij+wmt8vdw/MkNmJ//O8/x1wPp3xKdJ9ejGo95/bhSXQCLFAf1O7E8EluJxlwsvxE5UpBfIAAAg\nAElEQVQQlk+Xd3noLPVKPuYyRs4/6dhnxqTxPMJD7Fue5/KcoILDDOYQuhFpHptyfyAppoEih0Eq\nxOpDTBVKYikb0IJzZ2k8D/Ao5qN908TbbIY1RRnURgbG4vH/Ns/nDOdKOHzYa2M881k6N/LygDdh\n6orIEJvL9iZrfg9nv2ZshwY8kfHNPTyLveO6am1Sow1p7eEcGgqJ6jKCGzuus7PbBb8VnGo12GZf\nwl91r/tkvLx8BRnkQUZg1nACvH/+pzzKQ+0+LygAzc/f8JFq4bHPYjUWyqyecyI3lquIxzjg3osJ\nCTAozMSaHEO3zCC9RdWRahwoB9z33ELL66nU6P3v2lFnJ11RIO2Oyfg9suB0QU3iUAyKMl58pWsX\n09htP3BZ1E8oRrUKTrsuisU8ws8/uz7n3fcVvM8VAdMSpYWkBJEiklrtNr3Ems+NPDt7JeueXU9D\naft6rbJqNXHKSmmbeICy3xTF4zxAcX7f2KpvWmPndMt37HSO7JPxfc3Q0cGYMFC1NddrY5RVKonD\n1JrrGKDoNQ3YGtpHK674dj5PCPd3fF58cw/PEs+71DocYHOGoDtOcCoUUDR9IbdGvt/heWMSjJzB\nKr90qQWkaHFFhU+Gyi3VMii4qLWtTAAyIbuaIQ2/t3MXz9lrx4GKhKxWo5kYbT1ltu456ndGiVlD\nQnDVMdOrgcTkk2pYaz8Zcb93W1e5NZfXr2SeeumA/J5B0tECTkrLvR9R/nrS43yVdmvAmG/2d2TB\n6YLwCIHsuGq+PDyiU5dPoxFe/DKN0lMukFYXzaSkQGxwNVtyXNeivPR9Fh8ICyEpyeNz92eS01WY\nMNCQ5932EabPfmXxd6cw+W+nEhEfwunabdwz7gfyX1gG+fmUWTTEaga2mU1UirQwqTR6L8WzM4yH\npMiqIX3givrjGTpZEoEH1nlvcW6qCSFOXT1gFyrusvnGd/jcMaddY/GK+lCitR2LSX2i5LpqNnn+\nd6KlTlOrOWHxr9V2WsT5wNTVvMQtfhnhBHj4wAIeMS7yyVgPJL/DtWkrfTKWv7LaNISlXNSud+uh\njVJpRPb4VjPC+2Zu4TbxuU77vHaH21KXMD9hlUeu5W9MPkeHCQOHl/7e11Oh1Kob0GZ6QUFQ+Yer\neSjkH94frFhOp+1PyIKzAy68QGSTeArFH/7S4TErPqngtoqHMI6c0eZzQYAJ6eVstQx2uTt8uFJP\npr6ijUgNBM6YEcR9PE5jQYlXx7k4cQM5oaNZsvh3bj5tO41BGp7dPp262+9FTE9HW1dGbNjAdgiO\nMkjR+UpTUxdHeofSXGkRFJ/dsRPfQGLIWEnM7P/dewLfZNUSp/VcG4T+iiKqeSPvuM1Aux0sjlCi\nwzr+/vVxkqgzV3i+N61GA2tS5jMvq61T8XU7b+Gp4oUdnEVrzW+Qf/YEXleezQ/2M71am9zCwvrX\nOGec91sp+DOvbBrP3TwNlraC5NAOKyHYSDy5dZN6zplmZvE9lHnmO7sp5C0uHLLfI9fyNyZfLOV5\n7vypb42DGhuh0h5GXMTA6nV6IvrUcIRS7/bhLCuD2ZsW84tqRtcHy/gFgaV4usFFNycD8NXbHUcs\nVi2tIpJKRl42ot3Pxk9QsIcR1K3d3ubzykqoagwjKyHwFo5TL5LSPHUV+V4d58BRDYqIMOY8PIp/\nrj2VDeZhVNcoGLrtY4SXXuKOU9Zw8TUDO+e/paShqsLZJ+OXFjaioQ5dekyfjO9rMjIgSGhkf553\nIlVNTVBhDycuwvPpoP2ND/aM5Ub+06a9Scu+XrS+YzE5diyUxY1gpn6Tx+ekUsFk52pSYtv++6yv\nyGZL3fAOz7vgg0tZIHzkt5uPURFOqb2Sl83Hykqa2JofQ0NKYJWZnIhOB7WEQW3b2vucHMgiB8Xg\n1u+nVJnIGiZ7RHDabHDoaAgNcSm9vpY/MnyEQPm5VzC36MU+nUfLP5Uhum82gn3Fm4Xn8Jj5Jmjw\nnrAuKIDv6qZRHZbstTFkPIt/vuX8gOEjlWSGmfhye2qHu7urtoUzNWg9ijGj2v1swqxYQqjn8Moj\nbT7POSSlXAVY+SYAYoiGyshMavK8WxM05et7eLj+3jafhYYpEcaOgZtu4s8br2PiYxd4dQ59TYtR\nZ6W5b37FjSUi8RgR4gPD4EalgnfPep/La1/1ijGFIMCm1Eu4asQWj1+7v7GjNIF3ubKN4GzRQy29\nI12hVkNMlBNVteefP+Xl8F7l+VKN+nFog5uwNnVcn2ms1VEt+O/mV1QUPhGcyz+qYoJjI0f1gVHz\n3RG6MAELunYRzovi1nK95r029dvvbBzG6ayhrrD3/zbbtjgZXLqaVQ2n9vpa/ohCAdFnjoJDh8DU\nd1HOlqEN8QO75vCXkqG8xTVS03kvUXxYKlVIyvDPcgSZ9siCswMEAZ6/PY+HHQ/CqlXtfn70KByu\njeOMIUaXu9OzL9VRkzmOkYXftT3vd6kHXObIUK/M258xmyG6Koc31rePCHuSmsYQwjV9U7voL0RE\nQO3ps7ld/06fjH/n+J+lnogB5Kg6/wILI2vXeWVBo1TCybU/k5YhP7L1MSrq0GI3tQrO1GQnPwjn\nMm14x9EeUYT7a+7m+xzP7/Yd2C9ype2/7LGmt/lcG+LA6gwBp+tMA3uTArXSf6MdUbEKKolCrPCu\n4Mz93YKAk9RxgZER0RG6cAVWtDhr2grOq1UfcNNJbXsaxyRLJlhleb2vBzTmSNdoaWkxEFmvP5cL\n+IrKHzb32RxidPU8xv2MGjywM1UM8QKlGBCNXhSc+6RuB4nZ2i6OlPEX5NVLJ5x/7ygmhe6CL79s\n97OdK8tR4GDaOSEuzw0KAuWEsbClbURi7tA9WNAeMxkJJPR60CjqKSr33kutoQHsopqIUP9dxPkC\nQQBdXChCVd/04Ryt2MUM/Rb/dd/0AiWxo1jCHBr3HPT4tfMO2Hmzag4VusBqpeQKfaxU71hd0lqW\nECbWMFP8odMFsyDAc8bLWFnScYprT7GYJQMjbURbQ6fQECdWOjYOsjsUqBWeryn1FMlpKtLIp664\nvdu3J8k71EQKR1EPCdyWKAA6vRIRBbbKVo8Bmw2O7rPgzMxuc2xsurTQLivovR9ByaFmwZk1cB2C\n7RlD+YYLWL/Uu7WFnZGsNnE/T5A5fGC/F+NT1dShxZLnvZrs4lwbAk4Mw1z3XZbxP2TB2RkaDWsn\n3MZ7H6vapcmdH/QDlUQxen7Hi5f/Nl7L/IKn2tZY5OSgpQ7l4ExvzdpvEQRI1lVTWO09I5kWH5Hw\nsL7vt9XX/KPgMv5beH6fjL1kayoHIif1ydh9xU/GkcxlCXlrPe/CvH6Flet4k7KQgVlj1R0iE5r7\naR7X3uTA5hqWMIeG8M5720UG12Gu83wKlrVCqlXSRbRtBZAVbyGVgg6dRBuaVKiV/is4b/iLk8Nk\noa3zrplP7lE1GRyRLN4DmCv/aGMPwwmxt/aqXrfKTmrhOlYFtTVHiUmVsqTKS3rf+sp4pB4lTcRk\n+296d285ebIaldDEmo19Z9Bl2l9JIUmIsXF9NgdfYMiQ7s0Wt3pvoKk3M4EtqFISvDaGjGeRBWcX\nvOG8hlurHqFx47a2P1i1igi9wmX9ZgvGsGw+5VIsa3Yc++ze1wfxquIGSAvMSEVSVB1FDdFecz2s\naX5Py4ITvig8haW1Z/u82XVTE1yy/g4+ds7z6bh9zZBJ0mJt/xbPW96bjkgRsrgMOX0oOjmUOErb\nRIG++grmsoTG8M4zR/Qh9VQ1eL5Vj6VSep5p9W0Xsy9cuZ2lXNyh4DwvcTunhe5w+TO/4FgxuHcz\nJfIqwhikMwV8yx9Duobh7ENZ17pQz9nU3BJlXNuN2tg4qQ6wrLT3xnAlRU7iMKFMiu/1tfyV0FAY\nF1/M2pIMKWzcB/zz1TCyOTTgS03is8MIxUpVoffMMe+ZsIJNTJTbovQjZMHZBRctiqMaPb/+u7V/\nU1ERnP3hVWwceZ1UXNUBE2bF4kTJjuWtEY+3to1ms+6MgH2xJhkckrFGiXdao8TEwJshN3Japvdq\nB/oLUWFNVIkRPn+5lpWBiAJDjP9GbrzBkGHS43T/Ac8bQpiONqCiEX3GwI1AuMu5F4VQqkpmVEhr\n6nJFaRNB2NEmue593II+tBGzXevxTRirWRKcuqgToqfa5g2CDlJq/z3qdW6I/dyjc/EkB4rDOFtY\nwfqd3vUceDd9MTcPC+wenABHKsN5kVswFreKyJaWKEmntDWkSk6GT1LvZFrQul6Pe+XwzTzDnZAw\nsKNFk09uZLM4Afv6rV0f7AVKjSJxmBAMAzvCOeM8NdbIFE5Rbev64J5SXCzZOocFRuu1gYAsOLtg\nxtxwNIp6vvyhNef+16WVrLRNRj2h4+gmwPip0mJj6wYp5aW2FkwNerLiB27T365YeEEV9/O4pNq9\ngD7cyTX1r5CZ2vs0o/5OlN7hE4fJE2kxposfuJvlLtHrwRBiZn+R51+AJqOTWMpQxA/shYpbCIL0\nZR/fFqXMSTQVCDFdRDjDmqghrMOIY0+ZN9XIdsYQk9A2wvnab0OZwuqOx7PbJftcP8UpCqwUzyK/\n2LtpiGdXfMK4UYFddw9wsEjLbbzI4aOt90RODmRyuE1LFJB6v16avZ3Uut73zpyq2czlocukBfwA\n5sxLYxnHNkw/7eyT8UvLFBgoHfARTkFA+jt60aX2jA+v4wXNPV67voznkQVnF4SGwszhhXxZMQXx\ncC4Aq5ZUEoGZUfM7d1tNSIBETSVbcqWoxOGc5pYoGX3TG9EfmPmHEK7jTSgs9Mr1y45Y2cgp2DRy\nIXlUlCAJzqoqn45rzJfq2QxJgRfFH2owc8CSCPWedSE0lQnEYYI4WXBWV8Mc24d8s6fVYKaiEqKp\naE0B7YClt65iIxM9/jsRpaxmDDtRhbeNBJZYwljLFBw1rgVn7Hfv8VDZzR6diydp+TorKr3XxiFv\nTx3LTKdiTR7itTH6C7pISdhbqluzQw4VhZIddKRNS5QW1oqnsflo73f21u0KozhmVLNSGLhccHk4\na4deR/Lu7/tkfFO1mjhlpbSwHMCIIlxV9Rzv7hzjles3NsKvZSMwa+V02v6ELDjd4MI/hVNHKEff\n/RmAVVvDmKpaj3Lc6C7PvWDMUWLr8sFoJGe7VJeRNdLzNUT9hfqYZHYyiuoc75hQ/PC1nUlspMgR\nYOE1F0TFKnGiwFnu4whnjlRIGz9oYL9UXfHvG/fxPn+SwhIe5M2zPmJJ0GUQHu7R6/ZHgoJgmXUm\ne4ytC/CKapUkOCM7TzlWx4QjQJvoqCf4dUMwb3BtuwiRNlwqubBWum6AXtmow6nsOxOTrvBFP9/l\nH5mZwzJq4gKwOfUJtNw+lprWTenFKW9yY/p3LsXg9Tuu5wnjNb0a0+GAqSsf4mXn9b26Tr9h8mQc\nazd02KrIm5TWhmIIren6wH6OIMD31ZNYW+qd32ljs9FwYlxgle30d2TB6QYLbovDeNIMUn/7gOJi\nOFRj4IzBxZ3Wb7bw36eq+Rd3wNatWI+UEU05mScHbvRt11E9Y9jJ6s2u28n0luoyqZYqPM471+9P\nLP5rNWYiUZh9KzjPH1nAaqaQPCTwDG5GzkxgEHmwv/dpbscTa8ljkME64CMQ7qDRQJDQiNnSGkF/\n4/T3eDn83i6fyd8dyuJa3kCs8qzg/N/KWO7jidaazWa0emmOrgSnwwFOlKhV/mtwFhQEYao6Kmq9\nl/abu8dGCDbix8nRimOC87iqmz/WvsWMCa4j8rERDZQ16aWQTw+pqACHqCQ+OjDKUB6rvJH0qm2I\n+zz7jHaHpwe9xsKUVT4fty8w6KwYrd6prywukp6ZiUny+7A/IQtONwgOBtVF5yP+tpqqDQeYzkqm\nn+PmrvTYsSAIODdv5cohGygnlrBRgdtrLClZekAUHvXOIqumQhKcEQZZcApRzdEeH9dwRtsKmcJa\n1CkDu07FFeWR2bzArRxa69nalcfXnsFazdkevWZ/RRBAr27b3iTbsZ8RsaYuz91TGsNbXIulxLN2\n/VYraLG2j3DqpTnWmdu7crcYdauD/LvEYlJsLtF275i82e3w7apQRrAXYXB21ycMcFr8T2ot0nuy\nJN/O+iMJNKS7TjeOjXRQTgyUl/d4zJZo0QD3CzqGYVwShaRwaOlun499heIjpmV7vm2WPxIf2YDR\nEdOhYVpvKD4o7cgkZgzsfqYDDVlwusmq5CvIEg+ifeEJVnI2Yy7vvH6zBYsQRpqykOc/S5LS7AQB\nMgJXcBoMoMRBkck79X01lQ7UNBAcIzuX7TbGsIAPOXiw62M9ybcr1HzFBQPeGMEVtU4tt/MCv673\n3Iuwrg4eOLiQ1ZzusWv2dyJDbJjrpe9YFOHlHaexI6Trvq+R8ZIANBd7dhFksYIOS7sIZ1KaitNY\ni2BrP16L4AwO8t8IJ8CP89/mQcdir1z7udvzOVCdwN/n7uyy/jYQiIqCvNEXcXX0VwB8/W4lp4lr\nKY09yeXxsbFQRmzvBGeBdCPGp/hvarcnmTxHqoNf+51vU1tra2FDYTK1kak+HbevMMQ4KcU7xkGh\ntgqmsJrkoQPb5GqgIQtON0mePphcMvnotySpjmqMe8XQOh2IajVbcqM4//U/8Ir+XilkGqAolZAQ\naqawyjvpljVmJ+HUyLVuQHVjKB+zgCP5vk07+de3Q3mauwPS4CY1FUKV9ezM8Vz9allzuXNcjH9H\nwnzJsNhyIhuliGZdHdy072Z+aJze5Xn6eKl+vsrouqayp1htCpcRzrNmqVnLFAZp2kcIlUpYpP+U\nUVHeMVDzGFFRUgi3wbPfmdjYxIaPDnNRyPfMfudSj167v6JUQnp0Ldr6CgAO7bQSTD3Jp7hON46J\nV1FJNE3GngvOkgPVAMRnBIa3xNBhApFBtazd7ds1wrbNDk6tWs6mxrE+HbevGJQhEkG1VwTnORkH\nWc1UYod27kou41/IgtNNsrIFIoOt3M8TvJux2K36zRYmZJlZUz+eb4vGUq6XjRGSIqwUWSM93gsP\n4M8Tf+dNrpUFJxAVLQnNynLfChWjOYT4oEq/bvfgLZRKODnZyMaKLGlL2wOYSqXfkziDXK/SwrKr\nv+Jlx/VQX38sYzw6suv7XJ8kbXSZyzxbr2axKdFhbX/Ph4RIWS0u0sp0Ong1+j7OSvFxCkI3Wbxu\nJufxjcdT84VX/8uS6rP44LW6Ad+Oozs8V7qAb4slUZJzSHTZEqWFKy9rYA2TEcp7bsI3PesonzOX\n5GGBkRWkUMBpmSbW1oz0atuOEyk9LKWBxqUGRrnP4jtq+Z3RrTnbnqS4OS05Ua777k/IgrMbTB4j\nLRqGTo3t1nnjJwZxFCmNIjNDdtX6+0XbuF98tFdpQB0xRn+EP/A1RER4/Nr9jWMOk74t4aTUqsWg\nDdxes6dOdLKdsdjWeKa5uKlAarESlxwYKW9u0eJGazZTIQWDjm2wdHpajBIdtdiqPNu2Zums13kv\n7KZ2pk77DwicJOxmxd72CyNRBGdDo99nvJgaI9nEKR59kGz9sYKC+/6LMGMG2ivmeOy6A4F/5s5h\nabmUPn+oKJRs1RGIiXF5bMZYPZNZh7Ky54IzRSxgLksITg2cEoir/9TE1byNuHadz8Y05UmtkQwZ\nAeLe3lJS4wVRf+mzE5nPR7Lg7GfIgrMbvP1lFC/PW8Upj5zfrfMmnNf6IM8aHnhRnxOZebaTafzm\nlV6ca3br2c4Yecec1jV5ZbX70fje0tgIFfZwDHrPpt/1Jyb9IQ4nCvZ9c9gj1zPlNu+MpwXIQsUN\nXlh/CrNYDmYzlWXSJl50XNf3+bhxUJs8nHP0Gz06nzinkcQw1xHtPc7hmMztNwsOHABlYT7/KzjN\no3PxNFGxSiqJ8lh7pYYGmH9JIxfWfoD44r9l5+UT0KntWOxqnE44bI4mK7qyw++ogmje5wqO5vT8\nebtmtch6JkF84LQSm3tHOncFv4iwbq3PxjQdbUCBg+hMvc/G7Ev2lMUxnZVs2er53+99xRHUB4VJ\nluUy/QZZcHaDGIOSG/53BkJk9x4YE6a0plBkTei8T1wgUBqSxrfMpj7P886Ht347k4eVj0t5MwGO\nWg3pGiOKetdN572BqdkoND6myWdj+hvnzNVRPWQi4wqWeeR6V56eSxkxpAyRBWcLxbZIfmY6YpWZ\ninxJkEcluBkp1Os93ofz2a1n8BMz2n3e4iFU5+JX8JhLrZ/vQUbHB+FESU2hZ0xW/nnzEQ7VxvPU\nvO0IQ127rwYyuuBGLE3BiCL8aFjIdeN3dHhssUnFQt5nw96el5A88MUY7ubpwKq5Dw6mfMzZ7Pup\n803v7b/WMCH8APv+8XWvhywtdhBDOcqEAPmeg4L4henk5nlecBbXhpGo86zTuIz3kVflPiA6Gl47\n9W2msJqosWl9PZ0+Z8XhDM7nW47s8vwDo9qmJlzt2XS5/kze3Du5T/2sz8aLj4e80BFcOiHXZ2P6\nGyEhoDttFGzY4JE6ZUW5iRgqAmeh4gb6GCV2gqkvreb8CUYOks3goV2/zkQRLi/9Fx8emODR+Tyy\n+2K+a2zftqZFcFrr2i+6jgnOYP+O8EUlShumlYW9d/Y9ktPE428amKtZzjlvykZBrtCFOLA4NCib\nGji99HOGjut4o6kl07Y31SlGs4aE4CpQecc53l+54Oh/WLTrZrDZXP48d289484IZ2vtEHZ8kdPr\n8W4Yt5E3uC5g3Ntb/ppGk2efb/X1UNkYRmKUvM7rb8iC00f8+VYNq2PnQpZsGpQ0XKqvLDrU8QJm\n3ZdlXDNoFY68gm5du6YhhPDgwE3nbEdUlE+LOJX1VtLr9hKZFtimTZ8FLWBe+UtwuPdptW8tieBf\n/DWwIhBdEGmQopnm4jo01nKyySHY0HXmiSDA11WT2VLmuY0/UQRLUwjakPZR/WOC09Z/BWfGiFDO\n5ifEqt5HhW+fk48gOnnuBUW7FjIyErpQBxZ0bP8il0+cl9CYMbjDY1sEZ1llz8smSqxhxOsCr+Z+\n8ilNbBYn0LB2S7ufmUocnHNKJVFUsDd+OvNrX+/1eGOC9nCB6nspwyIAiIoCldCEscKz3gPH/IIM\nsh9Kf0MWnL5i3jypeDpUTotLTpNejoX5HTwwGhrYcfs7vJ13BsZv2r8MOqOmMYTwUM86UPZnHtpx\nMbfWPApNvklx3fSjmae5C2tksk/G81eMUcP5lHkULv+919f6ZG0ynzBParonA4A+Xoq6VRkbWP6j\nipe4SUolcYPI4DqqbJ5zirTZQESBTtPeJVethnOiNpEmHG33M3u9dLw6xL9fw1PP0fCTajaZQu+y\nFhoLSjAc+JXFQ/5HynXneGh2A4+PF61iNafz8fuNXMm7KAdndnhsUBDogyyU1fTMeKquDmqatMRH\nBt4m7eQ5cTQQwtbP89r+QBRZcPIhiqx6vrltBcOuORUOHWrdIeoh322JZX/kqQFT7qNQQFxIDaU1\nnq2zVOBkvvAxJ2UH3j3b3wmMO98fEATZHKGZpCTpzyJj+11Zq0WkftGtxB2RTD0qCl2nu7iioQHs\noprwUHnnq4U91Un8zHSP16x1xM8/NnEPTyPEBbY4mnShlE+0/tveR5dNZjVxykrZIOE4krM1TGI9\n1NTw6cpo/sFdbgtOvaYBc4Pnvktrc32m1oXgFAT4fvJjXK5tX8+bZGjiDv5Jaqz7z7g+QRCk77aX\nmRJB993Jq8IN3PnNNPld2AnhscFoqOfQQZFB5HbYEqWFGI2V8rqe3c8tHSsSDIHX4/e0c6Q2MGt/\nPWEz9vHHeaZoPp/P/R+nPj+Pt8vOZ2bTt5DTu7TaS3/+C6/yl15do79xWvJRDLZ8j14zXVfOR+IC\nTp7g+bZ6Mt5FFpwyPkejgaigWgor2r4kRRGumXaY6e9dScRlswGoKHF/V1GphF/SrmJ+dveiogOZ\nqEiRSnyXVms82kgYNYSmB3b65+hxSkIUDWzY0ftImskSSlxo4KW8dcaUs4JZH3wmw9U5VFYJRFPR\n2geoC/ShjZibtODwzMaUpfmfpsMMUa22VZUeR3ZqA//kTgbF97420ptUVUFm5Sbe2Dqm0+MaSs2w\nfTu1S37i9avX8tjM37h5zBr+mLqRaZE72fThQbj7brmspAuWH8jkbp4ix6gjS3Wky8yGr+Z9xL8a\nb+1RvXhigsgG5WRmjfVCr0Q/x2CArPBS1h42gNOJKML3t38PDz7I2D+NZPanVwFgDkvhJ2ZStr7n\ngrOuDiyO0IBzb//suh94oumu1oekB3AWyj04+yuy4JTpE5Zc8DZ/a3qyzWf/uCGPT7dlcdHQAxju\nvgqACpP7i0KVCs5wrCQjQS4mbyEyWkEVkT4TnKWlIvEYA8YYoSPUahifaGS9KdOl2HAXUYSy+jDi\nwvw8CtYXREZKfThrVEQJVRDuXt1whsFKBNVQ4xnX1bQ0MEdmcNlJu13+/MxfH+aGogfafW632Kkh\nDKfKv21qw8IgtzGV4oqON0/efrSQJ1NehnHjsM29nEXvTObBn6by0c7h7DZGIzgd/DbxLrj3Xh/O\nvH+yLjeeZ7iTnLpEsqM6bonSwrChIgmOwh5lsYTUVTLRsQ5DZmC2EXvjhm083fh/sG8f9/7xELNe\nOJefxt8Db755LPV1+FSpUHbf2p6/Q1vc2+NiAiyS3NJqx+i5DY27Hw8nnhLEBFlw9jdkwSnTJ0w7\nxcag2t+P7Xx9/34Z976axrywb7lz/cVEx0q3ZktTd3coK4OPy2dgVCZ5Y8r9kqi4IOrRYDNW+2Q8\nY7kKA6VyvSEwc1o90ZQjbtna42vU1oKASFyUXJd8PFVVMLrqF97fOZIKSzDR6lq30zTfuWETX3KR\nx9LMFQqIqCtBo3ddR1fVqKPYHtPu8y+WKoighkNm//5dUakgXGWl0uJaGJeZRO74ezi7OQnxs8+J\nWb2Mgt+OUF9uoVKMYp89i1XV4/jbhkvktHA30EUoEVFQj4aslK4jYqsrR/BvbuP+tEQAACAASURB\nVO6RVe22n828y0IaYwNz8T7t2iyGcJAXrv2dp7/I5vrYzzn7l/ul4thmho+TNlr2/t5zH4RSoxR9\nNsQHVir5q1vGM5w9OEtKPXbN4kInWqwISYF5z/ZnZMEp0yfsbBrBO1wJRUXk7Glg/tXBjFTs4c1f\nMhH0EcTHQ8nY2VwT8YXb19yzy8mC+rfY1zDIizPvX6RmBjGKnViNvulZVVodQry6qs0LO1B56Plo\nvuYPCBvW9/ga4eFQH5fGLRM3e3Bm/R+NBn5vGEpBhY5Km4ZoTTciwJHNvZA9JDgP7Gniroa/k9/o\negGkDXZgdbQXo3abtIBVa3ruMOorokLqqOigTvDeSw9T26ThkfvtCJfMRTHlNFJOTyc4OjCjZr1F\np5fak2ziZC6d2nVk6NuD2dzBs4imsm6PtfRLgWt4C0VCYGakNKZlcZ76R27fOJ852h95aedUhLC2\n921yMuiUdew90vPNktJ86fkUl9Izc6f+Sn2Inn0Mp+qw5zKsik0qEilujZ7K9BtkwSnTJyw9dBLX\n8BaNR4pwPvAQIxy/s+wVI9rxQwGpHjM+QSCoyuT2NWtMUipteFRg9RPrjAULVexkDDGNJT4Zb8fU\n23hz0OM+GcvviYmB7Gyc6zf2/BpOJ0J5GSqDe4Y4gUJICIQoGjBbVORNWsBTQ952+9xPtmVzJj/j\nKK/yyFwO/N7AM9xFBa7/jUJDHFjF0HYul3Zbs0ttPxCc0dp6KuvbO6yv/7GWN3/N4vb4Txjx4MV9\nMLOBhy5KiiTHUE706K7dvmMTg2hETW1B9+/nkkIncZhQJgXm4l0VJLCBSQxSHuGjzdkuex0LApyf\nfZAYc06P3d6nZBpZxTSGjQisJbdhkFTYbszxXA1ncVUIicEVUt2KTL8isO5+Gb8hKUuDiIKSB19m\n8LJ/sPqhFWQsmtHmmOdNC/gg/3S3r3lMcMbID6JjtERzqjyzuO4KtamQ8KQwn4zVHziv7lMW/nB5\njww9ANZ+X8vVjtcpCU737MQGAJHBdZhtarTmIiIM7pszGesjWMWZ1JT0vLb2eCyVkpDURrje6NJq\nnFhpbxxkt0n16epQ/98gmzUsn4nOdVLX9WZEEW66wkwShTz86YiAaffgbVoE51Pc45bBUmyqFHkr\nO9L9+9loEkigBBISun3uQEAQYP9BJfuKIggZltHhcR/fs5OHHIt73Fc5qqGEafyGLi2wNg7js6W1\nQGm+53w1ii3hJIbJJnr9EfkNIdMnJA2PAOCszU/SeP4chIcfanfMu/nT+MTsfr+2mjKp3iUiLrDS\nVjojt0DFqcqNrNjRvobM05SVwc17rmd70CleH6u/oDPoWFM/HvJ7Zg3/+8Y63uHq1g7vMsfQh9Rz\noC6V/zt8E78zyv3zDNLzoarEM4sga1Wz4Ix0vdE1bVgZZ7OineBsaIlw9gPB+ei83TzEo202roSd\nO3ih/ArePH8ZutPH9uHsBhZz5qm5iKX8xlTIzu7y+Jh0KQW07Gj372djpZp4RZnkDBWgxKaFojZE\ndn7Q8OHSn3v39miMX39xsJSLIC6w3NsNiVL2hrHYM47gDgfcEP0ZZ6X1rkWNTN8gC06ZPiFjmBSR\niAyxofrgHZe749FhjVQ4ItxuuFxTLh0XbpCNKVpQKmGD4xQKjN6P+ubnw39qFnI0WG570MKkM0LI\nJ52S73b06Pyyo9ImSkxmhCenNSCYnnGEMEcVz1n+TIEi3e3z9AlSaqjZ6BnBaamSDJ100a43uv56\nYS7/4g6pN8JxTBpq5mEWo9H5f0rtsZYzzS5uosMJN97I6TH7OOe9y/twYgMPZWgwh8kkW5nnlvla\nbIr0Li0r6X66Z0mNlvjQGrkvahdstIwgiULWftczZ+tXliVyF/8IOPf2hASYqVtHpLXII9dTKuEf\nins4f0yhR64n41tkwSnTJwwbBitfOcjqAwaECNftDKL1Dqkuyk2r2qun5bKBibJZxXG0rBMrq7y/\noDDmScYI8Sn+H7HxFafOkWqjNnzbDbvl4zAVNxFJJUGJ/u1k2he8NG81t4gvAhBlcN+kSp8gbUiZ\nyzzj/GurlRb62ugO0npbGnSeEOE8bUgFi3kEtdb/Dbb+sWIsWiw4yyXzj2un5XDn+jnwj3+0pu3L\neITCIoFdjKIqJMEtITh6NBQnncws3epuj7Vp3A08NvSDnkwzoIhLD6WYJPbu7Nkzw1SpDEj3dr0e\nfjh1MbP4ziPXs9U2UWu0QpLciaA/0qXgFAQhRRCEXwRB2CcIwh5BEG7zxcRkBj7Trx9McGrHO37R\n0XRLcBqU5UxkE4Jejga1oNOBUnBQWev9RW1pjrT7a0hvby4SqIw9WYVasLNhW8++f5MJ4jAFXCqW\nW0RGUom0oxKd4H4EPy5ewSjFbpR1nnFuvu/i/TSgJijC9X3/xFcjCKMG0dJWcJornZQQ3y/ML9Th\nGurQUl1Yy2/f1PD22sGokw2wcGFfT23AUd3cwSo9xr06NbUaEuJFVBXdbz2RVLmLxFR5g7Ar0tIg\nVFnP3jz3a8WPp9QcgiEoQN3b4+M91odzyTs1hFPDAcUwj1xPxre4E+FsAu4QRXEYMAm4SRCE4d6d\nlowMRMcpqSEcZ5l7gvP7dWF8xiVuN4APBAQBotQWqqzeX9Qa86QURcNgWfC3EBwMd01azUTTN20M\nV9xF2Wgjgzxp90WmDYt/PI3L+QiAqGT3NzmGDYOdaX9gmnaLZyZitaKmUdrdcUWQGgthNJjbtm55\n4oNUMjks3SR+TlSitNAuPWLjpitrSSWf+z8fKxsFeYERI2DJkwd4dXmK2+c8VXMjXx7q3rKssBAe\nz1tAnvak7k4x4FAoYFhMGXsrDFIhYTcxWbXEaT1jUtbfmLP+Li4++nyPjfOOp/iQ9B0mDpXXeP2R\nLt8WoiiWiKK4rfl/1wL7ADmeLeN1HrythnpCUFS5Jzhf+SmbJ7hPFpwncEbSIVIac70+jqW8nigq\nCEkJrLShrnj0bgsXOz6Dbdu6fe7Hp7/CdzELQSVHIU6kMUhKjRVwEpnWzd95vd5jzs1vfJvAg/y9\nNXX2BFrca62VDW0+b2gQUWPvFxHOqBTp7/b31+PZXZnEC+evIHTiyD6e1cBlzj1DCB2e7vbx/ym6\nkGXGid0aY+8OOw/UP0ChWu5b7Q7DBzWw1zkUjhzp1nlNTVBh12GI8JxTa3/CodaQ50yDmp7Vvx5P\n8RE7OmoJywqsWtiBQre2JwVBSAfGAr1oLCcj4x7q+CgUiG6n1NZYFYRT03GkIUD59NIvuK/hYY/s\nMHbGk2evpIxYuSHzCYgTJ1FAChUrtnf/ZJOcTtsR+hgpPa2SKFSx7tcRiiJMPvweL+492yPz+GFH\nHF8wt8PnjlYvzfNEwWlvoP8IzuYI58cFU5gdvIIL37+kj2ckczwxWhtltu6994wHJQGQMEg22XOH\n82aLXMwSnLu751SrUMCBjFlcP2qdl2bm3xjinBjxTFptcZFIIsWQmOiBmcn4GrcFpyAIOuAL4HZR\nFNttVQiCsEgQhC2CIGwpKyvz5BxlApQDFTEs4lUO7HdPKFXXBRGurJOszGRaiYqStlmtXk7pKS1F\nISC38DiBwkYDaRTw8dLu1f80NcHMlXfzhSAv7l0RGS+lolrQdSvlWBBgvy2Ng9WeEfLWOgEt1o4j\nnM2Cs666reGI3d5/BGdqmsCfNe/zOXN5+WmLXCfvZ8RG2Cl3RILN1vXBzRhzJdfk+MFyRpA7zLsl\njhe4HcX+7gvO7KpNxKf5f+q8N4hPUlJGLI7i7tcYn0hxmUoSnPImbL/ELcEpCEIQktj8UBTFJa6O\nEUXxNVEUJ4iiOCE2wJy4ZLyDuUHD6ywiJ889AVljUxOuDsy0lc64f9UMTuc3qKz06jg3fX4mr+v+\nKqd/nkByMiRqKtlwoHtunuXl8JP5ZEqDU700s/6NPl4S8PfzeLdrXPUhNsy2nhmAnIjVpkSHBTSu\nI0VDRqhYxKvoHNVtPrfbRYJp6BeCMzkZXhv7X+aeVU3arRf29XRkTiA2yilll5SXu31OSUEjOmrR\nZcjrNbeIiMCemE71jrxunXZwt51nzddg0mZ4aWL+jSE1BAcqKnJ6X8Lw5/QVLNJ/JgcV+inuuNQK\nwJvAPlEU/+X9KcnISLSsISvK3Ytw1tiDiQiWBeeJWNCxi5FeF5wfHjyZXepxXh2jPyIIMGlwJett\noyWnDjcxmaQ/5c1c12SeJAm89cJpHYq9jtBrGqhq8IybsqVeiVZZ36GBzrjJGl7lepLVpjafLxh3\nQBLL/UBwAvDDD/DNN3LPRj8kJlaQHJu7kV1mLHESj1EugXATpxOiS/fw2C+Tu3Xepp8t/I1nMWsD\n0/pkzKkaruYtRFPvMx8Xar9gftZmD8xKpi9wJ8I5GfgTMF0QhB3N/8328rxkZFoFZ6V7C5wtE2/m\noYz3vTij/klUnJJq9DjKvCc46+uhukmLQW/32hj9mUlTg8klE9MP7tdxmoqkFMy4RDli7IqxpwQx\nSMjllJBd3T5Xr23C7AyT8lp7iVJ0oFd1kq6uUuEMCsZpqWvz8azsHK7h7X7hUgtINaohnokKy3iW\np/9qpJyYbkU4P5j1EZuYKO9ouYlCAZmRVewtj5XUp5uYjki/94bMwPSWmHJeBG8pF2Go615k+ETs\ndtiXG4zNkO6Zicn4HHdcateIoiiIojhKFMUxzf8t98XkZAKbiAhQ4KCi2r0Fd6o9h/iYJi/Pqv8R\nGSdFUMxF3qvhLG0uz4iP7b5lfCBw6hwpirDha/d3eU25Uh++uFR5kd8RFUQTFep+3VoLE7MqOInd\nrU0Pe8GmmQ/wQdLdHf58925QNtaz5PesNp/nl4ZQQEr/iXDK+C0hyTEocXYrwqk0lRAZqwrM3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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = imp(ils, 'PET')" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### IMPLND IWATER RETS, Monthly" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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p5doQ89mFcERhtbWcaveXs1On9G2PuuOWlsL1nW5njz4rIKz3UHJMep3VHXaA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\n8zh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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = imp(ils, 'RETS', 'last')" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### IMPLND IWATER SUPY, Monthly" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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qzGNlAAD4F0EUBSPSauUoove3VOpi3a3311fkuyQAhYB9RAEAyDmCKAqGG0ko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\nQRz87qAwgBAff1y7nffsESXoR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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = imp(ils, 'SUPY')" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "#### IMPLND IWATER SURS, Monthly" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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RVauyJEmSVGcMspJSk3RGALJNO196ukdknVosSZKkShlkJaUmaS9NH+4+Lxbg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\nUFN0aPFAoqHFIiIiIiIiQ1OlhxaLiIiIiIiIDBgKZEVERERERGRQUSA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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = imp(ils, 'SURS', 'last')" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Automate checking PERLNDs for PERO" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b906fc958daf4d9988875443be303c82", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "A Jupyter Widget" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# With Large HBNs this currently takes a while (need to speed up the HBN Read)\n", - "segments = []\n", - "for operation,segment,optype,variable,freq in keys:\n", - " if str(operation)=='PERLND' and str(optype)=='PWATER' and str(variable)=='PERO' and freq==4:\n", - " segments.append(str(segment))\n", - "\n", - "dfperlnd = pd.DataFrame()\n", - "for seg in segments: \n", - " path = 'PERLND,' + seg + ',PWATER,PERO'\n", - " hspf, units_flag = HSP2tools.get_HBNdata(hbnname, path)\n", - " hspf = hspf['M'].values\n", - " \n", - " path = 'RESULTS/PERLND' + '_P' + '{:0>3s}'.format(str(seg)) + '/PWATER' \n", - " hsp2 = pd.read_hdf(hdfname, path)['PERO']\n", - " hsp2 = hsp2.resample('M').sum().values\n", - " \n", - " dfperlnd.at[seg, 'Max Diff'] = (hspf - hsp2).max()\n", - " dfperlnd.at[seg, 'Sum of HSPF'] = hspf.sum()\n", - " dfperlnd.at[seg, 'Sum of HSP2'] = hsp2.sum()\n", - " dfperlnd.at[seg, '%diff of Sum'] = 100.0 * (hspf.sum() - hsp2.sum()) / hspf.sum()\n", - " dfperlnd.at[seg, 'abs(%diff of Sum)'] = 100.0 * abs(hspf.sum() - hsp2.sum()) / hspf.sum()\n", - "\n", - "dfperlnd = dfperlnd.sort_values(by=['abs(%diff of Sum)']) \n", - "dfperlnd" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "687159862c7e4c85ba415000793f77ae", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "A Jupyter Widget" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dfperlnd['%diff of Sum'].describe()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The PERLND segments are ordered in assending \"abs(%diff of Sum)\", so the last entry is the worst case (by this measure.)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST PERLND SEGMENT IS 101\n", - "%diff of the total PERO sum of 0.0128203408491\n" - ] - } - ], - "source": [ - "pls = dfperlnd.index[-1]\n", - "print 'WORST PERLND SEGMENT IS', pls\n", - "print '%diff of the total PERO sum of', dfperlnd.loc[pls,'%diff of Sum']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Define routine to read HSPF and HSP2 data and plot together" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def per(pls, name, how='sum'):\n", - " # Use Tim Cera's HBN reader to get the HSPF data \n", - " path = 'PERLND,' + str(pls) + ',PWATER,' + name\n", - " hspf, units_flag = HSP2tools.get_HBNdata(hbnname, path)\n", - " # There may be both monthly and annual timeseries available. Get the monthly timeseries.\n", - " hspf = hspf['M']\n", - " \n", - " # Now read the corresponding HSP2 data and comvert to monthly\n", - " path = '/RESULTS/PERLND' + '_P' + '{:0>3s}'.format(str(pls)) + '/PWATER'\n", - " if how == 'sum':\n", - " hsp2 = pd.read_hdf(hdfname, path)[name].resample('M').sum()\n", - " elif how == 'last':\n", - " hsp2 = pd.read_hdf(hdfname, path)[name].resample('M').last()\n", - " \n", - " plt.figure(figsize=(16,8))\n", - " plt.plot(hspf.index, hspf, label='HSPF', color='r')\n", - " plt.plot(hsp2.index, hsp2, label='HSP2', color='b', linestyle='--')\n", - " plt.legend()\n", - " plt.title('PERLND ' + 'P' + '{:0>3s}'.format(str(pls))+ ', PWATER ' + name)\n", - " \n", - " return hspf, hsp2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER AGWO" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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shPBgCOG+EMIdIYQD8s79fe66FSGEE4pZvCRJle7hh+GoLb/mzo37j9tmWdd8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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'AGWO')" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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Fv0rv+DA/Z5vZF2ZWbWZXe1Gjl3yYnylmtsbMss3sXTPr5UWdXvBhbm41sxwz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\nFxGJQP8fPrwWWfh4n4cAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER BASET" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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SDvUWVjs64JVoJtubMgua8+//d76y7cN7XCsogHGxRuoa3QtYkjQyGVYlScqh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\nHGA68PAV+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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'BASET')" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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wv5+b6TJERLpFlHMSi4FyMxttZkXET0RXJrWpBGYHz2cAz7u7B8tnBVc/jQbK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\nIhJKISEiIqEUEiIiEkohISIiof4/1AErIZltdaAAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### PERLND PWATER CEPE" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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XxQ95BvgUWAf8CfhmyqoVSZPTD6nkZBZT6tnhdCki4qBgpT2Da6Ck73kB21tK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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'CEPE')" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IFWI" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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DaSa/fSjN5YOz70qSNECGUkmSEioV++6U5luqoTQW7JRKklQvQ6kkSQmVi9VZ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\nQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'IFWI')" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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iktASKtxLB7rxv2sB7i4ooprBL8/txpWDE/varSIikEDdMoeaG3OCfS9l2wJK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\nQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IFWO" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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4+/gUX3VZGEmSBsBQKklSUoVqGM1kNtscM1lKtEAu14CiJElqboZSSZISuvwH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\nMhbwndwnIldR+2DVluGcxWt8tDS1v1GLSIJ7qvR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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'IFWO')" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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EPA9cAmQAi8xsjrunl1h2O7Db3TuY2fXAk8B1FTEwQNvRbxxxP3NPLqNmpmHA\n9we0oWvzejz6evpRRV9PXN1DoS4ilUIoe+79gDXuvg7AzKYBw4CS4T4MeCR4ezrwnJmZ+zF2n09C\n6WAv7dFh3QGoWS1JRV8iUmmFEu4tgc0l7mcA/Y+1xt0LzSwHaAjsCMeQoSr5L4mKvkSkMgvlBVUr\n42Ol98hDWYOZjTSzxWa2ePv27aHMJyIi30Ao4Z4BtC5xvxWQdaw1ZlYVqA/sKv1A7j7Z3VPcPaVx\n48bfbGIRESlXKOG+COhoZu3MrDpwPTCn1Jo5wM3B2yOA9yrieHt5mtatHumnFBGJSeWGu7sXAvcC\n84HlwL/cfZmZjTezK4PL/gI0NLM1wH3A6IoaeMOEy8v8eNO61fls7CUV9bQiInHForCDDUBKSoov\nXrw4Ks8tIhKvzOwLd08pb13CvUNVREQU7iIiCUnhLiKSgBTuIiIJSOEuIpKAFO4iIglI4S4ikoCi\ndp67mW0HNp7kwzQiwuVk31A8zBkPM4LmDKd4mBHiY85IztjG3cvtb4lauIeDmS0O5WT+aIuHOeNh\nRtCc4RQPM0J8zBmLM+qwjIhIAlK4i4gkoHgP98nRHiBE8TBnPMwImjOc4mFGiI85Y27GuD7mLiIi\nZYv3PXcRESlDXIS7mQ02s5VmtsbMjuqKN7MaZvbP4PbPzKxt5KcMac77zCzdzFLN7F0zaxNrM5ZY\nN8LM3MyicgZAKHOa2bXBz+cyM/tHrM1oZslm9r6ZLQl+zYdGYcYpZpZtZkuPsd3M7PfBv0OqmfWJ\n9IzBOcqb88bgfKlm9omZ9Yr0jME5jjtniXV9zazIzEZEarajuHtM/wckAWuB04HqwFdAt1Jr7gEm\nBW9fD/wzRue8AKgdvH13pOcMZcbgurrAh8BCICVGP5cdgSXAqcH7TWJwxsnA3cHb3YANUfhcngf0\nAZYeY/tQ4E0C10E+G/gs0jOGOOfAEl/rIbE6Z4nvjfeAecCIaMzp7nGx594PWOPu69z9EDANGFZq\nzTDg5eDt6cBFZlbWRbsrUrlzuvv77n4weHchgevRxtSMQY8BE4G8SA5XQihz3gk87+67Adw9OwZn\ndKBe8HZ9jr72cIVz9w8p43rGJQwDpnrAQqCBmTWPzHT/r7w53f2Tw19rovOzc3iO8j6fAD8CZgCR\n/p48QjyEe0tgc4n7GcGPlbnGA5cFzAEaRmS6MmYIKmvOkm4nsMcUSeXOaGa9gdbuPjeSg5USyuey\nE9DJzP5rZgvNbHDEpgsIZcZHgJvMLIPAXtyPIjPaCTnR79tYEI2fnZCYWUvgKmBStGepGu0BQlDW\nHnjpU3xCWVPRQp7BzG4CUoAXNjhKAAACFklEQVTzK3SiMp66jI99PaOZVQGeAW6J1EDHEMrnsiqB\nQzODCOzFfWRm3d19TwXPdlgoM94AvOTuT5vZAOBvwRmLK368kMXCz07IzOwCAuF+brRnOYbfAaPc\nvSjyBw+OFA/hngG0LnG/FUf/ent4TYaZVSXwK3B5vzqFWyhzYmYXA2OB8909P0KzHVbejHWB7sCC\n4DdmM2COmV3p7pG84G2oX/OF7l4ArDezlQTCflFkRgxpxtuBwQDu/qmZ1STQQRLVX9dLCen7NhaY\nWU/gRWCIu++M9jzHkAJMC/78NAKGmlmhu8+O+CTROth/Ai9gVAXWAe34/xeuzii15occ+YLqv2J0\nzt4EXoTrGKufy1LrFxCdF1RD+VwOBl4O3m5E4NBCwxib8U3gluDtrgRC06Lw+WzLsV+ovJwjX1D9\nPNLzhThnMrAGGBit+UKZs9S6l4jiC6oxv+fu7oVmdi8wn8Cr0FPcfZmZjQcWu/sc4C8EfuVdQ2CP\n/foYnfMp4BTg38F/2Te5+5UxNmPUhTjnfOBSM0sHioD7PYJ7cyHO+HPgz2b2MwKHOm7x4E99pJjZ\nqwQOXTUKHvt/GKgW/DtMIvBawFACwXkQuDWS853AnA8ReB3theDPTqFHoagrhDljht6hKiKSgOLh\nbBkRETlBCncRkQSkcBcRSUAKdxGRBKRwFxFJQAp3EZEEpHAXEUlACncRkQT0f1xlWH/R1c8JAAAA\nAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IGWI" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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LjwZOSZLGzsApSap6jz0e+A5voytqGHSuv8OZnuKiJEmaBgyckqSql+vpBaC2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\nTjCXJGma87dsVYyOLYW97gYGToCWugz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CCCFEW9L8hStCeFlCAqRFnQgDpte7j04Hp3bJ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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'IGWI')" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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sNMasM8ZMcjrMSYFU3F4dSizuY4xpDWQDd1try5zO4yvW2gZr7WBOnMs6zBgT\ndMNgxpixQLG1dp3TWfzkYmvt+cC1wC8ahzkdF0jF7fihxNLyGsd7s4HnrbULnc7jD9baEmAVMNrh\nKL5wMXBD49jvi8BIY8xzzkbyHWttUeOfxcAiTgzpOi6QitvnhxKLfzW+YPcUsMla+6jTeXzJGJNi\njElqfD8GuArY7GyqlmetnW6t7WytTefE7+hb1tpbHY7lE8aYuMYX1THGxAHXAAExEyxgittaWw+c\nPJR4E/CSLw4lDgTGmBeAD4Hexph9xpjbnc7kIxcDP+DEXdlnjW9jnA7lIx2Bt40xOZy4CXnDWhvU\nU+VCQHvgPWPMBuBjYKm1drnDmYAAmg4oIiLeCZg7bhER8Y6KW0TEZVTcIiIuo+IWEXEZFbeIiMuo\nuEVEXEbFLSLiMipuERGX+f+GvsAqt49GgwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER INFIL" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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YGILBoKZMmeJ2GZ7COaIoK+l8RzSd4akNAAAADFQcraOsVAUTkqR0lqc2AAAAMFBxtI6y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dsR7d9Hywl6U3Wo401gDm3MZkNKBNUj2lY/tIaLF6FvyW7WxjV/d78jk13miI+TeYUpSxIEuqhI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\nnl895OfELL/tTPf9g4uVLsyKe6rOOQ91+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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER LZET" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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4PN7HWFdwSWlqepR3prSqyoGoREREgudTUmqMceFNSJ+01v6r831rbbW1trbt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\nOsvPPEhhVZZ+/tLrlJSKBGnVpzCVtcQ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SXe7y2pi+6pTjR7jc/Thcc82Uxvki+1we27oA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\nwc/yDmzPpsUvgN2eozm8Krfzi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3a38dbPPaTZp8uI7qRUgWzdqaUfKdgOHSB3KEbh8Q/8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\nEyvlb7n7JzdjxAkfYEaPCtt5Syvf32oAoqPhrR/Si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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'LZET')" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERC" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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kqXl5+a4kSQm1tZaZyxpoy+y0PJ+zUypJ0kjZKZUkKaE77gx8kk+xsThhp+W5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\nqYFZIzbx9IIHu92mOhKnlAiUpthSOjqP4dRSt6X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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'PERC')" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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MfKP+Zei76lOSRCSE6MwdWJK1g3Of/JAFX+Vz3qBOxNVaNiA+Ooo7L+jvUToR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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERO" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ql5+ekiQllMtGYPclYWpqoD50kumsrURZkiRVNUOpJEkJ5bNdAKTSu4fPhtq8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\nCFekPMzBY/wccmwak84aSmJJfvfK07cUbPTz2E3r+fk9g8i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Fz/YwYGjkfV+gHMh0+vhi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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'PERO')" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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74ErgU2vrmdTVAHbMu9TbTyki4pPq/YGqtbYCuAtYBWwE3rbWphpjHjbGTKpe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\niPih/wMFujnREXuyYAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERS" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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BAP7CTRAfvIJ10CAwNFNcFryFnkRERIJJv+FEuuG4e77M9Og0Iuqb2LxN94yJ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\nSZIk21GveWDkIQvC0Dn7TASY9FkJsjcti6q9vdDdrXYoI3buuBJu4R9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991MSmKt2KJpx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\nx+/cuVPeWKpx6WQ2/Z+0Ij7PE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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'PERS', 'last')" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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X6znmGp0gJOlEc+iSlZ7fvIcfrtrMgSMN/Nvscfz7eRPo7/Vw8ohBuvEpaavHQDezh4CL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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PET" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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lgaaoPpvkNMfzGhdSXyA3OI7K3NVMPEVETkvtt+1/t49mHt9Rmy+ruovBq6lJ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U63mQjpmmnj6S8/+9c0LuMxqaTJQDEMwakjJhc28zPuJbc8sa53ubmQZeqmvk3785nOvSiLuzed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\nc0N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Jk/9ZcxrHspINL769q+0nI+7hgtpFSa9jyxa4uO0BXnp/FD9pOIVnej+djlBFRESy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\nnTFm5z1AM3Hud5FBHMh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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'PET')" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "#### PERLND PWATER SUPY" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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5WWC946XduJE3+zwjSVKRbGFV1fnXB9/LEdxJIklh0qXmcpckqcLlctBFLcm6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\nrfaM6/D9GKDQ3Zck2uA81o6sx4b160P934g+2yOta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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'SUPY')" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SURO" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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WJElNzVAqSVJKf3PcSu7jMCZM2Lyt2BoAQ6kkScNlKJUkKa0kqb72eU5psVjb\n1eU9pZIkDYehVJKklL7+08kcxe+JuXzvtp58Wio1qChJkpqcoVSSpJQeXV7kDl5EKG7ulO6zD3xl\n/AeZM+nRxhUmSVITM5RKkpRSOYnkKUN+c6d0t93g7IlXMKvtyQZWJklS8zKUSpKUUlKKFEiec09p\nqQQL4zxWPtvWwMokSWpehlJJklIql/t3SlevhiOfvJqfPDKngZVJktS8DKWSJKW0724beDG3D7z6\nbtKgoiRJanKGUkmSUvrACQ9wHSc+p1Pau/puEhpUlSRJzc1QKklSWkM9p7RsKJUkaTgMpZIkpXT+\nFXN5Db+wUypJ0jZkKJUkKaXHVo3lYfZ/Tqc0l4PLD76YU3f9bQMrkySpeeXrD5EkSQDlCtVHwvTp\nlIYAb937Vli3roGVSZLUvOyUSpKUUpKE6iNh+nRKAW5dfziLn92rQVVJktTcDKWSJKXU2yndIpSe\nsvAj/O9Tb25QVZIkNTdDqSRJKc2duoKj+MNzpu8CFFvKJBUXOpIkaTgMpZIkpXTxK3/N5/infp3S\nYq5CqeIyDZIkDYehVJKktJKkurJRy3Mvn4WWbpKKl1RJkobDP+tKkpTS639wOhPD87lsi+3FfIVS\nKdeQmiRJanaGUkmSUlr27EQSJvfb/qVXXsXEG34InDLyRUmS1OQMpZIkpZRUWii0VPptf8Wsx6H7\nrgZUJElS8/MGGEmSUkoqLeQHCKW3PnUAt3S9sAEVSZLU/OyUSpKUUrk7DNgp/cgtx0Hl+dwUY3Uh\nJEmSlJqdUkmSUjpu2n28uHVRv+2FfKREEcrlBlQlSVJzs1MqSVJK/zvv29D5e+Ci52wvFiLrKECp\n1O8ZppIkaWh2SiVJSqtchnz/v+cW8lQ7pUnSgKIkSWpuhlJJklI64JrP8KG1F/TbXizUpu+WSg2o\nSpKk5mYolSQppdWlCXTR2m/7v53yJ77DO+yUSpI0DN5TKklSSkl3jnwu9tt+8MxNwF12SiVJGgY7\npZIkpVSOOQq57n7b//j4VK7kNEOpJEnDYCiVJCmlpDtHId8/lF72+/35e77k9F1JkobBUCpJUgox\nwrv2vI55E5f021dshaTnkTCSJCkT7ymVJCmFEOAbsy6GCRP67SsUW3wkjCRJw2SnVJKktAZ5Tmmx\nNdgplSRpmAylkiSl8MwzkF94G5974g399hWKgW5yVDrtlEqSlJWhVJKkFMplqJCnJRf67XvPqWtY\nxOGExE6pJElZeU+pJEkp9Nwums/3D6V77QV78WcoG0olScrKTqkkSSmUy9XXQj7223f/4xP4Iu+j\nY0NlhKuSJKn5GUolSUphc6fE6Vp0AAAgAElEQVS0/75b7pnIOXyRdetGtiZJkkYDQ6kkSSlMmADn\njv06B+/+VL99xTE5AJKu7pEuS5KkpmcolSQphcmT4XNj/4UXTl/Wb1+hrRpKSx1O35UkKStDqSRJ\nKVQq0JHk6c4X++0rtlUvp6VOO6WSJGVlKJUkKYVFi2DsM0/yi8cP67evOLZ6o2nSaadUkqSsDKWS\nJKXQu9BRof8jYV79aljC/hy028oRrkqSpOaXKpSGEE4IISwOISwJIVwwwP6/CyHcG0JYFEK4NYRw\n8LYvVZKkxul9JEyxfygdv1uR/VlKa3fHCFclSVLzqxtKQwg54IvAicDBwFsHCJ2XxxgPizHOAT4N\nfGabVypJUgP1rKw7UKf0iRUFPsWHeHTl2JEuS5KkppemU/pCYEmMcWmMsQRcAZzSd0CM8dk+b8cB\n/Z8sLklSEyt3Ve8XHahT+vgTgQv4FH9dOXGky5IkqekN8AjwfqYDT/R53w68aMtBIYR/AD4AFIFj\ntkl1kiTtIGZOT/gwn2Lv3Xfvt69QqL6WOv2brCRJWaXplPb/k/AAndAY4xdjjPsD5wMfGfBEIZwd\nQlgYQli4atWqbJVKktRAB8xMuJgL2WdK//tGi7WnxPQshiRJktJLE0rbgb37vJ8BLB9i/BXA6wfa\nEWP8aoxxfoxx/pQpU9JXKUlSg3U8m7CSKZRb+j+ntLdT2mWnVJKkrNKE0juBA0IIs0IIReB04Oq+\nA0IIB/R5+1rgr9uuREmSGu/qa/PsyUr+urb/9N2eTmmpNMJFSZI0CtS9pzTGWA4hnANcD+SAb8YY\n7w8hfBxYGGO8GjgnhHAskABPA2dsz6IlSRppSWd1oaN8a67fvlmz4Km957PLjMOBvx3hyiRJam5p\nFjoixngtcO0W2z7a59/v38Z1SZK0QymXqo+EKbT2n2SUz8Mebc+CzymVJCmzNNN3JUna6fU+p7TY\n/9K5aRN85OkP8vvls0a6LEmSmp6hVJKkFIbqlJbL8MnV7+WOVfuNdFmSJDU9Q6kkSSm86OD1/AcX\nMGFi/yel9a6+Wx7oKWqSJGkoqe4plSRpZ3fEAes5gk/BuJ/127f5OaWGUkmSsrJTKklSCmtXd7OU\nWcR8od++XA5aqFAqe1mVJCkrr56SJKXwfz/cg/1ZSjn0D6UAhZYKidN3JUnKzOm7kiSl0LPQUb5t\n4Evn2uPfRuuKx4B3jmBVkiQ1P0OpJEkpJEkkR5lQGPjSOXZMhKRzhKuSJKn5OX1XkqQUyqVIgWTz\nUrtb+Njit3L56uNGuCpJkpqfoVSSpBSSBPKUIT9wp/Rbj7ySX214yQhXJUlS8zOUSpKUwhtf+ASf\n4QODdkqLuTJJxcuqJElZefWUJCmFlz7vKd7D1wftlBZy3ZS6cyNclSRJzc9QKklSCo89WeQBZg/e\nKc13U6q4fqAkSVkZSiVJSuFjPzyME/nloKG0NV8hxjjCVUmS1PwMpZIkpVAu11bfHWT67h/P/DI/\nazl1hKuSJKn5GUolSUohSUJ19d1BOqUUCtUleu2WSpKUiaFUkqQUymWG7JR+5s6X8Qk+Uh0oSZJS\nM5RKkpRCUh66U3rj0v24mpOhVBrhyiRJam4uEyhJUgrnvfSPbHzge5C/csD9xQKUKFan8EqSpNQM\npZIkpfDKfR4GfjH4I2EKkYSCnVJJkjJy+q4kSSksap/MvRw66D2lBTulkiQNi51SSZJSOOcXJ9DG\nAdwYwoD7dxlfZjydUMqNcGWSJDU3O6WSJKWQVFrIh8qg+//v3XeziLl2SiVJyshQKklSCuVKoNAy\neCilWKy+ek+pJEmZGEolSUohqbSQHyKUXnbrfryd79oplSQpI0OpJEkplLtbhuyU3r9sEj/mVDul\nkiRl5EJHkiSl8L8vvpwJf/w1cMqA+wvFUF1911AqSVImhlJJklJ41R73wrj7B91fbA10k6PSmeD6\nu5Ikpef0XUmSUrjxiedzX/fBg+4vtlUvqUlHeaRKkiRpVDCUSpKUwt/84e/5wvozBt2/266RfXmU\ncqehVJKkLAylkiSlkHTnyOe6B91/9unP8iizGJ/rGMGqJElqfoZSSZJSKHe3UBgilFIoVF99JIwk\nSZkYSiVJSiHpzpFviYPuv+GOXXg1N/DUKi+tkiRl4ZVTkqQUyjFHIT94p/Spp4vcyKtZv34Ei5Ik\naRTwkTCSJKVw/Qs+xN6FFcDAix0Vx1QfBJN0VkawKkmSmp+hVJKkFF45/k5obR10f6GtGkpLnUPc\ndypJkvpx+q4kSXWUy3DFUwt4qGvWoGOKY6t/5026DKWSJGVhKJUkqY6ODnjrkov5+ZqXDDpm0uQ8\nh3Ivhe6uEaxMkqTmZyiVJKmOcrn6mh/ippeXLchzLy/g8MnLRqYoSZJGCUOpJEl19Dx6tJAf/JEw\nhFBNraXSyBQlSdIoYSiVJKmO3k5pYfAxDz0EL6ncyq2PTB+ZoiRJGiUMpZIk1bG5Uzr4mM5OuD2+\niFXPDr5CryRJ6s9HwkiSVMfUqfDHPU5i5sz9Bx1TLFZfk9IQU3wlSVI/hlJJkupobYUjw0KYMPjU\n3J5Q6i2lkiRl4/RdSZLqWLMGvrb+dB7t2HPQMYXa/aY9U30lSVI6hlJJkup4/HE4e9NnWfT0voOO\nGTsWXtz2J3bPrRvByiRJan5O35UkqY6e1XcLQ6y+O2UK3Lb/O2CPg0amKEmSRgk7pZIk1dEzJTdf\nCEMPLBScvytJUkaGUkmS6ign1RV1C8XBQ2lXFxy2+Cq+9vAxI1WWJEmjgqFUkqQ6kq5uYOhOaT4P\n93U8jxUdE0eqLEmSRgVDqSRJdbx4XsKDHMT8fVcNOiaXg0A3pcRLqyRJWbjQkSRJdYxrLXMQi2Hs\n0OOKLWWScp37TiVJ0nP451xJkur460MV/od/YlXX0FNzC6FMqeKlVZKkLLxySpJUx6J74AP8D09t\nmjDkuFfv+WcOyD0yQlVJkjQ6GEolSaoj6awudFRoHfqy+eOjP8vfT/zeSJQkSdKoYSiVJKmOcqm2\n+m6xzmWzWIRSaQQqkiRp9HChI0mS6kg6KwAU2nJDjnvFrz7M4Rt+z+dHoihJkkYJO6WSJNWRtlO6\nsnMiTyW7j0RJkiSNGoZSSZLq+JsT1/AEM9hzcnnIcYVcN6XuobupkiTpuZy+K0lSHeOKCeNYBsWh\nL5vFfDelbi+tkiRlYadUkqQ6br2zlY9zISWKQ44r5rtJ7JRKkpSJoVSSpDpuuXssH+PjxNzQXdBj\nZj3KS+OtEOMIVSZJUvMzlEqSVEfSVQ2Z+bahQ+nFJ9zKx/g4lIe+91SSJG2WKpSGEE4IISwOISwJ\nIVwwwP4PhBAeCCH8OYTw6xDCvtu+VEmSGqOcRALd5Frr3C9aKFRfk2T7FyVJ0ihRN5SGEHLAF4ET\ngYOBt4YQDt5i2J+A+THGFwA/BD69rQuVJKlRklIkT3lz6BzEO686iZdxC5RKI1SZJEnNL02n9IXA\nkhjj0hhjCbgCOKXvgBjjb2OMm2pvbwdmbNsyJUlqnHI5UiCB/NCd0o5KkbXsZqdUkqQM0oTS6cAT\nfd6317YN5t3AL7emKEmSdiQXn34/y5lWt1NaLEBCwU6pJEkZpHmYWhhg24DLCoYQ/gaYD7xikP1n\nA2cD7LPPPilLlCSpsVpDiVaerRtKCwWqj40xlEqSlFqaTmk7sHef9zOA5VsOCiEcC3wYODnG2DXQ\niWKMX40xzo8xzp8yZcpw6pUkacRddctUPsFH6k7fLRZrodTpu5IkpZYmlN4JHBBCmBVCKAKnA1f3\nHRBCmAt8hWogXbnty5QkqXGuWzSVr3J23U7pyw5Zy1v4gZ1SSZIyqBtKY4xl4BzgeuBB4MoY4/0h\nhI+HEE6uDbsEGA9cFUJYFEK4epDTSZLUdMrl2uq7dTql7zz2ST7LeXZKJUnKIM09pcQYrwWu3WLb\nR/v8+9htXJckSTuMJKG6+m5h/NADi8Xqq51SSZJSSzN9V5KknVpSDqk6pRddcSAFSnZKJUnKwFAq\nSVId5XJPp3Toe0pDLkeZApUOO6WSJKVlKJUkqY4fv+On3M0R9Vffba0+RS3pKI9EWZIkjQqGUkmS\n6gjlhBzd9Z9T2la9rBpKJUlKz1AqSVIdn7l5Hv/FB+t2SgutOQBKHZWRKEuSpFEh1eq7kiTtzH72\n4IEEivy/XG7IcXMPTXg/n6UYZ4xQZZIkNT87pZIk1VGuBAqhDCEMOe7ooyp8lvOYkNs0QpVJktT8\nDKWSJNWRVAKFUH9KbneuwCbG0N3lI2EkSUrLUCpJUh3lSgv5FKH0qusmMI5NPPTEuBGoSpKk0cFQ\nKklSHa0tCeNyHXXHFcdU7zlNurq3d0mSJI0ahlJJkuq47fWf4vuT3ld3XGFMdf3AUqehVJKktAyl\nkiTVkyR1n1EKfTqlnT4SRpKktHwkjCRJdfzj70/nsI49OLvOuOLY6mU1KcXtX5QkSaOEnVJJkur4\n8ePz+GN5bt1xM/dr4cPh39l7zOoRqEqSpNHBUCpJUh3l7hYKLfXvE505Ey5uu5j9xq/c/kVJkjRK\nGEolSaoj6c6Rz9UPpeUyrMxPo2OT03clSUrLUCpJUh3lmEvVKV28GPZcv4Rr/nrQCFQlSdLoYCiV\nJKmOyYVnmFTcVHdcsVh9LXXZKZUkKS1X35UkqY6lR70DOjqgzvq7PaE0SbZ/TZIkjRZ2SiVJqifl\nc0p7hpQMpZIkpWYolSRpCOUynHTvv3PV2lfVHdvbKS1t56IkSRpFDKWSJA0hSeAXT7+UpV3T644d\nPx7+c6/P8ZJdHhiByiRJGh28p1SSpCH03B+aT3HFbGuD8/e+HMbutn2LkiRpFLFTKknSEMrl6msh\nX/+RMDHCw+V9WbNpzHauSpKk0cNQKknSEDZ3SkOq8QfcfQWfe+Tk7ViRJEmji6FUkqQ6DiwsZbe2\n+s8pDQEKoUyp4uVVkqS0vKdUkqQh7LknLN7rlXDAK1ONL7aUKZUNpZIkpeVVU5KkesrldCsdAcWW\nComhVJKk1LxqSpI0hEcfhVesuorfrjwk1fhCrkKpktu+RUmSNIoYSiVJGsL69fC75CjWJhNSjf/U\nEVfytjE/2c5VSZI0enhPqSRJQ+hdfbeYbvXdMw66Ax7//XasSJKk0cVOqSRJQ+h9TmkhXShdvGlv\nHt6013asSJKk0cVOqSRJQ+jtlKYMpaf96j3sv34+TuCVJCkdQ6kkSUMY0xaZx13sOq6Uanwx303S\n7UJHkiSl5fRdSZKGcMQLyizkSI6cuSrV+EIuUuoubOeqJEkaPQylkiQNpeem0rTPKc13k8QcxLgd\ni5IkafQwlEqSNISbf9vNPBby4No9U40v5CMlipvDrCRJGpKhVJKkIaxZ1c3dzKsGzRQuOOaPfJSP\nb14hSZIkDcmFjiRJGkK5qwJAoTXd33GPPeRJ4AYolWDs2O1YmSRJo4OdUkmShpB0dQOQL6a7ZD60\nZgp/5Eg7pZIkpWQolSRpCOVStk7pJ254EW/ne9VOqSRJqstQKknSEPaYlPAKbko9E7dYrC10ZKdU\nkqRUDKWSJA3hxKOe4SZeyZ6TK6nGFwqBhIKdUkmSUjKUSpI0lIzPKS0UsFMqSVIGhlJJkobwzR9O\n5EAWs748JtX4YqudUkmSsjCUSpI0hNVrA3/lQFoKuVTjzzphOZfzNkOpJEkpGUolSRpCuRQBKLSl\nC6WHHdjFa7nW6buSJKVkKJUkaQhJLZTm29LdU/rwqolcw0l0d9oplSQpDUOpJElDKCfdtFChpZgu\nlF71uz05mWsodaRbrVeSpJ2doVSSpCEcOHU9J3N1dVndFApt1UtraVN5e5YlSdKoYSiVJGkI73jF\n4/yEU1M/EqbYWr20Jp12SiVJSsNQKknSUHoWLErdKa0uiJR02CmVJCkNQ6kkSUM4/9sHcxh/Tt8p\n7Zm+6z2lkiSlYiiVJGkIT6/PsYbdU3dKT3hVwm9ZwB5j1m/nyiRJGh0MpZIkDSFJAnnKqTul0/bJ\ns4CbaYsd27kySZJGB0OpJElDKJcjBZLUndJlq4p8n9NZu85LrCRJaXjFlCRpCFk7pX96sI238X0e\nXjFuO1cmSdLoYCiVJGkIR81cluk5pcUxtdV3u7q3Z1mSJI0ahlJJkoZw7kvv5hI+lLpTWhhTHVfq\nNJRKkpSGoVSSpKFkfE5pzyNhklLcXhVJkjSqpPuzryRJO6nXffMNbGIev07bKa1l11KXoVSSpDQM\npZIkDWFjV54yhdSd0kMOgTvHLeCAPV68nSuTJGl0cPquJElDSCq11Xdb0l0yx42D+WPuZ5eW9du5\nMkmSRodUV9gQwgkhhMUhhCUhhAsG2P/yEMLdIYRyCOFN275MSZIao1wJFEIl9fhnn4WvJe9i8cpd\nt2NVkiSNHnVDaQghB3wROBE4GHhrCOHgLYY9DrwLuHxbFyhJUiMllRbyGULp2rVw9jOX8IflM4f9\nmfddv4z4rJ1WSdLOIU2n9IXAkhjj0hhjCbgCOKXvgBjjozHGPwOufy9JGlVO3e8eXlO8MfX4YrH6\n2rNob1a33hI57ITpfPm09J8pSVIzSxNKpwNP9HnfXtuWWQjh7BDCwhDCwlWrVg3nFNKIuPM36/nI\n3F9U5+FJ2qn969xf8g/jLk09vnf13SQM6/MWL+oA4I7Fk4Z1vCRJzSZNKB3oqjqsde5jjF+NMc6P\nMc6fMmXKcE4hjYiXHj+OTy56LRuu/32jS5HUYOWuCjGfbuVd2NwpLQ2zU3rmgkcAmFJaPrwTSJLU\nZNKE0nZg7z7vZwBeKTWqJeXq/2ose+CZBlciqdEO/MEneOf6L6Qev3n67vA6pS3L29mHx1j5bOuw\njpckqdmkCaV3AgeEEGaFEIrA6cDV27csqbHmT63OWO9avqbBlUhqtKS7hUJL+iUT2trgwblv4z1T\nrxnW5335u+PZnTWc2fll6HapBknS6Fc3lMYYy8A5wPXAg8CVMcb7QwgfDyGcDBBCODKE0A6cBnwl\nhHD/9ixa2t7uPOYCIoEXlO9udCmSGqzc3UI+QygNAQ6atILd4vD+qHXl76cxlk0sqPwaVq8e1jkk\nSWom+TSDYozXAtduse2jff59J9VpvdLo0N5efV22rLF1SGq4pDtHIZetY/m55adxeMu9LBjG57Wv\nGct0Em7m5bxi+XLYY49hnEWSpOaRZvqutFNZtgz2/8NlBCIfu/uU+gdIGtXK3TnyuWzr+31kyRlc\ns+aozJ8VI7Rv2IWbeCULuJmNS5/KfA5JkpqNoVTawuOPRZaW9wXg3nVOAJB2dv8482petcvCTMcU\nWiqUKtkvsevWQUd3G0eMeRCA5Q+sy3wOSZKajaFU2kL7g9Vnk05teYplyR7Q0dHgiiQ10idmfYuT\np9yW6ZhirtK7incWq1bBRJ7lhTOrHdJlS/y/P5Kk0c9QKm2h/YH1ALxoj0dYxnTvK5V2cus6Wulq\nGZPpmGqnNJf5sw6cvpFn2IVzj/8LAMufKGc+hyRJzcZQKm2h/eEuxrCJQw+qsIKpVB43lEo7q+5u\n2PXWa/jU8ndkOq6Yq5B0D+MSW/sj2PTZE6tvl3uZliSNfl7tpC0cOLad07mCI14xgdfyCxcakXZi\nSVJ9zeezLXT0hzf8F18Ye37mz/vW1yu8g8uY8Lw9+eER/84bW36S+RySJDUbQ6m0hffOuoFv5t/L\nqe/fm5/xeiY+/VijS5LUIOXa7NlCxlC65y6d7FJZm/nzbr0jz284hrD3DN44/zH2W/3HzOeQJKnZ\npHpOqbQziU+0E6ZNg0mTYNw47ymVdmK9ndKMt4d+/aGX0bpxE9km/UL78hwzaIfph/GncARPrXyM\nE5IECoWMZ5IkqXnYKZX66O6GiZd/iU+HD7H26cC0zqV8+XcHN7osSQ0y3E7pNx94Ed9N3pL589rX\ntDGjsBLGjuW/Fx3D+/g/WLEi83kkSWomhlKpj5UrYUNlLON3b2PSJFjVvRuPr2xtdFmSGqStDS7a\n/fO8aMrSTMcVcpFSzEPMFmbb1+/CjInVx1JNm9HCcqYR252tIUka3QylUh/tT1T/H8gZewdaWmCv\nMetYtm5cg6uS1Cjjx8NHJ36WI6c+kem4Qj5SogiVSupjOjthRn4FB+xZC6Wz2uiijaf/sirTZ0uS\n1GwMpVIf7Ys3AjBj/2p3dPqkjSzbtGt1Xq+knU6SwBOdU9jE2EzHFQvdJBSgVEp9TFsb3D/xKM55\n2SIAph04HoBlizdk+mxJkpqNoVTq44n7qx2KGbMnADB9SsKyOA1W2amQdkZLl8I+T97BT5cdmem4\nQp5qp7RnpaQ0urqq9xDMmAHA9IOq/3do+cMdmT5bkqRmYyiV+pg9oZ338FUmz54CwIlHPcPruMYV\neKWdVM9CR/mMa9V//903chsvydQp/dE31vFybmbVxP0BOHxuC3/Y8w0clbsj24dLktRkDKVSH8dO\nuYev8l5a9ql2Kt59RplPc76hVNpJ9TQ6C8WQ6bix41sYQ2emUPrA3R3cwsuZuH/1j2Ljx8NL9nuK\nCSsfzvTZkiQ1G0Op1Me6JavpDjmYOrW6Yfp0EvKUH1/e2MIkNcRwO6VX/ukALuKjmabvtj9SZgor\nad1veu+2q7rfyHV/2S/bh0uS1GQMpVIf8770bt7Z9oPeB9XfumQqrXRx823FBlcmqRGG2ym98aEZ\nfJm/y9QpbV8emEF77z2lAJ9YcjpfevL1mT5bkqRmYyiVamKE9g2TmLbL/2/vzuPjqOs/jr++e+Ru\nczRNm6NN7wt6Y7kFkSIgisgN/kAKIoc/EQRUBEFAFBQ5BEEREEShCMiv3JcWEMrRltLSuw09NknT\nM3ey5/f3x05L0k3SbLvN5ng/H4957GY+M7Pf+WZ2dj4z3/lO465xBUUeLC7KN3T+sQ4i0nuUlsJd\n5krGD9oe13wpKUR7343nSunWNErcm6B//13jigf4qQgNhIaGuD5fRESkJ1FSKuLYuhUCNoWSgi+u\nbBQ7rejKK/VVEemLigZH+JG9m9L8+JJCb4qJ+5Ew41LXMSNvdcznV1AEFbqFQEREei8daYs4fL7o\na4uWc2RmQrangfLtackplIgkVd2OEMsZR5ONbx+QkhL/I2FmF1/F9VNeajWuaIibTQzWfe0iItKr\nKSkVcZSvjjbbLRnR+v7R4n61lNf1b2sWEenl3pkbYQLLWbKtMK75vKkuwrjjulKKr/X9pADFo9KJ\n4GbziviaD4uIiPQkSkpFHCMzKrmJGxk5MaPV+MuOWMwpwaehsbGdOUWktwr5o/eTe73xdXR0y8Ub\nCZDa6aT03bkhhlf8l/muGa3GnzUrg42UMKihLK7PFxER6UmUlIo4xqeWcSM3M2B8Qavxl5+6ifP4\nm55VKtIHBZujSakn1R3XfCbF6yygc8131y+uZR3D6Tc0t9X4nKH9KcmqwV3pi+vzRUREehIlpSKO\n9Yt2sIX8mOZzwUElrGcokY1KSkX6mlAgAuzFI2E+GcCF/IXGus713O1bUQ9A8QE5rcY3N8OvUm/m\nnU+z4/p8ERGRnkRJqYjjwgcP4mT+D4qKWo1/eN4EhrGeyqW6p0ukr9nbK6XL1mfyCBfS1BDp1PS+\nsgA57CBrdOt7V71euHHbD3l9zfC4Pl9ERKQnUVIq4vBty6AkdQukprYaXzwheoWifFV9MoolIkl0\nyKRGHuIiCnI734suQEp6NIkNNIY6Nb2v3FBCbEdHbjcMTq+hYkdGO3OKiIj0fEpKRQBrwVefTUl2\nXUyseHT0YLD88/gOSkWk5xtd0sRFPEz/ODvgzi6IntzaurGpU9PPyFnJyZ6XITc3JlaUXU9FQ3Z0\nRyUiItILKSkVAWpqoCGcTslAf0ysuDj6Wu7TAaFIX7Op0vIRXyJoUvY8cQuTj4reG7rovYZOTX9d\n8ePcOuwvYGLvXS3KD1JuC2HHjrjKICIi0lMoKRUh+nhAgJLi2NjAgeA1Qcq3xHdQKiI939MvZ3Ew\nH1EXTItrvrHjDAO91Wxbs+dE0lqiHant1nR3p6IiSxWD1AO4iIj0WkpKRYDB2U08zCwOmdIcE3O5\n4O4v/YOTQs8noWQikkxBv9P7blp8HR253bDpx7/lR5uvA39sC4yW1q+HtPff4sngaW3Gf3vNFioo\ngoqKuMogIiLSUygpFQHy/eXM4lGGHtj2jWOXHbOCw7e/AJHO9aQpIr1DMBBtth9v77sArulTIRSC\nJUs6nM63IUKQFPKK09uMZ44cjIewklIREem1lJSKACve384Cpn1xA+luqvqNYmFoImze3MUlE5Fk\n2vWc0nRP3PPO41AO5gNWvbK2w+nKl9cCUDK67aS0rLmIS3iApQs7vuIqIiLSUykpFQF+90ge3+CF\ndu/puu39oziKt3VPl0gfEwxGr5S6U+K/UpoxqoiPOJgFb8f26t2Sb3k0XjKh7ZYajeFU/sQlLF0Z\nf2IsIiLSEygpFQF8Fa7oMwLbuVJaPDyFevpRu7qqi0smIsl0+uGVPMWZmBRv3PNOOMCQ6gqw8LPU\nDqfzlQXIoo7+Ywa3GS8qir6WV8T2zCsiItIbKCkVAXzb0ijxVkFmZpvx4jFZAJQvq+nKYolIkh1Y\nUs2ZPA2e+K9Ser0wqWATCzeXQLD95xwfXrCaK7gHM6Ttlhq5uZDm8lOxVT2Ai4hI76SkVATw1WZT\n0r+23XjxhGwAytfG9s4rIr3XynWpvMOR0QxzL0w7IMBCOwW7dFm705w28G1u9d4cff5UG4yBoswa\nymuz9qoMIiIi3Z2SUunz6uqgJpRJSX77nYgUD43eT1a+IdxVxRKRbuD+F0v5Fs/v1ZVSgGNOyuAY\n/k3de4vbnWbLmhoiRSXR50+1o3RAPYGmSLQ3XxERkV5GSan0eSkp8FrOmZw6pf0eMocOhb+PuCHa\n2ZGI9BnBoMVDaK+vlJ7xw8E82+8C+i//sM14OAyFz/yBGyO/6HA5b137Os9wmnoAFxGRXklJqfR5\nqSbAcdVPM3JC+52RpCbMpZAAAB4HSURBVKbCOZM+Y9j2hV1YMhFJtlAIvAT3+kopLhdMnUrg40/b\nDFdVQRg3JYM6vgJqip3ejvSsUhER6YWUlEqft/ydLfyLb+EfNLTD6RamHMx/1w/polKJSHcQDDpJ\n6V5eKQX4+oYHOGn+jW02vfVtjD5ypnhIxz/Hb2wcx0m8oB7ARUSkV1JSKn3es7NDfJt/YYvb7vly\np+s+OYMrG26BhoYuKpmIJFsoRLT57t5eKQUKS70sjEzBrlgZE/OtqAegZGTHj43ZagbyEifteqap\niIhIb6KkVPo83+dBBrKZtBFFHU5XXBimnGIoL++ikolIsl1zzEL+wkX7dKV02pFZbCOfjW+siIn5\nlkV7/S4Z36/DZRSP7w9AxdqmvS6HiIhId6WkVPo8X4WhBB+UdHyltHiohyoGEdqge7pE+orJg6s4\nmrf36Urp9BMKAFj47+qY2CGDPudmbmDA+IIOl1E0RD2Ai4hI76WkVPo835Y0StyboH//DqcrHpVO\nBDeblm3vopKJSLK9v3ogczlqn66UTprqxk2IBZ/GJrYzMpdyA7dihnR8UqxoZz9HVe69LoeIiEh3\npaRU+jxfbT9K+tXscbqdzefKV9bv7yKJSDdx6xszuJY79ulKaXo63Hjwqxy55TmIRFrFVixqZqsZ\nCIMHd7iMjAw4sP96vHXb9rocIiIi3dXe/8qK9BLvjruYtP4pwNkdTnfYsRm8nX48E8ITu6ZgIpJ0\nwZDZp+eU7nTD97fArDmwejWMHbtr/IlPnMOhaUP5eyeS3iXfuQOeegq4ep/KIiIi0t3oSqn0eeO3\n/Zfho/d8QJiXB18uXU+/LWVdUCoR6Q5CYbNvzynduZzJ01nKBOreW7xrXCQC5Q3ZlOR0svVFURFs\n3w7NzftUFhERke5GSan0aWtWhLi34lS25I7p1PTPeM7ineUD93OpRKS7iF4pDYMx+7ScD+smcCBL\nmfvCF4902boVAjaFkoJAp5bx+89mcjyvQIU6WxMRkd5FSan0aR+8XssV9h525Azv1PRXf34ZD62f\nuZ9LJSLdRSjswmtC+7ycydM9GCIsXPTFz67PF33dQ8ffu2y1+bzFV4n4lJSKiEjvoqRU+rSdD64v\nPiCnU9MX5zRS3pgHYT2WQaQv+NNXn+Z3adfv83KysmBsThULfQVgLQC+VY0AlIxM7dQyikakEcLL\nluVb97k8IiIi3YmSUunTfGUBctlO5qjCTk1fXBCknCLYvHk/l0xEuoPJuRs4MHV1QpY1fWw9C0KT\noCx6X/qUfB+PcAFjJqd3av6dPYBXrFIP4CIi0rsoKZU+zVduKMHX6fZzRcWGcoqxvvL9XDIR6Q6e\nXzWBd+0RCVnWtEPTKKeEqn8vBWBoZB0X8Feyxwzq1PxFozMBKP+8c/egioiI9BRKSqVP821JocRV\nCbm5nZq+eHgKDWRRu7pqP5dMRLqDa+adwgP+WQlZ1infL+BF98n0X/ERAAv+28RiJnb6pNjQUsNh\nqQtI3bEpIeURERHpLpSUSp/2n8Nv4JHSX3a6Z83vfs9LGcPJ2r5hP5dMRLqDUMSF152Ye8iHj0vl\n65M2kr4kmpRe88QkLuWB6KNeOqGwEN6bcSUz7esJKY+IiEh3oaRU+rR+VWsYPCyt09MPnDCQ4e6N\nuCt9+7FUItJdBMNuPC6bsOXNKz6N5z8YBNbi25ZBSepWSEnp/AKKivRIGBER6XWUlEqfVVUF1y75\nDkuzDu70PA3Nbu7I/CUfLYrjIFJEeqyQdeF1Ja637XsqT+fKupux6zfgq8+mJLtuzzO1cNain3Bu\n2S27evAVERHpDZSUSp+1emWE39ZeQnnG6E7P43LBT2p/zpsrh+zHkolIdxEMu/G4E5cATjsklXUM\np+yVlTRF0igZ6I9r/gZXf5aGx0JtbcLKJCIikmxKSqXP8i2LHtSVjO7c4xgA0tMhz1tH+fbON/kV\nkZ7rncN/yk8GP5aw5U07IdrT7px/hQAoKY4v4S0uilCBmvCKiEjvoqRU+izf8mizuZIDsuOar7h/\nLeV1/fdHkUSkmzkgrYwhmdsTtrxph6YCsH3VVl5nJl+e3hDX/EVDvWyhAP/nSkpFRKT3UFIqfZav\nLEAWdfQfMziu+YoHNFMeGgT1eoC9SG/3x89P4MOmSQlbXl4eDMvawuoNqczkTQaNz4tr/mKnZcem\nFdUJK5OIiEiyKSmVPmtbVZASfJ1+RuBOxYVO87ny8v1UMhHpDqyFy1f+kJdqj0zoct+66mUut/fx\nPCfHvf854NBszmA2bNKzSkVEpPdQUiq91vaqIE9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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'SURO')" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER TAET" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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V8DYtDgf8oP8zfCVre6fvVVQEM2s+5p0vh3a6r4iISFfo1Oq71tpDwALgqy1O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\nG0imGpKTm44lJcGoXvtIritvs5/HayK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8xfG/m3HgZ/EJAidPLOe9yoWI+zVRl7FyseFT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EX5WINSFVC7KRNjQwPMNM3DSWKylmVB/yK2JtUk6yuBERENfM9FDA5XT3lMTwiOEbMzZYeU4XD6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\n7FGOvi3S+Pfm69m+PwbTIMntkCTE3D++LlWjsrj7pTrY3Zluh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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'TAET')" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER UZET" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ouPD96uYqva3dNjmUMrkDAFAqCKUoS/tObdYr2lOTtmmQjNFF29yuaYvu0LoH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\nlQzr6DPX+XnQTp4kpaNw1/sxESZvejZWK1w/+zUW9n0w0WG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4/cxPqKM85qQ0JwfePuk3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\ni00reDKzR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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'UZET')" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER UZI" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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mBQOnJKnqZfryHc5YcoR7NRMJyOXyH5IkqSTelCJJqnpjDan9wE2nsZlFfD2V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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = per(pls, 'UZI')" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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vDyXOA17yxqHEgcIY8wLwKdDXGLPTGHOj05kcNhq4hiN3U2uOflzkdCiHdALe\nM8ZkceSG5y1rbdBPgZNvaOWkiEiA8Zs7bhERcY+KW0QkwKi4RUQCjIpbRCTAqLhFRAKMiltEJMCo\nuEVEAoyKW0QkwPx/cfZDiRkngcsAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## RCHRES" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Automate checking RCHRESs for ROVOL" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "113211b6989f4069928ffcd1f63be669", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "A Jupyter Widget" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# With Large HBNs this currently takes a while (need to speed up the HBN Read)\n", - "segments = []\n", - "for operation,segment,optype,variable,freq in keys:\n", - " if str(operation)=='RCHRES' and str(optype)=='HYDR' and str(variable)=='ROVOL' and freq==4:\n", - " segments.append(str(segment))\n", - "\n", - "dfrchres = pd.DataFrame()\n", - "for seg in segments: \n", - " string = 'RCHRES,' + seg + ',HYDR,ROVOL'\n", - " hspf, units_flag = HSP2tools.get_HBNdata(hbnname, string)\n", - " hspf = hspf['M'].values\n", - " \n", - " string = 'RESULTS/RCHRES'+ '_R' + '{:0>3s}'.format(str(seg)) +'/HYDR' \n", - " hsp2 = pd.read_hdf(hdfname, string)['ROVOL']\n", - " hsp2 = hsp2.resample('M').sum().values\n", - " \n", - " dfrchres.at[seg, 'Max Diff'] = (hspf - hsp2).max()\n", - " dfrchres.at[seg, 'Sum of HSPF'] = hspf.sum()\n", - " dfrchres.at[seg, 'Sum of HSP2'] = hsp2.sum()\n", - " dfrchres.at[seg, '%diff of Sum'] = 100.0 * (hspf.sum() - hsp2.sum()) / hspf.sum()\n", - " dfrchres.at[seg, 'abs(%diff of Sum)'] = 100.0 * abs(hspf.sum() - hsp2.sum()) / hspf.sum() \n", - "\n", - "dfrchres = dfrchres.sort_values(by=['abs(%diff of Sum)']) \n", - "dfrchres" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4df404f30a674937a7b7741df7047a13", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "A Jupyter Widget" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dfrchres['%diff of Sum'].describe()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The RCHRES segments are ordered in assending \"abs(%diff of Sum)\", so the last entry is the worst case (by this measure.)" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST RCHRES SEGMENT IS 225\n", - "%diff of the total ROVOL sum of 0.0204781875003\n" - ] - } - ], - "source": [ - "rid = dfrchres.index[-1]\n", - "print 'WORST RCHRES SEGMENT IS', rid\n", - "print '%diff of the total ROVOL sum of', dfrchres.loc[rid,'%diff of Sum']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Define routine to read HSPF and HSP2, plot together for RCHRES" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def rch(rid, name, how='sum'):\n", - " # Use Tim Cera's HBN reader to get the HSPF data \n", - " path = 'RCHRES,' + str(rid) + ',HYDR,' + name\n", - " hspf, units_flag = HSP2tools.get_HBNdata(hbnname, path)\n", - " # There may be both monthly and annual timeseries available. Get the monthly timeseries.\n", - " hspf = hspf['M']\n", - " \n", - " # Now read the corresponding HSP2 data and comvert to monthly\n", - " path = '/RESULTS/RCHRES' + '_R' + '{:0>3s}'.format(str(rid)) + '/HYDR'\n", - " if how == 'sum':\n", - " hsp2 = pd.read_hdf(hdfname, path)[name].resample('M').sum()\n", - " elif how == 'last':\n", - " hsp2 = pd.read_hdf(hdfname, path)[name].resample('M').last()\n", - " \n", - " plt.figure(figsize=(16,8))\n", - " plt.plot(hspf.index, hspf, label='HSPF', color='r')\n", - " plt.plot(hsp2.index, hsp2, label='HSP2', color='b', linestyle='--')\n", - " plt.legend()\n", - " plt.title('RCHRES ' + 'R' + '{:0>3s}'.format(str(rid)) + ', HYDR ' + name)\n", - " \n", - " return hspf, hsp2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### RCHRES HYDR IVOL" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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nQet1m8Y+ccdR7LFhjuFVkqQRMrxKkpSxfaY9Cfxh81vlNPfQ1d068JMkSdKg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\nxuZ82dQmjlKGReTwzxN+ZvJpIdSkjKQ4uBcR3UOJSAzDEhfWId4vFry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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = rch(rid, 'IVOL')" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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sRfl14BwgC5gFjA+6jQdeC67PAsZZyAhgh44HRNenuZsZ9fuPefpfq7lyeBrv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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### RCHRES HYDR PRSUPY" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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TJGkHMXlUB5NZyWk7/7XWpUiSNCA33XQTuVwOgBdffJE1a9YwderUPq9fv349J554Il/6\n0pc4/PDDX5KaKgbRKIqWAl8DFlMKoBuA+4D1URTly5ctAfr+SiRJirnvvGM+K9gZhnmxBkmSXmq3\n3HILs2bN4qCDDuKEE07gq1/9Krvsskuf11922WU888wz/Nd//RezZ89m9uzZrFy5clhrClHU/1yX\nEMJ44Brg34D1wK/L9z8dRdHe5Wt2A/4QRVGP5ZdCCOcC5wLsvvvucxctWjSsX4AkSSMhc/lPOPo9\nL+PcA+Zz5sMfqnU5kqQdyBNPPMHMmTNrXcaI6+3rDiHcF0XRvEofW83Q3OOAhVEUrYqiKAf8FngV\nMK48VBdgGrCstw+OoujyKIrmRVE0b/LkyVV8OkmSdjxX3LEXf+NVLN48odalSJIUe9UE0cXAK0MI\nLSGEABwLPA78GehcWPidwHUvTYmSJNXe7U+UhjBlcm7BLUnSUFUzR/TvlBYlup/S1i0NwOXARcCH\nQgjPABOBK17COiVJqqlcLgCQzYcaVyJJUvxVtY9oFEWfBj693eHngEOGvSJJknZA2XIQzeQTNa5E\nkrQjiqKI0gDSfw6V1hqqxPFFkiRVIVfuhO4RXqhxJZKkHU1TUxNr1qwZcjiLiyiKWLNmDU1NTYN+\njKo6opIk/bNLN+R4HX/kw6O+T2l2iiRJJdOmTWPJkiWsWrWq1qWMmKamJqZNmzbojzeISpJUhd+/\n6Ur40pcg67bZkqTukskkM2bMqHUZsWIQlSSpGrkcp/Fbdluzmm/XuhZJkmLOOaKSJFXho7e/jms5\njefzdkQlSRoqg6gkSVX4/cL9AMgUkjWuRJKk+DOISpJUhWyhtG1LNmqEf5JVESVJeqkYRCVJqkKu\nUHrKzJCGfL7G1UiSFG8GUUmSqpArljqiB3MvZDI1rkaSpHgziEqSVIWdUhu4mC/yLT4I2Wyty5Ek\nKdbcvkWSpCo8eOQFcP31pTt2RCVJGhI7opIkVSOX4yN8lUOZb0dUkqQhsiMqSVIVTrr3U9zOgYxl\nA2Q21bocSZJizSAqSVIFxSL8fvUrAWiiAzKra1yRJEnx5tBcSZIqyOW2/j9D2qG5kiQNkUFUkqQK\nOoNokixZUi5WJEnSEDk0V5KkCjqD6LzEA+xeWEiU2YVQ25IkSYo1O6KSJFUQRTAz9SzvH/MzfskZ\nhKwdUUmShsKOqCRJFUyYAI/v/jpIJGAdzhGVJGmI7IhKklSNXI4r2t/KWNazamVU62okSYo1O6KS\nJFWweDG8ddnVTB23mY2MJdOWr3VJkiTFmh1RSZIq2LgR/pI7hC2hFYBse6HGFUmSFG8GUUmSKuhc\nNXdUutQJzWwxiEqSNBQGUUmSKugMoq3NpQCaaS/WsBpJkuLPICpJUgWdQXSfyes4mysYl9hU24Ik\nSYo5g6gkSRW0NEcczD0c9bKlXMG7mT5qda1LkiQp1gyikiRVMGdWjns4lIP3WktEIOrI1LokSZJi\nzSAqSVIl5bG5967YnQR5/vjE9NrWI0lSzBlEJUmq4E+3RRzEgzy3YSIRDWRsiEqSNCQGUUmSKliz\nqsjDHEQiWXrazGaiGlckSVK8GUQlSaog117aP7S1pRRA7YhKkjQ0BlFJkirIZUr7ho4aVbpvR1SS\npKExiEqSVEGuowDApHF5Lhh/Ffu1PF/bgiRJirnGWhcgSdKObpfxHRzN7ewyKc83d/8GjJle65Ik\nSYo1O6KSJFXwhsPXcTvHMm58oL1xNJn2Yq1LkiQp1gyikiRVUt5HtJhI0nLfXXz56TfWuCBJkuLN\nICpJUgWX/e8E9uIZio0pEqFAJufTpyRJQ+EzqSRJFaxem+A59qKxOUm6IUc2H2pdkiRJsWYQlSSp\ngmwmopEcIVUKoplcotYlSZIUawZRSZIqyGUjkuQgmSSVKJDN+/QpSdJQ+EwqSVIFuWxEiiykUnx4\nv5t4ffpPtS5JkqRYcx9RSZIq2H/KOt7AXyE5h4/OuQ1e/GOtS5IkKdbsiEqSVME5R/6Dn/LvkEyy\nNhrPmo7WWpckSVKs2RGVJKmSbLZ0m0xy3A0XMHXDMdxQ24okSYo1O6KSJFXwnh8dyiv5G6RSpJMF\nMsVkrUuSJCnWDKKSJFWwdnOSjYwprZrbGJGNGiGKal2WJEmxZRCVJKmCXC50bd+SThbJkIZcrtZl\nSZIUWwZRSZIqyOXp2r4lnYpKQbRz3qgkSRowg6gkSRVkcw1dHdGzD3uCD/JNyGRqXZYkSbFlEJUk\nqYJjpz/L6/kDJJOcdshS/p2f2hGVJGkIDKKSJFXwsUP/zCcTl0JDAys7xvAMe9kRlSRpCAyikiRV\nkisNywW45Pp5HMFdBlFJkoagsdYFSJK0ozv4qvOYnj+MXwPpdHCxIkmShsiOqCRJFWzJJokaEgCk\nOoOoHVFJkgbNICpJUgW5QgPJhgIA6aZAlpQdUUmShsAgKklSBdlCglQ5iKaaAnmSFNvtiEqSNFgG\nUUmSKsgVG0gmSkH0pNds4nLOIcrYEZUkabAMopIkVfDOPe7kmFH3AjD3oDzn8EMSeTuikiQNlqvm\nSpJUwRf3vQqefRaA1W3NLGQeB7VlSdW4LkmS4sqOqCRJFWTaixQbS7Hz2v+bwCHcy8pVPoVKkjRY\nPotKklTBqFuu4ZMrPgBAqrm0jUtmS6GWJUmSFGsGUdWfYrHWFUiqI1EE+aiRZGPpb0u6tTSrJdtu\nEJUkabAMoqovixZBczM8/HCtK5FUJ/L50m0yEQF2RCVJGg4GUdWVH3wny8TsMtY/8kKtS5FUJ3K5\n0m0yWbpNjyr9J9vh6AtJkgbLIKq6ctUfJ7OWiQ6ZkzRssuXtQlPlobmz5zXyC85gz1Era1iVJEnx\nZhBVXXns+RYAslvyNa5EUr1IpeBjk37IIZOfA2DKbgnOCL9iUuP6GlcmSVJ8uY+o6kpUmsLl3C1J\nw6alBb40/iuw61wANm0OLGg8nlnrk0yucW2SJMWVHVHVJYfmShouhQKs6Wgl29AEwLPPwjG5m7l7\n4dQaVyZJUnwZRFVXpo1vA2BUw5YaVyKpXjz3HEx64QGuXvIqoDRUF7bOHZUkSQPn0FzVlWP2Wcqo\nJU+yW+vaWpciqU70WDU3XbrNdES1KUiSpDpgR1R15Vun3cnfeBVkMrUuRVKd6AqiqQDYEZUkaTgY\nRFVX7n5yEmk6uP0p525JGh5d27eUO6FdHdFsqE1BkiTVAYOo6spn/ngoWdJkMw6ZkzQ8tg7NLQXP\ncePg+unnc+LE+TWsSpKkeHOOqOrKvUt2ATCISho2u02L+AKf4OU7TwJKQ3PfsNPfoXFCjSuTJCm+\n7IiqrnTtI2oQlTRMdptS4ON8iRk7tXUdu2HTUTy+dpcaViVJUrwZRFWX7IhKGi5t63M8zx5kQ7rr\n2GlPfpGfLzu6hlVJkhRvBlHVlVHJ0mq5ezcvq3ElkurFbbcUmcHzPLp2StexdEOOTM6nUEmSBss5\noqorcyYs5t/abuPQsU/WuhRJdSLXUQAgld66Sm66IUcmbxCVJGmwfBZVXbnxmG/wFf6TfEe+1qVI\nqhPZ9lIQTaa3PmWmEgWy+UStSpIkKfYMoqorbW2QIse3nnpdrUuRVCc6O6LJ5q2DiNKJPBmDqCRJ\ng+bQXNWVU++8ENi6Ab0kDVUuUwS6d0R/dewPGD//j8DpNapKkqR4syOqujJ/7csAXERE0rA5bNYm\nvsX5TBhX7Dr2ymlL2KfweA2rkiQp3uyIqq5ki6Vf6ayLiEgaJvvvsZn9+R8YfWTXsZuXH0jjlsUc\nW8O6JEmKM4Oo6kaxCLkoCRhEJQ2flSsiVrI/+zWmuoYRffbvr2NUx14GUUmSBslX66obuVzpNkWG\no5vn17YYSXXjit+N5wAeJRdSXcdSySLZqBGiqIaVSZIUXwZR1Y1CAQ5ueZQfcA4npm+rdTmS6kS2\noxQ2u62am4zIkN76DpgkSRoQh+aqbrS0wD0z3sKGx15gY8cejKl1QZLqQi4bkSBPQ9O2HdFyEM1k\nIJXq56MlSVJvquqIhhDGhRB+E0J4MoTwRAjhsBDChBDCrSGEp8u341/qYqWKMhnmsYD3rvxsrSuR\nVCdy2YgkOUgmu46lUxFZUu4VJUnSIFU7NPdbwE1RFO0LHAQ8AXwM+FMURS8D/lS+L9XMCy/AQYuu\n4xleRrbgRvOShkdvQfQrp9/Dbzi91BGVJEkDVjGIhhDGAK8BrgCIoigbRdF64BTgJ+XLfgKc+lIV\nKVWjrQ0ezu0HQLZoEJU0PN7yyuf5Lu/tNgR3z2lZ9uUpg6gkSYNUTUd0T2AV8OMQwgMhhB+GEFqB\nnaMoWg5Qvt2ptw8OIZwbQlgQQliwatWqYStc2t62rwczxWTfF0rSABwyfSVv4xfdOqJ3L5zKjzjL\nobmSJA1SNUG0EXgF8N0oiuYAbQxgGG4URZdHUTQviqJ5kydPHmSZUmXbvh7MFl2HS9Lw+McLTdzP\nnG5B9Op7Z/Bhvm5HVJKkQaomiC4BlkRR9Pfy/d9QCqYrQgi7ApRvV740JUrV6Xw9+O/8hHdxRWk/\nF0kaos/99gDexK+7L1bUFFysSJKkIagYRKMoehF4IYSwT/nQscDjwPXAO8vH3glc95JUKFVpdGuR\nY/gTFzZ9rzSMzheIkoZBLkdpsaJt5oim0mHr9i2SJGnAqh2/+AHg5yGEFPAccBalEHt1COFdwGLg\nTS9NiVJ1Dto3w584jlWjZvJCxzR2y2SgubnWZUmKuWwukCLbrSOaamqgQCOF9iwujSZJ0sBVFUSj\nKHoQmNfLqWOHtxxpCMod0Pe3f41HmMETdkQlDYNcnp77iDYFALJtOXy7S5Kkgat2H1Fph3fjDRF7\n8QyLo2nO3ZI0bHL5ckd0m6G55755Pc+wF+liew0rkyQpvgyiqhvr1hR5jr1INxYNopKGzSVH3MkX\n+Xi3juiEnRrZi+doyPt3RpKkwTCIqm5kt+QBGJ3OlhYRMYhKGgavnvIcR4c7IbF1Nuijz4/iUi5i\nw7piDSuTJCm+DKKqG5n20gvC0U25UkfU1SwlDYO/LtyV+xsP6Xbs/n+M4mIuZfVan0YlSRqMalfN\nlXZ42fbSvqFv2/c+jn7hJ5A9p8YVSaoH5916MlOLM7hhm2PpllJ3NLPF/YolSRoM38pV3ZixUxsn\ncx3H7fMC5/IDh+ZKGha5fAOphny3Y6mW0vu4nW+ASZKkgTGIqm6c8soVXMepbEpN5EEOothhEJU0\ndNlCA8mG7oEz3VoKop1TAiRJ0sAYRFU/ynNCr3jiMObwIJnNuRoXJKke5AoJUontOqKtpRV07YhK\nkjQ4BlHVjU//aA+ms5B055C5LfkKHyFJlWWLCZIN3TufRxyVYEXYhVfuvLBGVUmSFG8uVqS6sX5j\nYD3jSLWuBAyikobHLw79NhOfuxd4c9exdBp2Sm+AfHvtCpMkKcbsiKpuZDogTYbUqBTgkDlJw+M1\n4x5m/9GLux1bsQI+GX2OR5dNqFFVkiTFm0FUdSOTMYhKGn6/XTyPR/Izux1buxa+kPkoj66YXKOq\nJEmKN4Oo6kY2CymyvPrQHFfxDiYmN9a6JEl14K0PfISfbzix27FU6f0uspmoBhVJkhR/BlHVjcOn\nL+WN/Ja9ZqZ4Bz9jTKKt1iVJqgPZYiOpxu6BM50u3WbcJUqSpEExiKpuvO/Q+/gKF7GuMIa7OZyN\nNkQlDVGhABENJBu7r5rbFUQzoQZVSZIUfwZR1Y9sqTVx79PjOIK7efSFsTUuSFLclf+skNyuI9o1\nNNftiiVJGhS3b1HdOO7yN9PAK/j4mCYAsh3FCh8hSf3LlYNmcrtnyzFjoG3ua0hPHAW8a8TrkiQp\n7gyiqhtbsglGhUCqOQEYRCUNXUsLzN/zrey2RzPbBs4QSufIddSsNkmS4syhuaobmVyCVEO+a8hc\nJlPbeiTFX2MjHJq8nyljNvc495FF53Hd8oNrUJUkSfFnEFXdyOYbSG8TRN1WQdJQbdoEV6w5lWcy\n03qc++7Sk7lr3awaVCVJUvwZRFU3MoUEqUSe6dPht2PP5JUTn651SZJibsUKePfqS/nb2n17nEs3\n5MjkEzWoSpKk+DOIqm68dfrfOKH1L4wZA6eNuZ2pyZW1LklSzHUtVpTseS6VKJDN+zQqSdJg+Ayq\nuvGZmb/izAnXk8nATfnjWLR2dK1LkhRzXUE01XO/0HQiTybvmn+SJA2GQVR1I9NepJhqYuNG+Jfl\nP+KGRQfWuiRJMddfEG1pzFEjpL18AAAgAElEQVQsOhddkqTBMIiqbky88Uo+uuo/3Whe0rDpDKKd\nf1e29cTbv8BVLe8d2YIkSaoTBlHVjUwxSTpZIJ0u3c/menYwJGkgDjwQHmUWh09f2vNkKuU+UZIk\nDZKTW1QXikXIR42kGqOuRUUyWd9nkTQ0LekC+/MY9DLl/Ev3v5aGLU1cNPJlSZIUe75SV13IZku3\n6WSRRAISwdUsJQ3dwqfzfJMLWNExtse5m5/fhz8UT4DIeaKSJA2Ur9RVFzqDaOc8rpvnfZKzx/+u\ndgVJqguPPFTgQr7Jki0TepxLJyMypLf+AZIkSVUziKouNDbCxRMv59DJzwFw7K6Ps1fDwhpXJSnu\ncu0FAJLpnk+XqWRElpRBVJKkQXCOqOpCSwt8cfxXYeohANyw5lXsvKGJQ2pcl6R4y3X0HUTTqXJH\nNJOB0e5bLEnSQBhEVRfyeVi3pZWxjS2kgPc98G6Ob7jdICppSLLljmiqqWcQHTcqTyttdkQlSRoE\nh+aqLjz9NOy07EF+u/RQANKJPNliosZVSYq7ro5oc8/3bX/47vncw6Fu4SJJ0iAYRFUXulbNbSrt\nHZpKFMkWDKKShuYtJ6zjefZgyuRcz5OdmxYbRCVJGjCDqOpC5+vAzlVzU40FsgVHnksamtZklj1Y\nTGNTz78nV/7lZbydnzo0V5KkQTCIqi50BtF0c+lXOtVYJFs0iEoamr/em+TzfKK0Ou52Hls2nt9x\nmh1RSZIGwSCqutC5oEjn0NwfnfQ7vskHa1mSpDrwfwtauITPU2hM9ziXagruIypJ0iDZMlJd2HO3\nHF/gEmbsPA2AWdPWQ/FJKBQg4VxRSYOTyxaB3hcrSjc1UKCRwpYM/pWRJGlg7IiqLszYtYOP8yWm\n7VTqTNy66OX8jlMh18sCI5JUpWwmIlAkke4ZRDu3dMm2+XdGkqSBsiOqurBpbY417MHURBNJ4LJ7\nDmYx+3JaNgtNTbUuT1JM5TIRSXKEdM85ohMnRExnIfmOfA0qkyQp3uyIqi5ce30DM3iexZsnAJBK\nUlpcxEVEJA1BLlsKoiSTPc6dc8ZmFrInoxvaalCZJEnxZhBVXchsKS9W1FKaqZVKRaUg6iIikobg\nC295hBfYrdcg2rWPqH9nJEkaMIOo6kLnqrmpltJo81QKV7OUNGRNdDCe9Vs3Kd7G7feO5nhuYemL\nLlUkSdJAGURVF7o6oq1bg6gdUUlDdfXdU7iUi3rtiK7amOY2jmfDxlCDyiRJijeDqOpCpqO0xUJn\nR/TTb/kHd/Nqg6ikIbnx/ilczrm9BtHON7463wiTJEnVc9Vc1YXjZ6+mla+SHnUaAFN2KQLPuliR\npCHJZikvVtRz9e3OINo5NUCSJFXPjqjqwtwZa/kAl9HQVJrH9bdnJvMNLrQjKmlIcnlIke11jmiq\ntdQlzXREI12WJEmxZxBVXVi6FB5nZtcqljc/uDMf5hsUOwyikgYvmwt9bt8ybmKCWTxCutheg8ok\nSYo3g6jqwpevns6rubura5FqKv1q57bkalmWpJjL9RNE586FR5oP5dDJz9WgMkmS4s0gqrqQyZSH\nz5U7ounm0q92dku+lmVJirk/vv3n/IXDex2aC5T3inIuuiRJA2UQVV3IZiBNpiuIdnZEM20GUUmD\nF/I5GilAoudeoYsWwWFtt3Hzs3vVoDJJkuLNIKq6kMl2X1Ak1Vx60ehqlpKG4st3HcZ3Gj4Aoede\noYUCzM/PY8XGlhpUJklSvBlEVRey2e5Dc9/2xnaWMoWdmzfWuDJJcXb147P4Y/iXXs91jtZ1ZK4k\nSQPnPqKqC+e98j42PPgLSP0UgFETUoxiOeR9hShp8HKFBpINvY+sKL/vRSbbs1sqSZL6ZxBVXThq\n9+eA67teGT65qJlf8SnesyrBLrUtTVKMZQsJUg29zzXvDKJuVyxJ0sA5NFd14aFF40r7iJbHyv1j\nUZrP8FmWrupjpUtJqkKpI1rs9Vw6DYeNepidE6tHuCpJkuLPjqjqwn/ccCKjw97cUl5QJN1a+tXO\ndvT+AlKSqpEKeVoSvQ/xT6fhr3POK6+oe9HIFiZJUswZRFUXMvkGJm0zfC7VUg6imahWJUmqA0+8\n/sNw333AGb1fkE5DW9uI1iRJUj1waK7qQjbf0G0eV9f2LXZEJQ1FNgvJZJ+nX7ngf7h0cR8hVZIk\n9ckgqrqQySdIJ7YJouWpoQZRSUPxrnv/g1+0ndzn+afbprK0feIIViRJUn0wiKouZPKN3YLonDmw\nYcxunDD10RpWJSnufrH0NTyY2a/P86lEnkwhMYIVSZJUH5wjqrrwg4MvZ9LCe4E3AdDYCGPSGch3\n1LYwSbGWixpJNfa+jyhAOpEnmzeISpI0UHZEVRdOmHAvc8c+03V/7Vr4aPvnuGfp1BpWJSnOikUo\nRAmSjX0vepZKFMkUfE9XkqSBMoiqLty0ZBb/KO7ddX/LFvja5v/g4ZW71LAqSXGWy5Vu+wuiR017\nhgOCUwAkSRoog6jqwhsWfIor15/adb9rsaJsjQqSFHv5POzcuJoxqd73EQW4/HW/5eMNl45gVZIk\n1QfHEyn2ikXIR42kk1vncXUF0VyoUVWS4q61FV6ceQzstRfw3t4vSqV8x0uSpEEwiCr2MuVmRTq5\ndfhcOl26NYhKGpJcrt99RM+48a1kcgfz22IRGhxkJElStXzWVOx1NiNSqa1B1I6opKFatQresPg7\n3LZmdp/XrO1oZRlTtk4olSRJVbEjqtjrrSOaSED+qONIFLLAWbUpTFKsbdoEN245htOzz/V5TToV\nkSVV+kPUORRDkiRVZBBV7I0dC7ft+g5ePn18t+OJdCOs21SjqiTFXdequX2PzCWVisiQdp6oJEkD\n5NBcxV46Dcc23slu4zd3O/6hp/+D/11xTI2qkhR3W4f9931Nt46oJEmqmkFUsbd+Pfxqw+tYktu5\n2/GfLjmauzYeVKOqJMVdNR3Rw16+ltdxk0FUkqQBMogq9p5/Ht6y8XIWrNur2/FUokC24K+4pMFp\nbIS9wrOMaS30ec15r3+O/+F8h+ZKkjRAvkpX7HU2IlJN3X+d04k82XyiBhVJqgcHHgjPNOzD0Xst\n7vuizgWK7IhKkjQgBlHFXmcjIt3UfauWVKJIpuB6XJIGqViEQqHfsbmf+c0sdmG5HVFJkgbIIKrY\ny2wpDZtLpbsH0bFNHTRGvjiUNDj3/DXP0dzO4+un9HlNnkZWMdmOqCRJA2QQVexl20oriqRbuv86\n//1t/8PPk+4hKmlwVi4vcAdHs6XY1Oc1qaYGiiQotPumlyRJA2EQVey96hUd/J1D2G/adnuGpt3b\nT9LgZdtLoy2S6b6fKtPNpXOZzbkRqUmSpHrhBDrF3rjmDIdwL4zp3v384t+PJZNL89liERp8z0XS\nwOTa8wAkm/pe9KwriLblaRmRqiRJqg++OlfsPfV4gSs4m81Ra7fjdy6ewc2csHUzQEkagFymCPTf\nET1gZp538UMSeeeISpI0EAZRxd7//bWRd3MF6/Ojuh1Pp4pkSTk8V9KgjG3JMpsHaGkNfV5z7JF5\nfsg5jEm0jWBlkiTFn0FUsdc5jyvd2n34XCqJQVTSoL3hiA08wCuYunO+74vSaSIgyvh3RpKkgTCI\nKvYy5SCaau4+5TmVigyikgavc1h/P/uI/ubm0SQo8MQiZ4hKkjQQBlHFXra9NI8rPar7i8VJY3JM\nYK37+0kalJ9dO4qDuYfN+b63b2lsThLR0LWfsSRJqo5BVLGXKQfRVEv3jui3z3qA+RxmR1TSoCxd\n3sACDqYh1fcC8+mW0pSATEc0UmVJklQXDKKKvfef+DyPsj8NzenuJ1Kp0q1BVNIg5LKlcJls6Xto\nbqq1dK5zrrokSaqOQVSxN6lpM/vzOKS7B9Ef37U3b+Qag6ikQcllS6MtGpvsiEqSNNyqDqIhhEQI\n4YEQwo3l+zNCCH8PITwdQvhVCCH10pUp9e22e8fyPd6ztQNa9o8VY/k9JzpHVNKg5DIRjeQIqb47\notOmwQcT/8O0ptUjWJkkSfE3kI7oBcAT29z/MvDfURS9DFgHvGs4C5Oq9eu7d+UzfKZHRzSVDmRJ\nu62CpEHZY+JmjuKOHm9ybWv6dPjv0Z9i5uglI1aXJEn1oKogGkKYBpwI/LB8PwDHAL8pX/IT4NSX\nokCpkkwG0mR6vFhMNZU2oc9tydWiLEkx957jnuVWXtvv9i1RBFuSY8lu6WevUUmS1EO1HdFvAv8J\nFMv3JwLroyjqfOZdAkzt7QNDCOeGEBaEEBasWrVqSMVKvclky0F0u45ouqn06+0LREmDUsU+os8/\nD62rnud/n5wzMjVJklQnKgbREMJJwMooiu7b9nAvl/a6UkMURZdHUTQviqJ5kydPHmSZUt+yWUiR\n7RFEJ0+GfXmCQocdUUkD9/Gf7ceRFYbmdp5yBoAkSQNTTUf0cODkEMLzwC8pDcn9JjAuhNC5lOA0\nYNlLUqFUQSYbeh2a+87T23iC/Rjb2FajyiTF2dI1TSxij347op3vf2VdE02SpAGpGESjKLo4iqJp\nURRNB94C3B5F0duAPwOnly97J3DdS1al1I+r3ngdf+D1PTqi7iMqaShyufJoi36CaFdHNOduaJIk\nDcRQnjkvAj4UQniG0pzRK4anJGlgJjRuZGdW9nix+Kd7RnME/8cLL/b9IlKS+pLLQZJcv0Nzuzqi\nvt8lSdKA9L1Ldy+iKLoDuKP8/+eAQ4a/JGlgfvD3AxmVeDtnhO5Tl9duTnE3R7Bx4//WqDJJcZbN\nhYod0WQSPrHbVbxq1MMjWJkkSfE3oCAq7Yi+e/8hTKOJM7Y7nmot/XpnO4o9P0iSKpg7ZTkzHlsA\nyZf3eU1DA3x+n59Cm3PRJUkaCCe1KPYyuQSpRM8tWlLN5SDaXhjpkiTVgU8deSff5MJ+O6IAK9mJ\n9W1OAZAkaSAMooq9bKGBdG9BtLX0wjDT0evOQpLUv86JnxWC6Mw7v8cnl/zHCBQkSVL9cGiuYi+T\nbySV6Nn1nDCpgXncSzPtNahKUtyd9PMzGB1m8r+ht62zt0ol8mTzvq8rSdJA+Myp2MsWE6R7CaJz\nXhG4t+k1HDxpYQ2qkhR3Kza3sjGMq3hdOpEnU/B9XUmSBsJnTsXeM8e/j4bnnqG0ze12Uin3VZA0\nKNlCA8mGynPMU4ki2azv60qSNBA+cyr2RhU20NLccx7owoUwp+1ubnp6rxpUJSnuclUG0XRjwY6o\nJEkDZBBV7H340TO5ecsRPY4XCvBg4QBWbWqqQVWS4i5bSJBq6LkQ2vY+fPD/8e8NPx+BiiRJqh8G\nUcVaoQDfWPwm/r7lgB7nUqnSrSNzJQ3GiVMe5PCW+yted+YrHubUwjUjUJEkSfXDIKpY6wyZqVTP\nobnpdPmaXP8rXkpSb74150reN+FXFa9blpnIovwUKBZHoCpJkuqDk1oUa5lM6Tad7BlE7YhKGpJc\nruIeogBn3XAaGzic+dksNDkVQJKkatgRVaxt7Yj2PNfUBEePvpcpjStHtihJdWHKDd/nY6s/UvG6\ndDIiQ9p3vSRJGgA7ooq1ztd96V6G5jY3w+2zLoDWVuDikS1MUuytz7VQaKjcEU2nykG0c4iGJEmq\nyI6oYm3aNChO3Y2z95vf+wXuIyppkHJRI8nGyvM+UynIkjKISpI0AAZRxV7IZmho6mVsLjBrwZVc\nuvDfRrgiSXEXRZCPGkklKgfRdNqhuZIkDZRBVLG2aBGcu/4rPLRheq/nF2d2YmXHmJEtSlLs5XKl\n2yrWKuLfj3qBL3GxHVFJkgbAIKpYe/FF+EHuTJZmJvV6PtWQJ5NPjHBVkurBeyZfw9zxz1W87qjZ\n63k7P7cjKknSALhYkWKta/uWpt73Ck01FMgWDKKSBiaVgu9N+S+YskfFa5dtHsMy5jLPjqgkSVWz\nI6pYy2wpAJBu7v1XOd2YN4hKGrAogmIm1/veUNv5fzftyaH83Y6oJEkDYBBVrGXbShO5Uk29/yqf\nMO1xZjc8PJIlSaoDy5ZB4snH+MGi11a8NtXUQJEEhS12RCVJqpZBVLEW5fKMYhNNLb3/Kn/v2F9z\nYfKyEa5KUtwNZLGizhEZmc25l7AiSZLqi0FUsXbSUZvZxBgOnLGp9wvcR1TSIHQF0VTv88+31RVE\ny1MFJElSZS5WpHjrDJl9zON6w/XnkG57Nb8ZwZIkxV/nn5ZqOqKp5tI89M6pApIkqTI7ooq1225v\n4Ax+wbr86F7Pb8o3sTqaUFp5RJKq1NkRrWKtIo4/MssvOIPRiS0vbVGSJNURg6hi7cl/NPBLzqCQ\n6P3VYqoxIktq66tKSarCpEnw4cZv8bJJ6ype+7J9GjiDX9KCQVSSpGoZRBVr2Y4iAKnW3sfPpZLl\nIOo8UUkDMG0afI2PsP+UykF09eYm/sxRbNpQHIHKJEmqDwZRxVqmvbyPaGvv051TqYgMaYOopAHJ\nZSM25Fv6HG2xrb880Mwx/Jmnl7WOQGWSJNUHg6hiLdNemvuZbOm9I3r0Pss5kd8bRCUNyJ9vKzCO\nDcx/cXrFa1Plvz/ZdlfNlSSpWgZRxVpzIss0XqChOd3r+Q+87mku5WKDqKQBybXnAUg2VX6a7ByR\nkelwUTRJkqplEFWsXXTaP3iB3fte2rLzeCZT8bF+8vkX+NkZvx/G6iTFVa6j1N1Mpio/TXZt39Jh\nR1SSpGoZRBVvnQEz3XtH9EO/PJgpLK2qI3rmJbvxjl+e6Aq7krqG2aaq6YiW//xkOl7KiiRJqi8G\nUcXat66bzju5ss8gGjUk2MyogQ3N3bRpeIqTFFtbh+YmKl77spfBDa1v4eAJz77UZUmSVDcMooq1\n+58dy50c2efQ3FS6oertW47f+SEaycHGjcNdpqSYOWDvdj7Dp5k0Ll/x2nHj4KRRd7BzYvUIVCZJ\nUn0wiCrWsllIke2zI5puCmRJEWUqB9GPTvsl3+c9BlFJHLj3Fj7N55gwvvICRO3tcH3hRJ5fM3oE\nKpMkqT4YRBVrmWwgTaafjmggooFCe/9BNJuFv6+YzoE8bBCVxKZ1eZYyhWJj5X1E166FU1ZfwS2L\n9x2ByiRJqg8GUcVaNtd/R/TgAzp4P5dR7Og/iK5bB5cseQ8/4Bzy65wjKv2zu+LXY5jGUjbkWipe\n27VYUTa8xFVJklQ/DKKKtV1bNrIXz/bZET3hNe1cxgdIRf1v37J+fen2ct7D6qWVt3qRFE+FApz7\nmid5+Ft/7ve6XKYIVLdYUeefH7crliSpegZRxdoPTryWq/k3SCZ7PR+l0mRJVpwjumHD1v9vXGUQ\nlerV4sXwg7v25Wtf7n8Romw5iHbuEdqfro5ozqdUSZKq5bOm4i2TKb0KDL0PifvR9RNJk2XJi439\nPsz6VVv3Dt242raGVK/a2kq3b0jd0u91uUxpkaJkS+9vcm2r832wbM6huZIkVav/V+fSDu6sG97I\nlGgiX+jjfGc3I7ul/+7H+uXtQOnV5Ma1lbdrkBRPa9dEQKBx45p+r8tliyTIE1KVg2hDA/x57keY\nUXwWOHNY6pQkqd7ZEVWs3bN8N56i75UqU82l91oy7cV+H+eNr17JrRwHwMb1/V8rKb7WLWsH4Ox1\nX4eo761ZXv+KFXyNj/Q57H97R+3yJHuExcNSoyRJ/wwMooq1TCFBOpHr83xXR7S90O/jNG5ezzwW\n8GPOZE7LU8Nao6QdR259aWxunsatq5T14vC9V/BBvtXnQmjb++3q1zB/3T7DUqMkSf8MDKKKtUw+\nQTrRd8hMjyp1M7Id/Xc5b7y5ka/zYc7kJ+xRXDisNUracZz+yiWcy/dpYQusXNnndctXJniGvaru\niJ730Dn8aM0pw1WmJEl1zyCqWMsWEqQa+w6ie++T4CIuZed0350PgJv/MorLOI+/pY7kuRcr7xso\nKabWrWMyq1jNJIov9h1EP/3LmRzBXVUH0VSiQKZQeYVdSZJUYhBVrB0wZhF7Ni3v8/zL92vkUi5m\nj5ZV/T7O+nUwjvUclbuFy587drjLlLSDuOwXE/gCn6RIgrXP9f0GVTYLKbJVD81NN+bJ5g2ikiRV\ny1VzFWu3zbsYVq8GLuz1fKEY2JDcmdYtBdL9PM6GjYFxrGdz43g2tlf3wlNS/PztkVEAfJ5P0Lh2\nzz6vy+UgSQ6STVU9brqxQKboU6okSdWyI6p4y/bfsXj4YZiYe5Gbnu77BSfAhs0JxrKBMeksGzMG\nUalerV3fwDzu5RN8kXGbl/R53dYgWuXQ3MYi2YJBVJKkahlEFVuFAhz0t+/xwzWn9XlNZ0bNZvp/\nrE3tCcY1bmZMc5aN2eo6IJLiZ93mRsaGjSwZuz/rX9jU53W5fDmIVjk092en/IZvhwuGq0xJ9SqK\n+t06SvpnYhBVbGUy8PCWvVlTHN/nNVuDaP9/9O/7l0v49a4XMLYlx8Z8CxTdS1SqR2vb0hQb0+y2\n4VF+fv/MPq9736H382k+W3VHdN8pG9mz8LR/OyT1rVCAGTPgsstqXYm0QzCIKray2dJtKtV3yOwM\nopkKHdGwcQPJca18/sT5fJGPQ1vbMFUpaUeyc3It80Y/RaDIyrV9Ly50/Ixn+Fd+W3UQ/ePCffk1\np2/9wyRJ23vuOd6z6GIu+WJzrSuRdghOaFFsdYbLdD8j57o6ornQ5zXFIpwz/xzeNPFPvO6gTcDf\nYONGGD16+IqVtEO4a/b50NbGj+87nZUb+h6G//jSsSR4OftUGUS/e+88XuDlvCmTgSaH90vq6dLP\nZbmc97Dbi4v53KLFhD12r3VJUk3ZEVVsbQ2ifXdEx46Fz+/0bQ4e/WSf12zeDD968fU8VtyPJzdN\n5fe8vhREJdWftWthwgR2am1j5ZbWPi875/qTeD//Dxqqe5pMpyIypCsPv5D0T+uWv5T+5rzA7jxw\n2V9qXI1UewZRxVZjIxybvotpY/tecKSlBT4x7SfMbe07iK4vbyU4bkyRH/9tX07nNwZRqQ4tWwZH\nPPY9bu04gp3GZliZHQf5fK/X5vKBZEPv53qTSkGWlENzJfXpsWXjOaX5FhoocO2vc7UuR6o5g6hi\na8oUuG3Mv3LCnk/3eU0UweJoN9Zt7nt43YYNpdux4wJjJiTooJnsmr7DraR4WrkS7s4czOb0RD74\n2if4EN8o70PcUzafIDWAIJpOY0dUUp9WrYKVmbEcOWMxR+y+mN8tmgNr1tS6LKmmDKKKt0ym9Aqw\nH3s8cC3fWnhyn+fXrysN7R07oYExE0qBddPK9uGrUdIOYe2qAgDjJzdyyvFbOI1rS+m0F7lCA8mG\nQtWPnU6Xh+baEZXUi8ceKr2xNWsWvOtdEcdxG7lrf1/jqqTaMogqtu6/H/bc+CD/t3LfPq8JAZIh\nRybX9696x/oORrORcZOSjJlcWt1ow4qOYa9XUm2tW7oFgAk7J1mb3pX5HEr+xd47orlCw4A6op95\n69PcwyF2RCX1Kr9oKXNZwKwjxvOOS2bw39O+QfLG39W6LKmmDKKKrU0bIxYyg3xD/xvOpxryZPN9\n/6ofP3ctGxnLwbPaGTO5tNrlxtV2NaR6s25ZaaTD+F2b+PV9e3IY81n5TO/zwb95yC/4wJirqn7s\nnXeKmM4iO6KSenXcmHtYwMHsevieEAKFk0/j/j+ugC1bal2aVDMGUcVWtr00bC7V1P+vcbpCEN26\nWtE4jji+iTs4kr3SS4arTEk7iNFs4hXcx4RpLey05ygAVi7sfc/g1++0gMNGP1r1Y//1mZ24lIvs\niErq3WOPlVbh3rc0iusrmQuYl7mbFVffWePCpNoxiCq2Mm2lYXPp5v5/jVOJPNlC39f86ppGzuAX\nFEaNZdKuSY5suofRmd6H60mKr3+b9yz3MY/WXccweXppG4WVS3rvYN65bG/+Eb2s6sf+08OTuZhL\nKWwxiErqLopgz6++ly+PvxSamwE48b27E9HA9d9fXuPqpNoxiCq2sm2lpc9TzYl+r/v87Gv4t6br\n+zx/38ONXMupJCaMpa0Nfp46i6eXNA9rrZJ2AGvXlm4nTGCnXUpPfyuX974g0al/+SiXbXh71Q/d\n+YZY5xtkktRp+XJYuGVnWqaO7zp2wCuS7DlqBdcumNbnNlJSvTOIKrZ2Hp/lFK5lwtj+V7Z81/7z\nOSbR99CX9WsjxrIBxo1j40Z4+8b/x+3P7j7c5Ur9uv/mVWxeuKrWZdS187+/H2/iahg/np12Kh1b\nuTr0em2umCDVWKz6sTvfEDOIStreYw+URl7MOnDry+4Q4NSjN3Jb/kg2/vEvtSpNqimDqGLr/7N3\n3+FtlefDx79HkiVZtmV5SI5XYmc5e0IYCRAgzLLDpoUWWmbL/lFo6aBQWtryAmWVFlqgUMoKqwUK\nhDASyCIkwdkktuMt2Za8tc/7x4ntOB6SbMlaz+e6uEzkc47uy3GOzv2M+148t4M3OZfi/OEf/PY6\nC6noHjfk91tbwYQDMjMxGpXX2trFPw1h7HR3w8JTzZgnptO5rTLa4SSs7dUZ1FIIWVlkZsILM3/H\nGZr/DXqs268hRS0Hfe2eGVF3l0hEBUHob9unynafmUuy+r1+7k+KcKPj/Sf2RSMsQYg68bQtxK+e\noiAB+oie/8GPuKnt3iG/39qu6p0RNRhAhY+2zuGX+wpCOFVXK19lJHRnnwqNjdENKEHZ21PIUrWB\nTockwWVzvmFqx6YBx8kyeOQUUtQjmBHtCr73qCAIyaF8QxdmrFgW9993ftQJqaw8+hecW36vcuMR\nhCQjElEhbv3tX2lYaKTFlTbscTqNH7dfM+T3jeoOSqUq0OuRJMjQdNPWnRLucAVhSDWVyiza+4t+\nhaa+muaTLsbX0hrlqBKPvUtHtq6vSu7XzGdNXemA43q2a4WyNPeS5W6smClMc4w6TkEQEsui1HKu\nlp6GqVP7va5Wwwk/mkRKTYXSHF0QkoxIRIW41dbqx4YFjSFAH1GNH5ecMuRo4ytLn+TfuT9WNmwA\nRq2TNufw1xSEcKrZpmbso0AAACAASURBVCSdRWfOx/HcWyz65mlunPUxcld3lCNLLC1OA1mpzt4/\n37XxPG7tvk9ZG30QlQrenXITFxUFv2/LYNJipgm1xxn4YEEQksrVKf/gvukvgnbgs4V9yZn8lAdY\n/WeRiArJRySiQtxydSuJpc4w/DJabYqMGy34hlgy19oKmZm9f/zvmU9xr+aesMUpCIFMTavlRh6h\ncFYWpvOXsfwMN0/Un8s9898U1RTDRJbh2MzNzM3p6xFszvFjxQK2/kWi1Go4Le0zppiCLx61a38q\nd3MvNY1iNYUgCH2cTmj7pgpmzhz0+6lFOTyu+gkvvJM56PcFIZGJRFSIW26nsmxOmz787KVO61cS\nUffg/QJP/fBWnvVc1vvn2aUdFHXuEvs1RsHeInPdEZto/2p3tEOJC0dm7uARbiZ1UgEAD7w9nSuP\n2sE9uy/h0cX/Bn/wS0SFwUkSvF14PVfN+LL3NUueSklErdZ+x7pcsKL5OCrchUFfv6JWy2+5m5om\nfdhiFgQh/q16z0lmxWbWmU4Z9Pt6PZw2u4a37Mfg37VnjKMThOgSiagQt1zdflJwI+mHL1Z0y9LN\n/Ip7+oobHcTthv81HUaNekLva+83zONFzwWDHi8E57E/dvOX9Qt47EaRiAajcUcLLrRQVAQoSdNT\nn03nnGk7uXH9d3nz3OfEwEg4tLRAdnbvHy2FKXSRRuf+5gGHLa9+mA+aFwZ9aa1B2Yfu6haDBoIg\n9Cn/RKmYO3Wxechjzr3SRAP5rHt0/ViFJQgxQSSiQtyaN8HO5Tw/6J6Lgy2b3cgZ/HfQGdHWA/Vg\nTBl9y3b/vmUh93E3tLWFNd5konMpP7uaKlFBNBinPH4Wy9VvgsnU+5pGAy9tKuOmuZ9wzNu3wwMP\nRDHC+LdpExTWrmNV+2G9r1kmKLOXtn3t/Y7tuVWkhLDKtmeLgNslElFBEPps2+SkgFqyjiwb8pjT\nLzejwcObb4gBRyG5iERUiFsXLargaX4UsH3LXkcO6zl82ET0oC2iGI0ybRhFIjoKEwzK3jpjc4WY\nyQtCTVsGxemO3oJZPfSpEg9vOpacS0+Fu+6C996LUoTxr6neQ51cQIqpr8r2KeemsYqlWFzV/Y71\neJSvoSSiPeNhPXvXBUEQAMr36Jkp7YBJk4Y8xmSCc2bsQa6rh4aGMYxOEKJLJKJC/OpJLAPMiP7u\ngwWcx4pBE1HHgU4Lmaa+BMCYKYlEdJQuKtuMjMTvnLdAfX20w4lpXV3Q7DZSnDtEhVyVio03/INp\n7ODLFeJnOVL2GqVtS/a4vvtFwWQDS/XrMDjq+h3bk4gGuLX00zMe5naJRFQQBIXfD9ttuczMaVCW\nuQzj1X/7+AN3wNtvj1F0ghB9IhEV4taVTx7GdLYHnBHVaiWlWNEgez4ln5c5bCEvr+81o0lNBxn4\nHSIRHbGDk8+tW6MXRxyorVW+FuUPvYxZpdeyi2lYrSLJGamWOqWtSlZ+XzEhl1vi32lXsW13/6nP\nkSzNnTkTuiwlnFO0cdSxCsJY6uyEPef8H66X34x2KAnH44E/Zd7H+fP3Bj541iyYOJG2V/8X+cAE\nIUaIRFSIW11OFX5UAacttFqGrJq7cEobW5jHETM7el8zZiujlh3WrvAGnESO+/N5HCV9yUI2sv6/\n1sAnJLGefbRFE4ZuQ5SVpXy1N4tEdKRaGpSBqKyivqW5Ph9c0vwY7+yc3O/YSZPgM/3JHFuyP+jr\nq9WQqpdRuUUfUSG+rF3jY+pbf+TLp7dFO5SEo3O1cb39tyw+PojlFZLEJSmvsWzlnWJFlpA0RCIq\nxC23G7S4A8+I6iRc6AZv39KzNvegIjE/uMzNfopJd7eEM9yksqs5F6PewyYW8vU6T7TDiWklqY38\nkduZOW/o6beeX09HqzTkMcLwyrKbuJiX0I/r+7duMEC6uguro/9DYno6HOP/lFzj4C2fBtPWBje1\n/obPa0rDFrMgjAVbhTIQa27eGeVIEs+u9/axi6lD9hA91KQFmWyUF+JdvynCkQlCbBCJqBC3XG4J\nHa6gEtGhZkSfe0HNEaylU9fX0iGrOJ1ialB1iBHJkfB6weo0ckTuXoyaTrbsTQt8UhIrVVVxOw+S\nNyNnyGMyM0HCj719+D1GwtDOn7mDl7i0b3r5AIuhA1tHar/X6utknndfRKO7/7HDcbvhz61XsLkp\n+N6jghALbFXK6p9f7bg4ypEknt88lM7JfBB0IlowSY+Miqa9rRGOTBBig0hEhbjlcquURDTA0txL\nTmnhNc5Hdg1MRPft9bOBw0k1p/e+VuXI5D5+TmWVmH0aCasVZFTkmz3MGWdja0ux6Mk6jG832Kli\nfG8P0cGoVHBO/jpK/UHsMxIGJTcfWOFwSCJqTndi7Tb2q+687Rs/V/A8e9ryCFZvsSK3uG8I8cVW\no9yf9zvN4l4dZuV7U5ml2gGlwa2UyJuoPItYKzojGZYgxAyRiApx68zJO1jOioCV6GaWeTmXN5Hc\nAz9gHc1+MmhHld23XK+2SccvuI9dVfoBxwuB9dQpys+XmDvDw1ZmI+8QS76GcstTZZzNW1BcPOxx\nK05+iu+rnh+jqBLPskfO4Dv8p98yfABLlgernAvtfb1E3V1eAFK0wSeVve1bPCIRFeKLrUHZp15N\nMewPfl+0MDyvF3Y2m5lptiqjiUGw9CSi1WJAQEgOIhEV4tZN8z/jVt3jA3ovHmp/cxrvcSruzoF7\nFVsdMiYc/RqJZhiV67U5RGP6kTDQxWW8QNlUmaWnGziN9+hYJ4pgDKXGpqNIVT8gQRrAZAK7fWyC\nSkBN7TpSNPKAgauHvr+FFZynTOUf4Ok+kIjqhy4gdaieRFTMiArx5ruztzCVXTSQT/fOqmiHkzD2\n7gW3rGXWlOALmE2aouL/DI9T6K6IYGSCEDtEIirELVenF7828KzlO1/kcDrv0do6sOJoaxtk0tov\nCTAala+iaN3ITDfV8wLfY/pcLeffkMfL+u+TsUcUXhhKdauRoozWgAMql6y8iu+0/Usp9SqEzN6l\nJ0s/sFfrpNkGSqnsn4g6lZ9xii74j0hJglSVU/z1CHFnsfEbfslvAKj8qjnK0SSO8rVKEaiZC4Jf\nXVVQAH+Y9BTTPaLtmZAcRCIqxK35L97GRa7ASxW1qcqshqtz4BPiVGMji1nTl33S978HrdQTQuCr\nObA2d9w4ZfZp5kzcm7dHN6gY1d0NzW4jxTmBWwW5VKnsZ7wYIRmhFpeBrNSBy912dI7nQW6lc3/f\nA/hIElGArtMv4F7Lo6MLVBDG2IbyVDINXpZLK5Bqa6IdTsI4LqectziLGccHv9ccoD17Ava6gYNm\ngpCIRCIqxC2XV41O7Q14nM6gJKLu7oGJ6AOLXufJ9Dv6LdfLyFC+tnUGvyxP6HPj/eOYQCXk5wOw\nuPolLlt9bXSDilG1tcrXovzA02imTBkHYnnuSHg80OlLJTt9YMGyTXV53M6D1O7pGww4bUk7XzOP\nkvwQ92lpB6/OLQix7DvvXMN/Us7ltUk/ZVr7hmiHkzByazZzFu+QumB6SOdNX/8st+/8YYSiEoTY\nIhJRIW65fWq06sAP8D0zooMlorS29tsfCkpO2nTiRdyV9ZewxJls6hsgg/beRHTcOImtrjJobIxy\nZLHHnOXlJelSjpsfeJbTlKVSEtGe3rdC0Dwe+EnWCxxZNHC2xzJRGXmy7u/bx2UyuJnHFvSG0D4i\nb9/+A56xnTm6YAVhDPn90OxKx5zhhNJSfPvEHtFwef71NDYbjg5YiO5QlvRurF3pgQ8UhAQgElEh\nbrl8GnSaIBJRgzLbOVgiOu/1u7nfffuA13NyJVI6xMzTSNQ3acmXGiBH6Ys5Z76aPUyhc115lCOL\nPZndDVwsv0TJrMAPHVm5ajrIwGMTiWioDAb4s+7/WDZtkES0SKkyZK3rW12xtVzFE1xHtxxa5ezX\na47gs86FowtWEMZQSwv4UWPO8rJk6xNcvOWuaIeUENxuuGrlJbxiujrg/v9DWUxurL5sZe+GICQ4\nkYgKccvt06DVBK5su+QYiQ84idKMpn6vyzKUt42nUzuwaf3DVefyj4bTwhZrMqlvNTBO39pbrn7O\nCbnIqNj2UX2UI4s92z5r5lOORS4cuodojwUL4Aqexd0k9oiGyuOWcTV3DOghCmCxKF8PqlXEqi90\n3MATISeiWrUPl3f4dlKCEEtsNuWrOVcmI1Oiwl0AHR3RDSoB7N4NXlnDrKmhL9W35PpoJK//TUkQ\nEpRIRIW4dXPJm5yUtTHgcZYiLSfxERmq/g2iOzvBJ6sxpQ/cZ/pixdG82iES0VDJMtR3Gck39v2s\n5y5Rlj5u3SD6oh3q8efSOI8VSOMDL936zllqnuUHpDlFVctQffAfF3pPO+s7Zw74Xm6u8tXa3Lcn\n3ONSBrhCad8CoNP4cPlFIirED1uj8rtuHqemZLyfCkqhSizPHa3yNa0AzDwsNeRzLXkqrFiQG0Ui\nKiQ+kYgKcevX4//OGXmBCys0tabwKufT0KLt93rPVrtM48C2LkaDlzZ/mtKRWgiaxwO35L7AiSV7\ne18rKYHbSl9nVtMnUYsrVtXUShRRA0WBZ0QxmZABuUUsGQ+VvUYpRJSVpx3wvZQUqDr5R9yR2lft\n1uM+kIimhpZU6jR+3D6RiArxY3pBK69zHvNmuCkt09FCDm3bqqMdVtzbttqOGi9lS/NDPvfsU138\nnjvxN4hEVEh8ARNRSZKKJUlaJUnSDkmStkmSdNOB17MlSfpQkqQ9B74OXPMkCBEiy9DUocepCby3\nbvceiQt5lS3V2f1eb1UGLA+tVQSAMd1HG0bRwyVEWi38XrqLU+Y29L6mUsGfLtzAkVUvi4qih6ix\n6ShS1Q+6ZPRQ67alo8fJR1/njEFkicVerxQiyioYfHZifIkKfVPf/lGPSxmcCnVGNNvgRO8P3IpH\nEGKFWbZyHm+QW5pB6Vyld1nFJjHYNVrlW31M5lv0C2aEfO4xJ6dyI4+ibhaJqJD4gpkR9QK3ybI8\nHTgSuEGSpBnAncBKWZanACsP/FkQxkRXF5jX/5c/118Q8FidTvnqdvWf+dRpZc6R3qK0YOCSUWOG\nrCSiomdjSLravLRaXcjj+o8Cu2fOZ4tnOvLOXVGKLDZVO4wUZziCKmaRniHhRoe9OfC+aKG/lkZl\nAMRUnDHo919sXMbjtgvApxQ0c7tkVPhQpw6cQR3O/674F6+zvPc6ghDrytd18iHLwGxm3nGZ3Kx5\njAzr3sAnCsN64bBHeNd4idJPO0SuTAs7mEbbflGYTkh8ARNRWZbrZVnedOD/24EdQCFwNvDcgcOe\nA86JVJCCcKieiTWdduCy2kNpDzxLug7JNycXOXlDPodF0wfOehqNEl0YRCIaohXPtmHCwW6prN/r\nz+w+hnlsoeaTb6MUWexxOqHJbaQoO7gZNJNJ+epwBP6dF/qz23wYaUWTaxr0+29UzucJ+TqlhChw\n29nfspupyrrdUPSOeomZfyE+/PXlTM7nNTCbmTJV4qGpTzLRsSnaYcW9tN1fM3FuRsgVcwHKK9KY\nwQ4+2WSMQGSCEFtC2iMqSVIJMB9YB+TJslwPSrIKWMIdnCAMpSep1KYEn4i63Ycc27NJ1DTw4fSh\nGyuUqnUiEQ1Jw16lSFF+Wf8P0DnLlNvDlk/FCG8PjQZWm8/lsvnbgzq+Z/Wuo1Vs7Q/Vson7uJPf\nQ3b2oN+3WMCKpbeEaJa+m0nsCzkR/dOao7iVBweOeglCjLLZZMzYwGwGwDl+Kk17xNLc0di3D366\n4Xwqi48Z0fk9lbwbG8Wgo5D4gn6ikSQpHXgduFmW5aCfziVJulqSpI2SJG209dQJF4RR6p0R1QU+\ntm9pbv/Xn34aLDQqD6CH0GRlIIFIRENUX+XGQCcZE839Xp81TyngsvWbaEQVmzR4WdzyDqXTg2sR\nkpoKKZIHe7sohhOqMyZ8w138fsi9uJZ8Nc3k4K1XPqP+tz6LR/lx3yhWkNbXFvI+p4oZUSFu2JrV\n/RLRRRse48qdd0Q5qvi2a6uLP7huot5YFvjgQRz4q8DaFNoedUGIR0ElopIkpaAkoS/KsrziwMuN\nkiTlH/h+PjDormpZlv8qy/JhsiwfZjabBztEEELWM+EQTCKanw9fFl3Adyz9K+w21XuwYSEjzzDg\nnDXf5nEVT2OvEw2lQ1FfL5NPPVJB/z2imZlQkm5ja/XgM1LJaNtnzbzou4huy4SgjpckuHHK+xyh\nClwpWuivfr+HdskIGYPvEbWM1yGjonmvMmO/4st8fsvPQ54R1etlZUl/lyhYJMQHW5sWs9re+2Fa\nkuek0lsIdjErOlJNlUof1tzCIB5QBqHXg1HTibV1ZOcLQjwJpmquBDwD7JBl+f8d9K23gSsO/P8V\nwFvhD08QBpedDfcb7mPeuIaAx+p0cKRxO2ZV//6LjmYvKbjRWwbuw6hoyeTvXEVTvSdsMSeDequG\ncTRAXt6A782d0MpW55S+DupJ7p3XXHyXF/EXBu4h2uNPx73DOb7XIxhVYlr2/OX8IOWfSgnnQVhK\n0gBoqlKWlns8kIIn5ER0XL6KevKR6wPflwQhFtg6DZgNHb1/Li2RqaAUuaIyekHFOVu1MoBtLg1c\n1X8oeYZ2rB0DB8kFIdEEMyO6GPgecIIkSZsP/Hc68HvgJEmS9gAnHfizIIyJnBy4S/0HZua3BDzW\n44F/dFzAFltBv9dbW/yYcCCZBvZvycxTlku2NYsldqH40aSPuSH9+UGXNN7+QwePcBNs3RqFyGJP\n9T43WbSQNjn4PnM+YxYdLeJ3MlQt3Xqy9EOvbjj7snTcaJmp3gmAxyOjxR3y0tyiSTrc6GjaIQZb\nhPjw1uxfcHvpit4/l07X0UEGzVtroxhVfGuqdaPBQ+b4QXrDBen3y1ZynecR8Isq6UJiC7jZSJbl\n1cBQZb9ODG84ghCc7m5ocBWQrzIQaIed3w9X7v819+v+wdyDXm9thUxaBy1WZLT0JKLe8AWdBC5N\nfxtKBi/9v+SyCXDLR7D1dDhR3DpqaiWKqIGioqDP+c7b1+Bwnctap1NZvyUEJMtgd6eRZRo6gU/R\nq8FsAquyw8Ttlg7MiKaF9F6lc41MZg+t+5oRG1GEeHC4ew2M77sHlcxT9lFXbnaQG62g4pyj2Usu\nTUiWkd8Fzju2CVZ8oiyRzhG9o4XEJcovCnFp/TqZie6dfGGdHPDYntV17kNW2S4prOAiXlY2MB7C\naFL+abQ5xGhksLxe2LYvlU5L6eDfzzLzbtalbF3VPOj3k02NVUuRqn7ISq6DMRl92Mnqq/gsBNTd\nDS6/luyMoZfZO53wY9/DvLtVeSD3eEe2NPfMSzPYo5vNZHdwlZAFIZpaWuDZyqXUGKb2vrbwuHT+\npL+b/NadUYwsvj1xxntUUAq5I0/lq9UlfMJxvYNjgpCoRCIqxCVXl9IwXqcP3KNLpQKN5MXt6f/r\nfv2MT7hP/WtIGzjrYTRChtSOu0MsgwzW/v0w65uXeMV51qDflyS4oO0Z/rF2+hhHFpuqW40Up9tD\n6jNnMkk4MIlENAQ9NVeyMoceVNJq4S/2i1hTPR6A5y58l09YGvLSXCQJCguhpmaE0QrC2Nm1U+YH\njoco98/ofa24GG6b9l8KbZujGFmca2pCr/YOWaU7GH9bN4cTWYmvXiSiQmITiagQl9ydyuyGLjW4\nX2Gtyovb2/9Yv6NNmQ0dJBGYNAnaph3BBbmrRh9skqivU3qe5RcMnlip1TDLYmVLU4EyfZrkNs76\nAb+YuSLwgQfJylFhJwvZLhLRYKWlwUOGn7N4Yv2Qx6hUYNa1YWtXqlRmqDrJoSXkGVFZhlNaXuKx\n9YtGFbMgjAXb/gNFdQr7D7hUmg9n107Rw3Kk7njnGJ43XDtkcbRgWIp1+FHTvK81jJEJQuwRiagQ\nl1ydSiKjTQ2uz5ZW5cXl7X/shGd/zfWeR4Y+yWgUfURD0PCtUnkxv2TokvNzylxslWcj79o9VmHF\nrPHWjRRNSQ3pHFOuBg9auhvEw0mwTJkyN7seYNYU17DHWdK6sHYqVS7/9uUsnuaqkBNRSYJy12Q2\nNRaOOF5BGCu2igNtRor734eWb/kFN1fcpIysCCF7ZsdRrNccPaprWEqUirnWis5whCQIMUskolH2\n6tOtaCU3Heu2RTuUuNKTiAY7I/rFib/kZ1lP9nvN4Uodtt7L5fvv5dlvl4w4xmRTv7sdgPwpQ5es\nn3tUGs3kUv9pcieiu3f4+H3Nd2kwTQvpvGOWyNzDL5EdIhENVktVOzt9k/EYhy/4YTG5sHqzwO3m\n+c2zeYlLlGn8EBVmdlDbaRIP8ULMs1U7gYFtRkrzXVT4x4tWWyPg9SrF0XKNo9vWkzdZ6XlsrR5+\nAE0Q4p1IRKPsD3+S8KBl7ROboh1KXFk4rZM/8xPGmX1BHT8918Y4X185eq8XOnwGTGlDFzB5t/kI\nNrRMGnWsyaK+0oUaL7lThy6+M+dEpYrglk+Su1n6hpVt3CXfjyNr8MJOQzn6BD2/5F7SnKLgU7De\nfs3NdHZSw/DVifNzvfhRgc2G26siRQru3nKoIoubGrkAmsXfkRDbbHUeDHRiKO4/SFM6ESopwb+3\nIkqRxa+WFpBRkWsa3fYTS74yCGatE9tYhMQmEtEou3+5koB+uUZUZw1FWXEXP+ExMk3BFXp5vuo4\n/tvWN7vZemBCKTNj6J+7UeukzTX0MlOhv+XTt/M0P0RVOHRfzMOPTmHrlOUsa39jDCOLPdU7lNnj\nopmh9ZnzppuoI5+uxvZIhJWQWuqVWZ+swuGbwz93xzbWchRYrXh8KlJUI0tECwugFlGwSIh9dx2/\nlrUcCeb+bUZKphtwoadx89D7qoXBNTUpX82j7N80YQK8VfxjjtN+OfqgBCGGiUQ0yk4a9w2z2crq\nykJRwCUE1jov3zALnya4RPH35d/huY7lvX/uTUSNQy+fM+rdtLlFr8ZgLdBt4/s8B+PGDXlMairM\nPsJAyjfJvQKgZp8HE3bSpwydtA9m0zYdhdSx6hvR4S9Y9kYPEn6MBUMvGQeQ8izK/1iteLwqtKqR\n3Y/nzpdYwCbclXUjOl8Qxkqus4bZlA/ImkoXKNVeK7aIGgmham/1Y8KOOW90j9cGA5w1eTv5bbvC\nFJkgxCaRiEbZlm9UnMF/OMP3FmzdGu1w4sY/38pgDt/QLQ0/y9FDq/bj8vUVHjEY4Fbto8wZP3T1\nUWOqlzZvqtjrFaQ1X+nZlzoTMjKGPe7D1LO4v/bypF66WFMDRdQovRJC0NMNwN4sVlAEy97kIws7\nqtzh+7Wu3j+ec1lBw572Uc2I/vB6HR9zItrG6hGdLwhj5ZmPS3lPe/aAFmaHH5vKK8armNotWriE\n6oipduxkc8KijlFfa5W8lC+qROEzIbGJRDTKLnxlOftUk/kJj8GaNdEOJ264upQHca1BE9TxuhQf\nbn9f4ZFxFj8Pem5iwZShlzhOMHeSSSt0iqp1wVj+9uX8PuXugMd92rGQX3EPrq/KxyCq2FRr01Kk\nqoPs4ZOjQ5lMyldHa/C9R5Ndix2ysAfs6ddCNm9yLrV7nWw9+xc8l3vbyN5w3DilbUNtbeBjBSGK\nfrPmBF7WXDbgdbMZLij7htz65L1Hj1hPgafc0a9aufmbq3ig4YpRX0cQYplIRKPM2pWOxeShqXAu\nlf8TSzCC5XIqiWhKWnAN57UaP25/X9LqtLbRIRuQM01DnvPPq1fzJueKFi5B8HrB6jQyLtMZ8Ng5\nS7PxksKOD5N3D90Xx97JSxPuGrSH7XAyD2wptbeFXs01WV07bx0P8NOAiah5woF2CTVutH4nOu3I\nVkLUWTVMU+3i358VjOh8QRgrtu50ctMHv2evNZ7Mmu3D/5sRBnrhRYmLeQl/zig3iXJQJW+XqJwr\nJC6RiEaR2w0OTzqWTBcL7B9x18fLxDLQILmdMlpcSLpgE1EZN1rwKcvt/v2Clww6qPAMU0nTaFS+\nikQ0IKtVqRSYbw68r27OsUryv3Vdd6TDilkptZWYSoYeBBmKVgsGtRNHR3ArAQQ4Nusblmv/o6zH\nH4YlTxkUsDb4uWvjcl5xnjWi98vKgl3eyeyrFYXOhNjV2Qndfj3mzMHbjNyy40f8su6a3s9MITgb\nvlbzPqeisox+RjQv14cVi2ijIyQ0kYhGUc+9xZzjZ/EMO593H4ZcURnVmOKFyymjxQ264B72/nXJ\nO6zgPCX7B1qtygijKW/o859dP4NTeF8kokFoaFC+5gdRe2fyZNCrXGzZnRr44ARUXw8/3no1W9OO\nGtH5f1zwb87SvBvmqBLXlzuzqDDODTj7bOmpVdSk4qm9J/K5a9GI3i81FbJT2qlpTs7fbyE+HPz8\nMZjSAjcVcolywxKCZrNBLk2jL5uLMjhmxQKNjWGITBBik0hEo8hqVb5aLLDkZAO1FLH/ra+jG1Sc\nuOSoSp7iGmWKKAh5uT7MNPUmoo4mpX/ocJU0a9oz+YBT8LSIVhmB1Fcoy7vyx6cEOBI0GphptlJj\n0yVlpeg9O3083nEFjRkj61F7/aKNHOf8X5ijSlxnvXcdf/TeEvC49HSYlFpHSqcDj19NinrkBaEK\njW3UthtHfL4gRFpvImoZfICmZJKaaorx7hG9REPR1KLCjC0se0QtBSl0kEHX/qYwRCYIsUkkolE0\nYZyLVzmfI2Z2sOR8ZSpp9Tv2KEcVHw4vbuBSXgp6RvSNHWU8xg29ey1am32k044me+iHRWOOklS1\nN3aNPuAEt6i4nnc4g+lzAieiAJ/f9xkv+y+Ab7+NcGSxp2a7MsNeNHlkM2Y1qvHstpvFMv4gyDLY\nPWlkpQ2+/PBgkgTfnn8nN6sfxSNr0GpGnogW5Tqp8eZBx+grZwpCJCyY1kUjFpYtHPyZo3RWGl5S\nqP3aOsaRxTdbq5ZctQP0o2/99t3LZDayEK1dzIgKiUskolGU7bNxPq9TMNnArDkqjJpOVm8evted\noNhZqedr5gWd8KsTvwAAIABJREFUiL6+dQoPc3Pf0lyHrFTENQ29T8+Yq8y29izjFYZmdtdyBv/F\nODG4UeDU6SXK/1RWRiymWFW9Q0lOimZmjuj86z5azsXyv0SSE4T2dvDJarKNQc68WyxgteL2a0gZ\nRSJ60kI7S1gtKucKMUttb8KCjdSCwQsS9fYS3SpWBIUiR+1gclp4ljMXzc1hIZvQNItEVEhcIhGN\nop3rWlnJCfhzLajV8NKl/+E2+8+hpSXaocW8X70xl0t4KeiluTotSrGiA4noWWW7+D/+2FeGdBBG\nizKi2dYUeDYl2X3xiZuPOFFpXRGEjfZJXMjL7N+SfCsAava5ycRBRtnIqqpmmfzYyQJ78v3sQtXz\nI8oyBTd7/Ost5/LdrqfQSL5RzYje8qMOHuFmpWGsIMSgj/7j5JfcgzfbMuj3Fy3R8mXumRzu/XKM\nI4tvH829nYfK/hKWazm86fwt5Xr27BJ9o4XEJRLRKHr25VRO4z2kPOWD4PSr8pnMXvjiiyhHFvvc\nbkIqVqTVgQtdbyJ69vivuYk/D5uI5k3QM5fNYuYpCH96dTw383Bw1YqAdl0ur3Ihe7cn32xzZ7OT\nCVRB0TAVm4dhypJwYAKHI8yRJZ6eMb2s7ODa5FR25/EZx+I2F/GLKS+P/I0LC5EBuUbMiAqx6cNV\nGh7gp6jzBl/FYjTCkWV20mpEW7mQNIWnUBFAa5vE1Z7H+Xx7TliuJwixSCSiUWRt8GPB2puIds08\nnGfVV7Jlxd4oRxb7XG4VOlxBz4hqtVK/GdGaGnDoxw17/uKlKWzWH8XctOTbxxiq+iYt+VID5AT3\ngVlUorQfqa5IvmJFfz/2Wb7WHRX0z+pQpmw1rWTibxGJaCCl4328ydkcWRbc7LFlnFKlUrZag763\nDObTfcWk08GXX4h9vEJssjX6MWNDsgydNL2pOZ83t00Zw6jiW00NHFP+BCs9x4blej35rLVJPKoL\niUv8dkeRtUnCgrX3biPrU/mR/yle/lA0kQ7E7ZFCnBE9kIgeKFZ0/Es/4noeD3yi0SjatwShvtXA\nuNRWUAV3SyksVL7W1KsjGFWMqqlBVVwYsJ3IUEzmFGRUtNWKvVuBmHBwNm+TPyG4pNJSqMWFnvNY\nwUr7ghG/b3aBni7SqKlMvoEWIT7YmiWluusws3cPVZzDg02Xg8czhpHFr7o6WO1aRHfa6CvmgtL6\nOF3dhdUx8kExQYh1IhGNIqtdi0VqUpIdIC0NFuTVsaa2BJzO6AYX41yeAzOiGk1Qx9/z/Qrqye8r\nVuTSk6kffu9nczMc0foBr5RPH3W8iUyWoaHbSL4x+OrCBgNka5Ov16LLBWf97wbeTV0+4muceir8\nk++i6xJ7RAP5dnMH73Ia7ozgZp8tE5Tfxzc5l93dxSN+356BFlGrSIhVNkcKZqlp2O0pJUUeKimB\n6uqxCyyONdUoz225+cFVjw+GxdBBY0da2K4nCLFGJKJRZG1PxZLa1m9mZPEiN+vlw3F9uSmKkcW+\n+5e8yz3a+4M+3mDUYKQd3G5kGRxuA6bU4fcn6nSw3jWX/S0Zow03oTkc4PJryc8Obb/nXEs9mo7k\nWl5aVwfv2JfQkDayHqIAMw5P47u8SGqn6C0XyIo3Jb7Du7jTs4M6vmRWOgUo2eMoVuaSlQWpKqfS\nK1cQYpC9U4tZ1z7syozSyRpqKcS1q3LsAotjtspOAMzFo2/d0sOS0Y3VmSHadQkJSySiUfTK3N9y\nx4RX+r225BwzTlLZ9KrYJzqcYyy7OCZ1Y9DHf7rdzO38EXenB6cTPHIKmem+Yc9JSwMJP22dSbh8\nNATp6fB11glcvCC0ohYf3/Q2f/Zcl1RLn2v2K9UPiyaM/HeqQ2VkNYtpqhPVnAOxW71o8JBWEFyr\nnGNP1vOZ4TQAUkYxqSFJUJTeSm2raMclxKadx17DM5N/N+wxpXPSkVGxf5MY9AqGbX83AOaS8M1g\nvnTlR/xLvgRaW8N2TUGIJSIRjaJF7tXMmtB/n9fi05UHps2fi/1fw/mkYgJbVfOCPv6rPUYe5Hac\nnb7e+3lmxvAl0SUJjJou2rqCW/6brFIkL/Mcn5A/KcQP356qsUnU4qJmm/LLVzRl5EuS91aqOYbV\nopJiEFqa/WTTgpQd/L57T3YeMLpEFODKw7/hBNd7vdsBBCGWSE029HnDD9D09hLdFvy2i2RmwsFh\nbCBjfPjqfJRM02OmCazWsF1TEGKJSESjxG6H5yqOpSatrN/reXnQeOktXFd7N/hF76ihXLXqMv7g\nujHo47WpygyUu9ODwQCPZvyMYyYG3sCVoXXR5hSFAoazdVUzT8k/ojM7tD11K/bO5Si+oPvb5NlI\nV71DaQVUPCu4GbrBmEzKV3uLWKoViL0FsrAra2WD4PXC3Nr/AmDQj+7+e+fFlVzNX6E+PM3tBSFc\nmprgqvJbWK86ctjjFh2loaboSJbx0RhFFt9+eNhmNrBo2ErEoVrXPJlf8yv89Y1hu6YgxBKRiEbJ\n7l0y329+kC3+2QO+ZzlprpKp7tgRhcjig8unQacOviKlVq/8qru7fRiN8GPPQ8wq7Qx43rGF+5jo\nF+1bhvPBf9xcy1P4LMH1EO3RrjezlqOoLU+eojvqdgdl7CRjamg/q4P1JKKOtpFV3U0mLa3qkBJR\njQb0ag838ghnl+0c1XvLhUXYMYleokLMqamBv7dfQG1KybDH6fVQOMWAqnLf2AQW72w25WtueKrm\nAqyrLeIefo29IrnqKQjJQySiUWLdr1RXsxQOXP+1Le8ElvMau1eUj3VYccPl1aBTD7/H82C9M6Ld\nPuwNLrY6p+BMC7y08cXlK7jb++uRhpkU6qvcGOgkozS0D9+eWcGa3cmz7Ou2BavYyfS+ZckjkJGh\n7F12tIm9y4E8csxrPK6/Peg2T6BUqbRiGfXa3CdXzyYbO9ZttlFdRxDCzVantGMx5wfedvKU6/v8\nbdvRkQ4pIVzw12XcID3eN1oYBpYSAwCN+wIPnAtCPBKJaJTYKpQlej3tAg6mKS1mBcv57N2OsQ4r\nbrj9arSa4JfOaQ3KB66ry8eH7ziZy1b2esYHPtFoVPZ4uUKrCJtM6utlxtGAVBDaLF9RqfKgX12R\nRL0Wa2qUpGgUI+YqFZhSOnF0ha9FQKKaqdrBgtz9IZ3T5Dbyby6h3F44qvcumK4MtNTuEvdxIbb0\nPH+YiwIP0LzWsIRn2s6H7u5IhxX3ttRZaNYWjLhH9GAsk5Sq/T2TF4KQaEQiGiXWqgPV1SYObA0y\ntUwiV9vK6vKR7yNLdC5/CrqU4GdEL77Ahw8VZVlWWhuVG7rJEnjv560fnsYyPkyqyq6hqrdqyKde\n2eAcgp5eizX1yTOzd9Lz3+PRjLtG/aDywnFPc7XmH2GKKnE9t2Uem/XD74M7lP/Ax2KL1ziq9y6c\nqhTvqtkrBrGE2GKrUlahBFPdtWS8jwpKoaoq0mHFPVt3Gua08K7wsRQog+jW+uCfdwQhnohENEqs\ntR7S6MAwfuDMiCTBkqk2VnfMEx3Rh/DenDv5YeH7QR+v0mtRIYPbjcOqVLHMzDcEPK/Vl8ZOpolE\ndBgNDh352paQGy+mpcGxOdswtSdHs3S3G1Y2zqQlLYiZ+ABOn13NrM51YYgqcfl88P1NN/KG+zsh\nnbdocgsAKbrRfTwWFSuDDTXVoqiUEFvcji4yaMNUEngJaelULVby6NwR2sqCZOPxgMOTTq4xvANP\nPeO7omiukKhEIholdx2/li84GiyWQb+/5EQte5lMw3+/GuPI4sPxaeuZkhn8nXnHPh3X8iTf1qfh\naPKgxktaXuAef8ZMiTaMIhEdxudH3sGfSx8a0bmfXvoU13U9GOaIYlNdHcioKMof/cj2V13T+bjj\ncKXMqzConjZN2Zmh/bxvvFCpTqnVjW7W2mIBNT5qrWIJtRBb/u/4jbSRiSovcHXX0jnKqq3Kr5oj\nHVZcaz7w4zFnhXfmMjcXmo8+k+vTnw/rdQUhVohENErM3fuZwzdgHvyD4NiLCjhctRHrJ9vHOLLY\n5/HAv+uPZbenNOhzGppTeIprqWnS09riJ5NWpKzAo8FGk5p2jPgdIhEdSq59D/njR/iwXVysJPlJ\nkOjX7Ff2NBeNH/1t9/61x3MjfxZNzodhP1CMOcsU2oykO025L4x2RlSthvvnv8qJ7vdGdR1BCLue\n6q5DPH8crGSeCTVe6neL3ubD8fngjJT/Ma0ovHvCJQmyC1NR2UT7FiExiUQ0Sp7+uJQP9GdB6uCN\n7Q8/SsP6pT9lzq5Xxziy2NfeDpfsu5/3HUcEfU5v+xaXzOULt/EE10Nm4D24xmxlf0aHNXkqu4bC\naoVf7LiUnYYFIzr/gU0nMZfNShGfBFezXUm2i6YM/m8+FKZMsJPVl20JA7QoK2zJyg5tZtOhUbZL\npJhHX/nyjpM3c4L9ddETWogpt7+0gN9Jd0F2dsBjFx2pwjllDsvkD8cgsvhVOM7HO97TOGF++O/J\njzZcwOP7zwz7dQUhFohENEp+teZkXkm5dPiDFi/G9/VWJfMSermVLZ5oQ5iE6+ne4Hb6WZT9LRfx\nSlAl1qfPVHEuK/C1isqXg/l2j8x9bTdSqZ06ovM9aSa2MhfnvrowRxZ7DJ02jmBtb9ua0cjKlnBg\nAofoLTcUu1VpUZFtCdyi4mBX/iSdqtXVTL/5lFHH0JozkZ2eiX0zUIIQA97ZMZmvtUcoJbgDUKtB\nM3E8VFSMQWRxrKUFZDmsPUR7vFlzGP/qPqfv4UcQEohIRKNAlsHqNGLOGH5T+9PtF5ElN9OxasMY\nRRYfejqphNAasLeOjssFG3aksYPpkB54j+jpZ6pZwXKyfE0jiDTx1e9REvT8khD+Mg5SNE35O6gt\nT/yZvbMmlrOWozBOHTfqa5lyNXSRhtsqEtGhLJ7ewlZmM296aMVDJAnGLy4GTWgJ7GB+9ekJHM6G\noIrO+f3QUC7uM0LkNXWnYTYEv8rnvpbruG/7eRGMKP797QkPhdTQrB9d26fBWHJ8Sm/jJnF/EBKP\nSESjwOEAr6zBkuUZ9riiY0pox8j610S1uoP1JKKhFGnV6cBAF7LXx1VvnsnPNH8IajQY44EWDkmw\nh3EkevYN5U8O3AZgMD2zg9U7k6BZd8/y4+LiUV/KZFaWA7TWJ8HPbYTSXC3Mppy0cQNbZI2Vwok6\nOsigbXdDwGOfubeO/Nm5ON7+bAwiE5KV1wst7gzMIVR3/aJtFiu6TxWrs4ZRV+WmjkKM40e/pP9Q\nljyURFSUzhUSkEhEo6DnXmIxD19E46gT05Dws3r1GAQVR3pWp4QyI1pWBp3F0zi/aC2tTh2ZuuCa\nQ2/cloqFRj7eGv7lNomgvtKFGi+5UwPvNRpMUamSUNVUJnb1V78f5v7ybO7QPRKWpVvnniexmsUY\nXWKEfCirP/HyGDcgZ43sdzMcemb8e/YHDyd333oA9q4SA49C5PRVdw3+nls6QWYvkyh/Zh2yV/Sz\nHExTgxcTdlLG5YT92nmFKbSRibNaLPEXEo9IRKPA2qAUrrDkD//jz8yE2Tn1rK4qFm0aDjJxIqw3\nLOX40srQTtRqlT6irlRMqcElojq9hA0L9hbRC3Aw1joveTSiKswf0flFRXBm5meYOxJ7/9GXn7jY\n6hjP3CP1ytrPUSqcbmQxX6DrEC0VhvLmBwbu4A9I2VlRi6FwurKiovbb4ZdByjJMrFgJwL7twd2b\nBGEkOjthsmofReOCf6Y44oQ02shk9i3LmK/bDuedB088Qcfmb5VfXoEmG5ixBVWJOFSW8Xp0OGne\nJ6qkC4lHJKJRcNR0B3Xks2Re4GV188q62eafBpWVkQ8sThgMcLj3S3JMwY/MtrfDZbaHea9yOu3e\nVDINwX0IZxxY1SdW5g7ur6e9oey3zR9ZIpqWBm8f/xCnON8Kc2Sx5ZWHatDh5MwbJ4blei1OA8+r\nvk9VVVgul5DsLTLZtARVGTRSiiaoAaipGr5q7oYvvSz9/DcA7K0UH8tC5Eyc4GOPPJmzF9UHfc7l\nP82nclMLz1yznh8e8Q1s2gQ33MCc+SpmaL/lppkfUf321xGMOvbZWtRKIpoT/hnRH1ynp5tUCr3i\nhi8kHvGJFwWaFiv5NJBaFPiGdd5ZHq7mr/h37BqDyOJDbY3M0+7v0eAJ/obv98O/2s5gnW0iMioy\n04NLYnu3iLaPfhYrEUkN9RjT/EEVfhpSURFydeK2b/H74dWV2Zyu/QjjmceF5ZoNjRJX+P/B2t3R\nS7JiXYtdIgs7ZEVxRrQQ/lL6AIvlz4c9btW/6nGgxLmvYWT7rQUhKM3NyixmiDN3E+Znc+VfFvHj\nLy6Figq8O/Zww/IGxmd38Nj24/nzNdsiFHB8OD5vO2fqPgxtz1CQ1FlGJK1W7BEVEpJIRKPg3bc9\n3MMvkc2WgMee/UMLv+I3qPaIRLRH+WYvP+Jp9rUH/0HaU9hI5ffyX8sPOHvqjqDO650R7RT/VAZz\n439P4Y2My0d1je+tuZYj2j5I2EIYaz52Ud+dxYVL6iElhJ5Dw+jpPCS6twzN3qZWZkSDaNMUKTod\nXLNwI1Pt64c97pMPPcxgG9+btIb8jj3gE/vwhMh4+XkXJ/IRbWkjW8UCgCShmTaZ2147mvcb5zM9\nu5HdTdlJvUz356X/4s7Cf0bk2naHxBWaF/lws6hVISQe8XQdBe9+nMoj3ISUFzgRJSeHpqwpNG1J\n3BmjULm7lGrD2lR10Of0Vtj1+Tjd8xaTioKrGJiSAlcUfshMKbjENZl4vfDYnpP5OmXRqK5jyNJS\nxYS+qrIJprTiY37DLzjj5slhu2bPJJ+9TdzCh2LvTCFL06E0QoyiXYb5bKga+l7v8cDne/M5Pmsz\nz/90O/f4f5Gw/xaE6NtR7uNjTsRQFL7VFGVFXezxliRtv1xZBr+1KSL7Q0F5Dnm+63y+rgr/sl9B\niDbxFBMFVhtYsIIlcCLqckGefQePfjpnDCKLD65OZbZAlxr8r69aDWrJR3VnNm85jsOuC76X47NL\nnuE8zdshx5nobDaQUZFvHl0hraLSFKzk4doXuNdiPCr6+Hl+kfsX0k87JmzX1OtBK7lxtI++12Wi\nWnXCffw1/1fRDoPbNlzE1d0PD7nRfONaL52+VJYu6lYqsQHs2zeGEQrJxFbvJZtmNOPCN7v2l7uq\n2MQC2L07bNeMJ21tkPLRuzzW8f2IXD8tDVJVTqyO8KyoEYRYIhLRKLC1qJVENIg2DjodlGQ0s6sx\nesvLYo27S0l8QpkRBSjSNfFN2wTOkd9gr2d88CcajcitolrRoeoP1LrILxjd/tmiqcqeuNpy+2hD\nijnlG7pZ8YaE+5wLQRO+pFGSwKTtwtEVQjPdJJPdWY0ld/giQWOhqMBPDUVDznJmVpdzHU9w3AUW\n3t0/iwJq+fbL5JxZEiLPFoHqruZFpehxwa7k3ELU1AR+1GRkRWZgUJIgz9COtd0QketH2wv3V/HE\nshVKQQUh6YhENAqsrXosWkfQD6ZlBe3sck4QpVsPcHUdmBE1hJaIVp58NT9WPwmAyRL8A/wx797J\nGba/h/ReyaC+QmkzkV88ug/f4lmZAFTvGr7FRTx68he1fNf1NJ5zLgj7tT8+6xF+nfLbsF83EXg8\n8LPNF/KlenG0Q6GwJIUmzDgrBq9SOqPyXZ7gBsxnHUVGaQ71FLB3a+CK6oIwEjZ7+Ku7NuoncIvq\nETZ8mnj38GDYrMreWLMlckUNLRndWLszEnIf7oMPq7lh5Xn4t5ZHOxQhCkQiGgXNXalYDME/aJRN\nldnNVFE594DzjrezjRkU5IVY0EOnw9GpJE2Z4/RBn5ailWjzpSVnAZHPPuOtWz/lrZ+v5+MHv2bD\nc9vZ+V4FTeUNdOxtxEAn4yaNrspn2Wwt16U+S25bYi1H9PngtU9yOUP3IWmnLAn79WdO7GZc2+6E\nfDAZrZYW+F3t5Wzyzo12KBRNVWYx6spbBnzP7YZNb1XjmzkHzGYmTVXuT/v2JOG9RhgTpfoGFuq2\nha1wGoBaq+Zh/42s+ToxZ+wCaapRBmVzCyK3dLbU0oVWdiZkUb/b8l4EYMuLIhFNRmKDURTULToH\nt5wCXBLU8WXz0+h6J43atdUUH3F4ZIOLA5nabjLZAWmh3fSv2nQ9bzFLuca44D8wjWl+KjAqHwBR\nrMA55pxOWLaMazz7aaT/ntqLeYmXuJQLAWZ/MKq3KS6GJ2Y8Bl1BFO+KI5/9rxury8SFJ1vDuiy3\nx7uNC7G5L+YKpxNSU8N+/XhmP7DKO4qdW3oVzlDuGbV7uji0i+z6NR6OWf8kb5z+N84Bxo0DvcrF\n3trgB8oEIRR/n/Mw+DcD14btmjk5kJXSzq7a5Gw91FTVCaSSWxS5+/C/b9sAl18O1j19feUSQFsb\n5NVvBmDVe07m/zHKAQljTiSiUaCyNaKfNSvo40+8MIe/3Xs1GTUTIhhV/Fj/dQpfcBM3qHSEkop+\nYp1BM7mk0oXWnBn0ecYMmXYylDtmMiWiO3aAx8Oau9+nddoi2m0u2lvctLd4KdSnQd4fkFQqWDr6\n3pjegvF0fltP8H8rse+Vh2sxkM/pt5RF5Pr/LJ/PV8zlCrtdJKKHaGmWAYmsnOgv+ll4lJb/GC9l\npndggbRVL9YhUcyxFymtNFQqmJjZzL6WRPqXIMQUW3j3h4Kyh3Fqrp3dDXnKUpAoV6oea1OzbPyY\nl8ibOClyb9JT3NJqhcnhq8Aebav+08E5zS8p/7+rgFuT8Pcn2YlEdIxVVsJvK37GTXOrCDYVnTJT\ny5RJq6BqfiRDixsfrjFwNw9zvfajkM7Tqn0cwVr+xO2Q+UzQ5xmN0IYR2hpCDTWuXX+7gd18yEeX\nFMCMGRF9r4VfPEpp62bejOi7jK3NX/k4U/8hhpPOjMj1TSZwYAJHExQUROQ94pW9wQXoybZE/yMu\nJwe+M3EHNA9cUrfqYz9z2UL2GUf3vnbR4RXoP/gc7EtiY0pXSBgtLXDUmme4d85rymqWMJpa4mJV\n/WSoquqr/pwkji6o5GhuhOIvI/Ye7+2ZzIN8yGv7WjAdHfj4eLHt02YgnYvHr2HXfgvy5i1ICxdE\nOyxhDEV/uDjJ7N3t42nX92hOLQrpvPKCk/l6c+Q2wscTt0uprJZiCG1prlbtJ596lrAmpJnNEw5v\n5yqeSbpiURu3G5AlNUyZEvH3Ksx1UuPNg46OiL/XmOjo4IvOefz18jURG93NylFhJwvZ7ojI9eOZ\nvVYpmpKVHxtLXD/QnsEXu/oXh3E64YuqQo43b4Psvp6Ov7zWyh38UbRwEcLOaoXd7lK86eFf2VM2\nMwUfalzle8J+7VjXWuXATUpQnRBGyk4WK1lG494E+Yw8YNtmD+Op4tm/y2xiIdInq6IdkjDGRCI6\nxmz7lFFxS7EupPOu2Hknd+79oShvDbi6ZXQ4kfSh/Qy1Gj9vci4fcSJkBr/07bzTnTzAnUmViPr9\nsM1mZlZ2XViLWgwlUIuLeCO/8x8klxPjd8+K2HuYzBq8pNDVkDy/l8G6bGktHaQxaUpsfMTdtPt6\nHqo6r99raz9z4/JrWXqks//BEyfiJgXvnooxjFBIBrZG5fnBPC78g2N33WugjkJ0lclXVPF7jy7i\nCNaFfcnzwSyTMgCw7ncGODK+bNuXykzVTnTHH60Meq8SiWiyiY1P6SRirVCq5VpKQ9vUXzbBxS7/\nFKiujkRYccXtktHiVpqshqA0S5k5+pN0B+iDnymRM4x0kIbPkXjV6oZSWQldPj2zJ41NOf6ikhQa\nGYdrX+2YvF8keTww/eolPJN5KyyOXPuQrDzl979n9k/oI9lbSKMLdW5sLG0tzHZS684Fl6v3tcP9\n63iPU1l6af9l1R9VTSGVbjZ+Jv5ehfCyVSrPH7kF4e8/rMozKwO8u3eH/dqxzuZIwSw1RbSIkKVQ\nGRBurEucito+H+xsMTPDbAWVijtSH+WKDy4FrzfaoQljSCSiY8xa40aNl6zS0JbGlM3UsJ/xdG9N\nvmUvh3I5ZXS4QBvah+krF6+gjJ1kartDOu/FlePIoIN9e5OnTUb5OuWBZdaC8D+wDKZ42tAtLuLN\nqv90squjiNwl05TqMxFy8WVq6sgnn8H7Uyazl942cDf39lvyGk2F43zKjH9dXe9raWtXcqrqQ4yn\n9t/wVTjFgB81e3e6xzpMIcH1JKLmCeFvs+KXJS5Qvc7THyfX/lAAW7ueXF2HUrUpQg6uVZQo/H54\nxXQ1ly9SZtHbLRNZ4TkTz4bNUY5MGEsiER1jnrZuiqlGNS60VhVlR5iQUbFnTQLdhUbo/uVfsZl5\nIc+IotXiwIRJF1oiarQos6ftzcnzYJjbto/LeIEZx+eNyfsdeYqJ33Enac37x+T9IumVR+rJoI1T\nbp0Z0ffJKMoknwbUbfaIvk88en9tFi/w3Zgp9lM0QUU9+fiqlKXn3d3w639MYM/0swbsVy8pUb7u\nqxSVI4Xwyktp4SQ+wFyaHvZrq1Sw1jWPz6qSr7p/U3ca5rTIrmDIzYXpqZXoO5sj+j5jKaXTwVkt\nzzFniTKTfPwFZjrI4KsXdkQ5MmEsiUR0jD2w7EMqmNg3vBWkskXKnsZdm0NLohJRpqaTQupCnhG9\ne+XxNDKOTIMnpPN6EtG2luRZLnI0X/AC38O4aNqYvN/0uVrutPwDiyO+l3V5PLDiizzOTv0Q/dIj\nI/peVnsKv075LeXfxkZBnljSYpfIpiVmEtHCSal4ScG6vQmALz9xcc/+H7Cn7IwBx6amQmFqC3ut\nGWMdppDgzpm+iw84BV1hZIrqTM1rY3dXoTLSkiTcbmj1ppFrjOxAtUYD20+/nStVz0b0fcbShteq\n+Jjje6vyLz1HGZRb9WHyPGsJIhEde9YDze1D7Ec5fYbE+1Nv5ITu/0YosPjxyhdF/IVrQp4R3dKo\nzO5lpoV2kzNmKTMTbfbE2ZsRSNOGCuS0dBg/fszec7/lMOr2dI7Z+0XCyrc7sXsyuPAke0SX5YJS\nO+sez8+pIhSmAAAgAElEQVT4uiKJetsGqaVdQxZ2yIiNZG75FelsYQ657UoBolUv1qHGy5KLB6+e\nPtHcxr5Oi/KUKwzqdz/ay7UFb0OX2EsbNJtN+RqhojpTJ/nYRRnynm8jcv1Y5PPB73P/xImlY1Dl\n2mJJqLW5D/01jSv5O8xUVg9ZLDAzu45Ve8cro7pCUhCJ6Bj74Wun8hfDrSE/pOr1cMoiOzkVGyMU\nWfz417pJPMl1ISeiaXqlYuAPp68J6bye+gNtrcmxR9Tthvy/38c9pocinkwdbPbOV/j91tPG7P0i\nYfyeldzII5x8a7BdgkeuZyzL0Rrxt4orsgzbG3OYaGwa09/f4eRNzmBOegUp9crS81WfqljIJoyn\nHDXo8VedVM1lvAj743+peiT4fPCzpydRWa+FNxOp+3BknfvwcZzH6xFLRMvm6nGQRfPG5Kn4nJoK\nP/Xdz9HTI79F4uZNl/O95ocSppjPtgqlYi4T+pZzX3F6E4f518FG8aybLGLjUzqJvLpvATu1c0Z0\n7lrDCfyz+jjojO9Zo9Fye1Cq5oa4NDdV72c8VeSFuO3RYoG7c55kZkp8LxsN1p7dMl5Zw9QpY5t4\nFxtbqWmLXNXBsTBjzd94ZPz/Q3fsERF/r55E1N6mifh7xZOGBtD4XBwxPXaqXHs88Je021i71UBn\nJ6yvLeD4/B1DVtm84gq4hr/C3r1jHGl8WPe5MlN8Bc/BP/8Z5WjiR4UtHY86NaSq8aGYdVwOh7EB\ne3n8Vz8PVluLlwp7Jp7syNdTqPfksp5F0NQU8feKNK8XdjabmXmgYm6P//t/+dzPz0UblyQiEtEx\n5HRCmzcNS6Yr8MGDeKHqGH7MY8i7k7tyrsutUqrmhjgjauswsJ8JVKtCK6ZgNMK9k55lvnprSOfF\nq/I1yhTbrEXhr6w4nKIcJ9WecXE70FKxw8ma99vxnntBRKsn9tBoIF3dhaNDJKIHy/fXYvXn8v2L\nY6ffnloNN1p/zlu7prHz625SZDdLlwy91N83YSJVjKdju5gRHczbT9agwYNhUgHXv38Wcp2oHB0M\nW2cq5tSOiF1/2ZmpbCg4hykt6yL2HrHmvVc7mEgFu/2TI/5eljywkhjLc/fuBbesZcbkQ7YfmM14\nZ86l/v0t0QlMGHMiER1DvdszcvwjOr9sXiptZNK4viqMUcUfl+dAIqoOraqky688sFf6ikN+T5u+\nmJb47ywSlG8+s6PGS9nS/DF93+LCAy0uamrG9H3D5bkHGjjWu5Kuo5eN2Xtm6bqwd4tiRf2sW4cE\naI46PNqR9FKpoMDQSo0jnYVdn2MnixMvLxzy+A01+ZRQxSefiY/owbz1gYHjVKuxXnozT3IdX/1h\nZbRDinmyDDZnBuaMCBcSKitLql6itiplj3Lu+MgP3FoKNDjIwl1ri/h7Rdr29cqAyMwFAycUjm1+\ng++uubZf32UhcYlPuTHUM4hlyRvZbEnZYqXS3a51jnCFFJfcXgmtKvTCQdeeXg1AZm5KyOdOW/sP\nfrn3ipDPi0flW/1MZTe6hZHf53iwopIUGsnDXRGfy7o+/1xmDlsxnhT5Zbk9tn3vAZ5WXzNm7xcP\nLrl7Ig+o7oJ586IdSj9FWR3UdmXBypVoNTIpSxcPeezEycpHs1iZO1BHu0xeVwXnzd7DBbcWo5Nc\nPP+CeJQJpK0NPHIK5szIFoG5ZP8DXPnVDRF9j1jSVKfM6OWURn5biaVYGXS0fRv/hQFOLdjKVyxg\n9gkD9ysvWujjC/+RuFZviEJkwlgTd+8x5G53MYn/3959h0dVpQ8c/55JL6RACISW0JHesSBVUQEB\nEUVFrCuK7YdlbWtbFXUta9e1YkFZdBGVJh3pICAllIQQSoBAeq8z8/7+uAOCJCQhM3dmwvk8z30Y\nbn3vyZ0799zTkmjS/NzGh2vf1XhzlLDz/O5NbMXY9/gh9PYab5dTYtzEIxrXvAQpzL+EvJKatUn1\nVnc0nsdT9d6v8RBDtTXmWh++5hYkxftKRMvLYf2BGC6tv8vUIUPqRQcZ44jaz62WRV1TWgo/7ulI\nVnSHmo8z7GJNo63soT193r6J+W0ehNDKx3Js2NCodr3vaJCJEbqB1QovvWQ07K2m0MQtrCi7mHun\n+BMRAaN7HGJG5uWUb9JV+c7GZoPbgr+nRwvXjkNZFBjJxrJukFl3xrs8m/RUK/XJxLexa4bEOVW7\nHiFcxmKsad5fPSsoaQc9+YPA7mcOETf4hkaUEMT6b/WbuPOBzoia6KJWx0miLX16ntswIM2bQ5Cl\nhIQD53dVvGB7AaGBNe817o0fWwJ/jgtaE2GBZeSVnR/pPirvW27uvcf043a7rCE38y0Bx72vXdwf\nv1spsgdyaW9zh5L4OuliXpR/QL7ndMzjTtu22CgTf/p297xhT5o1V6TShE1l3fDv0ems6yoFrSOz\nSM6pb9SprKP2T1+D9Znn4Y03qr1NwQ8LjLrOI40xWCc+Ek0GDfl16mYXRVk31I8UptluYWg313Z0\n066dIok22HafH9VzMzIgigyIcn1GdPDVoSz2HU6s1fszaG9+E83SwBEVDhE3YEQ9FHbdX9F5QmdE\nzXSybu65lTRZLLB9wmu8XPh/dfrhpCovbhzGTNu4Gm/30rPldAnaS1j/mvdaHBZUTp41qM6ne/px\nO5u3+1HW0fxqjeU+gayNGM6h3d7XWdHq/xklOv1Hu/5h5FRLD7bhc+6EbNcPHeANNs45DkC/K80r\nla6upx4s4C4+wY8yLr4prsr1WzUpYZ8t9s/OBeoYEbhiSgeacoT3Pgmo1pAU6enQ4LXH+Lz1yycf\n/K+4LpxL6u+mfMWaOjOshSvYcguQ0lKXDd1yQvteoZQSSMp672xiUVN/67yef/KcKRlRlKoTY4la\nrfDU2hEsiri+wiG2IiOhR/QRlh9sZfTyqdVpOiNqonc+DeZqfqnVD0Gbfg0IKMyC1PO3l8D/7B7I\n4rKBNd7u2jsj2F7UFktszTsrCguxkUdYnR88fe5XmfQuWc2hGPPaOZ5QXAyX5Mxj5hbX9z7obPc2\n+Yn19CPm6t6mHjciEnKIgJzzu934CRuWFxHDUZpe2cXdoZyhQafGbKU7/dRGgodcWOX6912fzos8\nA8nJJkRnvt077ezNbUQu4Tya/yxZP66ocpt5X2VQJv50H97k5Dw/P1j92R7G5nwBS5a4MGLv9tXH\nJQRSwiFLnEuP0+6iBgAkbspz6XE8xeXhG7kh/FfjQnSx4mJok7meN1f1dfmxXCkpyegxt1Obyjsj\nmjr5CC/I07B+vYmRae6gM6Im2rrLj210q1Xbu43Shym8RVn8+VHtpSJlNl/8fc1tE3fXoCQe4i2j\nx4c6LH5tHkEU0XLgmdVlXC0sDOr5FnE43fuqQAeuX0G/2ONG/XkTRUb5kksEtgxdIgoQW5rI9f4/\no9p63suM/QUN+Z2+NKxvg+Cqe9gcOjaCccyqsz0WzX7P6Dzux4dWU0YAM1+rujf4n7/OpSmH6Xnv\nXzLyw4dTGtGIAx/Od0WodcLmZbn4YqVRz8p7a3aGDp19GROymNDjdfO6/auNe8JIjexoyrGCgiC0\nnuKXpI5e/VJ81wajKUmnXpX/1l/50AUMtKzW44meB3RG1ERpGRaiSatVRjTB2pp3mMK+NdXv3KGu\nKbX7EuBrbhWsMQOymMB3dT4jumOnoiO78Ol69jZsrtK8Xi6H81zf+6AzJe8THlswmEM9x5h+7IiG\nxlv4vFTvq87sCi/Zn+LtQT9VWN3L3Ro2sjAiLp5X/1G9cRyLG8Wxmks4tu24iyNzj59+sdBPbeCq\nZ/vQpcERvtrS+awl+8XFsGhnE0ZFrEK1a3v6woAAhgSuYcK8G+v8PfpciMCc1ZFc7vcbAZe6tjQt\nOhpmD36XizPnuPQ4nkAELlnyPO+W3WPaMUdcVsYauYicOatMO6az7VxldGTVYWCjylcKD2dZm0ks\n+VF/n+s6z/u1rsPSsv2JtmRCSMg576P9hUbbp4Qt5++DZ5ndF39fc9tqZtKAHXSu8w858Uci6Rxy\nwCiedINmUcWklDfyqre9S2ek8XrRfZR0r7q6pbNFNvYnkGLyjnlPerlKaVYhsiMe+npmtbXQUJi7\nvzPtHhpRrfWPZAVxKav5da13vZipjpRDwqZjzbmmTTwqIpxbJtjZIP1IeG9Rpdss/bmAInsQoy+v\n+FofNdaPtfaL2PdR5fs4X+3YaiOlqAFX9zwCvr6uP2D79pQlHqjzvXnn5oJVfGkYYd5IBiPuboYN\nXxZ9nmLaMZ1t/64SWpJMSK8ze8w91RN5T/L8znFe9Tyg1ZzOiJoorSCI6KB8o8H5OWp/gfEnS0g8\n9314MxEot/sQ4GfuD9yHS9vRlR2UZ9Xd3kkzMyG1OJIuLdw3RlnzJjYO0wwOe88QLqvm5xPNcdpe\nW/NOsGrrljv9KSaYWB/vSS9Xee2xdBrZj1LS4yJ3h+IUsbFgwca+Q65ve2a2mOxdLGMwN99hDIk1\n4fFmNPU9xr4ZGyvdpnv6Yt7gEQbdV3FtjQlPNEdh55uPqlfifD6Z+x/j/jD8Vtd2VHTCvZtup0Pp\nVkjx3sxSdZzoR6xhlHkvxvtd6k8D/zzmrY302s4TP+/5AVtD+lfZlGVwfysbpQ+FS3U70bpMZ0RN\n1CHwIJ0ja9eTXHg4NArMIeFoPSdF5V2UAutFA3i+7bemHjesvvEwmH+87r6ZCw0oZ6nPMK4d6Nru\n/c/mwYk5/JcbvCsjuiOc/v4bUR0vMP3YKqye8aXQnRWxca2NhqQT2N/cDqNcxc8PWoRmkZxR9+71\nvnNmM5gVNL31MgBimigOvfAVw3e/WWmb2GZrZvJI9HQC+vepeHlzxdBWB/jm4KXIgarbm55PRtp+\n5l31f8TcOMiU40XHhXCAOErik0w5nrtkpBsZwaho8x6lfXzgn2O3M7rwW9i1y7TjOpPatZOwTs2r\nLJQZfGNjyvFnzXf6+1yX6YyoiRbGTuLRbotrvZ/20TmkFQQbo7efh1RZKZZAf1OPGRZlHC8vre52\nJR5wMJEhtsXE9W/mthi6DoxkAKu85k364cNwoKAhl7Y9XquaDufq6DELt/p9y9rdnjdciZlEYENy\nFH1Dd9WqDb6naR2dT3JxjNFAso7IzoZH348luftYiIk5Od8ycQI2fMj++PsztknYUcaMX4Ipvmqs\n8SReiVvuq0cyrdnw6jKXxO6tum78jAcGboeICFOO175vOIKFfeu8e5iRqqQfMr6XDZuYW2vhvtfj\nGMtsmDfP1OM6Q3Iy3LT2fuKbDKty3f7DgvFVVpavrPw7r3k/nRE1U1qaU8bwWvzieuYy0ugD+zyT\nnw93JT/Jitweph43rGEAANtW5dXZFwALvslgIcOgc2e3xZAd3JSZXM/hne6rHlwTyb9nEkkWl14W\n4JbjW63wddmN7D5c90rNauLgQUgvDadvO++4bqqrVaydfbSG/fvdHYrTzP0qgzePTySj/+jT5kvT\nZnQLSWLKh+3OaFv41dTDTCz+hJIrTt/mr8be3ZB13SfTb/m/vLbaorNt+CmVhTtisI+42rRjtutr\nZHgT/qi7NYgAesem81/G07a9yY/SzZqR1GEk62d4333hj9/ymFE6lrK4dlWuGxoKfZocYWNqMyjQ\nVe7rKp0RNcnmTULHw4tYb619tTH/To4eAxMSar0vb1NQAJ9lX8uekjhTj9u+RzABlLDwlxJo2BD7\njRNY+eJvWHPrTqdRU7+N4yWegfbt3RbD0ewgbmAmq/849w69zDTAuowMougxvuofVVc4UcCRnXt+\n38o3LDSqJvcb6H1D/5zNg3cW8iNjkX11ZyzRn77MoSmH6X3f6Z17KQUX9bEyq/AKChatPW3ZL4sD\nGWBZTeToAWfdd0gIXHhfL1RiAvz+u9Nj90ZvvFDIHXyBunqkacds286oHZK4t273ZdHEcozxfE94\nrDklzae6reA97tv6N6OKgRfZuSoLhf3sPeaeYtbr+1kow2D1ahdHprnL+f30YqIjScXs5gL8omrf\nA2KCas84fmDrcu+6ATlDWZnxb4C/uW+7O3f35dgxxTPTO8D117NxfgYDnx1ITEQRd8UtZsFjyylL\n997SGBGIPxZF54jDEOi+h/lmjlrBXtNEdPVqLEGBWHr3dMvhQ0ONDm1y8s/vqksdSrfxOK/SZVRL\nd4fiVJ2HNaE/a1DJdWNMxuJi+HVHU0ZHrsLS4cyXN7c+1ZRCQvnx5T0n5+1LEnZmNWF0x6Rqjb+a\nO+w67rF8wtwXtjg1dm9UVgYLt8cwMmwVqr15L8vCwuCJC36mT37driK9bWMpK7kUoqJMP/aIEYot\n9CJ15krTj10bO7dZacl+gntVr0+FmFF98PWzUL7kNxdHprmLzoiaJC3ZqFbQsEXVP6RVsdQLZRbj\n+GPL+Vf16EStWH831ISMaBRAzIQh8NlndDk0j/89H8/lbQ8y89CFDH99MO0bZXPoG++8WR45ArnW\nELq0dG/1l/BwqOdbxOEMzy/ZysmBTp88yNw2U4yeZdzAYoEI/yJyiupez6o10S1tMa/6PI1fX3Or\n7LtaUXAUMwJuY8+mulEtbfGsPIrsQVxzZcVtXi+5LIhW9dL4am2bk0M2/PyR0cHfqJur9xI3tGk4\ncwKu5ZNFsX++uTxPrVxYTL4thJGDza+588p1Wxh6/Ls625QF4K2ZTbiZ6U5pclVTwycZb20XfJ1u\n+rFrY+eBYDr5Jvz51rkqISE83eQLurx5G69eOJuCPd7yllqrLp0RNUnaQUej9ta1LxFt2RL8VDkJ\nB8ztsMcTZKYaDxYBAe6t8hMS7su1z3Xmu8TepBeGMPvVBLrXSyZi0vWwZo1bYzsX8ZuMTpg6dzdh\njLkqNKuXy+Fcz2/zuHZJEbtKWhPao61b44itl4VPad3pzKamysth7aICSjr1qlaJmTcpK1fcVDqN\nuZsauzsUpzi2NJ449jPwwW4VLlcKbrm2kOW2ARz6zBgPdMviLLqwnZa3D6rWMXx84Obh2Swov4y0\n75Y4K3SvNOfjowRSzNC725h+7LJWHUiUNpX2glwXpGdaaEi6W0pEu/bwoVlwJvM2N/aa8VpFIKg8\nj56Njtaoc79xn11Jm9gyntxwDS0vCOD1S36iMCnVhZFqZtIZUScoyBdeuPp3Ds2qvE1K2lEr9cgj\nqHntb1i+vtA6PIOE9PrnV4cMRUXkP/wc0Rynz5im7o7mpIAgC2Meb8/sxE6ENQ+ncPh15Kza4e6w\naiR+ufFWtdNA839Q/6p5g2JSyht5/CDWq344hh9l9L0u1q1xbLntPd6RB90agzvFb7dzye9v81PD\nu9wditNFREB9v3ySj3luBts++2d+u/Zdo+esKkzKeZ3kpgPw61d5VfY7/xnL/OjbaTLnYwCm+9zK\nyn6P1ag35Nuei8WKH+89m1anfiNLigUpqX4J44aNMNT3N4Ivu9iFUVXsvT/6055EsjbVnfbNf5WR\n60uUyoJ65r84VQqGX5jFsrJLsK7zjvbQSsHvgQN4/op1Ndqu+2VRzD3QhfWzU+nV7DiPrR3D6Ha7\nYcoUOHbMRdFqZtEZ0VoqKhSu7pzMc3P7MPL6IAp+313hem1CjzGan51WhaN9syISyltBhvvGfDRT\n/pE8uPJKhm19jeT/LCb27ivdHdKZGjVCFi/h6tIfGDGkmMKte90dUbVN6bKUBNrR4CL3dLpzqvfu\n2sZMxhv1hT3YqrU+9GILwYP6ujeQiAgj036eVkPcMNcYIqLv5eFujsQ1WtXPYV9ulGeWeuTn8+HE\ndQz68UHmXP/NWVctyymChQtR14w5a2lIsxYWrrw7Ft9li2DdOti6lYixQ2oU1gVdfBnfay9vpYzj\n+Iy60U6xqAi6NDrOzdELq/eSzm5nrerPlyNnuaXpQLsL6wOwd0OW6cc2S3p+EA0D89wydBfAM29H\nkaTa4bvQS4ZxSU83pk6dzmnzfmNi+DWlM6u/P8pzV22E998nt2V3Phw6C3u29/bRcb7TGdFaemzI\n7/x2qCUPdVjATvsF3DE4GTIzz1jv/k7L+YZbnJYR7dndTn2ykD11v+fcLctzaRNXzqw1jeG77wi5\n+2Z3h1QpFduC+1+PY721F2MvOkrp3kPuDqlafHfvoF1gCrRu7e5QaNcngjgOevRYoiUl8PuRGPo3\n2mv0GORGb/0xiL/xKeSenz/EG5cWEEU6LUd0dHcoLtGqaSnJEgepnlUVTQSOv/Axdxa+Q6+wRG6e\nPZbEt+dXuv5jE1PpXrwW+6gxVe47c+StPGGfyqVD/XiYN2H02YdtqcgLX8Yyod4vqFde9sxMfA19\n+UwSSfmN+S5/FMvv/aHqDTZvxpJ2jKhrB7o+uAq062H0fJ4YX3dfkGWUhBAV4r6xxZt1iaTBxe29\nZjzRt/6ZyxCWYutwbhnREy65rgmXznsC9uzhfz2mct+ya/lXvx/rVO2H84nOiNbG66/z3MYR/DDo\nQ/698wo+euwA95S+C+PHn1lNKT3d6IklwDm97Dz7Tx9Wc6nRTX0dtm5eFkMuUwRZ8+n+0d1G2nq4\nsQ805bPnDrOoZCATeu7CetSzB/W22eCBHwawtsUNZx0s3iz77C15g0fI2O25nTDkpZdyg/qeq/rn\nuzsUdmU1Zj7Dva4bf2fZEB9CX58tqAs6uDsUl2jd1sIB4rAmeFZbu0Xf5xD7xv1sGfgwszbF4e9r\n55qHW5K/YdcZ64rAT8vDaeGXimXQ2YdgAfDr0Jp3LA+xurg3ReFNzmlIqXad/fn4AxvR8ctg1qwa\nb+9R7HbuXjWRufVvIS74OFO+7oE1+ewvOSfc4c8b6lG46iqTgjxdy5bgg5XE/e7vd8BV5rd7iMlt\n3dsO+aeWU7htywMe96KqIuvWwiFa4NO1dhnRk9q04Y41d3JdjySe3Xszmx6vxgsazePojOg5sFrh\n7bErKXvsHzQcP5Rrl0wGi4VJ/2rNkE9ugKVLSZv83GnbtJ/2OE9ZXnVeELGxRqa2Do8luvz7dC6/\nOoBoOc7Kb1NoPWmou0Oqttufj+WtB5KZVXAlj3dfaHSx6qGSk+H9lNEkRF3i7lAASMyP4e+8QeJ2\n971prkp0yma+sk9kyE3u70Qmor4im0iPvsZcJS8Pdmc3ol/zox7xEsUVHnhQkUQbfA56Tls7ux2e\nfKCAJhylz7sTiW3rz8xvbeyRdky6LPmMa3HrJisHC6MY0/tItaqJhoXBNb2MGhGjL6tFj6833cT6\nuBt45/7EarVh9VSl3/4Pn9/XM+LNIbz+hoVEacvWyR9Xun5WFsyM70Rus07QoIGJkf7J3x9ahmWS\nmGb+GJtm6V+2jPax7v2dOtTkIr7iNpKmrXJrHNWx80CI0WNuU+f18aEU/GdxaxoF5jLhje4U/n7m\nizDNs+mMaA3Z7XDHpXt5aPYA5vZ9Eb755vQHoNtv5+th02n92RNse372yW32FTTCEhLktDiKSn24\n0LKBjxfGOW2fnmTf8kMMv6EeceogK2dn0eKmS90dUo1NebcVb03azT3Zr8DIkR7b+U78OqNUr0tv\nN4yJU4HmbYw4UpLL3RxJ5VLnbUEA+vd3dyhERvlSQhAlx8+/qrlBqoTffIZy8xWeW3peWzF9mhFr\nOexRY4n+8GE6f6Q348VBy/DvapRED7k+ig8ePcDk4jdhwoTTqsP+9H4KFmxcPSmm2sd44u3G3BK3\nkiH/rEXVUh8fZnR6kUfSHmfvGz+f+37cKH5zKS1uG8zK1rfDxIlce09D9j38Ib0XvQyrKs58/Ppd\nFjZ8uXqUex/xXhm1nsmlb3tsbQ2xn3tVzrQ0+ObIEI6HtHJiRDU34q4mAMyfmefWOKpSVgaJOQ3p\n1CjD6W1q6zdQfD3dwl5pw9PDN9fpIYPqJBExberVq5d4M7td5K5BiQIiL7b9SqSkpML1UlPKpWlA\nmsSyX9LmrJeMDBEQebvLZ06Np75/ntwdPsOp+/QI8fFib9JUPgh+VNIX/+HuaGrv++/FriyytPdj\nIqWl7o7mDC/csV8UNimYvcjdoYiISEGBSJhPgbRViXLw21XuDucMVqtImG+BPBz5hbtDERGRD54+\nKiBy7D+z3R2K+datM26uP/7o7khcprhY5F+Rr8jKy/7p7lBERKSsTKRNvWPSVW0T28GUM1f44AMR\nkMy/v3JyVpcGh2WAWml8uU12LNUuwZYiuTH4p0p/sz3ZVe2TJJxsyZi14s+ZhYVib9pM4i8YJ2Kz\nnbHNjX0SJZpjYtux08RIK/DTT8b3c8MG98ZRgaUz06Sxb5p8fPGXFaZhVRYvKBcQWXnHNOcHV0Pt\nI1JlmM9ij3y+OCE+3rgUpg/61GXH+PT+rXKQ5iKPPOKyY2jVB2ySauQNdYloNYnA/w3fy6cr2vJU\n7Lc8ve26Stt7Nm7my0/zAziuGjNurI0jm4y6+9HRzm1I3b5hFgl5jY2B9OqAXWtzGNlyJ+u73Y2y\nlnPv+luIuqy7u8Oqveuu45vblzF007/44KLpRqNMD7LjDyutSCak9wXuDgWAkBBYMLuENNWIAROa\nU/B95R2guMOObXbyrCH07OoZVf2atAzgAnZRsueAu0Mx3fQPclnGYOjr5p6LXcjPD57JeZh5O+Pc\nHQoAq6fvJzk/ipfH/I6lRQWD0k+ezH8u/JJ2r/+N/Z8uQezCk/IKj/dbYXy5TdaosWLK+FRmFI1m\n23M/mn782lj8v1wWJLTm6Q6zaDD2lJLh4GDeGfIz3Xd/x+6XZ5+2jdUKC7bGMCJ0JZZO7r2n58Z0\nYAlDyd26361xnCE1FcvDD1FmtXDP2on8OObrGu8iPdmoSRTV1P01iUYMLGSF7VIKF3nuGOa2tEyu\nYj7d+/q77Bh/e68bLe4Zgbz5JgVzV7jsOJqTVSe36qzJG0pEi/PL5cDG47LhmwT55fnN8t97fxN5\n7TU5cOuzEk62PNxkhtjzq/dW97vXDwuIdAxMEhBZMsG5JSi39d8rMRwRSUhw6n7Nduxgidxz0R/i\nQ5v2BGAAABo/SURBVLmEky0zhnwikprq7rCcqrxcZHQnozR9+pDPjeJ1D3FZ010yxneOR8UkIrJl\neY58FPuKiK+vyAzPKfl/94kjAiIH3vjB3aEY7HaRoUNFlBL7u++5OxpTNQnKlAlBs9wdhsu1C0+V\ncf4/uzsMw+jRkhTaTezpGZWusje+RCJ8cqW7ZZsUTptpFIVMm2ZejH+RlWmXCN88udr/V7eUyp4L\nq1Wka4PDEkeylPyx64zlacftEu6TJ1f4LxV7Tu7J+ZkphXK7z5eyYNSHZoZboaULSgVElk743N2h\nnJQWf1ykQweR0FApWLJOLmycLAEUy8rJ39VoPyd+B9I/+8lFkVbfigVFcqlaJUm3v+TuUCq3bJlx\nH1i40KWHsRcUytjQhXJVwFKxZ2S69Fja2VHNElGdET0hJUXuDvxSjLLPP6dQ8owPQUFyYMDE0274\n1fGP8YlyF5/ILXwp+5790qkhvzL5oIBI7n/nO3W/prHb5e1bt0g9lSe+lMkDsT9J+sozf3DriuJi\nkcGxSeJDucwZ59xroVb695fySwa6O4qK5eWJDBwovzFANjzpGVVPr++5V5pzUGTfPneH8qeiIsm+\n6ka5iDUy98bpHvdSwRVSUoxb8ztdXVfVy1Nc2W6f9GST8X1wo/T5G41Ef6nqB955046LwiYKmySr\nViIZlWdczfDulH0ylSfFNvWVqlf2AL9+ekhA5L+XVX59//shY525Y0/J6M2ZY/yNFrm/qcWJ7+iH\nPT3jO7p+QZaEWfLka/87RVauFBGRjDSbtK93WFqyT8q++Kba+3rm5mRR2MS6ZLmLoq2hK64QadfO\n3VFUqvwdo8q+HD7s8mO993fj2fi97p+dF7+FnkpnRGuqqEh+vuIDmTp4sXw2YZnMeXKNbPx0qxz8\nbb/x41+bi/nVV13SjmnpT3kyhh/lSNzFsv6iKTIxbqU80GWZPHPJUnlz5DL5/JYVkvbVfCMH5EGs\nVhH76jUiF14or/C4jAlbKglfrHZ3WKbIy7VL74b7JYwcyXz+XXeHY1zXEREi99zj7kgqZSsokm71\nkiSUPFlx70y3xmK3i8QEZcmNgT963A9c2tFy6dUgWXwol2+GTjundk/eZNaXeQIi6+/9yt2huNx9\nV+yVcLLF/sdWt8WQlWmXSN9c+VfoCyL5+dXa5rlbkgVEHmtes9Imlxk50rjfZWe7O5KqjR4t64IG\niz31WKWrlJaKtAtLlXYkSGl8ooiI7Lr+ObGHhHpEe1ibTSTYp1imNKx+Bs9Vfl+cLeGWXGmtkuTw\nzNOfNw4klMiOPrcbtW9+/bVa+5t8+V6JIk1kxw5XhFtz774rOYSJPXGvuyOpUKfIIzLJ/wtTfjft\ndqNtdSBFsvOlutt/gKczJSMKXAkkAEnAE1Wt79EZUVey20VWrzZ6eXC2J54Qufxy+aXNQxLne0gi\nVLYobCdLdLfQXaRJE8me+oHY8txbJakgzybvT9ombYJSZAbjRWJixP7Z50bO9DySfswqSwe9YPyB\nPnXvm+I509JlNLMl/VXndqTlbIeTS+WCeikSSJHMu8l9JX42q13+V/8uWTX4Gbccvyq5OXYZ3Hyv\nUVLYc5pHd15RW4+N2yd+lErxryvcHYrLvflQiliwSvbXv7gthsev2ycKm2x7svrV5G02kelP7JDs\n9XtcGFn12bZslf9yvay65RN3h3JW+fNXGr8PU6dWue686ZnSWKVK/KB7JTHBLiDySc+PTIiyerpF\nHZbhlgVufXG3ZUWuRPjkShz75eD0lRWvlJMj9q7d5CP/ByVj0eYq93ns5c9lG11EjlX+osBMcz87\nKr6Uyda/T3d3KGcoLRXxVeXyVFPzaoKlHrZKlF+2tFV7JffjGSLbt9fp30NP5PKMKOAD7ANaAf7A\nNqDj2bY5bzOiJrNZ7ZKdki/71x6Vkp9/FRk8WK7nv9LRZ7dMv/5nKc/IMTWeI0lF8uQVmyXSki0g\n0s9/s/x61w9e01bHJUpLRa68Uv6nxsmetxe4LYwnrjce5suWVvLj7EHSj1mlZ4P94kep/DDyS6Ph\nrdn27zdum+95blvM4mKRazolGGF2eL/Ofs+uapMofdjg9uqqZig8ki2l+Im8/rpT92vPzROZN0/S\n7nteXhk4X9b9e62UZZ6ZnocP2SRQFcvNoT969cNcSYlIi+A06W3ZdNaSRnc6etgmkT458nXkgyJF\nRdXapvDFN0VA3hq5REAk+TUPab8uRlOGNiQa9XTdIH1frjTwzZbmHJT905afdd3E1cclgBK5yHeD\nFG6romTxueeM3wJXFDCcg9RUx7uLNp7THvfwplSZOnqD9Ak3fo++G2Lui/e5XxyXYFUoxQSIgDyt\nXpI+QdvljpbL5N9XLZRFz62Wo2uSz7vCELNUNyOqjHVrTil1EfC8iFzh+P+Tjs6PXqlsm969e8um\nTZvO6Xha7cx8IYEXXw9gZ0EcrS3JPDl8OxM/uRT/GBcOdn3sGLz/Pj1fvY6tti5cE7GCh6fYufip\nQSg/X9cd10sUHC+kbfNi/MqLWP3NAVrcPKBW+7OWCzmJaURl74V9+3hhWnO27gslM8+flpE5tIkt\np28fYdiYYGjbFqKjubpTMgd3F7I9o6nbBj6vidxsOyM6HaB/6ve8GvA8BR378kz5M3Tvrug+tAEd\nR7fFLzLUZcdf9PhSGr72KD22fgndurnsOLVltcIzo7Zx76+jaN43BubN8/i/rwgU5ZSRmZRN5v48\n2oelEhxgIz+wIcXBDajfOhLf0MCT69uvGkHm/jwa7vH8gdydokEDuP56+Oijc95FRkoxv322l2Vz\ni1i2uzF/L3mJO+Rz5vmOZqT1JwBCKOCSsHgGdc/m9rv8aDyqL/eMTeOLpS3Y89YCWk0Z7awzcotp\nrxzjjqcaM3vk54yZc6dx4WVmsnN5GjvWF3IoqZTDKUKgpYymje3835iDEB3NIXszLNFRNOzQgID6\nruv992+Dkvj6txbsfn0erR+9pnoblZZS3rEb/sl76EQ88cejITraZTHWxPZPN2CdNJmeS9+AIUNM\nOabNKhSkFeGbm0nIHeP5eGMPLvvoWlpPGlrltrPeO8p1DzZmRNByZid2wrdZ4wrX+3zIt7T8/XuG\n5HvO+LS9G6cQkJbCmryuEOq638HKlJcJK79MpvGOxXRa/zkbNyn6sZE+/tsY0yuFh6Z1Jah9C1Nj\nKsopIzglAeLj+fjrIH7YFMeOrGak2aMAaMQxjvnHQps2vOv7ELnhsbTv7Ef7CyNpM7g5+PoSkn8M\nUlP5749+pBywkZqqOJbhQ36hD5fH7eXBq/dDq1bs8elE075NqRfXwOljpXojpdRmEeld5Xq1yIiO\nA64Ukb85/j8R6Cci91e2jc6IupfdDr+8tY+XXhI257Thn34v8eyglWzKb8/Te289Y/2pbb+kV3gS\nq7I7MXXfjWcsf6vDx1wQmsKijJ78+8DY05aV2Xz4ufAy6lmzWdv/MRrdey2tx/fWX86/+OO3PAYN\nUYRJLp3qHyPUt5j/dZ8KwNR9N7Aqu/Np6zf0z+Wbrq8D8I+9t7I5ty1W8eFgQX0OlDWhB3+wkX4A\nDOA3MvxiaBBUxP7CR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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = rch(rid, 'PRSUPY')" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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ecr/ua4xZ6z4ur7nbPIcUY0ycMWa5MSbLfd6cp/OlljHmN+7fo03GmFeMMdGB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\nSUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### RCHRES HYDR ROVOL" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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R8246DuLaWpciSdqGHXnk1m2nngr/9E+wYQMcf/zWx886q3hbvhze/vbNj912W//v2dbW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\nJYmA2HAfvoKjczkVOk2h6WWsyvZ67r4i7n4mmf87502u/LpzTv7WlDt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J50TnclBX1ULl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\niIiIiJTeP1NhW3HXHtNHAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = rch(rid, 'ROVOL')" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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mvIMkz03ji835XNSzLQ9fO5Aucc38LktEpFYUALUwf2U2d81Npai04quxwQkx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\nEqEUACIiEUoBICISof4/NnCCq+fZILwAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### RCHRES HYDR VOL" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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x1733ZtZxlIFTkqQhGDglSRog2VtJoqInt8GxWObVwClJUlYGTkmSBqigh+rK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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = rch(rid, 'VOL', 'last')" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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w1eEovjIZuLp13fcfwBRjzIvORvIta21x668lwFKOLfP6XaAU9/EHEhtjOnDs\ngcTLHM4kXtB6se4ZoMBa+5jTeXzNGBNvjIlr/X00cDGw2dlUvmGtnWut7WetTebY/9l3rbU3OhzL\nZ4wxnVovsGOM6QRcCjiyMywgitta2wR8+UDiAuCVYH4gsTHmZeATYJgxZp8x5sdOZ/KhycBNHDsb\n29j6cYXToXyoD/CeMSabYyckb1lrg36bXIjoBawxxmwCPgNWWmvfcCJIQGwHFBERzwXEGbeIiHhO\nxS0i4jIqbhERl1Fxi4i4jIpbRMRlVNwiIi6j4hYRcRkVt4iIy/x//bSu+j8zWZsAAAAASUVORK5C\nYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### RCHRES HYDR VOLEV" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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UERGRRlSIirSivh4in5nFgaxlQ0GS03FEJMQsX5/AN4wKyUL06GOjuJH7sJ58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\nREVERERERCRU/w+BynMuvmnkhgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "hspf, hsp2 = rch(rid, 'VOLEV')" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(hspf, hsp2)\n", - "top = 1.05 * max(hspf.max(), hsp2.max())\n", - "plt.plot([0.0, top], [0.0, top])" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.3" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} diff --git a/tests/Calleg/notebooks-py2/Test_Migration_of_HSPF_to_HSP2.ipynb b/tests/Calleg/notebooks-py2/Test_Migration_of_HSPF_to_HSP2.ipynb new file mode 100644 index 00000000..c3be60fe --- /dev/null +++ b/tests/Calleg/notebooks-py2/Test_Migration_of_HSPF_to_HSP2.ipynb @@ -0,0 +1,1873 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "This Jupyter Notebook Copyright 2017 by RESPEC, INC. All rights reserved." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Calleg TEST NOTEBOOK for HSP$^2$ \n", + "# Developed for Windows Plaform\n", + "\n", + "This Notebook will compare the results of running HSPF and HSP$^2$ for the basic hydrology (PWATER, IWATER, and HYDR) to confirm the proper calculations of HSP$^2$. This notebook requires HSPF to be installed and currently runs WinHSPF Lite from BASINS install C:\\BASINS41\\models\\HSPF\\bin\\WinHspfLt.exe. It is setup to run using the Calleguas example provided in the repo at " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Required Python imports and setup" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T01:50:57.850746Z", + "iopub.status.busy": "2024-04-26T01:50:57.850179Z", + "iopub.status.idle": "2024-04-26T01:50:58.427802Z", + "shell.execute_reply": "2024-04-26T01:50:58.427342Z", + "shell.execute_reply.started": "2024-04-26T01:50:57.850724Z" + }, + "scrolled": true + }, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "module 'HSP2tools' has no attribute 'reset_tutorial'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[3], line 26\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mHSP2tools\u001b[39;00m\n\u001b[1;32m 24\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmatplotlib\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124minline\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m---> 26\u001b[0m \u001b[43mHSP2tools\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreset_tutorial\u001b[49m() \u001b[38;5;66;03m# make a new copy of the tutorial's data\u001b[39;00m\n\u001b[1;32m 27\u001b[0m HSP2tools\u001b[38;5;241m.\u001b[39mversions() \u001b[38;5;66;03m# display version information below\u001b[39;00m\n", + "\u001b[0;31mAttributeError\u001b[0m: module 'HSP2tools' has no attribute 'reset_tutorial'" + ] + } + ], + "source": [ + "import os\n", + "import site\n", + "\n", + "site.addsitedir(\n", + " os.getcwd().rsplit(\"\\\\\", 1)[0] + \"\\\\\"\n", + ") # adds your path to the HSP2 software.\n", + "\n", + "import shutil\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "pd.options.display.max_rows = 18\n", + "pd.options.display.max_columns = 10\n", + "pd.options.display.float_format = (\n", + " \"{:.2f}\".format\n", + ") # display 2 digits after the decimal point\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import HSP2\n", + "import HSP2tools\n", + "\n", + "%matplotlib inline\n", + "\n", + "HSP2tools.reset_tutorial() # make a new copy of the tutorial's data\n", + "HSP2tools.versions() # display version information below" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Setup paths to the necessary datafiles\n", + "This assumes the calleg.uci and calleg.wdm files are located in the current working directory for this Notebook. This will create the binary output file, calleg.hbn, along with a number of other standard HSPF outputs." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.569525Z", + "iopub.status.idle": "2024-04-26T01:48:56.569838Z", + "shell.execute_reply": "2024-04-26T01:48:56.569725Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.569713Z" + } + }, + "outputs": [], + "source": [ + "wdmname = \"TutorialData/calleg.wdm\"\n", + "uciname = \"TutorialData/calleg.uci\"\n", + "hdfname = \"TutorialData/calleg.h5\"\n", + "hbnname = \"TutorialData/calleg.hbn\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run HSPF\n", + "\n", + "Using the Basins 4.1 WinHspfLt executable to run calleg.uci.\n", + "\n", + "This assumes the calleg.uci and calleg.wdm files are located in the current working directory for this Notebook. This will create the binary output file, calleg.hbn, along with a number of other standard HSPF outputs." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.570553Z", + "iopub.status.idle": "2024-04-26T01:48:56.570777Z", + "shell.execute_reply": "2024-04-26T01:48:56.570682Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.570673Z" + } + }, + "outputs": [], + "source": [ + "%time !C:\\BASINS41\\models\\HSPF\\bin\\WinHspfLt.exe {uciname}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run HSP$^2$\n", + "\n", + "This assumes the calleg.h5 file has been created. If not, the following lines can be used to create the HDF5 file (see Tutorial 4 for details.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.571304Z", + "iopub.status.idle": "2024-04-26T01:48:56.571467Z", + "shell.execute_reply": "2024-04-26T01:48:56.571397Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.571390Z" + } + }, + "outputs": [], + "source": [ + "HSP2tools.makeH5()\n", + "HSP2tools.readUCI(uciname, hdfname)\n", + "HSP2tools.ReadWDM(wdmname, hdfname)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now run HSP$^2$ on the calleg watershed" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.572074Z", + "iopub.status.idle": "2024-04-26T01:48:56.572333Z", + "shell.execute_reply": "2024-04-26T01:48:56.572235Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.572227Z" + } + }, + "outputs": [], + "source": [ + "%time HSP2.run(hdfname, saveall=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Determine Available Calculated Results\n", + "\n", + "Now use Tim Cera's hspfbintoolbox.py to determine the available timeseries created by HSPF and stored into the HBN binary file." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.572834Z", + "iopub.status.idle": "2024-04-26T01:48:56.573025Z", + "shell.execute_reply": "2024-04-26T01:48:56.572933Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.572924Z" + } + }, + "outputs": [], + "source": [ + "!ptrepack TutorialData\\calleg.h5 TutorialData\\packedCalleg.h5" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.573537Z", + "iopub.status.idle": "2024-04-26T01:48:56.573826Z", + "shell.execute_reply": "2024-04-26T01:48:56.573728Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.573719Z" + } + }, + "outputs": [], + "source": [ + "import hspfbintoolbox" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.574249Z", + "iopub.status.idle": "2024-04-26T01:48:56.574508Z", + "shell.execute_reply": "2024-04-26T01:48:56.574416Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.574408Z" + }, + "scrolled": true + }, + "outputs": [], + "source": [ + "keys = sorted(hspfbintoolbox.catalog(hbnname).keys())\n", + "df_keys = pd.DataFrame(data=keys)\n", + "df_keys" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Automate checking IMPLNDs for SURO\n", + "\n", + "Extract the keys (calculated above) for IMPLD + IWATER + SURO. For each key, compute several columns. The final column shows the percent difference of the sum of the SURO for the entire run between HSPF and HSP2." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.574929Z", + "iopub.status.idle": "2024-04-26T01:48:56.575107Z", + "shell.execute_reply": "2024-04-26T01:48:56.575023Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.575015Z" + } + }, + "outputs": [], + "source": [ + "segments = []\n", + "for operation, segment, optype, variable, freq in keys:\n", + " if (\n", + " str(operation) == \"IMPLND\"\n", + " and str(optype) == \"IWATER\"\n", + " and str(variable) == \"SURO\"\n", + " and freq == 4\n", + " ):\n", + " segments.append(str(segment))\n", + "\n", + "dfimplnd = pd.DataFrame()\n", + "for seg in segments:\n", + " path = \"IMPLND,\" + seg + \",IWATER,SURO\"\n", + " hspf, units_flag = HSP2tools.get_HBNdata(hbnname, path)\n", + " hspf = hspf[\"M\"].values\n", + "\n", + " path = \"/RESULTS/IMPLND\" + \"_I\" + \"{:0>3s}\".format(str(seg)) + \"/IWATER\"\n", + " hsp2 = pd.read_hdf(hdfname, path)[\"SURO\"]\n", + " hsp2 = hsp2.resample(\"M\").sum().values\n", + "\n", + " dfimplnd.at[seg, \"Max Diff\"] = (hspf - hsp2).max()\n", + " dfimplnd.at[seg, \"Sum of HSPF\"] = hspf.sum()\n", + " dfimplnd.at[seg, \"Sum of HSP2\"] = hsp2.sum()\n", + " dfimplnd.at[seg, \"%diff of Sum\"] = 100.0 * (hspf.sum() - hsp2.sum()) / hspf.sum()\n", + " dfimplnd.at[seg, \"abs(%diff of Sum)\"] = (\n", + " 100.0 * abs(hspf.sum() - hsp2.sum()) / hspf.sum()\n", + " )\n", + "\n", + "dfimplnd = dfimplnd.sort_values(by=[\"abs(%diff of Sum)\"])\n", + "dfimplnd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Look at the statistics for the percent difference column" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.575628Z", + "iopub.status.idle": "2024-04-26T01:48:56.575764Z", + "shell.execute_reply": "2024-04-26T01:48:56.575705Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.575699Z" + } + }, + "outputs": [], + "source": [ + "dfimplnd[\"%diff of Sum\"].describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } + }, + "source": [ + "### Now look at the worst case\n", + "The IMPLND segments are ordered in assending \"abs(%diff of Sum)\", so the last entry is the worst case (by this measure.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.576241Z", + "iopub.status.idle": "2024-04-26T01:48:56.576408Z", + "shell.execute_reply": "2024-04-26T01:48:56.576354Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.576348Z" + } + }, + "outputs": [], + "source": [ + "ils = dfimplnd.index[-1]\n", + "print(\"WORST IMPLND SEGMENT IS \", ils)\n", + "print(\"%diff of the total SURO sum of\", dfimplnd.loc[ils, \"%diff of Sum\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define a function to read HSPF and HSP2 data, and plot together for IMPLND" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.576720Z", + "iopub.status.idle": "2024-04-26T01:48:56.576826Z", + "shell.execute_reply": "2024-04-26T01:48:56.576776Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.576771Z" + } + }, + "outputs": [], + "source": [ + "def imp(ils, name, how=\"sum\"):\n", + " # Use Tim Cera's HBN reader to get the HSPF data\n", + " path = \"IMPLND,\" + str(ils) + \",IWATER,\" + name\n", + " hspf, units_flag = HSP2tools.get_HBNdata(hbnname, path)\n", + " # There may be both monthly and annual timeseries available. Get the monthly timeseries.\n", + " hspf = hspf[\"M\"]\n", + "\n", + " # Now read the corresponding HSP2 data and comvert to monthly\n", + " path = \"/RESULTS/IMPLND\" + \"_I\" + \"{:0>3s}\".format(str(ils)) + \"/IWATER\"\n", + " hsp2 = pd.read_hdf(hdfname, path)\n", + " if how == \"sum\":\n", + " hsp2 = hsp2.resample(\"M\").sum()\n", + " elif how == \"last\":\n", + " hsp2 = hsp2.resample(\"M\").last()\n", + "\n", + " hsp2 = hsp2[name]\n", + "\n", + " plt.figure(figsize=(16, 8))\n", + " plt.plot(hspf.index, hspf, label=\"HSPF\", color=\"r\")\n", + " plt.plot(hsp2.index, hsp2, label=\"HSP2\", color=\"b\", linestyle=\"--\")\n", + " plt.legend()\n", + " plt.title(\"IMPLND \" + \"I\" + \"{:0>3s}\".format(str(ils)) + \", IWATER \" + name)\n", + "\n", + " return hspf, hsp2" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } + }, + "source": [ + "#### IMPLND IWATER SURO, Monthly" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.577176Z", + "iopub.status.idle": "2024-04-26T01:48:56.577285Z", + "shell.execute_reply": "2024-04-26T01:48:56.577232Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.577227Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = imp(ils, \"SURO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.577591Z", + "iopub.status.idle": "2024-04-26T01:48:56.577694Z", + "shell.execute_reply": "2024-04-26T01:48:56.577645Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.577641Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } + }, + "source": [ + "#### IMPLND IWATER IMPEV, Monthly" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.578053Z", + "iopub.status.idle": "2024-04-26T01:48:56.578171Z", + "shell.execute_reply": "2024-04-26T01:48:56.578116Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.578111Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = imp(ils, \"IMPEV\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.578574Z", + "iopub.status.idle": "2024-04-26T01:48:56.578689Z", + "shell.execute_reply": "2024-04-26T01:48:56.578635Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.578630Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### IMPLND IWATER PET, Monthly" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.579059Z", + "iopub.status.idle": "2024-04-26T01:48:56.579165Z", + "shell.execute_reply": "2024-04-26T01:48:56.579115Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.579110Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = imp(ils, \"PET\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.579402Z", + "iopub.status.idle": "2024-04-26T01:48:56.579504Z", + "shell.execute_reply": "2024-04-26T01:48:56.579455Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.579450Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### IMPLND IWATER RETS, Monthly" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.579884Z", + "iopub.status.idle": "2024-04-26T01:48:56.579989Z", + "shell.execute_reply": "2024-04-26T01:48:56.579938Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.579934Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = imp(ils, \"RETS\", \"last\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.580300Z", + "iopub.status.idle": "2024-04-26T01:48:56.580416Z", + "shell.execute_reply": "2024-04-26T01:48:56.580362Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.580356Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### IMPLND IWATER SUPY, Monthly" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.580679Z", + "iopub.status.idle": "2024-04-26T01:48:56.580784Z", + "shell.execute_reply": "2024-04-26T01:48:56.580734Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.580729Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = imp(ils, \"SUPY\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.581131Z", + "iopub.status.idle": "2024-04-26T01:48:56.581239Z", + "shell.execute_reply": "2024-04-26T01:48:56.581187Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.581182Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } + }, + "source": [ + "#### IMPLND IWATER SURS, Monthly" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.581538Z", + "iopub.status.idle": "2024-04-26T01:48:56.581656Z", + "shell.execute_reply": "2024-04-26T01:48:56.581602Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.581596Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = imp(ils, \"SURS\", \"last\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.581995Z", + "iopub.status.idle": "2024-04-26T01:48:56.582128Z", + "shell.execute_reply": "2024-04-26T01:48:56.582053Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.582048Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Automate checking PERLNDs for PERO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.582729Z", + "iopub.status.idle": "2024-04-26T01:48:56.582908Z", + "shell.execute_reply": "2024-04-26T01:48:56.582825Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.582818Z" + } + }, + "outputs": [], + "source": [ + "# With Large HBNs this currently takes a while (need to speed up the HBN Read)\n", + "segments = []\n", + "for operation, segment, optype, variable, freq in keys:\n", + " if (\n", + " str(operation) == \"PERLND\"\n", + " and str(optype) == \"PWATER\"\n", + " and str(variable) == \"PERO\"\n", + " and freq == 4\n", + " ):\n", + " segments.append(str(segment))\n", + "\n", + "dfperlnd = pd.DataFrame()\n", + "for seg in segments:\n", + " path = \"PERLND,\" + seg + \",PWATER,PERO\"\n", + " hspf, units_flag = HSP2tools.get_HBNdata(hbnname, path)\n", + " hspf = hspf[\"M\"].values\n", + "\n", + " path = \"RESULTS/PERLND\" + \"_P\" + \"{:0>3s}\".format(str(seg)) + \"/PWATER\"\n", + " hsp2 = pd.read_hdf(hdfname, path)[\"PERO\"]\n", + " hsp2 = hsp2.resample(\"M\").sum().values\n", + "\n", + " dfperlnd.at[seg, \"Max Diff\"] = (hspf - hsp2).max()\n", + " dfperlnd.at[seg, \"Sum of HSPF\"] = hspf.sum()\n", + " dfperlnd.at[seg, \"Sum of HSP2\"] = hsp2.sum()\n", + " dfperlnd.at[seg, \"%diff of Sum\"] = 100.0 * (hspf.sum() - hsp2.sum()) / hspf.sum()\n", + " dfperlnd.at[seg, \"abs(%diff of Sum)\"] = (\n", + " 100.0 * abs(hspf.sum() - hsp2.sum()) / hspf.sum()\n", + " )\n", + "\n", + "dfperlnd = dfperlnd.sort_values(by=[\"abs(%diff of Sum)\"])\n", + "dfperlnd" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.583534Z", + "iopub.status.idle": "2024-04-26T01:48:56.583705Z", + "shell.execute_reply": "2024-04-26T01:48:56.583629Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.583622Z" + } + }, + "outputs": [], + "source": [ + "dfperlnd[\"%diff of Sum\"].describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The PERLND segments are ordered in assending \"abs(%diff of Sum)\", so the last entry is the worst case (by this measure.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.584164Z", + "iopub.status.idle": "2024-04-26T01:48:56.584307Z", + "shell.execute_reply": "2024-04-26T01:48:56.584241Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.584234Z" + } + }, + "outputs": [], + "source": [ + "pls = dfperlnd.index[-1]\n", + "print(\"WORST PERLND SEGMENT IS \", pls)\n", + "print(\"%diff of the total PERO sum of\", dfperlnd.loc[pls, \"%diff of Sum\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define routine to read HSPF and HSP2 data and plot together" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.584635Z", + "iopub.status.idle": "2024-04-26T01:48:56.584768Z", + "shell.execute_reply": "2024-04-26T01:48:56.584705Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.584699Z" + } + }, + "outputs": [], + "source": [ + "def per(pls, name, how=\"sum\"):\n", + " # Use Tim Cera's HBN reader to get the HSPF data\n", + " path = \"PERLND,\" + str(pls) + \",PWATER,\" + name\n", + " hspf, units_flag = HSP2tools.get_HBNdata(hbnname, path)\n", + " # There may be both monthly and annual timeseries available. Get the monthly timeseries.\n", + " hspf = hspf[\"M\"]\n", + "\n", + " # Now read the corresponding HSP2 data and comvert to monthly\n", + " path = \"/RESULTS/PERLND\" + \"_P\" + \"{:0>3s}\".format(str(pls)) + \"/PWATER\"\n", + " if how == \"sum\":\n", + " hsp2 = pd.read_hdf(hdfname, path)[name].resample(\"M\").sum()\n", + " elif how == \"last\":\n", + " hsp2 = pd.read_hdf(hdfname, path)[name].resample(\"M\").last()\n", + "\n", + " plt.figure(figsize=(16, 8))\n", + " plt.plot(hspf.index, hspf, label=\"HSPF\", color=\"r\")\n", + " plt.plot(hsp2.index, hsp2, label=\"HSP2\", color=\"b\", linestyle=\"--\")\n", + " plt.legend()\n", + " plt.title(\"PERLND \" + \"P\" + \"{:0>3s}\".format(str(pls)) + \", PWATER \" + name)\n", + "\n", + " return hspf, hsp2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER AGWO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.585131Z", + "iopub.status.idle": "2024-04-26T01:48:56.585238Z", + "shell.execute_reply": "2024-04-26T01:48:56.585188Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.585183Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"AGWO\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.585742Z", + "iopub.status.idle": "2024-04-26T01:48:56.586151Z", + "shell.execute_reply": "2024-04-26T01:48:56.586065Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.586054Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER BASET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.586640Z", + "iopub.status.idle": "2024-04-26T01:48:56.586812Z", + "shell.execute_reply": "2024-04-26T01:48:56.586743Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.586734Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"BASET\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.588417Z", + "iopub.status.idle": "2024-04-26T01:48:56.588717Z", + "shell.execute_reply": "2024-04-26T01:48:56.588624Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.588614Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### PERLND PWATER CEPE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.589294Z", + "iopub.status.idle": "2024-04-26T01:48:56.589452Z", + "shell.execute_reply": "2024-04-26T01:48:56.589384Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.589378Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"CEPE\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.589817Z", + "iopub.status.idle": "2024-04-26T01:48:56.589955Z", + "shell.execute_reply": "2024-04-26T01:48:56.589890Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.589884Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IFWI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.590363Z", + "iopub.status.idle": "2024-04-26T01:48:56.590497Z", + "shell.execute_reply": "2024-04-26T01:48:56.590434Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.590428Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"IFWI\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.590957Z", + "iopub.status.idle": "2024-04-26T01:48:56.591069Z", + "shell.execute_reply": "2024-04-26T01:48:56.591017Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.591011Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IFWO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.591592Z", + "iopub.status.idle": "2024-04-26T01:48:56.591730Z", + "shell.execute_reply": "2024-04-26T01:48:56.591664Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.591658Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"IFWO\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.592185Z", + "iopub.status.idle": "2024-04-26T01:48:56.592326Z", + "shell.execute_reply": "2024-04-26T01:48:56.592260Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.592254Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IGWI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.592705Z", + "iopub.status.idle": "2024-04-26T01:48:56.592817Z", + "shell.execute_reply": "2024-04-26T01:48:56.592766Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.592760Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"IGWI\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.593228Z", + "iopub.status.idle": "2024-04-26T01:48:56.593353Z", + "shell.execute_reply": "2024-04-26T01:48:56.593287Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.593280Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER INFIL" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.594170Z", + "iopub.status.idle": "2024-04-26T01:48:56.594369Z", + "shell.execute_reply": "2024-04-26T01:48:56.594300Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.594293Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"INFIL\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.594832Z", + "iopub.status.idle": "2024-04-26T01:48:56.595272Z", + "shell.execute_reply": "2024-04-26T01:48:56.595160Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.595149Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER LZET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.595768Z", + "iopub.status.idle": "2024-04-26T01:48:56.595995Z", + "shell.execute_reply": "2024-04-26T01:48:56.595887Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.595876Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"LZET\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.596573Z", + "iopub.status.idle": "2024-04-26T01:48:56.596757Z", + "shell.execute_reply": "2024-04-26T01:48:56.596673Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.596664Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERC" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.597129Z", + "iopub.status.idle": "2024-04-26T01:48:56.597299Z", + "shell.execute_reply": "2024-04-26T01:48:56.597218Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.597210Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"PERC\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.597912Z", + "iopub.status.idle": "2024-04-26T01:48:56.598169Z", + "shell.execute_reply": "2024-04-26T01:48:56.598085Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.598077Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.598596Z", + "iopub.status.idle": "2024-04-26T01:48:56.598774Z", + "shell.execute_reply": "2024-04-26T01:48:56.598688Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.598680Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"PERO\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.599335Z", + "iopub.status.idle": "2024-04-26T01:48:56.599503Z", + "shell.execute_reply": "2024-04-26T01:48:56.599423Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.599415Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERS" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.600009Z", + "iopub.status.idle": "2024-04-26T01:48:56.600192Z", + "shell.execute_reply": "2024-04-26T01:48:56.600098Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.600090Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"PERS\", \"last\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.600770Z", + "iopub.status.idle": "2024-04-26T01:48:56.600942Z", + "shell.execute_reply": "2024-04-26T01:48:56.600859Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.600852Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.601759Z", + "iopub.status.idle": "2024-04-26T01:48:56.601984Z", + "shell.execute_reply": "2024-04-26T01:48:56.601901Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.601893Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"PET\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.602414Z", + "iopub.status.idle": "2024-04-26T01:48:56.602582Z", + "shell.execute_reply": "2024-04-26T01:48:56.602503Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.602495Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } + }, + "source": [ + "#### PERLND PWATER SUPY" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.603013Z", + "iopub.status.idle": "2024-04-26T01:48:56.603200Z", + "shell.execute_reply": "2024-04-26T01:48:56.603108Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.603099Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"SUPY\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.603882Z", + "iopub.status.idle": "2024-04-26T01:48:56.604080Z", + "shell.execute_reply": "2024-04-26T01:48:56.603994Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.603986Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER SURO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.604721Z", + "iopub.status.idle": "2024-04-26T01:48:56.604884Z", + "shell.execute_reply": "2024-04-26T01:48:56.604815Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.604808Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"SURO\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.605318Z", + "iopub.status.idle": "2024-04-26T01:48:56.605446Z", + "shell.execute_reply": "2024-04-26T01:48:56.605389Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.605383Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER TAET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.605829Z", + "iopub.status.idle": "2024-04-26T01:48:56.605974Z", + "shell.execute_reply": "2024-04-26T01:48:56.605904Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.605898Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"TAET\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.606654Z", + "iopub.status.idle": "2024-04-26T01:48:56.606884Z", + "shell.execute_reply": "2024-04-26T01:48:56.606775Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.606766Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER UZET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.607728Z", + "iopub.status.idle": "2024-04-26T01:48:56.608020Z", + "shell.execute_reply": "2024-04-26T01:48:56.607887Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.607873Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"UZET\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.608595Z", + "iopub.status.idle": "2024-04-26T01:48:56.608740Z", + "shell.execute_reply": "2024-04-26T01:48:56.608677Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.608671Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER UZI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.609227Z", + "iopub.status.idle": "2024-04-26T01:48:56.609346Z", + "shell.execute_reply": "2024-04-26T01:48:56.609290Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.609284Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = per(pls, \"UZI\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.609606Z", + "iopub.status.idle": "2024-04-26T01:48:56.609744Z", + "shell.execute_reply": "2024-04-26T01:48:56.609679Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.609672Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RCHRES" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Automate checking RCHRESs for ROVOL" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.610125Z", + "iopub.status.idle": "2024-04-26T01:48:56.610258Z", + "shell.execute_reply": "2024-04-26T01:48:56.610198Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.610193Z" + } + }, + "outputs": [], + "source": [ + "# With Large HBNs this currently takes a while (need to speed up the HBN Read)\n", + "segments = []\n", + "for operation, segment, optype, variable, freq in keys:\n", + " if (\n", + " str(operation) == \"RCHRES\"\n", + " and str(optype) == \"HYDR\"\n", + " and str(variable) == \"ROVOL\"\n", + " and freq == 4\n", + " ):\n", + " segments.append(str(segment))\n", + "\n", + "dfrchres = pd.DataFrame()\n", + "for seg in segments:\n", + " string = \"RCHRES,\" + seg + \",HYDR,ROVOL\"\n", + " hspf, units_flag = HSP2tools.get_HBNdata(hbnname, string)\n", + " hspf = hspf[\"M\"].values\n", + "\n", + " string = \"RESULTS/RCHRES\" + \"_R\" + \"{:0>3s}\".format(str(seg)) + \"/HYDR\"\n", + " hsp2 = pd.read_hdf(hdfname, string)[\"ROVOL\"]\n", + " hsp2 = hsp2.resample(\"M\").sum().values\n", + "\n", + " dfrchres.at[seg, \"Max Diff\"] = (hspf - hsp2).max()\n", + " dfrchres.at[seg, \"Sum of HSPF\"] = hspf.sum()\n", + " dfrchres.at[seg, \"Sum of HSP2\"] = hsp2.sum()\n", + " dfrchres.at[seg, \"%diff of Sum\"] = 100.0 * (hspf.sum() - hsp2.sum()) / hspf.sum()\n", + " dfrchres.at[seg, \"abs(%diff of Sum)\"] = (\n", + " 100.0 * abs(hspf.sum() - hsp2.sum()) / hspf.sum()\n", + " )\n", + "\n", + "dfrchres = dfrchres.sort_values(by=[\"abs(%diff of Sum)\"])\n", + "dfrchres" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.610923Z", + "iopub.status.idle": "2024-04-26T01:48:56.611101Z", + "shell.execute_reply": "2024-04-26T01:48:56.611036Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.611029Z" + } + }, + "outputs": [], + "source": [ + "dfrchres[\"%diff of Sum\"].describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The RCHRES segments are ordered in assending \"abs(%diff of Sum)\", so the last entry is the worst case (by this measure.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.611633Z", + "iopub.status.idle": "2024-04-26T01:48:56.611867Z", + "shell.execute_reply": "2024-04-26T01:48:56.611766Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.611756Z" + } + }, + "outputs": [], + "source": [ + "rid = dfrchres.index[-1]\n", + "print(\"WORST RCHRES SEGMENT IS \", rid)\n", + "print(\"%diff of the total ROVOL sum of\", dfrchres.loc[rid, \"%diff of Sum\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define routine to read HSPF and HSP2, plot together for RCHRES" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.612743Z", + "iopub.status.idle": "2024-04-26T01:48:56.612890Z", + "shell.execute_reply": "2024-04-26T01:48:56.612831Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.612825Z" + } + }, + "outputs": [], + "source": [ + "def rch(rid, name, how=\"sum\"):\n", + " # Use Tim Cera's HBN reader to get the HSPF data\n", + " path = \"RCHRES,\" + str(rid) + \",HYDR,\" + name\n", + " hspf, units_flag = HSP2tools.get_HBNdata(hbnname, path)\n", + " # There may be both monthly and annual timeseries available. Get the monthly timeseries.\n", + " hspf = hspf[\"M\"]\n", + "\n", + " # Now read the corresponding HSP2 data and comvert to monthly\n", + " path = \"/RESULTS/RCHRES\" + \"_R\" + \"{:0>3s}\".format(str(rid)) + \"/HYDR\"\n", + " if how == \"sum\":\n", + " hsp2 = pd.read_hdf(hdfname, path)[name].resample(\"M\").sum()\n", + " elif how == \"last\":\n", + " hsp2 = pd.read_hdf(hdfname, path)[name].resample(\"M\").last()\n", + "\n", + " plt.figure(figsize=(16, 8))\n", + " plt.plot(hspf.index, hspf, label=\"HSPF\", color=\"r\")\n", + " plt.plot(hsp2.index, hsp2, label=\"HSP2\", color=\"b\", linestyle=\"--\")\n", + " plt.legend()\n", + " plt.title(\"RCHRES \" + \"R\" + \"{:0>3s}\".format(str(rid)) + \", HYDR \" + name)\n", + "\n", + " return hspf, hsp2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RCHRES HYDR IVOL" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.613459Z", + "iopub.status.idle": "2024-04-26T01:48:56.613600Z", + "shell.execute_reply": "2024-04-26T01:48:56.613536Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.613530Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = rch(rid, \"IVOL\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.614093Z", + "iopub.status.idle": "2024-04-26T01:48:56.614237Z", + "shell.execute_reply": "2024-04-26T01:48:56.614172Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.614166Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RCHRES HYDR PRSUPY" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.614641Z", + "iopub.status.idle": "2024-04-26T01:48:56.614835Z", + "shell.execute_reply": "2024-04-26T01:48:56.614743Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.614734Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = rch(rid, \"PRSUPY\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.615194Z", + "iopub.status.idle": "2024-04-26T01:48:56.615349Z", + "shell.execute_reply": "2024-04-26T01:48:56.615276Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.615269Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RCHRES HYDR ROVOL" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.615755Z", + "iopub.status.idle": "2024-04-26T01:48:56.615904Z", + "shell.execute_reply": "2024-04-26T01:48:56.615834Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.615827Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = rch(rid, \"ROVOL\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.616294Z", + "iopub.status.idle": "2024-04-26T01:48:56.616433Z", + "shell.execute_reply": "2024-04-26T01:48:56.616368Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.616362Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RCHRES HYDR VOL" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.616710Z", + "iopub.status.idle": "2024-04-26T01:48:56.616842Z", + "shell.execute_reply": "2024-04-26T01:48:56.616778Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.616772Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = rch(rid, \"VOL\", \"last\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.617154Z", + "iopub.status.idle": "2024-04-26T01:48:56.617293Z", + "shell.execute_reply": "2024-04-26T01:48:56.617227Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.617220Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RCHRES HYDR VOLEV" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.617656Z", + "iopub.status.idle": "2024-04-26T01:48:56.617788Z", + "shell.execute_reply": "2024-04-26T01:48:56.617724Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.617718Z" + } + }, + "outputs": [], + "source": [ + "hspf, hsp2 = rch(rid, \"VOLEV\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T01:48:56.618107Z", + "iopub.status.idle": "2024-04-26T01:48:56.618232Z", + "shell.execute_reply": "2024-04-26T01:48:56.618172Z", + "shell.execute_reply.started": "2024-04-26T01:48:56.618166Z" + } + }, + "outputs": [], + "source": [ + "plt.scatter(hspf, hsp2)\n", + "top = 1.05 * max(hspf.max(), hsp2.max())\n", + "plt.plot([0.0, top], [0.0, top])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tests/test05/HSP2compare/CompareHSP2.ipynb b/tests/test05/HSP2compare/CompareHSP2.ipynb index 55dd55ec..5bf8e2e0 100644 --- a/tests/test05/HSP2compare/CompareHSP2.ipynb +++ b/tests/test05/HSP2compare/CompareHSP2.ipynb @@ -69,7 +69,15 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-30T02:45:47.284816Z", + "iopub.status.busy": "2024-04-30T02:45:47.284630Z", + "iopub.status.idle": "2024-04-30T02:45:48.065729Z", + "shell.execute_reply": "2024-04-30T02:45:48.065221Z", + "shell.execute_reply.started": "2024-04-30T02:45:47.284799Z" + } + }, "outputs": [ { "data": { @@ -98,39 +106,39 @@ " \n", " \n", " Python\n", - " 3.8.2 | packaged by conda-forge | (default, Ap...\n", + " 3.10.14 | packaged by conda-forge | (main, Mar...\n", " \n", " \n", " HSP2\n", - " 1.0.0\n", + " 0.11.0a1\n", " \n", " \n", " numpy\n", - " 1.18.1\n", + " 1.26.4\n", " \n", " \n", " numba\n", - " 0.48.0\n", + " 0.59.1\n", " \n", " \n", " pandas\n", - " 1.0.3\n", + " 2.2.2\n", " \n", " \n", " matplotlib\n", - " 3.3.2\n", + " 3.8.4\n", " \n", " \n", " os\n", - " Windows-10-10.0.19041-SP0\n", + " Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", " \n", " \n", " processor\n", - " Intel64 Family 6 Model 142 Stepping 9, Genuine...\n", + " x86_64\n", " \n", " \n", " Date/Time\n", - " 2020-11-04 21:42:53\n", + " 2024-04-29 22:45:48\n", " \n", " \n", "\n", @@ -138,15 +146,15 @@ ], "text/plain": [ " version\n", - "Python 3.8.2 | packaged by conda-forge | (default, Ap...\n", - "HSP2 1.0.0\n", - "numpy 1.18.1\n", - "numba 0.48.0\n", - "pandas 1.0.3\n", - "matplotlib 3.3.2\n", - "os Windows-10-10.0.19041-SP0\n", - "processor Intel64 Family 6 Model 142 Stepping 9, Genuine...\n", - "Date/Time 2020-11-04 21:42:53" + "Python 3.10.14 | packaged by conda-forge | (main, Mar...\n", + "HSP2 0.11.0a1\n", + "numpy 1.26.4\n", + "numba 0.59.1\n", + "pandas 2.2.2\n", + "matplotlib 3.8.4\n", + "os Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", + "processor x86_64\n", + "Date/Time 2024-04-29 22:45:48" ] }, "execution_count": 1, @@ -155,19 +163,22 @@ } ], "source": [ - "from pandas import options, read_hdf, DataFrame\n", "from matplotlib import pyplot as plt\n", + "from pandas import DataFrame, options, read_hdf\n", "\n", "# Set display options for convenience, does't change the data\n", - "options.display.max_rows = 150\n", + "options.display.max_rows = 150\n", "options.display.max_columns = 20\n", - "options.display.float_format = '{:.4f}'.format # display 4 digits after the decimal point\n", + "options.display.float_format = (\n", + " \"{:.4f}\".format\n", + ") # display 4 digits after the decimal point\n", "\n", "%matplotlib inline\n", "\n", "from HSP2 import main, versions\n", - "from HSP2tools import readWDM, readUCI\n", - "versions(['matplotlib'])" + "from HSP2tools import readUCI, readWDM\n", + "\n", + "versions([\"matplotlib\"])" ] }, { @@ -179,14 +190,22 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-30T02:45:48.066468Z", + "iopub.status.busy": "2024-04-30T02:45:48.066264Z", + "iopub.status.idle": "2024-04-30T02:45:48.068617Z", + "shell.execute_reply": "2024-04-30T02:45:48.068270Z", + "shell.execute_reply.started": "2024-04-30T02:45:48.066454Z" + } + }, "outputs": [], "source": [ - "wdmname = 'test.wdm'\n", - "uciname = 'test05.uci'\n", - "HBN = 'hspf.h5'\n", - "hdfname = 'hsp2.h5'" + "wdmname = \"TEST.WDM\"\n", + "uciname = \"TEST05.UCI\"\n", + "HBN = \"hspf.h5\"\n", + "hdfname = \"hsp2.h5\"" ] }, { @@ -205,23 +224,497 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-30T02:45:48.070168Z", + "iopub.status.busy": "2024-04-30T02:45:48.069828Z", + "iopub.status.idle": "2024-04-30T02:45:56.041287Z", + "shell.execute_reply": "2024-04-30T02:45:56.040623Z", + "shell.execute_reply.started": "2024-04-30T02:45:48.070149Z" + } + }, "outputs": [ { - "ename": "KeyError", - "evalue": "'TVOLNO'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mreadUCI\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0muciname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhdfname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mreadWDM\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwdmname\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[0mdfext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mby\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'TVOLNO'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 311\u001b[0m \u001b[0mdfext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_hdf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstore\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'/CONTROL/EXT_SOURCES'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata_columns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 312\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\Anaconda3\\envs\\hsp2_py37\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36msort_values\u001b[1;34m(self, by, axis, ascending, inplace, kind, na_position, ignore_index)\u001b[0m\n\u001b[0;32m 4925\u001b[0m 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\u001b[0mlist\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\Anaconda3\\envs\\hsp2_py37\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_get_label_or_level_values\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m 1690\u001b[0m \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_level_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1691\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1692\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1693\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1694\u001b[0m \u001b[1;31m# Check for duplicates\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mKeyError\u001b[0m: 'TVOLNO'" + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:396: FutureWarning: 'T' is deprecated and will be removed in a future version. Please use 'min' instead of 'T'.\n", + " + pd.Timedelta(int(d['SHR']), 'h') + pd.Timedelta(int(d['SMI']), 'T'))[0:16]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:398: FutureWarning: 'T' is deprecated and will be removed in a future version. Please use 'min' instead of 'T'.\n", + " + pd.Timedelta(int(d['EHR']), 'h') + pd.Timedelta(int(d['EMI']), 'T'))[0:16]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:99: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:99: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:99: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:99: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:99: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:99: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:99: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:99: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:99: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:99: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:99: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "39 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "41 reading from wdm\n", + "42 reading from wdm\n", + "46 reading from wdm\n", + "113 reading from wdm\n", + "119 reading from wdm\n", + "121 reading from wdm\n", + "122 reading from wdm\n", + "123 reading from wdm\n", + "124 reading from wdm\n", + "125 reading from wdm\n", + "126 reading from wdm\n", + "127 reading from wdm\n", + "131 reading from wdm\n", + "132 reading from wdm\n", + "134 reading from wdm\n", + "135 reading from wdm\n", + "136 reading from wdm\n", + "140 reading from wdm\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "data": { + "text/html": [ + "
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StartStopFreqLengthTSTYPETFILLSTAIDSTNAMSCENARIOLOCATION
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TS0411976-01-01 00:00:001977-01-01 00:00:001D366EVAP-999.0000DAILY EVAPFARMERS COOP WEATHER STNTEST01M:1
TS0421976-01-01 00:00:001977-01-01 00:00:001D366WIND-999.0000DAILY WINDFARMERS COOP WEATHER STNTEST01M:1
TS0461976-01-01 00:00:001977-01-01 00:00:002H4392SOLR-999.00002 HOUR RADFARMERS WEATHER STNTEST02C:1
TS1131976-01-01 00:00:001977-01-01 00:00:001D366FLOW-999.0000DAILY FLOWIOWA RIVER MARSHALLTOWNTEST01M:1
TS1191976-01-01 00:00:001977-01-01 00:00:001D366FLOW-999.0000DAILY FLOWIOWA RIVER MARENGOTEST01M:1
TS1211976-01-01 00:00:001977-01-01 00:00:002H4392ATMP-999.00002 HOUR AIR TEMPCEDAR RAPIDS IOWATEST02C:1
TS1221976-01-01 00:00:001977-01-01 00:00:002H4392ATMP-999.00002 HOUR AIR TEMPIOWA FALLS IOWATEST02C:1
TS1231976-01-01 00:00:001977-01-01 00:00:002H4392ATMP-999.00002 HOUR AIR TEMPMARSHALLTOWN IOWATEST02C:1
TS1241976-01-01 00:00:001977-01-01 00:00:001D366DEWP-999.0000DAILY DEW PTCEDAR RAPIDS IOWATEST01M:1
TS1251976-01-01 00:00:001977-01-01 00:00:001D366DEWP-999.0000DAILY DEW PTIOWA FALLS IOWATEST01M:1
TS1261976-01-01 00:00:001977-01-01 00:00:001D366DEWP-999.0000DAILY DEW PTMARSHALLTOWN IOWATEST01M:1
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" + ], + "text/plain": [ + " Start Stop Freq Length TSTYPE TFILL \\\n", + "TS039 1976-01-01 00:00:00 1977-01-01 00:00:00 1H 8784 PREC -999.0000 \n", + "TS041 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 EVAP -999.0000 \n", + "TS042 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 WIND -999.0000 \n", + "TS046 1976-01-01 00:00:00 1977-01-01 00:00:00 2H 4392 SOLR -999.0000 \n", + "TS113 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 FLOW -999.0000 \n", + "TS119 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 FLOW -999.0000 \n", + "TS121 1976-01-01 00:00:00 1977-01-01 00:00:00 2H 4392 ATMP -999.0000 \n", + "TS122 1976-01-01 00:00:00 1977-01-01 00:00:00 2H 4392 ATMP -999.0000 \n", + "TS123 1976-01-01 00:00:00 1977-01-01 00:00:00 2H 4392 ATMP -999.0000 \n", + "TS124 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 DEWP -999.0000 \n", + "TS125 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 DEWP -999.0000 \n", + "TS126 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 DEWP -999.0000 \n", + "TS127 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 SEDM -999.0000 \n", + "TS131 1976-01-01 00:00:00 1977-01-01 00:00:00 1H 8784 PREC -999.0000 \n", + "TS132 1976-01-01 00:00:00 1977-01-01 00:00:00 1H 8784 PREC -999.0000 \n", + "TS134 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 WTMP -999.0000 \n", + "TS135 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 CLDC -999.0000 \n", + "TS136 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 FLOW -999.0000 \n", + "TS140 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 CLND -999.0000 \n", + "\n", + " STAID STNAM \\\n", + "TS039 HOURLY PREC PRECIP TRAER IOWA \n", + "TS041 DAILY EVAP FARMERS COOP WEATHER STN \n", + "TS042 DAILY WIND FARMERS COOP WEATHER STN \n", + "TS046 2 HOUR RAD FARMERS WEATHER STN \n", + "TS113 DAILY FLOW IOWA RIVER MARSHALLTOWN \n", + "TS119 DAILY FLOW IOWA RIVER MARENGO \n", + "TS121 2 HOUR AIR TEMP CEDAR RAPIDS IOWA \n", + "TS122 2 HOUR AIR TEMP IOWA FALLS IOWA \n", + "TS123 2 HOUR AIR TEMP MARSHALLTOWN IOWA \n", + "TS124 DAILY DEW PT CEDAR RAPIDS IOWA \n", + "TS125 DAILY DEW PT IOWA FALLS IOWA \n", + "TS126 DAILY DEW PT MARSHALLTOWN IOWA \n", + "TS127 SEDIMENT CONC IOWA RIVER MARENGO \n", + "TS131 HOURLY PREC PRECIP IOWA FALLS \n", + "TS132 HOURLY PREC PRECIP SHEFFIELD \n", + "TS134 WATER TEMP IOWA RIVER (ESTIMATED) \n", + "TS135 CLOUD COVER WATERLOO (TENTHS) \n", + "TS136 DAILY FLOW IOWA RIVER ROWAN \n", + "TS140 COLIND COLUMN INDICATOR MEIER POND SUMMER-WINTER OUTLET \n", + "\n", + " SCENARIO LOCATION \n", + "TS039 TEST02 C:1 \n", + "TS041 TEST01 M:1 \n", + "TS042 TEST01 M:1 \n", + "TS046 TEST02 C:1 \n", + "TS113 TEST01 M:1 \n", + "TS119 TEST01 M:1 \n", + "TS121 TEST02 C:1 \n", + "TS122 TEST02 C:1 \n", + "TS123 TEST02 C:1 \n", + "TS124 TEST01 M:1 \n", + "TS125 TEST01 M:1 \n", + "TS126 TEST01 M:1 \n", + "TS127 TEST01 M:1 \n", + "TS131 TEST02 C:1 \n", + "TS132 TEST02 C:1 \n", + "TS134 TEST01 M:1 \n", + "TS135 TEST03 C:1 \n", + "TS136 TEST01 M:1 \n", + "TS140 TEST03 C:1 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -276,13 +769,6 @@ "print(f'Cum Sum {100.0 * sum/total:.2f}%')" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -292,583 +778,121 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-30T02:45:56.042077Z", + "iopub.status.busy": "2024-04-30T02:45:56.041888Z", + "iopub.status.idle": "2024-04-30T02:46:03.313351Z", + "shell.execute_reply": "2024-04-30T02:46:03.312966Z", + "shell.execute_reply.started": "2024-04-30T02:45:56.042062Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2020-10-14 16:46:53.92 Processing started for file hsp2.h5; saveall=True\n", - "2020-10-14 16:46:55.66 Simulation Start: 1993-10-01 00:00:00, Stop: 2002-10-01 00:00:00\n", - "2020-10-14 16:46:55.66 PERLND P011 DELT(minutes): 60\n", - "2020-10-14 16:46:57.80 PWATER\n", - "2020-10-14 16:46:59.17 PERLND P012 DELT(minutes): 60\n", - "2020-10-14 16:46:59.21 PWATER\n", - "2020-10-14 16:46:59.44 PERLND P013 DELT(minutes): 60\n", - "2020-10-14 16:46:59.48 PWATER\n", - "2020-10-14 16:46:59.70 PERLND P014 DELT(minutes): 60\n", - "2020-10-14 16:46:59.74 PWATER\n", - "2020-10-14 16:46:59.96 PERLND P015 DELT(minutes): 60\n", - "2020-10-14 16:47:00.00 PWATER\n", - "2020-10-14 16:47:00.23 IMPLND I011 DELT(minutes): 60\n", - "2020-10-14 16:47:00.26 IWATER\n", - "2020-10-14 16:47:00.37 PERLND P021 DELT(minutes): 60\n", - "2020-10-14 16:47:00.39 PWATER\n", - "2020-10-14 16:47:00.62 PERLND P022 DELT(minutes): 60\n", - "2020-10-14 16:47:00.65 PWATER\n", - "2020-10-14 16:47:00.88 PERLND P023 DELT(minutes): 60\n", - "2020-10-14 16:47:00.91 PWATER\n", - "2020-10-14 16:47:01.16 PERLND P024 DELT(minutes): 60\n", - "2020-10-14 16:47:01.20 PWATER\n", - "2020-10-14 16:47:01.48 PERLND P025 DELT(minutes): 60\n", - "2020-10-14 16:47:01.52 PWATER\n", - "2020-10-14 16:47:01.76 IMPLND I021 DELT(minutes): 60\n", - "2020-10-14 16:47:01.79 IWATER\n", - "2020-10-14 16:47:01.88 RCHRES R001 DELT(minutes): 60\n", - "2020-10-14 16:47:01.92 HYDR\n", - "2020-10-14 16:47:03.03 PERLND P031 DELT(minutes): 60\n", - "2020-10-14 16:47:03.07 PWATER\n", - "2020-10-14 16:47:03.31 PERLND P041 DELT(minutes): 60\n", - "2020-10-14 16:47:03.35 PWATER\n", - "2020-10-14 16:47:03.58 PERLND P042 DELT(minutes): 60\n", - "2020-10-14 16:47:03.63 PWATER\n", - "2020-10-14 16:47:03.85 PERLND P043 DELT(minutes): 60\n", - "2020-10-14 16:47:03.89 PWATER\n", - "2020-10-14 16:47:04.11 IMPLND I041 DELT(minutes): 60\n", - "2020-10-14 16:47:04.14 IWATER\n", - "2020-10-14 16:47:04.25 RCHRES R021 DELT(minutes): 60\n", - "2020-10-14 16:47:04.28 HYDR\n", - "2020-10-14 16:47:04.53 RCHRES R022 DELT(minutes): 60\n", - "2020-10-14 16:47:04.58 HYDR\n", - "2020-10-14 16:47:04.77 RCHRES R023 DELT(minutes): 60\n", - "2020-10-14 16:47:04.81 HYDR\n", - "2020-10-14 16:47:05.05 PERLND P051 DELT(minutes): 60\n", - "2020-10-14 16:47:05.09 PWATER\n", - "2020-10-14 16:47:05.33 PERLND P052 DELT(minutes): 60\n", - "2020-10-14 16:47:05.41 PWATER\n", - "2020-10-14 16:47:05.65 PERLND P053 DELT(minutes): 60\n", - "2020-10-14 16:47:05.69 PWATER\n", - "2020-10-14 16:47:05.98 PERLND P054 DELT(minutes): 60\n", - "2020-10-14 16:47:06.01 PWATER\n", - "2020-10-14 16:47:06.24 PERLND P055 DELT(minutes): 60\n", - "2020-10-14 16:47:06.28 PWATER\n", - "2020-10-14 16:47:06.51 IMPLND I051 DELT(minutes): 60\n", - "2020-10-14 16:47:06.54 IWATER\n", - "2020-10-14 16:47:06.63 RCHRES R011 DELT(minutes): 60\n", - "2020-10-14 16:47:06.68 HYDR\n", - "2020-10-14 16:47:07.36 RCHRES R024 DELT(minutes): 60\n", - "2020-10-14 16:47:07.40 HYDR\n", - "2020-10-14 16:47:07.69 PERLND P061 DELT(minutes): 60\n", - "2020-10-14 16:47:07.73 PWATER\n", - "2020-10-14 16:47:07.95 PERLND P062 DELT(minutes): 60\n", - "2020-10-14 16:47:08.01 PWATER\n", - "2020-10-14 16:47:08.25 IMPLND I061 DELT(minutes): 60\n", - "2020-10-14 16:47:08.28 IWATER\n", - "2020-10-14 16:47:08.38 PERLND P071 DELT(minutes): 60\n", - "2020-10-14 16:47:08.41 PWATER\n", - "2020-10-14 16:47:08.65 PERLND P072 DELT(minutes): 60\n", - "2020-10-14 16:47:08.69 PWATER\n", - "2020-10-14 16:47:08.90 PERLND P073 DELT(minutes): 60\n", - "2020-10-14 16:47:08.94 PWATER\n", - "2020-10-14 16:47:09.18 PERLND P074 DELT(minutes): 60\n", - "2020-10-14 16:47:09.22 PWATER\n", - "2020-10-14 16:47:09.45 PERLND P075 DELT(minutes): 60\n", - "2020-10-14 16:47:09.48 PWATER\n", - "2020-10-14 16:47:09.71 IMPLND I071 DELT(minutes): 60\n", - "2020-10-14 16:47:09.74 IWATER\n", - "2020-10-14 16:47:09.84 RCHRES R031 DELT(minutes): 60\n", - "2020-10-14 16:47:09.88 HYDR\n", - "2020-10-14 16:47:10.32 RCHRES R071 DELT(minutes): 60\n", - "2020-10-14 16:47:10.36 HYDR\n", - "2020-10-14 16:47:10.67 PERLND P081 DELT(minutes): 60\n", - "2020-10-14 16:47:10.72 PWATER\n", - "2020-10-14 16:47:11.00 PERLND P082 DELT(minutes): 60\n", - "2020-10-14 16:47:11.15 PWATER\n", - "2020-10-14 16:47:11.41 PERLND P083 DELT(minutes): 60\n", - "2020-10-14 16:47:11.45 PWATER\n", - "2020-10-14 16:47:11.69 PERLND P084 DELT(minutes): 60\n", - "2020-10-14 16:47:11.73 PWATER\n", - "2020-10-14 16:47:11.95 PERLND P085 DELT(minutes): 60\n", - "2020-10-14 16:47:12.00 PWATER\n", - "2020-10-14 16:47:12.22 IMPLND I081 DELT(minutes): 60\n", - "2020-10-14 16:47:12.25 IWATER\n", - "2020-10-14 16:47:12.34 PERLND P091 DELT(minutes): 60\n", - "2020-10-14 16:47:12.39 PWATER\n", - "2020-10-14 16:47:12.62 RCHRES R043 DELT(minutes): 60\n", - "2020-10-14 16:47:12.66 HYDR\n", - "2020-10-14 16:47:12.88 PERLND P101 DELT(minutes): 60\n", - "2020-10-14 16:47:12.94 PWATER\n", - "2020-10-14 16:47:13.00 Error count 32: PWATER: Reduced AGWO value to available\n", - "2020-10-14 16:47:13.00 Error count 20676: PWATER: Reset AGWS to zero\n", - "2020-10-14 16:47:13.17 PERLND P102 DELT(minutes): 60\n", - "2020-10-14 16:47:13.23 PWATER\n", - "2020-10-14 16:47:13.47 IMPLND I101 DELT(minutes): 60\n", - "2020-10-14 16:47:13.49 IWATER\n", - "2020-10-14 16:47:13.59 RCHRES R041 DELT(minutes): 60\n", - "2020-10-14 16:47:13.63 HYDR\n", - "2020-10-14 16:47:13.83 RCHRES R042 DELT(minutes): 60\n", - "2020-10-14 16:47:13.87 HYDR\n", - "2020-10-14 16:47:14.16 RCHRES R044 DELT(minutes): 60\n", - "2020-10-14 16:47:14.20 HYDR\n", - "2020-10-14 16:47:14.47 PERLND P111 DELT(minutes): 60\n", - "2020-10-14 16:47:14.53 PWATER\n", - "2020-10-14 16:47:14.77 PERLND P112 DELT(minutes): 60\n", - "2020-10-14 16:47:14.84 PWATER\n", - "2020-10-14 16:47:15.15 PERLND P113 DELT(minutes): 60\n", - "2020-10-14 16:47:15.21 PWATER\n", - "2020-10-14 16:47:15.45 IMPLND I111 DELT(minutes): 60\n", - "2020-10-14 16:47:15.47 IWATER\n", - "2020-10-14 16:47:15.57 RCHRES R045 DELT(minutes): 60\n", - "2020-10-14 16:47:15.61 HYDR\n", - "2020-10-14 16:47:15.97 PERLND P121 DELT(minutes): 60\n", - "2020-10-14 16:47:16.02 PWATER\n", - "2020-10-14 16:47:16.31 PERLND P122 DELT(minutes): 60\n", - "2020-10-14 16:47:16.35 PWATER\n", - "2020-10-14 16:47:16.58 PERLND P123 DELT(minutes): 60\n", - "2020-10-14 16:47:16.61 PWATER\n", - "2020-10-14 16:47:16.84 PERLND P124 DELT(minutes): 60\n", - "2020-10-14 16:47:16.87 PWATER\n", - "2020-10-14 16:47:17.09 PERLND P125 DELT(minutes): 60\n", - "2020-10-14 16:47:17.13 PWATER\n", - "2020-10-14 16:47:17.35 IMPLND I121 DELT(minutes): 60\n", - "2020-10-14 16:47:17.37 IWATER\n", - "2020-10-14 16:47:17.48 RCHRES R002 DELT(minutes): 60\n", - "2020-10-14 16:47:17.52 HYDR\n", - "2020-10-14 16:47:19.30 RCHRES R025 DELT(minutes): 60\n", - "2020-10-14 16:47:19.34 HYDR\n", - "2020-10-14 16:47:20.06 RCHRES R003 DELT(minutes): 60\n", - "2020-10-14 16:47:20.10 HYDR\n", - "2020-10-14 16:47:21.00 RCHRES R004 DELT(minutes): 60\n", - "2020-10-14 16:47:21.04 HYDR\n", - "2020-10-14 16:47:21.75 RCHRES R904 DELT(minutes): 60\n", - "2020-10-14 16:47:21.79 HYDR\n", - "2020-10-14 16:47:22.04 PERLND P131 DELT(minutes): 60\n", - "2020-10-14 16:47:22.09 PWATER\n", - "2020-10-14 16:47:22.32 PERLND P132 DELT(minutes): 60\n", - "2020-10-14 16:47:22.37 PWATER\n", - "2020-10-14 16:47:22.61 PERLND P133 DELT(minutes): 60\n", - "2020-10-14 16:47:22.65 PWATER\n", - "2020-10-14 16:47:22.89 PERLND P134 DELT(minutes): 60\n", - "2020-10-14 16:47:22.93 PWATER\n", - "2020-10-14 16:47:23.18 PERLND P135 DELT(minutes): 60\n", - "2020-10-14 16:47:23.22 PWATER\n", - "2020-10-14 16:47:23.49 IMPLND I131 DELT(minutes): 60\n", - "2020-10-14 16:47:23.53 IWATER\n", - "2020-10-14 16:47:23.64 RCHRES R061 DELT(minutes): 60\n", - "2020-10-14 16:47:23.67 HYDR\n", - "2020-10-14 16:47:24.00 RCHRES R062 DELT(minutes): 60\n", - "2020-10-14 16:47:24.06 HYDR\n", - "2020-10-14 16:47:24.41 RCHRES R063 DELT(minutes): 60\n", - "2020-10-14 16:47:24.46 HYDR\n", - "2020-10-14 16:47:24.82 RCHRES R064 DELT(minutes): 60\n", - "2020-10-14 16:47:24.86 HYDR\n", - "2020-10-14 16:47:25.24 RCHRES R964 DELT(minutes): 60\n", - "2020-10-14 16:47:25.27 HYDR\n", - "2020-10-14 16:47:25.69 RCHRES R091 DELT(minutes): 60\n", - "2020-10-14 16:47:25.74 HYDR\n", - "2020-10-14 16:47:26.23 PERLND P141 DELT(minutes): 60\n", - "2020-10-14 16:47:26.29 PWATER\n", - "2020-10-14 16:47:26.64 PERLND P142 DELT(minutes): 60\n", - "2020-10-14 16:47:26.71 PWATER\n", - "2020-10-14 16:47:26.98 PERLND P143 DELT(minutes): 60\n", - "2020-10-14 16:47:27.04 PWATER\n", - "2020-10-14 16:47:27.33 PERLND P144 DELT(minutes): 60\n", - "2020-10-14 16:47:27.37 PWATER\n", - "2020-10-14 16:47:27.64 PERLND P145 DELT(minutes): 60\n", - "2020-10-14 16:47:27.69 PWATER\n", - "2020-10-14 16:47:27.97 IMPLND I141 DELT(minutes): 60\n", - "2020-10-14 16:47:28.00 IWATER\n", - "2020-10-14 16:47:28.11 RCHRES R005 DELT(minutes): 60\n", - "2020-10-14 16:47:28.15 HYDR\n", - "2020-10-14 16:47:31.08 RCHRES R046 DELT(minutes): 60\n", - "2020-10-14 16:47:31.12 HYDR\n", - "2020-10-14 16:47:31.64 RCHRES R065 DELT(minutes): 60\n", - "2020-10-14 16:47:31.68 HYDR\n", - "2020-10-14 16:47:32.32 RCHRES R072 DELT(minutes): 60\n", - "2020-10-14 16:47:32.36 HYDR\n", - "2020-10-14 16:47:32.82 PERLND P151 DELT(minutes): 60\n", - "2020-10-14 16:47:32.86 PWATER\n", - "2020-10-14 16:47:33.10 PERLND P152 DELT(minutes): 60\n", - "2020-10-14 16:47:33.15 PWATER\n", - "2020-10-14 16:47:33.41 IMPLND I151 DELT(minutes): 60\n", - "2020-10-14 16:47:33.43 IWATER\n", - "2020-10-14 16:47:33.54 RCHRES R051 DELT(minutes): 60\n", - "2020-10-14 16:47:33.56 HYDR\n", - "2020-10-14 16:47:33.84 RCHRES R952 DELT(minutes): 60\n", - "2020-10-14 16:47:33.89 HYDR\n", - "2020-10-14 16:47:34.14 RCHRES R052 DELT(minutes): 60\n", - "2020-10-14 16:47:34.18 HYDR\n", - "2020-10-14 16:47:34.65 RCHRES R006 DELT(minutes): 60\n", - "2020-10-14 16:47:34.69 HYDR\n", - "2020-10-14 16:47:35.09 RCHRES R081 DELT(minutes): 60\n", - "2020-10-14 16:47:35.13 HYDR\n", - "2020-10-14 16:47:35.47 PERLND P161 DELT(minutes): 60\n", - "2020-10-14 16:47:35.52 PWATER\n", - "2020-10-14 16:47:35.80 PERLND P162 DELT(minutes): 60\n", - "2020-10-14 16:47:35.85 PWATER\n", - "2020-10-14 16:47:36.11 PERLND P163 DELT(minutes): 60\n", - "2020-10-14 16:47:36.15 PWATER\n", - "2020-10-14 16:47:36.40 PERLND P164 DELT(minutes): 60\n", - "2020-10-14 16:47:36.45 PWATER\n", - "2020-10-14 16:47:36.75 PERLND P165 DELT(minutes): 60\n", - "2020-10-14 16:47:36.79 PWATER\n", - "2020-10-14 16:47:37.03 IMPLND I161 DELT(minutes): 60\n", - "2020-10-14 16:47:37.06 IWATER\n", - "2020-10-14 16:47:37.19 RCHRES R101 DELT(minutes): 60\n", - "2020-10-14 16:47:37.23 HYDR\n", - "2020-10-14 16:47:37.61 RCHRES R102 DELT(minutes): 60\n", - "2020-10-14 16:47:37.66 HYDR\n", - "2020-10-14 16:47:37.93 RCHRES R103 DELT(minutes): 60\n", - "2020-10-14 16:47:37.95 HYDR\n", - "2020-10-14 16:47:38.26 RCHRES R104 DELT(minutes): 60\n", - "2020-10-14 16:47:38.31 HYDR\n", - "2020-10-14 16:47:38.59 RCHRES R105 DELT(minutes): 60\n", - "2020-10-14 16:47:38.63 HYDR\n", - "2020-10-14 16:47:38.92 PERLND P171 DELT(minutes): 60\n", - "2020-10-14 16:47:38.97 PWATER\n", - "2020-10-14 16:47:39.23 PERLND P172 DELT(minutes): 60\n", - "2020-10-14 16:47:39.29 PWATER\n", - "2020-10-14 16:47:39.56 PERLND P173 DELT(minutes): 60\n", - "2020-10-14 16:47:39.60 PWATER\n", - "2020-10-14 16:47:39.86 PERLND P174 DELT(minutes): 60\n", - "2020-10-14 16:47:39.91 PWATER\n", - "2020-10-14 16:47:40.19 PERLND P175 DELT(minutes): 60\n", - "2020-10-14 16:47:40.23 PWATER\n", - "2020-10-14 16:47:40.51 IMPLND I171 DELT(minutes): 60\n", - "2020-10-14 16:47:40.53 IWATER\n", - "2020-10-14 16:47:40.64 PERLND P181 DELT(minutes): 60\n", - "2020-10-14 16:47:40.66 PWATER\n", - "2020-10-14 16:47:40.91 PERLND P182 DELT(minutes): 60\n", - "2020-10-14 16:47:40.95 PWATER\n", - "2020-10-14 16:47:41.19 PERLND P183 DELT(minutes): 60\n", - "2020-10-14 16:47:41.23 PWATER\n", - "2020-10-14 16:47:41.48 PERLND P184 DELT(minutes): 60\n", - "2020-10-14 16:47:41.54 PWATER\n", - "2020-10-14 16:47:41.85 PERLND P185 DELT(minutes): 60\n", - "2020-10-14 16:47:41.91 PWATER\n", - "2020-10-14 16:47:41.97 Error count 1532: PWATER: Reduced AGWO value to available\n", - "2020-10-14 16:47:41.97 Error count 71719: PWATER: Reset AGWS to zero\n", - "2020-10-14 16:47:42.16 IMPLND I181 DELT(minutes): 60\n", - "2020-10-14 16:47:42.19 IWATER\n", - "2020-10-14 16:47:42.29 RCHRES R107 DELT(minutes): 60\n", - "2020-10-14 16:47:42.33 HYDR\n", - "2020-10-14 16:47:42.85 RCHRES R106 DELT(minutes): 60\n", - "2020-10-14 16:47:42.89 HYDR\n", - "2020-10-14 16:47:43.35 RCHRES R108 DELT(minutes): 60\n", - "2020-10-14 16:47:43.39 HYDR\n", - "2020-10-14 16:47:43.65 RCHRES R007 DELT(minutes): 60\n", - "2020-10-14 16:47:43.71 HYDR\n", - "2020-10-14 16:47:44.12 RCHRES R082 DELT(minutes): 60\n", - "2020-10-14 16:47:44.18 HYDR\n", - "2020-10-14 16:47:44.82 RCHRES R092 DELT(minutes): 60\n", - "2020-10-14 16:47:44.89 HYDR\n", - "2020-10-14 16:47:45.49 RCHRES R008 DELT(minutes): 60\n", - "2020-10-14 16:47:45.56 HYDR\n", - "2020-10-14 16:47:45.94 RCHRES R009 DELT(minutes): 60\n", - "2020-10-14 16:47:45.98 HYDR\n", - "2020-10-14 16:47:46.29 RCHRES R109 DELT(minutes): 60\n", - "2020-10-14 16:47:46.35 HYDR\n", - "2020-10-14 16:47:47.00 RCHRES R010 DELT(minutes): 60\n", - "2020-10-14 16:47:47.05 HYDR\n", - "2020-10-14 16:47:47.61 PERLND P191 DELT(minutes): 60\n", - "2020-10-14 16:47:47.66 PWATER\n", - "2020-10-14 16:47:47.89 PERLND P192 DELT(minutes): 60\n", - "2020-10-14 16:47:47.94 PWATER\n", - "2020-10-14 16:47:48.18 PERLND P193 DELT(minutes): 60\n", - "2020-10-14 16:47:48.22 PWATER\n", - "2020-10-14 16:47:48.45 PERLND P194 DELT(minutes): 60\n", - "2020-10-14 16:47:48.49 PWATER\n", - "2020-10-14 16:47:48.73 PERLND P195 DELT(minutes): 60\n", - "2020-10-14 16:47:48.77 PWATER\n", - "2020-10-14 16:47:49.01 IMPLND I191 DELT(minutes): 60\n", - "2020-10-14 16:47:49.03 IWATER\n", - "2020-10-14 16:47:49.13 PERLND P201 DELT(minutes): 60\n", - "2020-10-14 16:47:49.18 PWATER\n", - "2020-10-14 16:47:49.42 PERLND P202 DELT(minutes): 60\n", - "2020-10-14 16:47:49.48 PWATER\n", - "2020-10-14 16:47:49.72 PERLND P203 DELT(minutes): 60\n", - "2020-10-14 16:47:49.76 PWATER\n", - "2020-10-14 16:47:49.99 PERLND P204 DELT(minutes): 60\n", - "2020-10-14 16:47:50.03 PWATER\n", - "2020-10-14 16:47:50.28 PERLND P205 DELT(minutes): 60\n", - "2020-10-14 16:47:50.32 PWATER\n", - "2020-10-14 16:47:50.56 PERLND P206 DELT(minutes): 60\n", - "2020-10-14 16:47:50.61 PWATER\n", - "2020-10-14 16:47:50.87 IMPLND I201 DELT(minutes): 60\n", - "2020-10-14 16:47:50.89 IWATER\n", - "2020-10-14 16:47:50.99 PERLND P211 DELT(minutes): 60\n", - "2020-10-14 16:47:51.04 PWATER\n", - "2020-10-14 16:47:51.28 PERLND P212 DELT(minutes): 60\n", - "2020-10-14 16:47:51.33 PWATER\n", - "2020-10-14 16:47:51.57 PERLND P213 DELT(minutes): 60\n", - "2020-10-14 16:47:51.61 PWATER\n", - "2020-10-14 16:47:51.87 PERLND P214 DELT(minutes): 60\n", - "2020-10-14 16:47:51.92 PWATER\n", - "2020-10-14 16:47:52.27 PERLND P215 DELT(minutes): 60\n", - "2020-10-14 16:47:52.32 PWATER\n", - "2020-10-14 16:47:52.58 PERLND P216 DELT(minutes): 60\n", - "2020-10-14 16:47:52.63 PWATER\n", - "2020-10-14 16:47:52.90 IMPLND I211 DELT(minutes): 60\n", - "2020-10-14 16:47:52.93 IWATER\n", - "2020-10-14 16:47:53.03 PERLND P221 DELT(minutes): 60\n", - "2020-10-14 16:47:53.08 PWATER\n", - "2020-10-14 16:47:53.36 PERLND P222 DELT(minutes): 60\n", - "2020-10-14 16:47:53.41 PWATER\n", - "2020-10-14 16:47:53.65 PERLND P224 DELT(minutes): 60\n", - "2020-10-14 16:47:53.68 PWATER\n", - "2020-10-14 16:47:53.95 PERLND P225 DELT(minutes): 60\n", - "2020-10-14 16:47:54.00 PWATER\n", - "2020-10-14 16:47:54.29 PERLND P226 DELT(minutes): 60\n", - "2020-10-14 16:47:54.36 PWATER\n", - "2020-10-14 16:47:54.66 IMPLND I221 DELT(minutes): 60\n", - "2020-10-14 16:47:54.69 IWATER\n", - "2020-10-14 16:47:54.80 PERLND P231 DELT(minutes): 60\n", - "2020-10-14 16:47:54.85 PWATER\n", - "2020-10-14 16:47:55.10 PERLND P232 DELT(minutes): 60\n", - "2020-10-14 16:47:55.15 PWATER\n", - "2020-10-14 16:47:55.40 PERLND P234 DELT(minutes): 60\n", - "2020-10-14 16:47:55.43 PWATER\n", - "2020-10-14 16:47:55.67 PERLND P235 DELT(minutes): 60\n", - "2020-10-14 16:47:55.71 PWATER\n", - "2020-10-14 16:47:55.95 IMPLND I231 DELT(minutes): 60\n", - "2020-10-14 16:47:55.98 IWATER\n", - "2020-10-14 16:47:56.10 PERLND P241 DELT(minutes): 60\n", - "2020-10-14 16:47:56.14 PWATER\n", - "2020-10-14 16:47:56.47 PERLND P242 DELT(minutes): 60\n", - "2020-10-14 16:47:56.52 PWATER\n", - "2020-10-14 16:47:56.78 PERLND P243 DELT(minutes): 60\n", - "2020-10-14 16:47:56.82 PWATER\n", - "2020-10-14 16:47:57.08 PERLND P244 DELT(minutes): 60\n", - "2020-10-14 16:47:57.11 PWATER\n", - "2020-10-14 16:47:57.37 PERLND P245 DELT(minutes): 60\n", - "2020-10-14 16:47:57.41 PWATER\n", - "2020-10-14 16:47:57.67 IMPLND I241 DELT(minutes): 60\n", - "2020-10-14 16:47:57.70 IWATER\n", - "2020-10-14 16:47:57.80 PERLND P251 DELT(minutes): 60\n", - "2020-10-14 16:47:57.85 PWATER\n", - "2020-10-14 16:47:58.15 PERLND P252 DELT(minutes): 60\n", - "2020-10-14 16:47:58.20 PWATER\n", - "2020-10-14 16:47:58.45 PERLND P253 DELT(minutes): 60\n", - "2020-10-14 16:47:58.48 PWATER\n", - "2020-10-14 16:47:58.74 PERLND P254 DELT(minutes): 60\n", - "2020-10-14 16:47:58.78 PWATER\n", - "2020-10-14 16:47:59.01 PERLND P255 DELT(minutes): 60\n", - "2020-10-14 16:47:59.05 PWATER\n", - "2020-10-14 16:47:59.29 PERLND P256 DELT(minutes): 60\n", - "2020-10-14 16:47:59.34 PWATER\n", - "2020-10-14 16:47:59.60 IMPLND I251 DELT(minutes): 60\n", - "2020-10-14 16:47:59.63 IWATER\n", - "2020-10-14 16:47:59.73 PERLND P261 DELT(minutes): 60\n", - "2020-10-14 16:47:59.77 PWATER\n", - "2020-10-14 16:48:00.01 PERLND P266 DELT(minutes): 60\n", - "2020-10-14 16:48:00.06 PWATER\n", - "2020-10-14 16:48:00.31 PERLND P271 DELT(minutes): 60\n", - "2020-10-14 16:48:00.36 PWATER\n", - "2020-10-14 16:48:00.62 PERLND P272 DELT(minutes): 60\n", - "2020-10-14 16:48:00.69 PWATER\n", - "2020-10-14 16:48:01.02 PERLND P275 DELT(minutes): 60\n", - "2020-10-14 16:48:01.12 PWATER\n", - "2020-10-14 16:48:01.40 PERLND P276 DELT(minutes): 60\n", - "2020-10-14 16:48:01.45 PWATER\n", - "2020-10-14 16:48:01.68 IMPLND I271 DELT(minutes): 60\n", - "2020-10-14 16:48:01.71 IWATER\n", - "2020-10-14 16:48:01.81 PERLND P281 DELT(minutes): 60\n", - "2020-10-14 16:48:01.85 PWATER\n", - "2020-10-14 16:48:02.09 PERLND P282 DELT(minutes): 60\n", - "2020-10-14 16:48:02.15 PWATER\n", - "2020-10-14 16:48:02.39 PERLND P283 DELT(minutes): 60\n", - "2020-10-14 16:48:02.42 PWATER\n", - "2020-10-14 16:48:02.68 PERLND P285 DELT(minutes): 60\n", - "2020-10-14 16:48:02.72 PWATER\n", - "2020-10-14 16:48:02.97 PERLND P286 DELT(minutes): 60\n", - "2020-10-14 16:48:03.02 PWATER\n", - "2020-10-14 16:48:03.30 IMPLND I281 DELT(minutes): 60\n", - "2020-10-14 16:48:03.34 IWATER\n", - "2020-10-14 16:48:03.48 PERLND P291 DELT(minutes): 60\n", - "2020-10-14 16:48:03.55 PWATER\n", - "2020-10-14 16:48:03.88 PERLND P292 DELT(minutes): 60\n", - "2020-10-14 16:48:03.94 PWATER\n", - "2020-10-14 16:48:04.21 PERLND P293 DELT(minutes): 60\n", - "2020-10-14 16:48:04.28 PWATER\n", - "2020-10-14 16:48:04.78 PERLND P294 DELT(minutes): 60\n", - "2020-10-14 16:48:04.82 PWATER\n", - "2020-10-14 16:48:05.13 PERLND P295 DELT(minutes): 60\n", - "2020-10-14 16:48:05.18 PWATER\n", - "2020-10-14 16:48:05.44 PERLND P296 DELT(minutes): 60\n", - "2020-10-14 16:48:05.49 PWATER\n", - "2020-10-14 16:48:05.74 IMPLND I291 DELT(minutes): 60\n", - "2020-10-14 16:48:05.78 IWATER\n", - "2020-10-14 16:48:05.88 PERLND P301 DELT(minutes): 60\n", - "2020-10-14 16:48:05.92 PWATER\n", - "2020-10-14 16:48:06.16 PERLND P302 DELT(minutes): 60\n", - "2020-10-14 16:48:06.22 PWATER\n", - "2020-10-14 16:48:06.46 PERLND P303 DELT(minutes): 60\n", - "2020-10-14 16:48:06.50 PWATER\n", - "2020-10-14 16:48:06.74 PERLND P304 DELT(minutes): 60\n", - "2020-10-14 16:48:06.78 PWATER\n", - "2020-10-14 16:48:07.02 PERLND P305 DELT(minutes): 60\n", - "2020-10-14 16:48:07.06 PWATER\n", - "2020-10-14 16:48:07.31 PERLND P306 DELT(minutes): 60\n", - "2020-10-14 16:48:07.36 PWATER\n", - "2020-10-14 16:48:07.63 IMPLND I301 DELT(minutes): 60\n", - "2020-10-14 16:48:07.66 IWATER\n", - "2020-10-14 16:48:07.76 RCHRES R201 DELT(minutes): 60\n", - "2020-10-14 16:48:07.83 HYDR\n", - "2020-10-14 16:48:08.25 RCHRES R190 DELT(minutes): 60\n", - "2020-10-14 16:48:08.29 HYDR\n", - "2020-10-14 16:48:08.56 RCHRES R202 DELT(minutes): 60\n", - "2020-10-14 16:48:08.61 HYDR\n", - "2020-10-14 16:48:08.98 RCHRES R191 DELT(minutes): 60\n", - "2020-10-14 16:48:09.04 HYDR\n", - "2020-10-14 16:48:09.53 RCHRES R203 DELT(minutes): 60\n", - "2020-10-14 16:48:09.58 HYDR\n", - "2020-10-14 16:48:10.08 RCHRES R211 DELT(minutes): 60\n", - "2020-10-14 16:48:10.12 HYDR\n", - "2020-10-14 16:48:10.36 RCHRES R212 DELT(minutes): 60\n", - "2020-10-14 16:48:10.39 HYDR\n", - "2020-10-14 16:48:10.77 RCHRES R192 DELT(minutes): 60\n", - "2020-10-14 16:48:10.81 HYDR\n", - "2020-10-14 16:48:11.14 RCHRES R204 DELT(minutes): 60\n", - "2020-10-14 16:48:11.19 HYDR\n", - "2020-10-14 16:48:11.71 RCHRES R221 DELT(minutes): 60\n", - "2020-10-14 16:48:11.75 HYDR\n", - "2020-10-14 16:48:12.13 RCHRES R222 DELT(minutes): 60\n", - "2020-10-14 16:48:12.17 HYDR\n", - "2020-10-14 16:48:12.39 RCHRES R223 DELT(minutes): 60\n", - "2020-10-14 16:48:12.43 HYDR\n", - "2020-10-14 16:48:12.85 RCHRES R193 DELT(minutes): 60\n", - "2020-10-14 16:48:12.89 HYDR\n", - "2020-10-14 16:48:13.21 RCHRES R205 DELT(minutes): 60\n", - "2020-10-14 16:48:13.26 HYDR\n", - "2020-10-14 16:48:13.71 RCHRES R225 DELT(minutes): 60\n", - "2020-10-14 16:48:13.77 HYDR\n", - "2020-10-14 16:48:14.25 RCHRES R194 DELT(minutes): 60\n", - "2020-10-14 16:48:14.32 HYDR\n", - "2020-10-14 16:48:14.54 RCHRES R206 DELT(minutes): 60\n", - "2020-10-14 16:48:14.60 HYDR\n", - "2020-10-14 16:48:15.02 RCHRES R227 DELT(minutes): 60\n", - "2020-10-14 16:48:15.06 HYDR\n", - "2020-10-14 16:48:15.47 RCHRES R207 DELT(minutes): 60\n", - "2020-10-14 16:48:15.52 HYDR\n", - "2020-10-14 16:48:15.91 RCHRES R231 DELT(minutes): 60\n", - "2020-10-14 16:48:15.95 HYDR\n", - "2020-10-14 16:48:16.32 RCHRES R232 DELT(minutes): 60\n", - "2020-10-14 16:48:16.36 HYDR\n", - "2020-10-14 16:48:16.58 RCHRES R233 DELT(minutes): 60\n", - "2020-10-14 16:48:16.62 HYDR\n", - "2020-10-14 16:48:16.99 RCHRES R241 DELT(minutes): 60\n", - "2020-10-14 16:48:17.03 HYDR\n", - "2020-10-14 16:48:17.42 RCHRES R242 DELT(minutes): 60\n", - "2020-10-14 16:48:17.47 HYDR\n", - "2020-10-14 16:48:17.79 RCHRES R243 DELT(minutes): 60\n", - "2020-10-14 16:48:17.85 HYDR\n", - "2020-10-14 16:48:18.27 RCHRES R301 DELT(minutes): 60\n", - "2020-10-14 16:48:18.32 HYDR\n", - "2020-10-14 16:48:18.77 RCHRES R311 DELT(minutes): 60\n", - "2020-10-14 16:48:18.82 HYDR\n", - "2020-10-14 16:48:19.07 RCHRES R302 DELT(minutes): 60\n", - "2020-10-14 16:48:19.11 HYDR\n", - "2020-10-14 16:48:19.58 RCHRES R303 DELT(minutes): 60\n", - "2020-10-14 16:48:19.62 HYDR\n", - "2020-10-14 16:48:20.03 RCHRES R401 DELT(minutes): 60\n", - "2020-10-14 16:48:20.08 HYDR\n", - "2020-10-14 16:48:20.42 RCHRES R411 DELT(minutes): 60\n", - "2020-10-14 16:48:20.46 HYDR\n", - "2020-10-14 16:48:20.80 RCHRES R402 DELT(minutes): 60\n", - "2020-10-14 16:48:20.85 HYDR\n", - "2020-10-14 16:48:21.22 RCHRES R421 DELT(minutes): 60\n", - "2020-10-14 16:48:21.27 HYDR\n", - "2020-10-14 16:48:21.62 RCHRES R422 DELT(minutes): 60\n", - "2020-10-14 16:48:21.66 HYDR\n", - "2020-10-14 16:48:21.88 RCHRES R423 DELT(minutes): 60\n", - "2020-10-14 16:48:21.92 HYDR\n", - "2020-10-14 16:48:22.32 RCHRES R403 DELT(minutes): 60\n", - "2020-10-14 16:48:22.36 HYDR\n", - "2020-10-14 16:48:22.76 RCHRES R431 DELT(minutes): 60\n", - "2020-10-14 16:48:22.84 HYDR\n", - "2020-10-14 16:48:23.21 RCHRES R404 DELT(minutes): 60\n", - "2020-10-14 16:48:23.25 HYDR\n", - "2020-10-14 16:48:23.60 RCHRES R441 DELT(minutes): 60\n", - "2020-10-14 16:48:23.63 HYDR\n", - "2020-10-14 16:48:23.98 RCHRES R443 DELT(minutes): 60\n", - "2020-10-14 16:48:24.03 HYDR\n", - "2020-10-14 16:48:24.41 RCHRES R442 DELT(minutes): 60\n", - "2020-10-14 16:48:24.47 HYDR\n", - "2020-10-14 16:48:24.93 RCHRES R405 DELT(minutes): 60\n", - "2020-10-14 16:48:24.98 HYDR\n", - "2020-10-14 16:48:25.36 RCHRES R406 DELT(minutes): 60\n", - "2020-10-14 16:48:25.40 HYDR\n", - "2020-10-14 16:48:25.84 RCHRES R407 DELT(minutes): 60\n", - "2020-10-14 16:48:25.95 HYDR\n", - "2020-10-14 16:48:26.41 RCHRES R408 DELT(minutes): 60\n", - "2020-10-14 16:48:26.48 HYDR\n", - "2020-10-14 16:48:26.85 RCHRES R195 DELT(minutes): 60\n", - "2020-10-14 16:48:26.91 HYDR\n", - "2020-10-14 16:48:27.12 RCHRES R304 DELT(minutes): 60\n", - "2020-10-14 16:48:27.17 HYDR\n", - "2020-10-14 16:48:27.65 RCHRES R305 DELT(minutes): 60\n", - "2020-10-14 16:48:27.72 HYDR\n", - "2020-10-14 16:48:28.17 RCHRES R306 DELT(minutes): 60\n", - "2020-10-14 16:48:28.22 HYDR\n", - "2020-10-14 16:48:28.61 RCHRES R500 DELT(minutes): 60\n", - "2020-10-14 16:48:28.65 HYDR\n", - "2020-10-14 16:48:28.95 RCHRES R501 DELT(minutes): 60\n", - "2020-10-14 16:48:28.99 HYDR\n", - "2020-10-14 16:48:29.47 RCHRES R513 DELT(minutes): 60\n", - "2020-10-14 16:48:29.51 HYDR\n", - "2020-10-14 16:48:29.81 RCHRES R514 DELT(minutes): 60\n", - "2020-10-14 16:48:29.85 HYDR\n", - "2020-10-14 16:48:30.12 RCHRES R502 DELT(minutes): 60\n", - "2020-10-14 16:48:30.17 HYDR\n", - "2020-10-14 16:48:30.86 RCHRES R510 DELT(minutes): 60\n", - "2020-10-14 16:48:30.91 HYDR\n", - "2020-10-14 16:48:31.43 RCHRES R511 DELT(minutes): 60\n", - "2020-10-14 16:48:31.48 HYDR\n", - "2020-10-14 16:48:32.13 RCHRES R512 DELT(minutes): 60\n", - "2020-10-14 16:48:32.19 HYDR\n", - "2020-10-14 16:48:32.69 RCHRES R503 DELT(minutes): 60\n", - "2020-10-14 16:48:32.74 HYDR\n", - "2020-10-14 16:48:33.61 RCHRES R523 DELT(minutes): 60\n", - "2020-10-14 16:48:33.65 HYDR\n", - "2020-10-14 16:48:33.96 RCHRES R524 DELT(minutes): 60\n", - "2020-10-14 16:48:34.00 HYDR\n", - "2020-10-14 16:48:34.30 RCHRES R525 DELT(minutes): 60\n", - "2020-10-14 16:48:34.35 HYDR\n", - "2020-10-14 16:48:34.65 RCHRES R526 DELT(minutes): 60\n", - "2020-10-14 16:48:34.69 HYDR\n", - "2020-10-14 16:48:34.95 RCHRES R521 DELT(minutes): 60\n", - "2020-10-14 16:48:35.01 HYDR\n", - "2020-10-14 16:48:35.67 RCHRES R522 DELT(minutes): 60\n", - "2020-10-14 16:48:35.73 HYDR\n", - "2020-10-14 16:48:36.27 RCHRES R531 DELT(minutes): 60\n", - "2020-10-14 16:48:36.31 HYDR\n", - "2020-10-14 16:48:36.69 RCHRES R504 DELT(minutes): 60\n", - "2020-10-14 16:48:36.73 HYDR\n", - "2020-10-14 16:48:37.06 RCHRES R505 DELT(minutes): 60\n", - "2020-10-14 16:48:37.10 HYDR\n", - "2020-10-14 16:48:37.44 RCHRES R506 DELT(minutes): 60\n", - "2020-10-14 16:48:37.49 HYDR\n", - "2020-10-14 16:48:37.81 RCHRES R541 DELT(minutes): 60\n", - "2020-10-14 16:48:37.85 HYDR\n", - "2020-10-14 16:48:38.18 RCHRES R542 DELT(minutes): 60\n", - "2020-10-14 16:48:38.23 HYDR\n", - "2020-10-14 16:48:38.60 RCHRES R307 DELT(minutes): 60\n", - "2020-10-14 16:48:38.65 HYDR\n", - "2020-10-14 16:48:39.07 Done; Run time is about 01:45.1 (mm:ss)\n", + "2024-04-29 22:45:56.04 Processing started for file hsp2.h5; saveall=True\n", + "2024-04-29 22:45:58.59 Simulation Start: 1976-01-01 00:00:00, Stop: 1977-01-01 00:00:00\n", + "2024-04-29 22:45:58.60 PERLND P001 DELT(minutes): 30\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-04-29 22:46:00.11 SNOW\n", + "2024-04-29 22:46:01.40 PWATER\n", + "2024-04-29 22:46:02.04 PERLND P002 DELT(minutes): 30\n", + "2024-04-29 22:46:02.05 SNOW\n", + "2024-04-29 22:46:02.22 PWATER\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-04-29 22:46:02.52 PERLND P003 DELT(minutes): 30\n", + "2024-04-29 22:46:02.56 SNOW\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-04-29 22:46:02.74 PWATER\n", + "2024-04-29 22:46:03.06 COPY C001 DELT(minutes): 30\n", + "2024-04-29 22:46:03.06 COPY C002 DELT(minutes): 30\n", + "2024-04-29 22:46:03.06 COPY C003 DELT(minutes): 30\n", + "2024-04-29 22:46:03.06 Done; Run time is about 00:07.0 (mm:ss)\n", "\n", "\n", " version\n", - "Python 3.8.2 | packaged by conda-forge | (default, Ap...\n", - "HSP2 1.0.0\n", - "numpy 1.18.1\n", - "numba 0.48.0\n", - "pandas 1.0.3\n", - "jupyterlab 2.1.1\n", - "notebook 6.0.3\n", - "os Windows-10-10.0.18362-SP0\n", - "processor Intel64 Family 6 Model 142 Stepping 9, Genuine...\n", - "Date/Time 2020-10-14 16:48:39\n" + "Python 3.10.14 | packaged by conda-forge | (main, Mar...\n", + "HSP2 0.11.0a1\n", + "numpy 1.26.4\n", + "numba 0.59.1\n", + "pandas 2.2.2\n", + "jupyterlab 4.1.6\n", + "notebook 7.1.3\n", + "os Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", + "processor x86_64\n", + "Date/Time 2024-04-29 22:46:03\n" ] } ], @@ -876,13 +900,6 @@ "main(hdfname, saveall=True)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "raw", "metadata": {}, @@ -942,8 +959,16 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-30T02:46:03.314599Z", + "iopub.status.busy": "2024-04-30T02:46:03.314218Z", + "iopub.status.idle": "2024-04-30T02:46:03.346415Z", + "shell.execute_reply": "2024-04-30T02:46:03.346080Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.314583Z" + } + }, "outputs": [ { "data": { @@ -951,13 +976,13 @@ "array(['Monthly', 'Yearly'], dtype=object)" ] }, - "execution_count": 19, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "summary = read_hdf(HBN, 'SUMMARY')\n", + "summary = read_hdf(HBN, \"SUMMARY\")\n", "summary.Frequency.unique()" ] }, @@ -977,38 +1002,56 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-30T02:46:03.347198Z", + "iopub.status.busy": "2024-04-30T02:46:03.346945Z", + "iopub.status.idle": "2024-04-30T02:46:03.349227Z", + "shell.execute_reply": "2024-04-30T02:46:03.348935Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.347183Z" + } + }, "outputs": [], "source": [ "def hsp2key(hspfkey):\n", - " op, activity, segment, _ = hspfkey.split('_')\n", - " return f'RESULTS/{op}_{op[0]}{segment:0>3s}/{activity}' " + " op, activity, segment, _ = hspfkey.split(\"_\")\n", + " return f\"RESULTS/{op}_{op[0]}{segment:0>3s}/{activity}\"" ] }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-30T02:46:03.349958Z", + "iopub.status.busy": "2024-04-30T02:46:03.349646Z", + "iopub.status.idle": "2024-04-30T02:46:03.353250Z", + "shell.execute_reply": "2024-04-30T02:46:03.352774Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.349944Z" + } + }, "outputs": [], "source": [ "def monthlyoutflow(keys, flowname):\n", " data = DataFrame()\n", " for key in keys.index:\n", - " hsp2 = read_hdf(hdfname, hsp2key(key))[flowname].resample('M').sum().to_numpy()\n", + " hsp2 = read_hdf(hdfname, hsp2key(key))[flowname].resample(\"M\").sum().to_numpy()\n", " hspf = read_hdf(HBN, key)[flowname].to_numpy()\n", "\n", " hsp2sum = hsp2.sum()\n", " hspfsum = hspf.sum()\n", "\n", - " segment = key.split('_')[2]\n", - " \n", - " data.loc[segment, 'HSP2 SUM'] = hsp2.sum()\n", - " data.loc[segment, 'HSPF SUM'] = hspf.sum()\n", - " data.loc[segment, 'Percent diff'] = 100.0 * (hspfsum - hsp2sum)/hspfsum\n", - " data.loc[segment, 'abs(Percent diff)'] = 100.0 * abs(hspfsum - hsp2sum)/hspfsum\n", + " segment = key.split(\"_\")[2]\n", "\n", - " return data.sort_values(by=['abs(Percent diff)']) " + " data.loc[segment, \"HSP2 SUM\"] = hsp2.sum()\n", + " data.loc[segment, \"HSPF SUM\"] = hspf.sum()\n", + " data.loc[segment, \"Percent diff\"] = 100.0 * (hspfsum - hsp2sum) / hspfsum\n", + " data.loc[segment, \"abs(Percent diff)\"] = (\n", + " 100.0 * abs(hspfsum - hsp2sum) / hspfsum\n", + " )\n", + "\n", + " return data.sort_values(by=[\"abs(Percent diff)\"])" ] }, { @@ -1020,43 +1063,67 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-30T02:46:03.353936Z", + "iopub.status.busy": "2024-04-30T02:46:03.353795Z", + "iopub.status.idle": "2024-04-30T02:46:03.358719Z", + "shell.execute_reply": "2024-04-30T02:46:03.358222Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.353922Z" + } + }, "outputs": [], "source": [ - "def plot(operation, ils, activity, name, how='sum'):\n", - " hspf = f'{operation}_{activity}_{ils:0>3s}_4'\n", + "def plot(operation, ils, activity, name, how=\"sum\"):\n", + " hspf = f\"{operation}_{activity}_{ils:0>3s}_4\"\n", " tshspf = read_hdf(HBN, hspf)[name]\n", - " \n", - " hsp2 = f'RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}'\n", - " if how == 'sum':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').sum().shift(1,'D')\n", - " elif how == 'last':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').last().shift(1,'D')\n", - " \n", - " plt.figure(figsize=(10,8))\n", - " plt.plot(tshspf.index, tshspf, label='HSPF', color='r')\n", - " plt.plot(tshsp2.index, tshsp2, label='HSP2', color='b')\n", + "\n", + " hsp2 = f\"RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}\"\n", + " if how == \"sum\":\n", + " tshsp2 = (\n", + " read_hdf(hdfname, hsp2)[f\"{name}_{how}\"].resample(\"M\").sum().shift(1, \"D\")\n", + " )\n", + " elif how == \"last\":\n", + " tshsp2 = (\n", + " read_hdf(hdfname, hsp2)[f\"{name}_{how}\"].resample(\"M\").last().shift(1, \"D\")\n", + " )\n", + "\n", + " plt.figure(figsize=(10, 8))\n", + " plt.plot(tshspf.index, tshspf, label=\"HSPF\", color=\"r\")\n", + " plt.plot(tshsp2.index, tshsp2, label=\"HSP2\", color=\"b\")\n", " plt.legend()\n", - " plt.title(f'{operation} {operation[0]}{ils:0>3s}, {activity} {name}')\n" + " plt.title(f\"{operation} {operation[0]}{ils:0>3s}, {activity} {name}\")" ] }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-30T02:46:03.359855Z", + "iopub.status.busy": "2024-04-30T02:46:03.359574Z", + "iopub.status.idle": "2024-04-30T02:46:03.362850Z", + "shell.execute_reply": "2024-04-30T02:46:03.362528Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.359841Z" + } + }, "outputs": [], "source": [ - "def scatter(operation, ils, activity, name, how='sum'):\n", - " hspf = f'{operation}_{activity}_{ils:0>3s}_4'\n", + "def scatter(operation, ils, activity, name, how=\"sum\"):\n", + " hspf = f\"{operation}_{activity}_{ils:0>3s}_4\"\n", " tshspf = read_hdf(HBN, hspf)[name]\n", - " \n", - " hsp2 = f'RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}'\n", - " if how == 'sum':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').sum().shift(1,'D')\n", - " elif how == 'last':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').last().shift(1,'D')\n", - " \n", + "\n", + " hsp2 = f\"RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}\"\n", + " if how == \"sum\":\n", + " tshsp2 = (\n", + " read_hdf(hdfname, hsp2)[f\"{name}_{how}\"].resample(\"M\").sum().shift(1, \"D\")\n", + " )\n", + " elif how == \"last\":\n", + " tshsp2 = (\n", + " read_hdf(hdfname, hsp2)[f\"{name}_{how}\"].resample(\"M\").last().shift(1, \"D\")\n", + " )\n", + "\n", " plt.scatter(tshspf, tshsp2)" ] }, @@ -1069,8 +1136,16 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-30T02:46:03.363618Z", + "iopub.status.busy": "2024-04-30T02:46:03.363312Z", + "iopub.status.idle": "2024-04-30T02:46:03.369658Z", + "shell.execute_reply": "2024-04-30T02:46:03.369352Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.363605Z" + } + }, "outputs": [ { "data": { @@ -1104,274 +1179,64 @@ " \n", " \n", " \n", - " IMPLND_IWATER_011_4\n", - " IMPLND\n", - " IWATER\n", - " 11\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_021_4\n", - " IMPLND\n", - " IWATER\n", - " 21\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_041_4\n", - " IMPLND\n", - " IWATER\n", - " 41\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_051_4\n", - " IMPLND\n", - " IWATER\n", - " 51\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_061_4\n", - " IMPLND\n", - " IWATER\n", - " 61\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_071_4\n", - " IMPLND\n", - " IWATER\n", - " 71\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_081_4\n", - " IMPLND\n", - " IWATER\n", - " 81\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_101_4\n", - " IMPLND\n", - " IWATER\n", - " 101\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_111_4\n", - " IMPLND\n", - " IWATER\n", - " 111\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_121_4\n", - " IMPLND\n", - " IWATER\n", - " 121\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_131_4\n", - " IMPLND\n", - " IWATER\n", - " 131\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_141_4\n", - " IMPLND\n", - " IWATER\n", - " 141\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_151_4\n", - " IMPLND\n", - " IWATER\n", - " 151\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_161_4\n", - " IMPLND\n", - " IWATER\n", - " 161\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_171_4\n", - " IMPLND\n", - " IWATER\n", - " 171\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_181_4\n", - " IMPLND\n", - " IWATER\n", - " 181\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_191_4\n", - " IMPLND\n", - " IWATER\n", - " 191\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_201_4\n", - " IMPLND\n", - " IWATER\n", - " 201\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_211_4\n", - " IMPLND\n", - " IWATER\n", - " 211\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_221_4\n", - " IMPLND\n", - " IWATER\n", - " 221\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_231_4\n", - " IMPLND\n", - " IWATER\n", - " 231\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_241_4\n", - " IMPLND\n", - " IWATER\n", - " 241\n", + " PERLND_SNOW_001_4\n", + " PERLND\n", + " SNOW\n", + " 1\n", " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", + " (12, 22)\n", + " 1976-02-01\n", + " 1977-01-01\n", " \n", " \n", - " IMPLND_IWATER_251_4\n", - " IMPLND\n", - " IWATER\n", - " 251\n", + " PERLND_PWATER_001_4\n", + " PERLND\n", + " PWATER\n", + " 1\n", " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", + " (12, 29)\n", + " 1976-02-01\n", + " 1977-01-01\n", " \n", " \n", - " IMPLND_IWATER_271_4\n", - " IMPLND\n", - " IWATER\n", - " 271\n", + " PERLND_SNOW_002_4\n", + " PERLND\n", + " SNOW\n", + " 2\n", " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", + " (12, 22)\n", + " 1976-02-01\n", + " 1977-01-01\n", " \n", " \n", - " IMPLND_IWATER_281_4\n", - " IMPLND\n", - " IWATER\n", - " 281\n", + " PERLND_PWATER_002_4\n", + " PERLND\n", + " PWATER\n", + " 2\n", " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", + " (12, 29)\n", + " 1976-02-01\n", + " 1977-01-01\n", " \n", " \n", - " IMPLND_IWATER_291_4\n", - " IMPLND\n", - " IWATER\n", - " 291\n", + " PERLND_SNOW_003_4\n", + " PERLND\n", + " SNOW\n", + " 3\n", " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", + " (12, 22)\n", + " 1976-02-01\n", + " 1977-01-01\n", " \n", " \n", - " IMPLND_IWATER_301_4\n", - " IMPLND\n", - " IWATER\n", - " 301\n", + " PERLND_PWATER_003_4\n", + " PERLND\n", + " PWATER\n", + " 3\n", " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", + " (12, 29)\n", + " 1976-02-01\n", + " 1977-01-01\n", " \n", " \n", "\n", @@ -1379,338 +1244,62 @@ ], "text/plain": [ " Operation Activity segment Frequency Shape Start \\\n", - "IMPLND_IWATER_011_4 IMPLND IWATER 11 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_021_4 IMPLND IWATER 21 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_041_4 IMPLND IWATER 41 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_051_4 IMPLND IWATER 51 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_061_4 IMPLND IWATER 61 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_071_4 IMPLND IWATER 71 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_081_4 IMPLND IWATER 81 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_101_4 IMPLND IWATER 101 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_111_4 IMPLND IWATER 111 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_121_4 IMPLND IWATER 121 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_131_4 IMPLND IWATER 131 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_141_4 IMPLND IWATER 141 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_151_4 IMPLND IWATER 151 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_161_4 IMPLND IWATER 161 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_171_4 IMPLND IWATER 171 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_181_4 IMPLND IWATER 181 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_191_4 IMPLND IWATER 191 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_201_4 IMPLND IWATER 201 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_211_4 IMPLND IWATER 211 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_221_4 IMPLND IWATER 221 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_231_4 IMPLND IWATER 231 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_241_4 IMPLND IWATER 241 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_251_4 IMPLND IWATER 251 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_271_4 IMPLND IWATER 271 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_281_4 IMPLND IWATER 281 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_291_4 IMPLND IWATER 291 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_301_4 IMPLND IWATER 301 Monthly (108, 6) 1993-11-01 \n", + "PERLND_SNOW_001_4 PERLND SNOW 1 Monthly (12, 22) 1976-02-01 \n", + "PERLND_PWATER_001_4 PERLND PWATER 1 Monthly (12, 29) 1976-02-01 \n", + "PERLND_SNOW_002_4 PERLND SNOW 2 Monthly (12, 22) 1976-02-01 \n", + "PERLND_PWATER_002_4 PERLND PWATER 2 Monthly (12, 29) 1976-02-01 \n", + "PERLND_SNOW_003_4 PERLND SNOW 3 Monthly (12, 22) 1976-02-01 \n", + "PERLND_PWATER_003_4 PERLND PWATER 3 Monthly (12, 29) 1976-02-01 \n", "\n", " Stop \n", - "IMPLND_IWATER_011_4 2002-10-01 \n", - "IMPLND_IWATER_021_4 2002-10-01 \n", - "IMPLND_IWATER_041_4 2002-10-01 \n", - "IMPLND_IWATER_051_4 2002-10-01 \n", - "IMPLND_IWATER_061_4 2002-10-01 \n", - "IMPLND_IWATER_071_4 2002-10-01 \n", - "IMPLND_IWATER_081_4 2002-10-01 \n", - "IMPLND_IWATER_101_4 2002-10-01 \n", - "IMPLND_IWATER_111_4 2002-10-01 \n", - "IMPLND_IWATER_121_4 2002-10-01 \n", - "IMPLND_IWATER_131_4 2002-10-01 \n", - "IMPLND_IWATER_141_4 2002-10-01 \n", - "IMPLND_IWATER_151_4 2002-10-01 \n", - "IMPLND_IWATER_161_4 2002-10-01 \n", - "IMPLND_IWATER_171_4 2002-10-01 \n", - "IMPLND_IWATER_181_4 2002-10-01 \n", - "IMPLND_IWATER_191_4 2002-10-01 \n", - "IMPLND_IWATER_201_4 2002-10-01 \n", - "IMPLND_IWATER_211_4 2002-10-01 \n", - "IMPLND_IWATER_221_4 2002-10-01 \n", - "IMPLND_IWATER_231_4 2002-10-01 \n", - "IMPLND_IWATER_241_4 2002-10-01 \n", - "IMPLND_IWATER_251_4 2002-10-01 \n", - "IMPLND_IWATER_271_4 2002-10-01 \n", - "IMPLND_IWATER_281_4 2002-10-01 \n", - "IMPLND_IWATER_291_4 2002-10-01 \n", - "IMPLND_IWATER_301_4 2002-10-01 " + "PERLND_SNOW_001_4 1977-01-01 \n", + "PERLND_PWATER_001_4 1977-01-01 \n", + "PERLND_SNOW_002_4 1977-01-01 \n", + "PERLND_PWATER_002_4 1977-01-01 \n", + "PERLND_SNOW_003_4 1977-01-01 \n", + "PERLND_PWATER_003_4 1977-01-01 " ] }, - "execution_count": 24, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "implndkeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='IMPLND')]\n", - "implndkeys" + "implndkeys = summary[(summary.Frequency == \"Monthly\") & (summary.Operation == \"IMPLND\")]\n", + "summary[(summary.Frequency == \"Monthly\")]" ] }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-30T02:46:03.370172Z", + "iopub.status.busy": "2024-04-30T02:46:03.370069Z", + "iopub.status.idle": "2024-04-30T02:46:03.503179Z", + "shell.execute_reply": "2024-04-30T02:46:03.499677Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.370161Z" + } + }, "outputs": [ { - 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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
291117.5699117.5699-0.00000.0000
281137.7904137.79040.00000.0000
101144.1288144.1288-0.00000.0000
021122.5966122.59660.00000.0000
051120.2708120.27080.00000.0000
081118.7938118.7938-0.00000.0000
041141.2890141.28900.00000.0000
271136.4228136.42280.00000.0000
251116.6337116.63370.00000.0000
201172.5608172.5608-0.00000.0000
191125.6937125.69370.00000.0000
221126.6460126.64600.00000.0000
071132.6849132.68490.00000.0000
111126.0203126.02030.00000.0000
141116.0248116.02490.00000.0000
131126.2947126.29470.00000.0000
121126.2947126.29470.00000.0000
161131.2695131.26950.00000.0000
211125.3008125.3008-0.00000.0000
011131.6821131.68210.00000.0000
151133.6036133.60360.00000.0000
061133.6036133.60360.00000.0000
301119.8081119.8081-0.00000.0000
171115.9610115.96100.00000.0000
181115.9610115.96100.00000.0000
241120.2066120.20660.00000.0000
231135.5890135.58900.00000.0000
\n", - "
" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "291 117.5699 117.5699 -0.0000 0.0000\n", - "281 137.7904 137.7904 0.0000 0.0000\n", - "101 144.1288 144.1288 -0.0000 0.0000\n", - "021 122.5966 122.5966 0.0000 0.0000\n", - "051 120.2708 120.2708 0.0000 0.0000\n", - "081 118.7938 118.7938 -0.0000 0.0000\n", - "041 141.2890 141.2890 0.0000 0.0000\n", - "271 136.4228 136.4228 0.0000 0.0000\n", - "251 116.6337 116.6337 0.0000 0.0000\n", - "201 172.5608 172.5608 -0.0000 0.0000\n", - "191 125.6937 125.6937 0.0000 0.0000\n", - "221 126.6460 126.6460 0.0000 0.0000\n", - "071 132.6849 132.6849 0.0000 0.0000\n", - "111 126.0203 126.0203 0.0000 0.0000\n", - "141 116.0248 116.0249 0.0000 0.0000\n", - "131 126.2947 126.2947 0.0000 0.0000\n", - "121 126.2947 126.2947 0.0000 0.0000\n", - "161 131.2695 131.2695 0.0000 0.0000\n", - "211 125.3008 125.3008 -0.0000 0.0000\n", - "011 131.6821 131.6821 0.0000 0.0000\n", - "151 133.6036 133.6036 0.0000 0.0000\n", - "061 133.6036 133.6036 0.0000 0.0000\n", - "301 119.8081 119.8081 -0.0000 0.0000\n", - "171 115.9610 115.9610 0.0000 0.0000\n", - "181 115.9610 115.9610 0.0000 0.0000\n", - "241 120.2066 120.2066 0.0000 0.0000\n", - "231 135.5890 135.5890 0.0000 0.0000" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" + "ename": "KeyError", + "evalue": "'abs(Percent diff)'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/tmp/ipykernel_3535141/1460839400.py\u001b[0m in \u001b[0;36m?\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdelta\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmonthlyoutflow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimplndkeys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"SURO\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mdelta\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/tmp/ipykernel_3535141/530381223.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(keys, flowname)\u001b[0m\n\u001b[1;32m 15\u001b[0m data.loc[segment, \"abs(Percent diff)\"] = (\n\u001b[1;32m 16\u001b[0m \u001b[0;36m100.0\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhspfsum\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mhsp2sum\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mhspfsum\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m )\n\u001b[1;32m 18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 19\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mby\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"abs(Percent diff)\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, by, axis, ascending, inplace, kind, na_position, ignore_index, key)\u001b[0m\n\u001b[1;32m 7185\u001b[0m )\n\u001b[1;32m 7186\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mby\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7187\u001b[0m \u001b[0;31m# len(by) == 1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7188\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 7189\u001b[0;31m \u001b[0mk\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_label_or_level_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mby\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7190\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7191\u001b[0m \u001b[0;31m# need to rewrap column in Series to apply key function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7192\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m 1907\u001b[0m \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mother_axes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1908\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_is_level_reference\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1909\u001b[0m \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_level_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1910\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1911\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1912\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1913\u001b[0m \u001b[0;31m# Check for duplicates\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1914\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'abs(Percent diff)'" + ] } ], "source": [ - "delta = monthlyoutflow(implndkeys, 'SURO')\n", + "delta = monthlyoutflow(implndkeys, \"SURO\")\n", "delta" ] }, @@ -1723,166 +1312,51 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
count27.000027.000027.000027.0000
mean128.5445128.54450.00000.0000
std12.001212.00120.00000.0000
min115.9610115.9610-0.00000.0000
25%120.0074120.00740.00000.0000
50%126.2947126.29470.00000.0000
75%133.6036133.60360.00000.0000
max172.5608172.56080.00000.0000
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 27.0000 27.0000 27.0000 27.0000\n", - "mean 128.5445 128.5445 0.0000 0.0000\n", - "std 12.0012 12.0012 0.0000 0.0000\n", - "min 115.9610 115.9610 -0.0000 0.0000\n", - "25% 120.0074 120.0074 0.0000 0.0000\n", - "50% 126.2947 126.2947 0.0000 0.0000\n", - "75% 133.6036 133.6036 0.0000 0.0000\n", - "max 172.5608 172.5608 0.0000 0.0000" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.503755Z", + "iopub.status.idle": "2024-04-30T02:46:03.503944Z", + "shell.execute_reply": "2024-04-30T02:46:03.503867Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.503859Z" } - ], + }, + "outputs": [], "source": [ "delta.describe()" ] }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.504736Z", + "iopub.status.idle": "2024-04-30T02:46:03.504951Z", + "shell.execute_reply": "2024-04-30T02:46:03.504883Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.504877Z" } - ], + }, + "outputs": [], "source": [ - "delta['Percent diff'].hist()" + "delta[\"Percent diff\"].hist()" ] }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST IMPLND SEGMENT IS 231\n" - ] + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.505550Z", + "iopub.status.idle": "2024-04-30T02:46:03.505707Z", + "shell.execute_reply": "2024-04-30T02:46:03.505637Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.505631Z" } - ], + }, + "outputs": [], "source": [ "ils = delta.index[-1]\n", - "print('WORST IMPLND SEGMENT IS', ils)" + "print(\"WORST IMPLND SEGMENT IS\", ils)" ] }, { @@ -1894,46 +1368,34 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.506287Z", + "iopub.status.idle": "2024-04-30T02:46:03.506545Z", + "shell.execute_reply": "2024-04-30T02:46:03.506476Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.506470Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'SURO', 'sum')" + "plot(\"IMPLND\", ils, \"IWATER\", \"SURO\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.506923Z", + "iopub.status.idle": "2024-04-30T02:46:03.507060Z", + "shell.execute_reply": "2024-04-30T02:46:03.506996Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.506990Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'SURO', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"SURO\", \"sum\")" ] }, { @@ -1945,46 +1407,34 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.507508Z", + "iopub.status.idle": "2024-04-30T02:46:03.507641Z", + "shell.execute_reply": "2024-04-30T02:46:03.507578Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.507572Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'IMPEV', 'sum')" + "plot(\"IMPLND\", ils, \"IWATER\", \"IMPEV\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.507929Z", + "iopub.status.idle": "2024-04-30T02:46:03.508059Z", + "shell.execute_reply": "2024-04-30T02:46:03.507997Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.507990Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'IMPEV', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"IMPEV\", \"sum\")" ] }, { @@ -1996,46 +1446,34 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.508739Z", + "iopub.status.idle": "2024-04-30T02:46:03.508872Z", + "shell.execute_reply": "2024-04-30T02:46:03.508811Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.508804Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'PET', 'sum')" + "plot(\"IMPLND\", ils, \"IWATER\", \"PET\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.509250Z", + "iopub.status.idle": "2024-04-30T02:46:03.509376Z", + "shell.execute_reply": "2024-04-30T02:46:03.509317Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.509311Z" + } + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'PET', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"PET\", \"sum\")" ] }, { @@ -2047,46 +1485,34 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.509722Z", + "iopub.status.idle": "2024-04-30T02:46:03.509863Z", + "shell.execute_reply": "2024-04-30T02:46:03.509788Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.509782Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'RETS', 'last')" + "plot(\"IMPLND\", ils, \"IWATER\", \"RETS\", \"last\")" ] }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.510199Z", + "iopub.status.idle": "2024-04-30T02:46:03.510306Z", + "shell.execute_reply": "2024-04-30T02:46:03.510255Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.510249Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'RETS', 'last')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"RETS\", \"last\")" ] }, { @@ -2098,46 +1524,34 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.510572Z", + "iopub.status.idle": "2024-04-30T02:46:03.510686Z", + "shell.execute_reply": "2024-04-30T02:46:03.510632Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.510627Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'SUPY', 'sum')" + "plot(\"IMPLND\", ils, \"IWATER\", \"SUPY\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.511004Z", + "iopub.status.idle": "2024-04-30T02:46:03.511112Z", + "shell.execute_reply": "2024-04-30T02:46:03.511061Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.511056Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'SUPY', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"SUPY\", \"sum\")" ] }, { @@ -2149,3669 +1563,914 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.511778Z", + "iopub.status.idle": "2024-04-30T02:46:03.511910Z", + "shell.execute_reply": "2024-04-30T02:46:03.511850Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.511845Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'SURS', 'last')" + "plot(\"IMPLND\", ils, \"IWATER\", \"SURS\", \"last\")" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.512147Z", + "iopub.status.idle": "2024-04-30T02:46:03.512266Z", + "shell.execute_reply": "2024-04-30T02:46:03.512208Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.512203Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"IMPLND\", ils, \"IWATER\", \"SURS\", \"last\")" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "source": [ + "## Automate checking PERLNDs for PERO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.515341Z", + "iopub.status.idle": "2024-04-30T02:46:03.515569Z", + "shell.execute_reply": "2024-04-30T02:46:03.515508Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.515501Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'SURS', 'last')" + "perlndkeys = summary[(summary.Frequency == \"Monthly\") & (summary.Operation == \"PERLND\")]\n", + "perlndkeys[0:10]" ] }, { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.515925Z", + "iopub.status.idle": "2024-04-30T02:46:03.516080Z", + "shell.execute_reply": "2024-04-30T02:46:03.516012Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.516006Z" + }, + "scrolled": true + }, "outputs": [], - "source": [] + "source": [ + "delta = monthlyoutflow(perlndkeys, \"PERO\")\n", + "delta" + ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Automate checking PERLNDs for PERO" + "Look at the statistics for the percent difference column" ] }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OperationActivitysegmentFrequencyShapeStartStop
PERLND_PWATER_011_4PERLNDPWATER11Monthly(108, 27)1993-11-012002-10-01
PERLND_PWATER_012_4PERLNDPWATER12Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_013_4PERLNDPWATER13Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_014_4PERLNDPWATER14Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_015_4PERLNDPWATER15Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_021_4PERLNDPWATER21Monthly(108, 27)1993-11-012002-10-01
PERLND_PWATER_022_4PERLNDPWATER22Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_023_4PERLNDPWATER23Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_024_4PERLNDPWATER24Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_025_4PERLNDPWATER25Monthly(108, 32)1993-11-012002-10-01
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" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape \\\n", - "PERLND_PWATER_011_4 PERLND PWATER 11 Monthly (108, 27) \n", - "PERLND_PWATER_012_4 PERLND PWATER 12 Monthly (108, 32) \n", - "PERLND_PWATER_013_4 PERLND PWATER 13 Monthly (108, 32) \n", - "PERLND_PWATER_014_4 PERLND PWATER 14 Monthly (108, 32) \n", - "PERLND_PWATER_015_4 PERLND PWATER 15 Monthly (108, 32) \n", - "PERLND_PWATER_021_4 PERLND PWATER 21 Monthly (108, 27) \n", - "PERLND_PWATER_022_4 PERLND PWATER 22 Monthly (108, 32) \n", - "PERLND_PWATER_023_4 PERLND PWATER 23 Monthly (108, 32) \n", - "PERLND_PWATER_024_4 PERLND PWATER 24 Monthly (108, 32) \n", - "PERLND_PWATER_025_4 PERLND PWATER 25 Monthly (108, 32) \n", - "\n", - " Start Stop \n", - "PERLND_PWATER_011_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_012_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_013_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_014_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_015_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_021_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_022_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_023_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_024_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_025_4 1993-11-01 2002-10-01 " - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.516894Z", + "iopub.status.idle": "2024-04-30T02:46:03.517074Z", + "shell.execute_reply": "2024-04-30T02:46:03.517005Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.516998Z" } - ], + }, + "outputs": [], "source": [ - "perlndkeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='PERLND')]\n", - "perlndkeys[0:10]" + "delta.describe()" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { - "scrolled": true + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.517430Z", + "iopub.status.idle": "2024-04-30T02:46:03.517651Z", + "shell.execute_reply": "2024-04-30T02:46:03.517487Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.517482Z" + } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "055 64.7859 64.7859 -0.0000 0.0000\n", - "226 29.4270 29.4270 -0.0000 0.0000\n", - "222 45.9145 45.9145 -0.0000 0.0000\n", - "124 56.8129 56.8129 -0.0000 0.0000\n", - "235 85.6543 85.6543 -0.0000 0.0000\n", - "071 13.8709 13.8709 -0.0000 0.0000\n", - "275 44.8519 44.8519 0.0000 0.0000\n", - "135 49.4472 49.4472 -0.0000 0.0000\n", - "023 57.9035 57.9035 -0.0000 0.0000\n", - "201 10.9715 10.9715 -0.0000 0.0000\n", - "082 45.8386 45.8386 0.0000 0.0000\n", - "285 97.2315 97.2314 -0.0000 0.0000\n", - "304 104.4457 104.4457 0.0000 0.0000\n", - "232 54.5515 54.5515 0.0000 0.0000\n", - "256 21.2304 21.2304 0.0000 0.0000\n", - "051 10.1520 10.1520 0.0000 0.0000\n", - "175 56.6028 56.6028 -0.0000 0.0000\n", - "295 121.6003 121.6003 0.0000 0.0000\n", - "013 55.6965 55.6965 0.0000 0.0000\n", - "254 46.5186 46.5186 -0.0000 0.0000\n", - "225 70.3941 70.3940 -0.0000 0.0000\n", - "072 54.2092 54.2092 0.0000 0.0000\n", - "102 37.5410 37.5410 -0.0000 0.0000\n", - "291 31.4601 31.4601 -0.0000 0.0000\n", - "073 65.6017 65.6017 -0.0000 0.0000\n", - "184 52.1066 52.1066 -0.0000 0.0000\n", - "281 12.5471 12.5471 -0.0000 0.0000\n", - "075 73.6297 73.6297 0.0000 0.0000\n", - "206 28.4453 28.4453 -0.0000 0.0000\n", - "164 49.3031 49.3031 0.0000 0.0000\n", - "133 43.1818 43.1818 -0.0000 0.0000\n", - "255 48.7199 48.7198 -0.0000 0.0000\n", - "074 70.8455 70.8455 0.0000 0.0000\n", - "221 10.2781 10.2781 -0.0000 0.0000\n", - "292 88.3961 88.3961 -0.0000 0.0000\n", - "121 7.9901 7.9901 0.0000 0.0000\n", - "062 48.5426 48.5426 -0.0000 0.0000\n", - "305 108.6897 108.6897 -0.0000 0.0000\n", - "022 46.3543 46.3543 -0.0000 0.0000\n", - "052 46.1781 46.1781 -0.0000 0.0000\n", - "031 18.2778 18.2778 0.0000 0.0000\n", - "081 10.2268 10.2268 0.0000 0.0000\n", - "043 63.0228 63.0228 -0.0000 0.0000\n", - "293 108.5104 108.5104 -0.0000 0.0000\n", - "181 6.0741 6.0741 0.0000 0.0000\n", - "174 53.8139 53.8139 -0.0000 0.0000\n", - "294 117.4441 117.4440 -0.0000 0.0000\n", - "042 54.4023 54.4023 -0.0000 0.0000\n", - "191 12.4472 12.4472 0.0000 0.0000\n", - "224 66.8366 66.8366 -0.0000 0.0000\n", - "024 62.4759 62.4759 -0.0000 0.0000\n", - "172 36.9647 36.9646 -0.0000 0.0000\n", - "252 33.3730 33.3730 0.0000 0.0000\n", - "302 77.3120 77.3120 -0.0000 0.0000\n", - "054 62.4308 62.4308 0.0000 0.0000\n", - "132 34.4520 34.4520 -0.0000 0.0000\n", - "014 58.5426 58.5426 -0.0000 0.0000\n", - "202 47.1175 47.1175 0.0000 0.0000\n", - "025 65.9857 65.9857 -0.0000 0.0000\n", - "085 64.7964 64.7964 -0.0000 0.0000\n", - "141 6.6902 6.6902 -0.0000 0.0000\n", - "091 13.2223 13.2223 -0.0000 0.0000\n", - "161 6.8479 6.8479 -0.0000 0.0000\n", - "192 47.9039 47.9038 -0.0000 0.0000\n", - "101 6.1333 6.1333 -0.0000 0.0000\n", - "204 58.4831 58.4830 -0.0000 0.0000\n", - "012 46.7790 46.7790 -0.0000 0.0000\n", - "015 61.9178 61.9177 -0.0000 0.0000\n", - "212 26.9619 26.9620 0.0000 0.0000\n", - "122 39.3604 39.3604 0.0000 0.0000\n", - "213 32.9974 32.9974 -0.0000 0.0000\n", - "303 94.6483 94.6482 -0.0000 0.0000\n", - "061 10.7588 10.7588 -0.0000 0.0000\n", - "193 64.2409 64.2408 -0.0000 0.0000\n", - "283 80.6521 80.6521 -0.0000 0.0000\n", - "211 4.6437 4.6437 -0.0000 0.0000\n", - "272 34.2029 34.2030 0.0000 0.0000\n", - "171 6.3571 6.3571 -0.0000 0.0000\n", - "244 70.7412 70.7412 0.0000 0.0000\n", - "142 35.9641 35.9641 -0.0000 0.0000\n", - "011 10.5855 10.5855 -0.0001 0.0001\n", - "084 62.0636 62.0635 -0.0001 0.0001\n", - "143 47.6421 47.6421 -0.0001 0.0001\n", - "241 9.4750 9.4750 -0.0001 0.0001\n", - "041 13.4357 13.4357 -0.0001 0.0001\n", - "216 15.7818 15.7818 -0.0001 0.0001\n", - "276 20.0781 20.0781 -0.0001 0.0001\n", - "215 37.4414 37.4414 -0.0001 0.0001\n", - "053 57.2186 57.2186 -0.0001 0.0001\n", - "123 51.1786 51.1786 -0.0001 0.0001\n", - "266 32.8916 32.8915 -0.0001 0.0001\n", - "245 75.5340 75.5340 -0.0001 0.0001\n", - "205 61.2696 61.2695 -0.0001 0.0001\n", - "214 35.7319 35.7319 -0.0001 0.0001\n", - "203 54.5416 54.5415 -0.0001 0.0001\n", - "151 6.5098 6.5099 0.0001 0.0001\n", - "282 60.8722 60.8722 -0.0001 0.0001\n", - "301 29.7379 29.7379 -0.0001 0.0001\n", - "112 40.4292 40.4292 -0.0001 0.0001\n", - "144 53.3963 53.3962 -0.0001 0.0001\n", - "253 42.0119 42.0118 -0.0001 0.0001\n", - "162 36.4145 36.4145 0.0001 0.0001\n", - "134 47.0151 47.0151 0.0001 0.0001\n", - "194 73.6659 73.6659 -0.0001 0.0001\n", - "296 84.7219 84.7219 -0.0001 0.0001\n", - "165 51.5487 51.5486 -0.0001 0.0001\n", - "185 14.7898 14.7898 -0.0001 0.0001\n", - "183 46.3417 46.3417 -0.0001 0.0001\n", - "083 56.9164 56.9164 -0.0001 0.0001\n", - "242 44.8303 44.8302 -0.0001 0.0001\n", - "145 56.3642 56.3642 -0.0001 0.0001\n", - "173 48.1865 48.1864 -0.0001 0.0001\n", - "021 10.5716 10.5716 -0.0001 0.0001\n", - "131 6.0328 6.0327 -0.0001 0.0001\n", - "113 51.9226 51.9226 -0.0001 0.0001\n", - "163 44.8749 44.8749 0.0001 0.0001\n", - "261 11.1663 11.1663 -0.0001 0.0001\n", - "271 7.1984 7.1984 -0.0001 0.0001\n", - "231 15.0347 15.0346 -0.0001 0.0001\n", - "182 34.9728 34.9727 -0.0001 0.0001\n", - "234 80.8645 80.8644 -0.0001 0.0001\n", - "243 61.3993 61.3994 0.0001 0.0001\n", - "251 6.8682 6.8682 -0.0001 0.0001\n", - "286 36.9912 36.9911 -0.0002 0.0002\n", - "152 34.4905 34.4905 -0.0002 0.0002\n", - "111 7.1259 7.1259 0.0002 0.0002\n", - "195 78.4794 78.4795 0.0002 0.0002\n", - "306 72.7249 72.7248 -0.0002 0.0002\n", - "125 59.8037 59.8035 -0.0003 0.0003" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "delta = monthlyoutflow(perlndkeys, 'PERO')\n", - "delta" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Look at the statistics for the percent difference column" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
count129.0000129.0000129.0000129.0000
mean45.512245.5122-0.00000.0001
std26.665726.66570.00010.0000
min4.64374.6437-0.00030.0000
25%26.961926.9620-0.00010.0000
50%46.779046.7790-0.00000.0000
75%61.399361.3994-0.00000.0001
max121.6003121.60030.00020.0003
\n", - "
" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 129.0000 129.0000 129.0000 129.0000\n", - "mean 45.5122 45.5122 -0.0000 0.0001\n", - "std 26.6657 26.6657 0.0001 0.0000\n", - "min 4.6437 4.6437 -0.0003 0.0000\n", - "25% 26.9619 26.9620 -0.0001 0.0000\n", - "50% 46.7790 46.7790 -0.0000 0.0000\n", - "75% 61.3993 61.3994 -0.0000 0.0001\n", - "max 121.6003 121.6003 0.0002 0.0003" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "delta.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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z/a6We3Ad8C/Na7i7Wfb7wMea6bPphPEhOn/ELp617t3Nei/RfPJnoW02yy9utnGo2eZZbf8OtNiLX23++88A/zH7920UHkPuxUyz7O18+J3FavNrAiSpED/9IkmFGOqSVIihLkmFGOqSVIihLkmFGOqSVIihLkmF/D/tBDrvUPVXYQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "delta['Percent diff'].hist()" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST PERLND SEGMENT IS 125\n" - ] - } - ], - "source": [ - "pls = delta.index[-1]\n", - "print('WORST PERLND SEGMENT IS', pls)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER AGWLI" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'AGWLI', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'AGWLI', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SURLI" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'SURLI', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER AGWO" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'AGWO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER BASET" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'BASET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### PERLND PWATER CEPE" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'CEPE', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IFWI" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'IFWI', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IFWO" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'IFWO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IGWI" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'IGWI', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER INFIL" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'INFIL', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER LZET" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'LZET', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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rlVdrP/Asr/gsb21LgAPtQ6AjsEZTESux4hPoDAIdTb39rp/qt8+/Erg9M1iAzuChKBoKG+bMYAE6hxE6atqSHdeOvQflzZuesijdpy8wgwXoGAIdc2zJjuv+vQcDtzdJN60d1Oc3rG5dpwA0RaDjlPKuiPmADzUHmIoIdBUCHZKCz2ApO/eNZ+rRT1/a2k4BCIVAh7K5vG754ZhmPFjFnDAHuhOBnlBbsuN6YN+hwCEuSak+05euu4ASC9ClCPQECvvQU5LOPD2l//gnZrAA3YxAT5BsLq87dk/oxeNzj3+rJZNOsZEW0EMI9AQIG+SSlDIjzIEeQ6DHXDaX16YHx2ad39kMI3OgNxHoMTWflZ4Sc8uBXkagx9BN3/6FHn/2j6F+572s9AR6HoEeM9lcPnSYf+X6CxmRAzFAoMdE2GX7Ze9dO0iYAzFBoMdA2GX7ktSfSWvr+lWEORAjBHoPm890RIIciC8CvUdlc3ltemhM0zPB5rGccVqfvnjN+QQ5EGMEeg8p18mPTBXUZxZoHxamIQLJQaD3iOo6ebMwZ3EQkDyBzhQ1s3ea2aSZHTCzzTWu32xmR81sf+nrQ9F3NbnK29sGfejJsn0gmZqO0M0sJembkt4u6bCkX5rZLnd/uqrpD9z94y3oY6KVR+ZBt7lN95mG2eIWSKQgJZeLJR1w999Jkpl9X9JVkqoDHREKOq+8z6TyNi3MYAGSLUigD0g6VPHzYUmX1Gh3jZm9TdJvJP2rux+qbmBmGyVtlKTBwcHwvU2AMFMRqZMDqBTVQ9Hdkh5w9z+b2b9I+p6ky6obuft2SdslaWhoKOy+UbGWzeX12R+N65VXqZMDmJ8gD0XzkpZX/Hx26bVT3P0Fd/9z6cfvSHpLNN1Lhmwur1seHAsc5pl0Sl96D3VyALMFCfRfSjrXzM4xs9Ml3SBpV2UDMzur4sf1kp6Jrovxd8fuCc0E3K98oD/DyBxATU1LLu5+wsw+LmlEUkrSve4+YWafkzTq7rskfcLM1ks6IemPkm5uYZ9joXKRUJAop14OoBnzEKe+R2loaMhHR0c78t6dFnYzLWavACgzsyfcfajWNVaKdsDwyGTgMOfgCQBBEehtUFleWdafCbxnOWEOIAwCvcWqz/bMTxVkUs26ecpMJ921jA21AMwDgd5C2Vy+5kHNLs0JdR56AlgoAr0FgizbdxWnIJbLMIzIASwUgR6x6hJLPQP9GT2+ec5iWgCYNwI9ItlcXlt3TWiq0HwPFpO06fKVre8UgEQh0CMQZl65Sbpp7SDlFQCRI9DniePgAHQbAn0ewh4HZ5K+fP2FBDmAliLQQyofBxf0BCFKLADahUAPIexxcIsXpXX7lezBAqA9CPQQmu3BwkpPAJ1EoIdwpMFCIVZ6Aui0IAdcoGRZf6bm6xwHB6AbEOghbLp8pTLp1KzXOA4OQLeg5BJCObQrt8KlVg6gWxDoIW1YM0CAA+hKlFwAICYIdACIiUSWXKqPhKMODiAOEhfo1fuw5KcKunXnuCQR6gB6WuJKLrVWexamZzQ8MtmhHgFANGI/Qq8ur9Q7Fq7RKlAA6AWxDvRa5ZXqw5nL6q0CBYBeEeuSS63yiqu4pW2lTDrFkXAAel6sA71eGcVVPD3ISn9lHxYAcRDrkku9mvlAf0aPb76sAz0CgNaJ9Qi93mZalFcAxFGsR+hspgUgSWId6BKbaQFIjkAlFzN7p5lNmtkBM9tc4/oZZvaD0vV9ZrYi8p6qOA1x3Z17dM7mH2vdnXuUzeVb8TYA0JOaBrqZpSR9U9K7JJ0n6UYzO6+q2Qclvejufyfpy5K+GHVHy3PK81MFuV5bsk+oA0BRkBH6xZIOuPvv3P1VSd+XdFVVm6skfa/0/UOS/tHMqqd7LwhL9gGgsSCBPiDpUMXPh0uv1Wzj7ickHZP0V9V/kJltNLNRMxs9evRoqI7Wm1POkn0AKGrrtEV33+7uQ+4+tHTp0lC/W29pPkv2AaAoSKDnJS2v+Pns0ms125jZaZLeIOmFKDpYxpxyAGgsSKD/UtK5ZnaOmZ0u6QZJu6ra7JL0z6Xvr5W0x91r7YE1bxvWDGjb1atZsg8AdTSdh+7uJ8zs45JGJKUk3evuE2b2OUmj7r5L0j2S/tPMDkj6o4qhHznmlANAfYEWFrn7I5IeqXrttorv/0/SddF2DQAQRqz3cgGAJCHQASAmCHQAiAkCHQBiwiKeXRj8jc2OSvr9PH99iaQ/RNidXpHE+07iPUvcd5KEvec3u3vNlZkdC/SFMLNRdx/qdD/aLYn3ncR7lrjvTvejnaK8Z0ouABATBDoAxESvBvr2TnegQ5J430m8Z4n7TpLI7rkna+gAgLl6dYQOAKhCoANATHR1oHfL4dTtFuC+bzazo2a2v/T1oU70M0pmdq+ZPW9mT9W5bmb2tdLfk1+Z2UXt7mPUAtzzpWZ2rOJzvq1Wu15iZsvN7DEze9rMJszskzXaxPGzDnLfC/+83b0rv1TcqvdZSX8j6XRJY5LOq2rzUUl3l76/QdIPOt3vNt33zZK+0em+Rnzfb5N0kaSn6ly/QtJPJJmktZL2dbrPbbjnSyX9d6f7GfE9nyXpotL3r5f0mxr/fMfxsw5y3wv+vLt5hN4Vh1N3QJD7jh13/5mKe+nXc5Wk+7xor6R+MzurPb1rjQD3HDvu/py7P1n6/k+SntHcM4rj+FkHue8F6+ZAj+xw6h4T5L4l6ZrS/44+ZGbLa1yPm6B/X+LmrWY2ZmY/MbNVne5MlEol0jWS9lVdivVn3eC+pQV+3t0c6Khvt6QV7n6+pEf12v+lIF6eVHHfjgskfV1StrPdiY6ZvU7Sw5I+5e4vdbo/7dLkvhf8eXdzoHfF4dQd0PS+3f0Fd/9z6cfvSHpLm/rWSUH+eYgVd3/J3V8uff+IpLSZLelwtxbMzNIqhtoOd99Zo0ksP+tm9x3F593Ngd4Vh1N3QNP7rqonrlexHhd3uyS9vzQDYq2kY+7+XKc71Upm9qbyMyEzu1jFf197esBSup97JD3j7nfVaRa7zzrIfUfxeQc6U7QTvIsOp26ngPf9CTNbL+mEivd9c8c6HBEze0DFp/xLzOywpNslpSXJ3e9W8UzbKyQdkHRc0gc609PoBLjnayV9xMxOSCpIuiEGA5Z1kt4nadzM9pde+4ykQSm+n7WC3feCP2+W/gNATHRzyQUAEAKBDgAxQaADQEwQ6AAQEwQ6AMQEgQ4AMUGgA0BM/D8Rg14OWSswEAAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'LZET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERC" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PERC', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERO" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'PERO', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PERO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERS" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PERS', 'last')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PET, Monthly" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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FktpmYonBYBwdvIhZDjuHPWYmllzCEUsrlcEL6npx6yQZOnPDRQUDAgBA7QgBj4TBYDDcQRAElMvlm0ow2baNcrkMQRh9LmcRqy5h6dStttJMD3zNejmOCVJG2Z6AMdhbxwgR3XYXFqgAVrpiwKNhMBgMdzh+/DiuX7+OUqkU9FB8RRCEHT3nhoWJJZcw1Z4bzpgY+Jr1Oofj/AbKxgQMw6+RMcbBqBkARCTQggoJdtcGiZGgh8VgMBhjkUwmsbi4GPQwIgNzw7mEY1kqdqfQNvoXnFxXJMxITQjQmViKCEaddq2ejFXQQQKWwnr6MRgMxs0GE0su4YglGzGsne9v1lw3M5hKmxCICcNk1okosCmWkg0AgFJk3XQZDAbjZoOJJZdwxBIArLxQ6fua9XYB04UWE0sRQq9RsTQhUJGkbrBgMwaDwbjZYGLJJcxt2W0rL+9tT6+uq1AhY3oKEGIWDIv99FHAaXg8KVORpJaZ/5TBYDBuNtiK7RKWsSWWbry2d0EtvVwFAEzPxalYarGfPgpsiqUM/b9SNoMcDoPBYDACgK3YLrFdLK3c2Fu3Yv0V2hdu+gQPId6C0Yr7NjbG4dEbVCRN5On5VasswJvBYDBuNphYcgnToAIpCQs3insrMpSuagCA6UWJiaUIYSg0s3Fyiv6tVJhYYjAYjJsNJpZcwjKpWDqZXMFKNbXn+fVl6pqbvi0LIdGG0WYlrqKAI5Ympun5Uuv9y0IwGAx/+PyvPIEv/dpTQQ+DcZPBVmyXcMTSYrqMG2p2z/PrqzRbbur2PITEKir6XkHFCB+6Qs/b5LFef7gGa4DMYATJP/s3KShtAS9+NOiRMG4mmGXJJayed+bUtIoVa3LP8+slQIICaVqCkOzA6CR9HiHjMBhaTywt0FYnSoP19GMwgkRt83jJvBXrL95cbToYwcLEkkuYvSSpUye6qNk5aBvajufXKwlMJ2j9JSHZhdHh/B4i4xAYGhVHEydlAICq3DxNJxmMMKJ1qJX3K//11YBHwriZYGLJJSwL4GDi2Enq2Vx5bueuZ70hYJqnVaAFrgOjyyxLUUBXqTjKnUgjhg5UVsCbwQgUvUvF0mNfYskWDP9gYsklrBbAwcKx26i7ZuWl2o7n1zUZ0zJdaQXOhtG74RnhxtCpWErlBchQoKis8jqDESRaVwAAfPnl+YBHwriZYGLJJSyLgCMtzN+ZAQDceHmnCWLdzGI6S3dCAm/DsJkbLgo4DY/5DA8ppkPVmVhiMIJEgwgBOl4wb8PGpXLQw2HcJDCx5BJmqyeW7qMFeVaubJmI7a6N9e4kpgo0WFjgbRgQAhknYzR0ndbOinNxSHEDqsHqYzEYQdHSWmgjiYcnXwAAfOW3Xwl4RIybBSaWXMJqxcCTFrInMhChYmV167na1TraSGJ6hv4tCIAFHt02y6wKO4ZJkALtCycnDCgGq7bBYASFXqH34nc8qCIFDV9+lLUfYvgDE0suYbUJuFgLJEYwnyzhxvqWm239Is2Cm56nQd1Cz6hkNtiNHnYMk0Ag1EooJSyoFgvMZzCCQqtQv3iuEMOb8xfx5UuzAY+IcbPAxJJLWO0YuBit7nxMrGGlLm0+t/5aEwAwvUBVkpCicS9GnYmlsKObMQgxep4kzoJqsVgzBiMoHLGUkmL4jvsbeN64DZXXqgGPinEzwMSSS5it+KZYms+puKHlNp9bd/rCnaa1ephYig6GFUMqTi1LMt+G0mZZjAxGUOh1ei+K6Tgefl8eNmL46m+/HPCoGDcDTCy5hNWJgY/3LEtTLay0p2F3adp56QbtXD99ew4AIIj0ZzcarE5I2DFacQgxev4koQ21wwLzGYyg0Go9sZRJ4PU/eicE6HjsC0bAo2LcDDCx5BJWJw4uTrPd5o8BBlKoLtUAAOtrNJB78vYCACaWooTeikOIO2Kpy8QSgxEgjlhKpRPgMzzemLuIL1+cDnhUjJsBJpZcwmwntsTSSRrXsvL8BgBgfYOgQCpIir0Ab4mmnxvNVgAjZYyC0U4glaTnSRa7UGzpgHcwGAyv0Or0XhSzdC59+Fwdz+p3oHa1HuSwGDcBTCy5hNWNg09QsXTsDhqbtHKRtjdZr3KYTm4FITKxFB2MdgJCgrpXJQnQIbKSDwxGQOgKnWPFHN2Qfsd7cjRu6ROXghwW4yaAiSWXsLoJcHG6iM7flQMA3HiFBnavN1OYTjU3XyvItFaPobT9HSRjZPQOByFJJ2iZauA9TZIZDIY/aM2eWMrTRIs3/Ogd4GDiy59n9yTDW5hYcgmrmwCX6Imlc9SHvnKN3tjrehrTsr75WiaWooPRSSLF0fMopentoqyziZnBCAJHLKWy1LKUKqTwxuwFfPkCi1tieAsTSy5hdpPgklQsCTkBBVLBjVX68663cpjObwVzC2nqbzfUjv8D9YGXv7iEP/tnTwQ9DFcwuhwEjp5XRyypG/p+bzkyPPHfXsJf/7tngh4Gg7GJrtEMY3EitfnYd9xbw9PaHagvs7glhncwseQSVjcBPrkVy3KM38BKmUfbaKNsT2Bqwt58blMsaUcz9uXf/NR1/PivLAY9DFegYomeOzlHLYLKxs2RqvyLP6vjZ35RDHoYDMYmmrpXLD38niy6iONrv8PqLTG8YyixRAjJEUL+hBBykRBygRDyJq8HFjUsOwkuuSWI5qUGVpoyNl7utTqZ3epWL2SoCfmoWpZWqwKathz0MFxBtwWkhJ5lKUvFklq9OUo+rKoZVFrpoIfBYGyiaQBBF5y8VUn/jT92BxJo4etfUgMcGeOoM6xl6d8D+IJt23cCuA/ABe+GFE2oWNr6e76g44ZewPrLNQDA9LGtm1vI0uBEQ7dxFFlXJZgQ0LGiLwYNCBB6RbulPD2HURNL9eX6oc5F0cqh2sl4MCIG43BoOiBCA4ltbT7FSREZ0kStQfZ5J4MxHgeKJUJIFsC3A/htALBt27Jtu+bxuCKHCX6HZenYTAdr3WmsXqLlA6ZPbbkzNi1L+tF0wxXNLIDoZ421jTbaSG42PpYnqGpSqtEp+WApFk6dsvGJD3xtpPe1tBY27AmokNHSonO8jKONbsQgkr0xgzyxYFpMLDG8YxjL0iKAEoDfIYQ8Qwj5BCGEVebbht21YYEDv61t2PzxGLqI4/w3FADA9C1b7gwhR1df4wjGCdtdG8XOJIDoB0IbtV7Tzl54hFSgJ1htRMditvFyBTU7h2efHe19pYtl2L3pwalEz2AEjWbEIMb29tTkYy2YLRaCy/COYa6uBIAHAPwn27bvB6AC+OjuFxFCPkQIeZIQ8mSpVHJ5mOGmY3VgIwZuW0P6Y6fpwvrsi9Q3N31HfvM5x99uHME44fq1BizQY3c6hEcVp9Gx0/hYmqAiN0piqXKV1ve6sp464JU7KV6qbf67utwc/EIGw0c0M45UfK9YEmIWE0sMTxnm6roO4Lpt29/q/f0noOJpB7Zt/5Zt2w/Ztv3Q1NSUm2MMPWaD3rzbxdL8HdSS9OzqNBJoIXcyu/kciREI0I+kWCq+VN78t1qO9gE6vfucXn7yNHWlKo3ouE8r16kr9EqjMNL71l7ZEki1lWi7UxlHB92KQ4zvjRnkY22YrXgAI2LcLBwolmzbXgNwjRByR++hvw3gJU9HFTEslcZ0cPyWz/zYvRMAgIvmIqZiZcQSO39qgZgwzKPnY19/bWuRjVog9G70GhXBKYmeO2maep/VCCXdlK9TV+gVax52d/iEgrUrW0K3uhpt0cs4OmitBMRkH7EUb8FgYonhIcPaLf8BgN8jhDwP4ByAf+XZiCKII5Z4YUv8TN81iRg66CCBaW5vsbSjKpaKS1tWCKfpZVTZtCz1xFKci4OHESmxVCnSc2AghfWXNoZ+X3Fly9VYLUZb9DKODloriVRib+cDPt6B2WFiieEdQ4kl27af7bnY7rVt+722bVcPftfNQz/LUpyLYza2DgCYFpU97xFiFgzr6PnYi9e2Fla1FnGx1GtHI0iJzcdkokLRoiNyK6Ut0XPlW8Wh37dW3DrGaina55FxdNDaHESuj1hKtGG2E33ewWC4w9FbrQPAVHpiSdi5iB5L9QpSZva6MYSYBeMIBiQW17ZcPVoj2r3v9AY9r6n01iQsxXSoenR2sOWtEDJceb4x9PvWykmciN8AANQqR7MeGCN66B0OIt9PLHVgdphYYnjH0VutA2DLsrTz55xP98oGFPbuzIUj6mMvlrZ+gyhljfVj07IkbxNLcROqEZ3zVqnHkAYVSVdeHt6dVmymcFLaQAoaqsyOzAgJWkeAyO9NsOATXZhdJpYY3sHEkgtYOhUFvLhzET02SS1K032SA4+qWFqvc5iNUXeP2oxO1lg/+oklOWlAMaMzKVeaSZzg1zFByriyPPztvqZlMJvWkIs1UG0cveuUEU00W0Cqn1hKdmB2k33ewWC4AxNLLmBpdFHlhF2WpVnqvpia3bvYCIk2jCPoYy82JZyWqFhyml5GFV2hIjiV3aoJISUtqBY36C2ho6wKmOBVnEoVR6q1VGwVMFOwkE8qqCpsEWKEA90WIKb2zit8ssvEEsNTmFhyAVPtiaXULsvSSSqGpk/we95zZMWSkcHJQhME3UhljfXD0OgO1mlPAwAS14Laio5YqhgiCqKBU/n60LWWzIaJqp3H7LSNPKehqu29fhkMv+m2uzCQgijufU7gbJjd6NyXjOjBxJILDHLDnX14AnG0cce37fXDCckOjM7R2wkV2xOYKbQhQoMa8VqG/cSSzLehtIWghjQylVYahbSFU7Pm0LWWii/SEgOzx+LIpwzUzOgcL+PooldozbBUHwMpz9kwbSaWGN7BxJILOGJpt2Xpwb97BvWiidsfWdzzHiHZhdE5Wje3uq5ChYyZaRsS0aHp0b68dI0Ki1R+SyxIQgdqJzriodzJYSLbwalFMnStpeLLtC7YzAKPvGyh2pK9HiaDcSBamYolUdpbuoPnbBhgFlCGd0R7NQsJlkEtEJy4163mVH3ejcB1YBwxH/v6RVoqYWY+DimuQzWifXkZOhVLQnZrEpZSXaj2aH3WgkKv6NAholAATp2hYx6m1tLaqzSLc/ZWGTm5g2o74+k4GYxhcCrqi/LeeYXnARPCSFXqGYxRiPZqFhJMx7LURywNQuBsGN2jtRPatEicFCDGTahGtGOynN59fGbrPMmSDcXuL4DDRvUKPR+FyRhO3U8bOQ9Ta2ntKj3w2TtzyOds1JFFx4p2GQhG9NGqvfZD8t6EGb53i7Y0VkCV4Q1MLLmAZdDdDC8PbykSeBvGEfOxFy/TiO7pRQlSwoRmRTvlXNcBHgZIbMvsL0lAG0lYSvhbgJSXqDAqzCRx8g2zAIartVRcoZbS6TMTyBfosdevDV/QksHwAkcsienBYslpas5guA0TSy6wnxtuEAJvw0B0Yl+GobhMJ6qZO3IQk61Ipdj3wzAJUmRn9XVJpuJBLYU/er1ynY5x4piA9Hx66FpLa+sEeVIFn+GRn6QLU+1a84B3MRje4lTUFzN751mnL6fZDP8mhhFNmFhyAbNnWeKkESxLAmCBR7cd7cKN2ymublkkopZi3w/DJBDIzp2qnKG3jLIeAbG0QoVe4TjNtR621tJahcNsksaf5afpNV29HvE6EIzI4zTmFrN751kmlhhew8SSC1jm4cQScLTMxuslghypgc/wkPg2tIhn++lWDEJs5+QrZailRS3v7fcXNsprdHEpLNBstmFrLRWbImZE6nbLzdILtbqiezRKBmM4nF6TqUwfsZSiS5nTp5PBcBsmllzAEUt8enhxIKToTsioHx2xVKxymOlZJEQ+Win2/TCsOFK7xJKcoy4AZSP8YqlSokHZE7fkAGDoWktrehazGSqO8vPUElVdOzrXKSOaOBX1xXyfIr8iE0sMb2FiyQWs3nrKyTe5WGqmMC3Q2BYp1YXWjbhYasUgxHdZlnJ0V6tWw2/ur1QADibEyZ4bbshaS8VWAbMTdNHJL6QBALUNtggxgkVrDhZLTkFgp5sCg+E2TCy5gNnTOwlhhADv3k7IaIR/0R2Wop7BTJrG8kgpG6rdpy9BhNBbCQjxnZPvpliqhV88lGtxFGK1zWy+YWotqesqmshgZppan/InaY2l6sbRia1jRBNNoddgKtdHLPXccEYz/PclI5owseQClkV38NtTzA/iSIqlXvNVABBFwEAq0vV5jHYCqeTOyVeepNYyJQJiqdJMYiK5lfI/TK2l4ktlAMDscSr8xUkRSVioVj0cKIMxBE5jbnFib5ICL9HrlVmWGF7BxJILWC2Ax2juNEGiZuOjshOyFAs1O4eZKTqhSb26jU4/pyhitJMQEjvFnjRBxZJaD78IrGg8CvxW1t4wtZacwqKzp+hxkhhBjtRRrbOpghEsem8qSRX6iCXHDaeF/75kRBM2A7qA1SLgyGii56iJpfUL1CIxM0cvKdGpR7QRXbGkd5IQkgPEUjP8bqmyIaEgbgWiD1Nrae01WiJg5patfnD5hIKqEu1q7Izoo2mAAB2xRJ92J45liYklhkcwseQCpnUIsSTTm9tQjobZuHipBgCYPkHjCaReld0oiyWjwyHF7Zx85RlqMlOa4e9BVbHSmEjvtCIdVGtpbZm+fvZMfvOxPKeipkW7DAQj+mj63iKxDkwsMbyGiSUXsFox8LGbXCy9RpuvzizSoG6nHpHToiCKGF0OArfTgiTkBBB0oUagRmOlm0Uhu3PxOKjWUnG1C4Iupu6c2Hwsn9JRNaLRPJhxdNHNGMRBYqnXasrUw2/xZUQTJpZcwGrHwJHRRI+Qpje3oR6NnVCx13x15vYsgK2WBGolwmLJ5iDwOydfEiOQoEINeQFvvaJDh4jCLl10UK2ltfUYJkl5R2ZnTmyhakWjeTDj6KKZMYhxJpYYwcDEkguYrRi42CHFknY0bu71VSr6Zu6iFokopdgPQrcFpPi9okKOaVC0cN86lcs1AEBhcuc4D6q1tFblMcvvTH3Lp9uottOejJPBGBbNTCAV75+cIGSp+99pPcVguE24Z/yIYHUOIZYyNAbkyFiW1gEJCqRpaoGQ8vT4nH5OUcPu0kbHQp+6mlLMgKrv7XweJipXaXHQidmdrSEOqrVUVETMiDub5uazXdTs7IGVvxkML9GsBMREf7HkdE9gYonhFUwsuYDVjoOPjyiWejshQz8aN3exnMRMorz5t5ijk5daj2ZMVttoo4t4f7GUMKCa4c4Oq1ynfsLC/M4DOKjW0pqRw2x2Z1B+Pg90kICypngwUgZjOPR2AmKy/+bLEUtHZT5lhA8mllzA6sTBxUezEG1alo6Ij73YSGFa2FqAnRR7p0VB1HDqQ6X6FCGXkyYUc/imyUFQvkFjOwrHdx7AfrWW7K6NtfYkZid2Ctz8JLWiVa8OLmbJYHiN1uIgJvtvvvhMzw0X3RBJRshhYskFzMOIpRwVE0Z0M+t3UNTSmJG3op6lSeruiUI9on44PfucHn7bkZItqK1wi6VKke7AJ07tjDXar9ZSc6UJAynMzOx8PDdFrWjVa0fPsvSf3v8VfPaXHg96GIwh0PqU8nCIJWJIoMXEEsMzmFhyAauTAJcYTSw5TXeN8DevH4p1K4eZ3NZM5bQkUJVomsWdNjRCau8tIvEtqO29/anCRKVEr8fCYnbPc4NqLa292Gt1cmKnEMzPUmFfXTkiyn4bv/rHt+B3fjuagv5mQ+/wEPnB8ywPE+bR6R7FCBlMLLmA1U2AT4w24ZIYgQD9SIiljtXBhl3AzNTWb+C0JNBCnmI/CL1GhV9K3hvILQttKO0+wUwholym/QrFyb1+xEG1loqvUDfb7OJOIZWfp39XV4/AxboNu2tjrTMFq8OmwSigdXmIwuB5licWTGv4/pwMxiiwWcIFrG4C3IhiCQAEYsIwo39zb7xcQRdxzMxuHQuJEYhQI1G8sR9OGxqn4fF2JKELtRPuIo2VegwTsWrf5s6Dai2tXabKdnurEwDIn6B/10rRzGwcRPmVClrgYLXDndnIoGh2CikmlhgBwcSSC5jd5E0tlooXaV2e6eM7W2JIRIOqR/MS2xRL0t6FVBK7UO2Qi6Umh0Ky2fc5p9bS6rM7ywdstjq5a6fVKb9A456q5WgG6w9i7aUKAJqgwQg3dteGBhHiPrcdH2vBbEVzvmGEH3ZluYBlJ8AlDyGWYhYMK/qnoPgqXZSdVicOUtyAZkTz+PQmzbpJZfYGcssSoEJGtx3eWJeyKqDA9/eBvuX7aAT3H/+LSzseL67ZiKONidt2iqX0fBoEXVQr3ow1KFYvUbcjE0vhx1Is2IhB7JOd6sDEEsNL2JXlApadBM+NHsicilkwjsDNvb7ca3Vy687MKzFuQjWjuRA5PfucHn7bkXqdP5zyAmGkYoqYkPqP7/7334k3yufx//vcwg7Bt1aKYzq2saereywRQ47UUa1H3wq6ndXL9PexutG8Rm8mtDI9V6I0+BoUYi0YLXYuGd4Q/ZU6BFh2ElxydLEkxK0jcXMXb1CXldPqxEFKmKEv3jgIp7K605ZmO5JMJ2xlPbzR6xUrjYI8OMboJ/9uAy+3FvGX//aZzcfWantbnTjk4w3UmtE8l4NYu04FsdkJdxkIxpZYSomDxRIfb8E8AvMpI5wwseQCJnhwh5hvhXj7aIilNZp5lT2R2fG4lLSghbwe0SB0hYqlvm64LD1n6kZ4LUvlbg6F7OAYox/41w9hipTwH//9VpG/oiJjVu5fSynPqaiqXN/nosrqGl14re7REoFHEb1O4+nE9OD5ko93YDKXKsMjmFgaE7trwwIP/hBld4REG0Y7+hN1sZzATHxjT+aVmGxDbUVzgd20LGX2jl/K9MRSOZyp9HpFh4EUCnurA2zCZ3j8f9/0Ij679hCufu06AGDNzGEm2/+Y8oKOqh7ucgmjsrpBhbBlR/8ePOpoVVrKY1+xlGjDPALzKSOcMLE0Jm2D7sy5Q2gCIXlExFKdxzRf3/O4xLdDX7xxEE6PKaeH33akLD1nSjmc5YIrl2sAgImp/W/v/+Pf3gYA+M//8FXYXRvFziRmJ/tbo3IpC1Vrn+jaCLLWoMfDLEvhR6tRy1K/umcOfKIDs8POJcMbmFgaE7NBF8xDiaVEB8YRiJdYV2XMSHsLKol8B1onmmJJ12jgcyq3d/xyodckuBbOukPlKzQ7sTCz/7W18KZjePfcE/jEt+7B6rNFtMBhdq5/TEg+3UK1ne77XFRZ1Wh1c8uO/j141NHq9F4Ts4PPFZ/owmTCl+ERTCyNiaXSm5jjR88UErgOjE403VTbKZo5zOT2um+kVAdqN9z1iAbh9OxzevhtR8qHWyxVrtPA88L8wW6zn/wZDhv2JP6fn7wIAJg53n8xyme6qHUzfZ+LKqstmpDAxFL4cUp5iLnB8yWf7MDssnPJ8AYmlsbEEUu8cBix1IUR8Zvb7tpY705gZmKv+0ZK2dBCXrxxEIYBEHSRFPsEeE9SEaLU+ndAD5rKChWuEycOdpv97X94P+7gLuM/fPN1AIDZ0/3fk88DJoRQl0sYBXVdRRMZxNCBhehvWI46WmMYsdRlYonhGUwsjcl4liUbRjeabiqH6lINLXA7Wp04iCKgQwx18cZB6DqQgt63XYg0QcWS2ghnRevyGo3vKJw82G1GYgQ/+a5r0ECLR83e3t96lJ+gU0X1yt7YtCiy9sIGAOBYfA0m+D2tXxjhQmv2slOz+4klG2aXCV+GNzCxNCam0hNLwug/pcB3YdjRvrmLF2hZ5+n5wcUbtY3w1iMahGESCKR/ALc0Ra0vqhJOEVgp0XEVFrNDvf5H/905SKAlA2bO9E+hy03S81u91r+0QNRYu0RF30lpAzZi6FjhFL4Miq7Sa1osDHYtC7wd+fmUEV6YWBoTS+tlwx3GDccDBqKdjr3+Wq/Vyam97jYpTX8Tp6BclDCsg8WS0r/1WuBUKgAPA+LkcNlr2YUsPnD2KRRIBbmT/QVWfpZaQKs3oid8+7H6Kk1IOFmg4s9SrCCHwzgAbQixxHM2TETbUs8IL0wsjYkjlvjU6MXQBAGwwEfSTeVQvNLrVH/rXpePKIe7HtF+6GYcqVj/BTQpJsHBhLo3ATAUlGtxFGK1vi7EQfxfX38TnvuWOfA9+Xkqhmtr0TuX/Vi9Ss/twhy1DDvudEY40Xr3WqowOAaS52lcHXOpMryAiaUx2bIsHcIN19skOeUHosiNJbrozN0zsee5sBdv3A+jFYMQH2xtkIgGVQtnr7RKM4lCcjSzFydzOP66uYHP549Tn2p1/WhYYNZWbSTQwvyxXhVvZlkKNZoGJNDqm3Dh4BQGbmlM+DLch4mlMTE1GuvAHcaylKITtVGPrli6eCmGAqmgcEt+z3Nihsa5OAXlooTRikOID5505ZgGRQ/n7VPRBEwI7pq9csdlAEC1dDRie1ZLcczENiCI9Bw6mx5GONENAhH7u4AdsRTlzScjvIRzto8Qln6Ti6XVDM7I1/tnjeXoLlCtRk8s6a0EhPjgBVSKG1CNcBbAKxsSCqK71jwnlqlaORoujtWqgFmhupnFytxw4UbTCcTY/te0U77FbEZvvmGEHyaWxsQRS7w0+sLp7GqNRnRv7guNYzgzX+v7XNiLN+6H0U4glRw8bilhQjXDKZYqLRkF2d3fPCEkkEYDtXo4XY+jsqamMScrm+5zJ6uVEU40M4ZUbP9NJRNLDC9hYmlMNt1w4iHEkkR/fr0WTctS+ZUKSvYU7rytf4C6U0BOa0bPxWG0kxASg11OctKCYoWzAF6lm0Mh6767LB9voNo4Gl3dV80C5goG+BRzw0UB3YpDjB8gllJM+DK8g4mlMbEMKhQO5YYT6XuMZjRv7ot/QbvVn3lI6vv8ZvHGevTiXPQOByE5eNwS14LaCl9NF21Dg4EUJvbG249NPqmiqoZTII5C22hjvTuJ2anu5n3rWIgZ4USzEhAT+1uMmFhieAkTS2NimVQs8fLoi4ggU2uUoURzV3vhm7Sw353fMdP3eUcsaSEt3rgfRjeJFL+PWOLbUNvhq+lSWaLnpDDp/q2d43VUtWjXBQOA0sUybMQwdyy26YZjlqVwo1lJpBL7iyBBivbmkxFumFgaE8ugAa+cdBOKpRc7EKDj5JuP9X1enKA1UVQlekHBRpeDwA0WeXKqDaUTvr53lau0ZEBhxn0LUF40UDWHK3QZZlZfpFXnZxc4ZlmKCFo7CXGfGEJgm2VJjeZ8ygg3TCyNiem44W5CsXRxWcIdwjLiXH8XpFNALqzFG/dDtwUI3GCRJ6e6aHb6ux+DpLxMf+yJY+5bgPJyC7V2+I55VFZfoVW7526TmViKCHqbg8jtf46cJBsmlhhewMTSmFi9mMNDiaU0fY+hRnOivlCdwZ1T5YHPxxIxiFChRbBDhmHzSAmDxdL8nI06slDWwtUrrbJK06sLx923AOUzHVQ7/RvtRom1K/Q3mjuT20zMcGIPGeFE63BIHSSWejGgTtINg+EmTCyNiWXSBZVPjx7sG2WxpFd0XGkfx5lb9g+6FIkONaTFGwdhd20YSG1WWO/H4h30fC99bcWnUQ1HpUhdFYWTe9vPjEs+B6iQI18hefU6vd9m7p7cskawBTbUaF0BojCkZYmdS4YHRGsVCyFWTytw8iHEUoa+x9Cit6t9+S+WYSOGM+f2P24pZkROLDmtL/YTS6cfyAEALj9V9WFEw1Nep9fSxC051z87l6d1bKpLNdc/209WiwR5UoWQE5hlKSLoXQHiPpZegIklhrdEaxULIaYJEHQHxu3sx6ZY0qM3UV/4G+p+u/Mtk/u+Toyb0Mxo1ebRq9RNkxIHF2BcfCPNAFy6EK6+d5UKwMPYt+HoYclP0cWoujxa37mwsVbhMcfR69dxnzsWYkY40ZCCmDpALPUyks0IzqeM8DNUJUVCyBUATQAdAG3bth/yclBRwrIADhZIbPSAWiFLU88NPXoT9cXnLcTQwe3fubDv66SECdUKZ6XrQTjtZ5x2NP2YuK0AGU0sLfk1quGo1OMoxGogsVnXPzs/Q8V9bSWCQWjbWG1ImBUbAMAsSxGgpbXQAofUAfqfiSWGl4xiWfpbtm2fY0JpJ1aLgMfhKnALOSqwDN3NEfnDhcscFhPXN49hEFLSghrSSteDcNrPOO1o+kFiBIvCKpbWwlV3qNxMYiLpjeUnP0ePtboaLmvaqKwaOcxl6U3HLEvhR6/QcyUekLPgxI2aBjuXDPdhbrgxMS0Cjhwu4DUpJkHQhRHBtedCaRJ3FooHvk7kWtBCWOl6P5z2Mylp/9vjdK6Ky7WCH0MamoomoCB4U6shf5yWDagWo9t7y+7aWGtPYm6S3rObYsliC2xYce5HUd7/ftyy1DPLEsN9hhVLNoBHCSFPEUI+1O8FhJAPEUKeJIQ8WSqV3BthyLFahxdLJEYgwIicWOpYHbxsLODMwsHuGIkLZ6Xr/XAqADsVgQexOGdgyZyH3Q3PQlsxJBREby6o3HEZAFAtRTcbrn6tAQMpzPa8lE5ihhmxe/BmQqv0YggP2LxsWZY8HxJjTLQNDW9On8fnf+WJoIcyNMOKpW+zbfsBAO8A8JOEkG/f/QLbtn/Ltu2HbNt+aGpqytVBhhmrTcDFDl8ETSAmDDNandyv/M11mBBw590HB25LQgdq54iKpUVAg4TShQ0/hjUUtbaEnOSNmMmfygIAquXwiMNRWT1Pz9XcArUoOWLJiq6x7MijVXuWpfQBYilD5xkzmn3Jbyr+6KNP4xvKWXzpM9GpWDyUWLJt+0bv/+sA/hTA670cVJSwWjHwscMvTgIxYVjREksXHqPutzNvyh34WlHoQuuGK67nIPQmFb+pzP6xVqfvphGnS9882B3pF42OhKzsjRuCz/DgYaDR8OTjfWHtZTr4uVtoAEwsEUMCLSaWQoxepydHTO+fKOKcSyaWws9v/SHdeC2tRmdtOFAsEUIkQkja+TeAtwN4weuBRQWzHRvPshSzYFjRCh27+DR1v935nccPfK2U6kK1o9VPzGk/47SjGcTigzRe6fKz4VAP3XYXTaSRlr2z/GRJE/VmtK7X7ay+Rq/d2du3KpFzsJhYCjFanW5GxezBiSI8TJjsXIaa8596Gd9QziKGDi5X80EPZ2iGmfVmAPwNIeQ5AI8D+DPbtr/g7bCig9WOjymWWjCsaNUhuvByHNOkhMItB1/oogjoENFtRyfo0qmo7lRYH8SpN80BAJYuhWN2VtdV2Igh42FHkmxCQV2NVimI7awu04V37uxWfTCOtGC1omXdHUTH6qBtHK3eaI5YSh1gWQIAnlgwI2apv9n4rY+tgoeBHz75TSwZc6GK+dyPA8WSbduXbdu+r/ff3bZt/0s/BhYVrE4MfHwMsRS3YLSitVO/sJrDmcyNoV4r9fquOum/UUBXqFhKZQ+oTj4tYZqUsLQcjvPXXKP+/0zOu/FkkzrqerRKQWxnbQ0QoCN7Yrtl6eiIpfctPIkfP/OtoIfhKo5bXMwdnFXLxFK40TY0/Pfz5/B3Tj2Fh8610EQG5VcqQQ9rKMIxy0cYqxMHFz98eX0h3obRis5O3e7auKgex5ljw7meJJlOXGopOoUMnfYzToX1/TgtrWFpXfZ6SEPRWKO/cabg3fWU4Q3UjWgF7G9ndSOJ2cQGSGxrQeViR0csvVqdxKev3B+pzclBaE06v4r5g687PtaCGbHN583EH330adSRxYd+Vsbpu8IX87kf7KoaE7OdGE8sJdow2tERS+svbaBq53HnHcOZTp3aKE5GSxQYRSwtTjRwubl/yxe/aBTpApmZ8M7ykxUsNCz3W6n4xWo9hTmhtuMxnhydBVbt8NAh4q/+w9EJK9UcS2+OiaWo81t/mMWd3Gt460/ei8UHaBjH5adrwQ5qSNhVNSZWNw4ufvh4HCHZhtGJjli68BfU/XbmdcNZU6QsjcdSy9EpfqJrVAim8gdnaiwea2G5PR+KOJFGiQrS9IR3RUCzUgv1drQC9rezpmUwl9mZrszF2rDaR2MqVLr03Hz2j46QZUmh96NYOPh+FGItGK1oxYDeLDiB3R96xzXaAeHN4Yr5PIijMUMEiNVNgE+OY1nqwOhEJwbk4uPU/Xbnw8P1HpN6GSxqJUKWpZ6uO6iVCwAs3hpHBwlcf3LN41EdTGODTjqZae/ScbNyF/VOONyOh2HVmsBsYee1eJTEkpN5+rlLt0UmcPYgnM2LOHGwRZOPt2AysRRKfutjq+Bg4kd//V4AQHo+jUmygctXo3HvRWOUIcbqJsAlxrAscdESSxdesiFBwYk3zA/1ejFDrWZORksUMAwgjjYSwsEWv9P3UuGw9HjwVeubVWrdysx45ybLZmw0kY5UdqOD2TBRtfOYm9kpIrh4G1Yn+lNhx+rAhIDTiau40Z3Ds394KeghuYKmAQTdzaKT+8HHOzA7TCyFjc3A7pNPYuK2rRZRp8U1LK1LAY5seKI/QwSM2U2CSxx+BydwXRjd6PROu3BNxp3i8o4A2f2Q8vTY1Fp0xJJuACkM58ZYfB2NV7r8vOLlkIaiUaUWzsycd5NPNgfYiKG54k2zXi9ZO08F7dzxnYspF+vAakd/gVXXqXvxBx5cAkEXn/0vwVs73UDT6P04zJzDJ9owIxQDerPwx/+4F9j9kZ1z02KhgcuNcMR8HgQTS2Ni2UlwyXEsS3akxNLF+izunK4O/XqpQHeDapQsSyaBQIZzG554/RziaGPp1cO7Yt2iUaeiPT3nnZssk6Oion4jeHE4KqsXagCA2VM73ZRcvAPrCFgjlHWaDbl4SwxvkF/E5x4/Gm2ndJNAJMNtXvhEB2aEYkBvFn77j9K4g7uMb/8H9+14/PRxC8vteXSs4OfPg2BiaUwsOwk+OYZlie/CsKORiq2sKbjWOYYztw4vfJx0X60ZHbeNYcYgxIYLOkwICZxIrGLpevCu1EYD4GAO5a44LNkJuhA5ZQqixNpr1PIyd9tOMXlUxJKTRCFl4vjeN5bxhHo3Vp+NRlr2fmhGDGJsuAQRPtGF2WViKUzYXRtPNW7FO+6+tsc6uHhrDG0kcf2J1YBGNzxMLI2JaXPguHHEEmAgGv1xLv3FNQDAneeGX4ylCXpsaiP8OwcH3YohFRs+IP10uoSlsodls4ekocSQId66x7JT1ApaX4tettXqFXpO5+4u7HicT3aOxALrJFHIuQTe9X/QmMI///jLQQ7JFTQzjlR8uM0LPZfBb1wYW6y/tAENEhYX9z53+izduFz+VvAxnwfBxNKYWODAjXFvCgLQAhcJM+SNCzQTbuGe7NDvcTJYNDU6mTmGFYcQH956tjilYkmb9nBEw9HU4sjEve3inZ2mQrm+Hp3sRofVG10QdDF158SOx7l4F9YREEtKmZ4TKZvA2e+7DSfiN/DZL0bHxT8IzUxAjA93vfHJLhNLIePKt6h1c/GuvYknTszn0vnwu/WZWBoDu2ujBQ7cGPOR0DMqmY3wLz6lG3R3N3XL8FYUcZKmMqveruGuYrRHFEsLHax1Z6BtBOuaaugJZJLeWnyyc/R81jeiE4PmsFaKYTq2sSfLkUscDbGkVun9KeU5kBjBu868ii+t3QOjFp0aZ/3QWwmIieGuNz5pw4xQDOjNwNJzdJPtFKHcjhPzefmV8BsLmFgag5ZGb2B+jBARIUV9uEY9AmJpjV7QU7cP3yk6loghBS1SYklvJZAacnIGgNN30sn5ytdXvBrSUDQMHhnO24UxO0+zWerl4ItwjkqpzmEqWd/zOJc8ImKpTs+JPEEnpHf9kAQNEv76P5wPclhjo7WSEJPD3Y8Cb8OwmVgKE07RSafx+HaSYjI0MZ8HwcTSGDjWoLEsSxESSxsbQAoapOnRUtNFokMzotN7y2gnICSGFwOL91FL29LTw2cJekHD4pHmva2Gm5mnMQb1anQC9h3qOo8cv9f6xyVsWHb4J+uDUBv0mnUyUB/+8D2QoES+mrfW5pDihrsfec6GiWgkzNwsLC3HMEVKkGf7Z+meTpdwOQQxnwfBxNIYWCrd7XD84YWAINJTYDTCX/K9VE1gKj56h2gppkPVo5NtZHSSEEaoyr74xhkAwNKLwbrhmu0UMilv3WPipIg42qjvNdCEnobFI9NHTHLJoyGWlDoVsNIkjQ0RcgK+a+4FfO7iLZGu5q13OIjccPcjzwMmhEgf71FjaV3Cojg4K5PGfM74OKLDwcTSGDhiiRfGEEtShMRSk8cU3xj5fVLchGpERyzpHW4ksTR91yREqLh8OdgJutGWkBG99f2TGEGWNNBQomMpdKi3RGTFPmKJs2EeAdeN2twplgDge9/ewrXOMTz/J9HNitO6PER+eLEEbIVIMIJnqTGJU4XB68bpkx0Uu9ObRVXDChNLY+COZYmKCKMZ/pu7pEqYEke/oMWECc2KTkyI0eGQ4oZ3M5EYwSK/gqXVYEtANGwZGdl791g2rqCuREf8OgwSkzxHs1qjjhMX6CRVAMA7f/YOAMDn/2v469gMQusKSAnDXdeOWIpCwszNQMfqYLk9h8X5wcaAxTt6MZ/fCPc1ysTSGJhKTywJh/8ZBZmKCEMJf8BsycxgKjP6JCQlLahWdNwchs1BGEEsAcBitoql6vCB725jKRYMpJDxwfWfTWqoa9E5nw51O41seu955ThaviPqrhtVpTGFcW5LyM7eO40M6lgrRs8S6KDZKYjCcOfGsfKbzfBb6m8GVp4pogUOi7cMXiNPn6OT1uUnRw/x8BMmlsbA0qjAuWnEUiePqfzo4xSTLait6Ozc9S4PgR9t4Vyc1bFkzAa24DZXaZ2SdMb7RTHLGagb0QqiNRsmTAh9xaSToBF1142ixSCRvXFzqZgJPUIJFtvptrswkIIoHvxagImlsOE0GF+8Z3BS0GbM50vhTkRgYmkMHLHEp46+WNI2NGiQMHWInocS34bWiY5YMiAgNeRO1mFx0UYDWVReCyYjrlmki2Qm5/0tnRFM1M29BebCTOMGrWyeze0VDY5YspRoL7CqHoMc37vgpGImdCuaU71TI2posdSbix2rPyNYlp6n993iQxMDXzN1ZhISFFy+7NeoDkc076CQYKo9y1Lq8PEbQpq6Mww13EW5SpeoiXRqdvRjlfgO1HbwLV0u/vll/M9//K19BU233YUFfrNY6LCc7lWnXfpGMJ3enV5tmQnvY8OyYgv19pCrV0ior9CAnkx+7/XrxBw6MYhRRTXjkOJ762ylYhZ0M3oxZgCglan4S4nDWcaYWAoXS6+0QdDFwhv21lhyoDGfq1haC36N2A8mlsbA0qnAuSnE0ms0m2FyfnQLkSh0oXaDvxF+9sfLeN+vvQGTt2bxoHgBv/CGx/Dorz61w6LgBIaOKpac6rRLzwaTU99Yp4tkZsJ7C15W7qDRGa3WVtA4YjI7uTfW6qiIJcVIQkrsjSmMWoLFdvQaPR5RHm6pEqToJMzcDCxdS+BYfO3A5t6n8xVcrhb2fU3QMLE0Bq6IpQxd3Awt3EX+Slfoznzq5OgWBSnVhWYH77ap6QLuFS7hn/2tr0DmTPzfj78Zj/yTB/Hw3CU0rlMxqFep6Bh2J+uw+Ga6c1q6GEwWTqNEvzcz5X0sUTZto25nIhUQXS/2xOTkXjF5VOJc1FYSUp9K16lEC3ormmJJq/TccOnh5thNy5Ia7rCGw7D+YikSPUS3s7SRxinp4Ca5i7MGlsy5UM8pTCyNgWVQgcNLh5+INsWSHnKxdJ0uxlOn0yO/V5IADRK67WCPUWtzWMzV8Mt/9TC+XDuHarGF3/7xr+IJ5U48cuYq6sv1zUrqTmX1YUnPpzFByli6Gswt1ajQRTI95b0FL5sFOkgE3gtvFBobVAhlZ/b+Pk6ChhODGFXUFge5T9HNVKINvR1RsVSjx5OShxRLvbn4qIml8isVnLpHwu//9DeDHspILKlTWJxsHvi606cBFTI2LpV9GNXhYGJpDEzNBctSlloCDD28ihoASqt08hmlL5yDE5wZdENPrcNB5LcmUWlawgd/5634o59/Ck8qd+Ltd13D2gUaz+RUVh+Feb6M1UowWWLNKj2uzJz37jEniLx+/eBJMCw4jX+dRsDbOTJiqS1A6lO8McW1obejk2CxHUcsiZnhxB7fq1vnzM1Hhef+11XoEHH5UnTci5Zi4UZnFovHD76vFnsxn5e/HkzM5zAwsTQGjmWJE8ewLOXoTtcId9YkSiUgCQvZE6MX8pFkaqVRS8FaIrSOAJHfa916379+I/7kHz+NZ9Tb8b4fo5azYXey25kRmygqwQQ+N3q92vwQS9leELkTNB0FGlW6ePb7fY6KWFI6AiShj1hKdiKVjbodvUnPiZgdrq7XpmXpiIml81+jYQKVanRKQCx/axU2Yli87eD18fRDNF5p6bnRO0T4BRNLY+CGWEqKSRB0YQRrdDmQUiWOyVgFJDb6zSql6WWmlgO2LNkCxAGVgN/zr96AT/3TZ7HamQawFSg6CjMZA0UjO9YYD0ujN8cMalbpJk6QdH0t5Ap/G/Uatdxmju11Ix8VsaR2Rcji3utbFDrQu9Gqi+Wg1aklJZW5ycXSi/QarTSik9W49MQGAGDx7MFz0qk30ZjPyxfDGzfIxNIYWCadgPn04XdtJEYgwAi/WGpwmOIOl+nlBGc6wZpBodkpiKnB7s53/fPX49O/9CwW4tdx25tGLyg1M9FCsT24noiXNJoEaTQQS3h/S2en6cLrBJVHgUYD4GH0zcpx3OhOwkYUsbs2VIiQxL3Xd4rvRlcsNek5EXPDzbG8TEWVGfIY0FF54QYNf6go0bEQLr1ALc+Lr5868LXStISZ2DqWlsMrScI7sgjg3JDjWJYAQCAmDDPc5tWSKmIqdTi3i5Slv49aDW7X0LE6MCEcWNzue3/l9bjaPo47v+f0yN8xM00D2ZU15ZCjPDxNNYZ0zB+3WHaWxhfUS+HdBe6m3owhS/rHWB0FsWQpFtpIQurjhU3xNnQ7+NIdh0FXemIpP5zYO4piqdvu4gX1FACgqkfnPC691kUCLRx7cHao1y+KRVxe994yfliYWBoDy6K7OE4eT+0LxIRhhVwsGRlMpQ9nGXLiDYIUS07m1rCVgA/DzDEqCosv+Z/R0dASyCT8iQnLztMVuV6OjtuqocWRSfQXk0fBdePEAzrxgdtJpQAdqVCnZQ9CU6joEQvDiQTHym8a0TvWQVz9+g2okEHQRcWMTn2zpRscFhIrO3oV7sfpiQaWmodoEeETTCyNgdXzQozjhgMAIWbBCHk7glI7h6nc4TIxpBwVS078QRBs1mvps5i4xcxJOqEXX/E/SLGhJ5FJ+hND5ARJ1yvRERd1jUM22V9MOpZhJwYxiqgb9NzLmb3ziCgCNmKbBVejhKZS0ZPKDyeWtrKLo3sud3P+iysAgHuFV1Bp+dAp2yWWKhkspoffOC4eb2G5PY+2Ec5NWLhX6JBj9QwlY1uWYi0YVngD98yGiQaymJo83G5NKtAJTK0HdxM4YkkasrjdYZi5hZqQi5f9zxJrmDwyvD+LYXo+DYIu6sEUKz8UDZNDhuv/+2y64YzoiL/dOMkTUmbv9e0UWHUKrkYJradvU4XhitpuWZa8GpH/nH+cCuG33raGip2LjIXwijaDxenhQxJO3xZHBwlce3zVw1EdHiaWxsA0gRg6Q5sZByHELRit8J6KjZd7feFmDjdGJ95AbQS3GGnVXtsEL8XSHTkAQPGa/+7GRktARvDHchdLxJBGE/VGuF3H26lbKWRTA8SSRC2fVohdN2bDxH/9wFcHFnZVNnpiKbs3fjLKYknXaWD+sHOsE8BvRs+INpAXXuZwKnENJxdstJEMJCZyVNR1Fev2FBYXhrfwOVlzl791cMXvIAjvCh0BLAvgMP7CKCZaUK3hUmODwOkLN3XscGOUJumuUFMCFEsjFrc7DFN30ky44qr/LoBmO4V0yj/LXTauoKFGZ/qot0RkBvw+UXDDPfrrz+EnPvlWPPV7F/s+78QDOi7v7aQkep6cPmtRQtMJUmR4kRdLxJBA60iJpfPFKdxTWEVhigrGylL4TbpXvkGtQ4t3DO91OfkAnT+XL4Szflt0ZrsQYrUIeBfEUj5loGoE3zttEKUlupOZWjhcdLQjltRmcDt3P8RSUkxigpRRLPl/WzW6MjKSf2I0m9BQV8Mr8HfT6MrIyv1/n03Lkhley5JTgbxyvX/clVqjz8uFvYvTZumOavQUREONQ46NlrjAw4QZnUTNfbEUC5fMUzh7i4bCLD23leXwW5aWnqLeiMX7ho+xOv7QLAi6uHo5nO5wJpbGwLQIODL+XVmQLVSs0Xuu+UXpGt3ZTS0eLq3TiTfQAizg7QSXD1sJ+LDMcFUUq/7WQrG7Nhp2Gpm0f4t9ltNRN6JR88X5fbKZ/r+PI5bCnEHluLBr6/3nG6Unlpz4wO2k0nSDoDei0yrDYbksYUHcGOk9PLFghjy7eFguffEK2kji7IMcCvM0yH2QYA4TSy/ROKvFN84M/R5O5jAXK2J5JZzxu0wsjYHVIuDI+K6PiVwblU54sxw21np94W7LHer9cS4OATrUAK2rmtM2YcjidodlJtVEselvyxNtQ0MXcWR8vIQygom6GY2aL+q6uu/v4wQFh9mypDSoi3BQuQa1TsWUNLH3nERZLF1RJnCqMFoPwqMkls7/FY3fuefhSRSO03mlshp+C+HSko0UNEzfNVopgJPiBpY3wlkegYmlMbDaBFxs/AmokAeayKClhXMyK63biKGDwi2jN9F1EIkOVQ9uAnMWk2GL2x2WmYyOdcNfK2FzjapQp8GtH2RTLdRbwfTBGxWn4W823//3cbJZrRC7bpyNRq3SP65KbdLH5am97vxNsdQMZ0r2INpGG9faczh1bLR5kY+1YIY4YWYUzj/dQgIt3PHIKRRO0nmlUgznOrGdpVUBp7jVkdtjLeSbuKoUPBrVeByNKyogrHYMvBtiaZJeUNWl2tif5QWlcgwTpDJWKw0ppkMzgrvcRi1ud1hmCi0UW/7e7I1VupKmc/6Zr7NSG/V2OHeAu2msUbdFptA/Xi0h9AK8QyyWlF6YyqByDapCrWLS1F4B61hTtUa0xNLKM0W0kcSpW0abN46SWHrhsog7+SvgZA75U7TvZGUjvIkIDldqOSxmKyO/b2HWwrXW7MCszyA5GldUQJitOLjY+BNQYZrGTFSujmZu9otS/fB94RzEuAnNDM4Xran05nOCzb1iZtpGA1kYNf/StBtFGh+QmfAv4Dqb7qJhhzfObjtOw1+nAfBuSIyAgxlusaTRqbo2oFyDogAEXQi5Pm64LBVLeoDZqIfhypM0VunUXaOJcj7WgtEKZ9zLqJwvz+OeGeqKSxVSSEFDZXQN4jtL+hwWZ0ePrTp5isCEgNJF/7sgHAQTS2NgdWLgYuNPQIU56hqqXAtnymRJSWFKGC8DQ4qbUE3vMtEOQuv9tMMWtzssM/N0ki6+OFpQ6jg4DW0zk/4FXGezgAkhElWhN3+fqcEuWA4WrBB7N1SdTtV1pf89pGqABLWv2yOVo8etq+Hbre/HlfN083jqwdGaUwvxFswjIJYa1xu42jmOs3dsqfhCrI5KPdzHVl2qoY4sFk+OHgO4cAedn68+se72sMaGiaUxsNpxcHEXLEvH6AVSueFPu4pRKRkypuTxxiYmLWgB1pLSNCAJC0nR42w4p+XJy/7VQmls0Mk0M+1fwHU2Rxfl+jX/W7uMitPw12kA3A+OtGCFOChYMahIqmn9r19Viw1MsY+sWHqVzq0Lb5gb6X18vAOzE25BMQwv/vlVAMDZN2y5VgtcExUl3CU7lr7eq7F0ZvT5aOEsdTUuvxC+eYWJpTGwOnHwcRcsSws0Jb+8Gk4/QKl1+L5wDmKyBa0VoFjSCUR4L0ZnTlOXgZ8tT5pVem4yM/7V6soU6GJUXwmnNXQ7jQpddDOzgwPSeWLBbIVXLDlW2brR3zqm6HFIsf6uX6evmq6FN9uvH1euxzEfW92syj0sfKINsx2cFdstzn+lCgC457u2xGKB11DRwp2FuvRsDQCweH9u5PeefMMsAGD51fBZrJlYGgOzEwfnhlha7AXulcIXgNmxOqjYeUxNjLcrlbg21La3mWj7oRkEYswHseS0PFn272Zv9Brapmf8y07L9uKj6qvhr/lSr9LfJ3tscJ0wjrRhhTgoWLGoi7Vm9j/HqpmAlBgglkJQ5+wwXCnJOCWN3vqCT3RgdqIvll44b0NGEyfffGzzsYJooGKEO7Fi6QKd+069cXbk92ZPZJBGA1evhm/jEt7ZIQJY3QS4xPhiKXMsjRg6qIQvpg3lVyqwEcPU9HgXr8h3oHWCK2KoGXGIMe8FzPSZXsuTFf+CaRt1ajHIHPMv4Do7TYVvvRj+fmONnkdUnt1HLMVasNrhm6Ad1HZPLA3IQFStBORk/+s7loiBhwE9nF7+gRymxhIA8IkuzG70xdL55Qzuka/syEIupFuotA5XHNgvVlYBCQryi7mR30tiBAt8EcvrwW2sB8HE0hhY3QT4xPhxALFEDHlSQ6UWvsm69Cpdaabmx3OhiUIHWjc487FmxiEmvBdLfIZHjtRQXPfvXDYaNB5rVHfFODjxP068VJipNwjSaOzbjJWLtWG1wzsdKm1679Q7/RdK1eIgJQe7ylPEgG6Eb34ZxGFrLAEAn+zA7IY7rucg7K6N8/UF3HOsuuPxQraDSjcXzKCGpKHEkY0dPrP7ZKaGq7WsiyNyh/DODhHA7CTBuSCWAGAi0UClEb4bfKsv3HjxMFLKhtoNrv+daiUgxv1Z2GeSFRSr/p3LhkKQIc2RC8CNQ3aOuoMGVZQOE3Ulhmx8/2zO0IulDr13msigY+21WiptHhJ/gFgyoyOWDltjCQD4ZDfyYqn4QgllewJn794ZZ1YoAAZS0CvhNRM29TjSicOPb2FKx7Ix7eKI3CG8s0MEsOwEuKQ7YqnAK6io4eu1VVqmF/3kyfH85GLKhgYRdjeYIFOtlYS4z87bTWZSDRQb/sUPNbU4MnF/A62d+J96Jfy1expaApnE/gE7XKwDqx3eDCq1m0IcVJg2buzdtattHhI/+FyIMROaEd7j281haywBAJ+0YXTDN5eOwvk/vwYAOPuWnT16CpN0ya5crvk9pKFpGkmkB8TPDcPC8S7K9gTU9XAljzCxNAaWnQSXcGfxL6QMVPTwtY8orVBrzNSt45lFRRHoIBFYSxetxUHifBJLaR1F3b/4oYaWHGsndxjScz2xVAt/hlVd55BN7v/7cPEOrJCmm9tdGwpkzMVp7ZnatT5iqZuCnBosllJxC7oVzuPrx9Lzh6uxBAA8Z8O0Iy6WvkGP/553nNjxeGEm3AWMAaBh8Ehzhw95OHkrPcblx9fcGpIrMLE0BpadBM+5JJZkExUrfFkOpSI9vsnbx2vhIcnUBaCWgknJ0TocRN4fl9FM3vK15UnD4JDh/A20TopJiFBRD185lD00TB4Zfv/Jm0+0Q1ubx6gZsBHDMYGWbu6Xgah0RUjiYCt3KmFBj1ChxsPWWAIAgbdhInwBwqPwwoU4ZmLrmDqzsxFtYZ7GrlWuhze1sdnikRYOH/KwcDfdaC4/Vz3glf7CxNIYmDYHLumSWMp0UOmEL6itVCbIkdrYxRxFiYolrRyMr13r8BD3cVO4ycy0jaqdh6X4EyPVsHhkeP8DrbOxJurN8C/A9ZaIrLj/78PFu7BCmm6uFKk74liWxl3VVnfeQ3aXurilfQzTqUQLeoB1zkblsDWWAIDnaXX5oFz+o/J/fsdjOJ1cxuvlF/E900/gx275Gzz62q24J3t9z2sLx+lJrqyENwu12U4hLRx+Y7pwP7UmLl8KlyBkYmkMLHDgXLL2FvI2anYObSNcAbOlWhJTifEVvpimi6pWDabYmNYVIAr+VDCenqW31foFf2pBNFspZFL+uzezCRV1NZwCYzuNtoiMuP99xSU6sLrhFH5qmS6MxybpvVNf33kP6RUdNmKQ98koF5Mt6BEq1Hhl43A1lgAqlgAE5vIflS89PQGtK6Ag6CgqMh67egq1bhrf89a9ZlungHGlGN5ja3ZEpMXDb0zn759BHG1cvRyuivPRuXtCRrfdRRtJ98TSBLW81K7WMXnH6H56ryg1U5gSxvePS5mAxZKdgij4s9OcWaCzdfFSDcdfN7obYVQaHRHpA8SAF2STOhpG+K0V9W4aWXn/iZdLdGGFtDaPUqKWpGPzNvA8UCvtXCipa1vcdHX3I5XsQGtGxzV1RZnEm48tH+q9jlgyGyY4OfyxS82WgDfPXManV96465mH97x2q4BxeBMrmraMtHR4oZMQEjgWv47l1XDdj8yydEicXQvv0vxTmKYXRuVKuIJASrqMKWl815mYocenVv13F1E3hQTRp/j5zZYnr43XfHhYGl0ZmTEmp8OSFQzUjXC3XmgbbWiQkMns/7pQi6Uy3WAcX6TCtFbeuVA6YsrZkPQjxXWgB1gUdhTGqbEEALxARaPZDH8NMIC6reTUcJsdaVpCEhYqFY8HdUhaWgsmBKTHzG9ZkMpYLoer+CYTS4fE6bbummVpln5Q5Vq40iVLrSymsuNbg8Qsnei1uv/mY6cmiW9i6Xa6+yte9T6uYFgx4AUZoYV6K7jaWcPgpNk7jX8HwSVsWHY4rWTOBmP+1l5tq10ZiI6bbl+xxHehRySd/sZTa+ggcagaS0D0xJLSTQ3ttiIxgkKshkotnEt3c5VuENOZ8Wp6nSwouKqGx8MCMLF0aCyVLvoc706ht4kTvcC9G+EpNtZtd7HRLWCqML7VQsrTiToIseQElTtB5l4zc5d/LU+cySmT9b/gYFZqoz6g/UZYaKzSzUcmt/9Ux3N2aAsZKr1GydkZATKaqNV3Pq9W6GZGzg22jIlCF7odbiugwzg1lgCAT9FzbSrhjevZDnVbDR8ikE80UVXCea021+j9ls6OJy0W5lq43p7tW4A1KJhYOiRui6XNwL218OyGalfr6CCBKReKqYp56q9UG/5f/FqF7rxF2Z/LXZwUIaPpS8sTZ3I6SAx4QTbdQb3rXz2p/fjaf3q+78RaX6G/T3Zy/8WFS9qwQlqbR61TF41U4JGNKXsyEJUKnTOcDUk/UoINzQ63FdDhygt0A7D4uskDXtkfRywZjfDMpYOwFAsW+H2D83dT4FVU1HDGnzXX6cY0nR8vWeLkYgxtJLH2/Lobw3KFoWdYQkicEPIMIeRzXg4oKlgancCcG3NcCqeoH6WyHp5suNLLNAtuam78XYwjlrRmAGKpF1S+n5vCbWYSFRQr3sfANNZoem0673+8TTYDaJACzzp69S+v4tv+/r3403/8+J7nGutUKGen9hdCXNKGhXDu1pU6vWfkqRRySQU1dec41Rr9/fcVSymaTt9thyvDqB9XXm2DoIsTrxu9az2wzbKkhmcuHYRTFmIUt1UhZaBihFP4Nkv0fkvnx7uXFu6gx3f1qY2xx+QWo6z0Pw3gglcDiRqOP9wty1L2RAYEXVTK4akNstkX7vj4uxhpkl78muL/ZO2IJad8gR/MpOooNryf0BwxkJnwf6F34oAcV2BQrL9KkyJefXFvbJ2TZp+Z3t8FxXG0FEgYUXv3jDQlIsvpqOs7x+lYa+WJwfdpqncpGrXw1udxoDWWioduDC1I9D6PhFhap5sdOTP8UlyQLVSscFh0d9Ms03UxPTnemrFwXx4AsPxieCqVD3WGCCHHAbwTwCe8HU50cCxLnOCOZSnOxZEjdVSq4Wl2uXGNmlSnTo0flyJO0NlaVfwXg06clBNk7gczsoai5v2E1ij1xMCU/2b5bIEuSvUbwYql5gb9Da5e23sv1jd68T6z+wtXjqPteMIUI+Gg9NYLaUpETjBRM3cKP0csORuSfqREOq/o1QiIpTFqLAEAL1EraxTE0mHcVoVsB5VOABkdQ9CsuCSWXjcDAFh+NTyu1GFX+o8D+HkA4bfh+oSl0wnKLbEEAIV4A5VGeNKXSzfoIjRuXzgAEHICCLrQAijKGohYylsoWnnPv6fR28llZvw3y2cK9Frt137DT5oVen6XS3t/g0aV3qeZuf0Fv5PVGrRLsR+KAvAwkBSTyIoW6q2daZ1Ko2d52kcsOfF6TvxemLmiTOLUxOEtCrzYsyxp4RO+u3HcVnJu+LmpkLfRRCaU12qzd7+lp8ebj9LzaeRJFVevhcd4cOBKTwj5XgDrtm0/dcDrPkQIeZIQ8mSpdPhdQVRwdi3OjekGBV5BWQmPK6C0RifhqTvG73NGYgQitGDEUoOeKzHn3287M9VF2S54XpHdmZwys/43YXbigOprwWZwNqv0N15u5PY8V6/Sazh7fH8rH9fbCPvVomYUVJ1AIvTGyckd1No7o4Eda600NfgaSEl0qtdrwRSFHZZxaywB2yxLERBLTnB+emL4uckpYFxdqnkxpLFo1npiaWb8+WiBX8fyenhis4Yxi7wFwLsJIVcA/AGAtxFC/v+7X2Tb9m/Ztv2QbdsPTU1NuTzM8LFpWUq5KJYEHRU9PBdHaYNARhNCzp2UY5HoUHX/s7acbCJfxdJcDDZiKF30tuVJw5mcZv1P4c/O0Otid/sNv2nWqSBaNvembTYaQAKtA69hng9vbR5Fi0OO9cRSpouand3R90xVgSSsfatVp2Q6T+n18B3fdrZqLB1+Xo2SWNqM8Zkafo4tzFArVOVqeOJ5HJoNel2m58YvKHkyV8NyIzz9Ug9cuWzb/se2bR+3bfsUgB8G8Fe2bf9dz0cWcjwRS7KJihWeqqWlasKVvnAOYsyEZvgvljSFniux4F+dmZkTdOEqXqp5+j2NXs0dNyanUcnO9YokloN1BzgTdANZ1Jd3FiGqNwmypAESO6AoZa+QoVMSJEyoRhxSnArSbBZoI7lZaBUAFHXL8jSITbHUCN/xbWezxtLdhxf/vEzFhKmHP2pE6W3k5MkRxFJICxgDQLNJNyeHDc7fzsKUgavG4TIivYDVWTokjlhydjFuUMi0UWmHJ3Cv1OQxxbvXfkVKGNBM/5uVaj03ha9iaZEKieKr3u7+Gk1AgoI45//vmp2nC1qjEuwOvrntJ15+orjjuYYaRyZ+8KLC8XQqdBI3woRiJiAnaWxLrkDHWVveui9VPQaJ7O8KdeL1Qi+WejWWTj14+OrNURJLh3FbFY6Hr4CxQ1MlSBPlwM3JMCycsFHvswEKipHEkm3bj9m2/b1eDSZKmI5lSXRPLE3kbVTtXGhqoZQ0CVOSe0FGYtyCavkfwK6pB8d0uI1fLU+aagyZWDDZaNkTVNjvbr/hN011a2JePr/LsqQlkU0efA07iRqhtCxZHKQkdddkJ3pB9StbApBanva/zlKZXruhRvjE4HbGrbEEAHyaWl6MCIglpWcVladHEEsn6CYlTAWMHZpqHOmYOxavk7fT83jtqXAUpmSWpUNiGfQid1MsFSYIbMRQvxZcM127a+PZP7yEf/X2x/CKfhxTGffiUcSkBc3yvx6QpgExdHztQD5zhgbFF294uzg11AQyiWCy0fgMDw4m6gFv/BQtDgF0l718aeduu2HwyHAHC9ZNN1wYLUstDjJHRVxuml7DtZWtc66aCciJ4cSS3gzf8W1n3BpLwJZYMo3w1KwbRLNJ5yZxcgSxtEg3YpVS+GKymnoC6YQ7Fq+Fu+lm7OpzNVc+b1yYWDoklkF3La6KpWnqSqks+b/6PPm7L+Enbv8qjiWLuP+H78Avfulh3J66jv/977kXCyNxLWjtAMSSDojQXDEND4s8KyMFDcXiwa8dh4aRRPqAhdJLsqSBejPYaaSpJ3Cav4EkLCxf2WlNqFsCssLBgp8T6L3nuNfDhNIWIAtU5GSnqYjYHlSvWMlNy9MgUjn6Pl0N3/FtZ9waSwAgZOmxmuGvkoCmQiBjNLdVGAsYOzTNJNJJd374hQdou5vdG6CgCE9Rn4hhmXRSdvzjblCYpTd55ZqKW1z71OH4uZ+y8GT9AXzviefwjre/iu/+qdsxe+8ZV79D5NpQG/4XT9T0GERiAPCv6i2JEcwkyp63PGkYPDJ8gGIpoaKuBjuNNM0kskkdxztrWF7deT82WilkUgdnJG664UJoWVI7AiSBipzcPLVA1Na3xJHa4jCR2t+66LQb0gOooD8KV5RJvOX48lif4VilzHBXSQAAKFqsl+k4fNZXLBFDnlRQqYWnBpFD0+SR4d354Wfvne67AQoKJpYOian33HCSi2JpngYgV67771bZMGS849jz+MPlN3v2HSLfgdYJQCwZMYgHxHR4wQxfR7HubSmIRkvALXLF0+/Yj2xSQ10Ptqda0+SRFQxw8QqWqzstofWOjKx8sAAKc7q50hUhi716Ub2g+np565jUNo+TByRipPJ0bnHi98LIVo2l18b6nFgihgRakRBLTT1+KLdVIRGuAsYOzbaAY1l3YihjiRhOJFZxdTUcPRuZG+6QWJYHYinAwL1KK4287G1wq8h3oXX8y0hz0Mw4xLj/M+dMWkVR8zalv9lOIZMKzhqS5Q00jGA7oDfbAtJCCwsTCpbVrSwqu2ujYaeRTR8sEJwSIGFzw9ldGyokSCI9htwCjeOoVbZ220p7y/I0CEcs6Vp4xZIbNZYceJgwwxf/vAfFSB4Yb9aPAqegogR73/Wj2U4h7eJ8tCBXsFwJRx88JpYOidVbe90MGi6cohNhec3fjBy7a6PazaKQ9dbcKYldqLb/RTdVKwEx7v/MOZMzPW950uhIyEjBLfBZwULdCraQqjNBL8y1caMzu1k13agZaIFDZohqHGEVS2bDRAcJyD3NnSqkkEALtdrWa9RuClJq/3HzGR4EXejhCP/oyytfo1lPJ8+Mn7XKEwumFT431W6aJoc0N/pGrpDSUTHCU8DYodl1dz46OaFiWTt8GQk3YWLpkJgeiKX8Yg4AfA/c0ys6TAjIe9zKTEwBGsQd1Yf9QLOSEA8IgPWCmckuSt0Jz5qzOpaTtByctSAjtlFv+99qZTvNroS02MXCqRg6SGD1Obro1q/TAkzZ/MHTnJOo4SRuhAW1RF3ykkwXfhIjyJH6jqB61RYhpfa/BkiMIAU91GLps/+jCR4GXv+/3Tr2Z0VFLG3PdByFgmShYoangDFA56OmLbs6Hy2eaCMGOxTldJhYOiSWBcTRdrUYYEJIIIM6KlV/b/LqFZp9V5j09nIQRcBGDGbDX5eY1k5CTPpfP2dmlqCLOMqveBNTZNQMtJEcynLiFVm5g3onuEl7+wS9cCcVbctP0yrQjVVa7yUzREf3sIolZZ2KJTmzdW9m4ypqCj2mjtWBgdSm5Wk/UsSAZoRTQHSsDv7o/J34nrlnkV0Yv8UFH2vBbIV/eaNW0UOIpUwblU54ChgDdD7qIIG0i16z//OvH8aV9nHEEsGfy+BHEFEsC+DgvrWCBu75W43Z6TGUn/Y2kM7ZHTu7Zb/Q2hwk3v+4ns2WJxfdaxmzncYKDaTM5IJbALMZG02kA9v5bZ+gT56jptHll+jv4jT4zU4efF2HVixtOF3pt+aEHKeirtFrS12nglAaojtIKmZCN8M55X/5/3kea90ZvP+H3bFK8LEWDMv/qvaj0uyISB/gQu1HIW+jZmc9s1ofhuYqve/SmXAK8nEJ550TAawWAQf3rRUTXBMVxb/iiQBQXaGLSmHO24BBUaaXm1bxNzNN6/AQef8nlc2WJ695U2G7WaSiM5MPLismm6XWwuZKME09t0/QJx6aAQBcfYVuYhrr9DrLTB18XW+2yAiZWFIr1AorZbcEX5Y3UOsF1asb9N6V0gdP5VQshVNA/MEnmpCg4J3/5D5XPo+PtWC2w7+8KV0RsjT6NReGAsa7ceajdC6c19i4hP9qCimmRcATDyxLgo6K5m/gXmWFLir5eW+/NzCx1BUg8v4vgjO3Unt08Yo3gSKNtZ5YKgQolgp0YnRcXn6zfYKWZ2UUSAXL1+l1Vi/1WoTMHJyB6WS1WiGr+qxU6DHI+S2xlEttBdWr5Z7lKXvwApWKW9BDaG2xFAt/cuks3nPyuZEqWe+HEG/BbIXvWLfTbXehQkb6EF7szQLGV0Iklkr0WkwHuHnzEiaWDonVJuBi7luWCpKJinX4jtuHoVqkE3LhpLcpmlKW3kTObtkvtK4AMRWAWLqLZnGsr3gTL9Uo0d8xPeGvJXI7/XqV+cnuCXpBWMdyiYqjRoW6XjOzBy/Am2LJCpdYUmv02pHyW+c4J7VQa9EV1nHTSZmDhYGYsKCHUEB86d8+h6qdx/t/1L0wAD7egdkJ37Fux3GhDhNvtpvNAsbLwfSF7MfmvRjgfOQlTCwdEqsVA0c8EEuZNiotf+tKOD2G8gvefq+YoQuaVvcv2Nru2tAgQgwgyzZ7IoM42qgcXED6UDhiKTPtf+0qh8wEXeCc+CC/2T1BL2TrWG7k6Jgq9LrOHjt4NXKyWq2QFTJUalTwyZNb5zib7qDepce06abLHSw0Uok2tFY4Cvxt5w9+10SeVPH2nz/n2mfyiTbMdrgtHM01KpbS2dGX4c0CxjfCk97YLNNNNxNLjB1Y7Rj4mPtBw4VcFxU772t6fbVKM/syx73NrhB7cRd+iiVLsdBBAmIA2e0kRpAnNc/aEjSrPcvJTHD1VhwXV60YjMrYPUEvTBlYNmjsUqNO76H03AhiKWSFDNUGFXzSxJZYymUBBWm0jfaW5WkYsZRsQw+gN+N+aBsa/ufSffj+28+7WoaFT3RgdsItlpQSFTrDuFB3s1nAeDU86r5Zoddieiq4zZuXMLF0SMx2DJwXYmkC6CDha8BspRZDjtQ9bzQrFajpWGv4l5mmlemEJErBZGgUEk1UGt4sUI0qXUgzc/66bbez+EYqTF593v8WPcDeCXrhhI06sqgv11GvAyJUJMWDf/84F0cMndCJJaVB3cfy9Jbaz/ayH+vXGptiSZ44OIg9xbWhd8K16//zX30OCtL44Z9wt/wEn+jC7IZbLI0T4+MUMK6sh6eXYbNG56P0TLB117yCiaVDYrVj4OIeiKUpeuOUL9dd/+xBVJsJFBLeBwqKuV66c/0mEku8gorqzQLVqNGFNDMfXJ2jmXumMEVKeP6FYKYSZ4KWp6h1beFW+ltfe2odDTWGbGz4TQcHK3xiqUmtY9LU1gKUm6CWiPoNBUrvXtpueRqEyHdCJ5b+4A+Bmdg6Hv5pd7LgHPhkB2Y3XFa03TQ3Dh9zGFQB4/1o1ntiaTa4zZuXMLF0SKxOHFzM/XT0wgy9wf0M3KuoHPKc9wG6YqHXzFPxL41fq9IJSUwHE+xZSBmo6N7stBoN6j4VcsGave/NXcP5lUIg3717gl64m8bdLT9fQ11NIJMY3uLFI3xVn1UVSMLa4aJy6kbVbqhQe5anYcRSiutC64bHRdK43sDnbtyPH7zngqvFfQGAT3ZDL5Y2Mx2HsAruxilgXPXIxX8Ymr39tjzDxBJjG1YnDj7hgWXpGN0hV67759aoGikUUt4HCkqT9Ng0xb/dkCOWhskW8oKC7F12Y6NJkCUNz92nB3H2VBMvqIuBFMhzJmgnLmnhgUkAwPIlHXWNQzY5/H3EEQtWKzyLDwAoKoFMdm5kcjN0ca0XDajNvW66QaQEG3o3PM1XP/MvnocJAT/8990X2nzShtENlxVtN07M4WFjfAqJBir18GT8NZtAChoSQrjdn4eFiaURaWkt/PK3P4ZvNO7G8bz7gmZiwf/AvYopIy95738QJ3q1YfwUSzV6XE4mnt8UMh1UOuO3b+hHQ40jEw8mZX87956LQYeIy1++5vt3N5uAAH1zgp69dxoJtLB8pYuGySPDD38fcaQdOrGkGjFIsZ0bme1B9UrPAD1MfaKUYENHeJqv/v6neSzEr+ONP3G365/NczZMO9xiyXGhOi7kUSkkFd8LGO9HU40hTYKfj7yCiaURePEzr+KNk6/in3/1YfzI6W/i3//VWde/I4jAvWonjULG++/jZA4xdKD5GAvsZN6J2WBM8rQtQc4Tq0tdS47kZvKKsw/TelLPP7rq+mc//XsX8OivPjXweTpBb7ms41wcxxNrWF5Not5KIZsafhPAxVqw2uESS4qegBzfKZZyx+iGql5uQ1WpWBzGjSWKQAtcKFpk1Jfr+FLpHH7ogVc96fsl8DZMhMeK1o9mnVoFDxsQnRd0VPQQuVW1ONLx4Ocjr2BiaQg6Vgf/9nsfw4PvPY5rxiQ+/fPfxH977duQO+m+xSB/in5mZcOfIorddhdVO4d81ntrD4kRSFCh+VgaxMm8c4LL/aYwQRff2lX3A/YbBocM52819H7c9T2nQNDF+Sfct4b+q1+o4cP/52A3TbPPBH1SKmO5IqPRFpERh98EcLE2rJA1X1XNBOTEzt/VqRtVK3eg6gQSGW6BSvUMGHol+No8Vx8voo0kXvdt3ggangdMCL6WYBkVpZd7IM8eLkGjIJmomOGJD2rqSaSTwV9bXhGumSGk/OK3fxX/6M8exnfPPocXzgPv+9dv9Oy7OJmDjCYq3vRe3UPjRhM2YihM+PN9YsyAqvl32TmZd4GJpWnqHvKiLUHD4pEVgq+zIk6KuC15Fc+/7P4u12jFUW4P3pQ0jQTSiZ2CcWFCwbI6gXpHRlYeftPBxdqwQtZPTLGSkJI7rWOZYzSIvV6zoepxyLHhFqiUSIW7kyEaJMVXqVJw+ie6Dd/TYC3Nv5puo+LE+Bw2uL2QbqHS8rY23ig0TQ7pZPDzkVeEa2YIIXbXxu89eTveOf04/vTG6zF995Tn31mI130L3KssUYtHftKfmB4xZkDzsfO51qQuBzEfjEm+MEtFmhfZjY1WCplUOBaDs9NrOL8x6/rnmu04qnYO3XZ/0dM0OaR3WdcW5tq43plFExlk0sNbFrhYG1YnXFOiYvGQ+Z1iKSEkIKOJWp1AMeKQEsNZF1MSPTa9FvyCVrxKx+z0T3QbRyyZjeCPdRDjxvjQAsa50FjPmhaPNB+y2hsuEq6ZIYQ8+4eXcL0zj+/7HtO3rKMC51/gXvU6vVmdkgVeI8VNaKZ/wdaaQhdZp2yB32xmN3rQlqDelpERg48/AYB7bzfxWmths9+VW5jtxL7d1ftN0AunYuiAXmPZ3PDfxcfbMNvhyS4CALXDQ+L3uhJz8SZqzRhUMwEpMZwgcMpn6PXgF7TidSrynf6JbsMLdK42m8Ef6yAUPQ55jBifQgFoIwllLRz94ZptAWkhHJs3L2Bi6QA++1/WQNDFO3/uTt++syBoKKv+ZK04JQryc/6ICTFhQvVTLKl01+Vk4vlNYYHGI5RX3Z+0G7aMbNr/BsH9OPs6ATZiePHPrrj6uVavGapjAd1Ns5XaM0Ev3Lnl2snkhhc/XLyz+X1hQWmnIAt7BXEuoaKuJqFaHOTkcNdWSg6RWCoCHExkT3jjRoqCWOrnQh6FwtT+94bfNDsi0iPECEYNJpYO4LPfmsbrpZcwc4/37jeHguhf4F6119PL6TXkNWKy5WszTyfzLlUISCx5lN1oKRYMpJAJScjCvY/MAQCef6zi6uc6LSsq1/pbrJSOgHRqp5hYuDe3+e/sxPDCPIxiSbVTkFJ7BXGW01HTeSgtDhI33G4+le41sq4FLyCK5QRm4hueWev5FF3aTCW8lg7FTEIeI8YnN0XnUcc7EDTNroS0FI7NmxcwsbQPK0+v4UntLrzrTRu+fm8h3UKl7Y0vfzeVIl3E8yf8aZkhcS1oPjbz1DQaROlFevIwOBmTbrclaNygAbKZbDhS3Re//QQkKDj/nLuTpeWIpQFFWvtN0Ccemtn8d3ZqeHc2F+/CClnzVcWWIEt7r51cykDdFKC2hb5uun44YklvBr/7L9YFzPDeWUQcsWQ0gheGg6Au5MOLpfwsDcyq3gg+Xb/b7kKFjHRwnZc8h4mlffizj78MAHj335v39XsLuS4qXX8C96plutA4JQu8RuQ6UNv+BVtrBoFIgsv+iXNx5EgNlaq7oqaxSneTmXw4LCGxRAz3SFfw/FV3TV1mp9f+Z23vomd3bSiQkZZ33ifp+TTyhKaTZqaGv9a4RHdTnIUBS7HQRhJynwUom2qh1hKhdgRIfdx0/XAyQkMhljQZM7J3sTabliU1+GMdhNISkBYOP778Mepurq4FH8TuxE2l/dnjBwITS/vw2Ud5nIxfxz3vu83X752YoMXj3A6W7UelQova+eWmEvkOtI6fYikGMRZsLaJCvI5Kw91FuFGkAtDpExYGzh6v4Hx9wVWRb9o9sVTc605R11XYiPWdoBf4dQBAdnb46zpsYkkp0vtfkvcK7Vy6jXpHhmqnIIvDWfNSGfpb6krwAqJo5jCT9W6RFyS6iQizWGp2UpBTY4il4zR0oroevKuxuUav1XT26EqKo3tkY6JXdPxF8Szedddrvvfe8jNwr9qIoxCref49DlKq42szT9WIQ4wHu/MqcCoqqrvZjfU1KpYyk+Fpd3DvPTbK9gRWny269plWrxlqPzfmfhP0QrYGAMjMDl/HJ2zNV5V16l6RM3uPL5u2UbOzUGwJkjicOE3l6CZFawYbV9Jtd7HencTMpHeZnE7Ffr0RvJAYRLMjIT2k0O1H/iS14lY3gs+Iba7T+Sg9QkJF1GBiaQB/+fHz0CHiXe/33wnrZW2e3VSaSeST/qWeioIN1famEF0/NDMRvFhKaaho7lruGhvULTWKm8lrzn4bdeWe//x11z7T6e/Vz43ZLFIx0W+CXpim1sTs8eH9AlyyC8sOj2VJLdNj6NcEOpcDOkigjSSkIXMzHLGkq8GKpcprVXSQwMysd5tQeYIeq1INp1iiLuT+8WjDkp5PI442qj4VMN6PZoleq+lCeDYbbsPE0gD+1x8bkNHEd/zkPb5/d2GeWl4GBbW6SVXnUeD9CxAURUCHOLDIoNtorQTERLAT5oRsomK5m23YKNNjys75JzwP4uw7FwAAz3/dPfFtoWdZ6lOkdXOCzu8VOI+8J4XvLDwFaXr4351L2rDs8Ez2SpmKfDm39/iy+a2pu5+brh+bYkkLViwVL9LVffaEd7/1pliqhdMNZ9QMdJAYK8aHxAhypI5aI/gkj+YGvVbTE+GxdLsNE0t96La7+NzLt+ORYy+Az/i/cy8cpwtgZcX7WJuKISIv+hfT4+yCjZo/36m1khCTwYqlQqaNStvdwOdGlZreM3Ph6Q01cVsB87FVnL/onnXGaYbar0jrfhP0u/756/Gl8oMjudDDJpbUKrUeSrm9Y8ptq7jfz03XD3GSzit6n71R+ZUKPvfLjx9ilKPjdasTAJCnqCW3WQ2nWHLi0eT0eEInn2ii2gzeGtos02s1PRkeS7fbMLHUh6f/x0Wsdmfx7u8JxhdcOEm3G/2CWt2m2pJRkP1LrxUlOjmoJX+sWVqbg8gFO2EWcva+LTsOQ71KPyszH65c3XsL1/H8ijs1yTpWB1304vf6dFd3e4LmkoCF8OyMlQo9PsdKsp3tJRH6uen6kRSTiKMNvU9y6H/++8/j3f/8IV+SStYu03vfq1YnACBPUyGmBByfNYj9XMijkOdUVF2OhzwMjihNTwXTKcEPmFjqw2d/ex0xdPA9P3cmkO930vjLJe9v9Eoni3zGP1EoyvSS0yo+WZYGtIvwk8IEQRfxzdpIbtBoAAm0IOTCNTmdXVRxwTjlSgPT7X29+hVpbVbod7g1QXMcFUth6bXlNIHuJ5Zys1vHPKxYAoAUdGh9xNK1GzHYiG0GzXtJ8Uav1cmZgmff4bhfFfduOVdRNga7kEchxxuo6sEU3N1Os0bXkPRMeMIC3IaJpT589okZvCn9Iibv8KZv0UGkCimkoKFc9vZ7LMWCChmFvLffsx1nYteq/gRdax0e4pB1aLzCi+zGhkKQJQ3fMzUP4uwDCVjg8fKXro79WdtbVfTrru72BM1xgI0YOlbw2UUAoNTpOKSJvWJwe0kEuTC8ZSFFDOjG3ml/pdKL8Sl5X5OsuAYkYSG/mPPsOxJCAgJ0KOFom7YHJ95Ozo/n9s1LJqoux0MehmadbuzTs8GPxSuYWNrF9SdW8Yx+Bu96i7ttG0ZlJlFGseKtL7p6hS7e+YJ/C66YocekVnwSS3YKohCspcCL7Ma6EkcmHo42B9u5923UBXf+L9fH/ixLpRaIDOp9u6u7PUGHrVO90qDH57iUtpM7vuV+7RfTNAgxZkI3+4ilJnWJORl4XlIsxzEdK3su9GWiQtHCucRtupDHDIjOy21U28G74ptNgKA7UkJF1AjnlRQgT/3pMgDgb/2gf73g+jEn1LBW99a8Wl2mNurCjH9BrY5Y0ur+BF1rdgpiKmCxdIyex8oN93btDT2JTCK4yuSDuPO7TyGONs4/NX4cnGNZmuPKfburN3suFrcmaI6ni7cj0oJGVeh1K03tFUvbSyJIheFjtlJxE7q1d9q/YVArupOB5yW01UnN8++R4zoUPZxLnFPSoJ+LdRTy2S6qfTYSftNUCNJohs7S7SbhvJICxGmrMHVLsB1KZ9Mq1lRvx+A0J83P+BcgKOXpd/khltpGGxZ4iAG70Z0mxZVV9xaihsEhy4dPLPEZHnfyS3j+1fF/dEujMTtzIrWA7nZjNhVARtO1vn9hE0uKQuPSOHnv/ZkqpJBEL1uuj5tuEKm4Bc3cabFuG20Uu3Rz6ASVe0lR8bbViYMcN6DowWeK9WMzIHpMF3I+D7SR9CUwfz+aagzpWPA96rwknFfSAfzytz+GiUmCn/70d7j+2dUyjRNwqqMGxWzBwlfWvAuABIDqKjW5O5YPP3D6U6k+iCVtQwOQCV4sOdmNLrYlqJsCjqXDGb16dqaEL147g39w75eRTNpIJoBkEnjb+7J428/dP/TnOB3jZzM6UKNuzJNv2XqeTtAqAHeyqsImllSNQIIGEtvbt9GpsVOypzbT5IchlWhBb+2c9osvlGBjjn5n3ftkiKKZw73HvG9OLicNKGZ4SkFsx3Gxji2WJulGoXq1AXk2OHdcU08gnTjaYimSlqUvP5/DH3zJGyFRrVDfa+ZYsB0B52a6KNsTsBTvdnqVXgNGp8eQH4h5p+WC90G0Tsadk4EXFE4ga2Wjv6n8P73/K3hz+vxIn9loicikwrGo7+Z93wfwxMLvvXAvfuvph/Dxx9+Ef/m1h/GRfzrawrBpWZqk98DuIq1NLYF03D3rGieESywpWgzyPrv1bKLXO66Pm24QYrIFvb1TLK28uFUC2usijnbXxnp3AjMT3t//ac6CYgWfVt+PZoPOBfLMeHNvfoqKwdr1YCPZm0YC6WSwPTi9JpJi6f7FOp5XTnuStVKt0x2bW6b9wzJ7jH5/8UXvdmDVEv39Cqf8s6I5LgM/+lOFRSwlxSTSaKAyoC3BX/9NEt9Qzo5kSm90RGSkcGRt7eYH/+83Y7Uzg0o3D8WWYdo8fvT036DRHk0sOU1QZ2fo37u7qzeNJNJJF8UST68TR6QFjWrEIe8Tl5ZLaiDojtQEO5VsQ2/vtLbcuLhloVQ9vi+rSzW0wGFm1tOvAQDIfAtKO5xFEhWFZgSOW/Q4P0vfX10J1iXfNHmkuXAkRnhFNMXSQ3FokPDyo1dc/+xqI4F8vOH6547K3CkqKtYu1jz7Dqc5ae7kXjO/V4iFnljyoT+VU55ATAff3LEQb6BS7+/1XqrQ3//ak8M3oG3YaWTT4Sy41w9Z7KDZOZxYmlugv9vuIq1Nk3N1guZFep2ERSwpZgLSPn0Ns7wBCepIQbUprgO9s9PasrK0ZRFw3ENeUbxAs4xnjnnvHpNTbSjtcNUhc2gqBDIZP84oP0+FshNSERTNFo80Hw6LrFdEUyw9Mg0AeObza65/dkXlUOCCT8mevZX6n1df9i4upVojyKKOOOefmHBaLqg+WI21Wi8ANht8aF6Ba6Ki9F8gLut0m7383HAdMc2GCRMCMsGG1Y1EWrLRtEeLqbB0ajmbO91r/7OxcyGnE7R7bmpOoNOhI9KCRjE5yPuIwZxoQoqNZlFIcV1onZ3WjJXrNuKgx+x1XaLNVienvI+TlFNdKJ3gCzb2o6nFe/F245E/Qe+pqovxkIeh2U4hHdKwALeIpFg68z2L4GHgmcfdPzlVPYW8EHyW0dxdtFLk2lXvTJuVRhz5hL9WtKSYRBIWNB9iAZ2MOzEbfJBnQdBR0fZO3I3rDVRsGn+3fHG4H8WpBJ7JRidNN50GLPAjxeCZGhVL2RkBAnRUdpU+a7ZSSAvuCRsu1bMs6eFwb6otDhI3eI57+E0W3n7q5ZE+UxS60Lu7xNJ6HLOxEkSoUD3eJxaX6DU+e7v3Sl8WuyMLdL9QjDjkxPjWoNwJGltb3QhW4Dc7ItJidCzdhyGSYikpJnFWvIxnXnP/hqtaEvJS8L7X6bsmAQCrN7y7AKsqh0LS/8BAETo03fuFPlRiSTL7tuxY+vrq5r+Xl4ZbpBurdEXLTgTvXhyWdIae7+bq8NebZdBrn5cSKMRqqNR3Hi+doN0TNmETS0qbh7xPq54P//F34Hdf+7aRPjMldKHbO11TNyopzKcqkInmeRHH4vVeq5M7vW8bIMuAgRTaRjgshdtpGkmkXRBL2RMZEHRRDbaGMpq2jLTExFIouX9hA8/UTrlejKvalpGXg7+5kmISk2QDa+venaKKFowVTYzpUH0QS04atFOuIEgK6RbKfVp2XH5qy/W2vDKcu7C+SnfnmULwInBY0ll6HTsNRIfB1Onky4kJFJIKKs2dx9u0JVcn6LCJJbUjQHLRcgYAKQHQkdoxb64oWcynFchxDWqfVihuUlyjLr/CLT6IpV5Cc9A1iPqhWBzS/Pib8lgihixpoFoLzsrc0lowISAdbAK550RXLJ0DKnYBy9+44dpn2l3aHT6fDYdCnuMrWK14l81RtUQUArCiSXEDmuG9VcQpT+CUKwiSQq7bt2XH0kW6uzzDvYar5eHSiBsles4yk8GLwGFxGoYeRizxchIFQUVF27KItI02dIiuTtBhE0tKV4SccncuSqWADhI7Gh2vWBM4NmlASphQDG/j+4obcUzHNnzJNpbT9DuU9fDV/2m2BMguBUTn4w1Um8HFZTrWYsd6fFSJrlj62zTO45nPDS+W/uLfPI33zn0L3Xb/CUhdV9FGEnkfG8vux6zYxFrTuxpIlVYGedn/oDwxbkKzfBBLCj3PTgZekBQK6Nuy4/ISDbK/b7aIZWW42mGbYmk6+OMaFqdh6CjtNBw3HCcmUBANVMytbDqlSK0FaRc98ZyY2PG9QaPaImTJXct5qvcT6hVqUTZqBip2AfOzNuSE6XkRx2KN96XVCQDIWTrH+NEceFSUtoB0yh2rYT6poqoGt3FqrvXuxWxk5cRQRPbo7n3vacTQwTNfH/5G+NKnGvjM2htQv9Y/qNlpp+B0iQ+auZyONSPnyWdTK1oWhZz/C4OYsKD6UFk3VGKpd03tbtmxtCZiMbWKk3MWrrXnBgr57dTLVOBm5wIuTT4CTsNQp4HoMJgGFQp8mkNBbqFibZmRHGtBOuvevcrL9Jp0LFpBYikWLPCQXN4riRKd8vUaFa0rz9KGx/Mn4pA4C6rHRRyLqoQZ0Z84STlHxa8f/e5Gpdlxz2qYF3RU9eDmuOY6XYMd6/FRJbJiSZwUcQd3Bc9cGj41tFSlE2v5cr3v89Vr9CbOT4fjpM9OtrHamfKkSaK6rqIFLhArmpRsQWv5IJZ61nenXEGQFGbpIlRZ3rlQLNULOJ2vYeEUQQscii+UDvysRoW6iTKzwR/XsKSn6GTeHKH3mGVuE0vZDirdrXpgjjtPdlEshcmypJZ6x5d217WR2i2WXqoBAOZvSflSxLFoZDGT9acmkFyg91woxZKLAdF50UTNCm4uaJbo+UxHKIbyMERWLAHA/XNreGbjxNCvL9XpRLB7wXJwqqDmZ4O3RADA3DyBBR61q/3F3ThUr1LrWhBWNJFrQWv7I5Y4mEgIwYvfwjy9pra37LC7NpaseSzOGVi4nYr+5aeGEEt1KiKCbskzCulpenzN6vDxQGZvjeNkDoUCoEPcdB95MUFzEv0sR6QFibpBj1NyWyz1qtk7BVtXXqFz4bG7spCFNlQPxZLdtVHsTGJmwp8EmvQkPRalGq76P05AtOxSVYN8uoVqO8C+cD1rsWM9PqpEWiw9cLaF6515lC4M1xKkpFL1Xb7WP+DPqYLqVEUNmtkTdPJePe9+y5PKVVqrJwgrmsh1oPpQWVfTCUQSjniFwvFeYcXVrV3u2vPrMJDC4mmChXtzAIDlFw8uQtpoUBEo5MIh6ofBaRjarA0vlqyeEYqTORSchqFX6MahuUF/Rzcn6DCJJSfORna5oGpKpp+n1+mPu3KFCon5eychCV0oI1ZZH4XG9QZMCJiZ8ewrdiBPhFMsbcXbuSOE85kuql3/ujDsxrEWO9bjo0qkxdL9D9ML5Jn/eXWo12+Yve7va/1dAU4VVKcqatDM3UInrrVX3K/i7VjRCnP+X+CS0IHW9T5DTTNCJJZO9q69bS07Ln+Dtjc5fY+IhdfRFWT5lYNdBvVmDBniXWV3L0jP0XvKaSA6DKZJ+2eRGEFhhgoZR+Q3K/R3dKwHbhAmsaRW6HUgZdy1/IqZnlhq0N/vxnUbPAzkF3OQxS5U27uN4tqLZQDAzHF/3DXyFD0WpR6O7EaHrXg7d5bfXA4wIWxaXf3GsRY71uOjSqTF0rn3ngIAPPOV4RaOUjsHACgX+5uBqxv0pOcXwuHecKrcrr7mfuprZaVnRTvmv69bFLrQut6LNNWIQ9ynt5afFE7nAOxs2bH0PL1uFx+aQPZEBmk0sHzt4N1mQ40jEw9f7Zj94GQOCbRGaqdhWgAPev4Kcz0Xes+N2exZC9ycoDmZWqks9zqoHBonzsaJu3GLVIYKFb1J58CVUhLHEkWQGIEkASrkoZIMDsNmq5OT/mzQ5Gk6t3nd725U3I63y0/stLr6jWMtdqzHR5VIi6XCLXmcjF/HMy8ePKGYDRMNUEuU00B2N5UKEEcbmePhaLo1e/cEAGDtmgdtXXpWtMKC/1Y0MWVDtb2/sTQzERqxJOQEiFB3tOxYepmeg1NvngeJESzwRSyvH2wpaegJZJLhsJgNC4kRpImCpjK868FqEXCkd506bsyeyPdigk6KPctSCMSSWqPH7blYqouYF2v0u3pTgbbhTV0ip9XJzK3+bEalqZ5YagZvKdyOI4TdirfLT1FroZOg5DeOtdixHh9VDhRLhBCBEPI4IeQ5QsiLhJCP+TGwYbl/+jqeWZs78HXlV7cqJZcr/Sfsaj2GHKmP1MXbSzLHM0hBw+rqwa8dlUqpZ0U76b8wlCRqNu5Y3prHNSsBMRGCla9HIV7f0bLj8nIc87HVzdijhUwNy7WDYw/qBo8sF2yX8cOQjqloasPvpk2LgCf0/Dmi3nGhN3tB7ulZ93LrY4kYkrA2A8uDROmJJangrrs6laXiyynYekPNYT5LrZRyhi4HTnC52xSv0XPnR6sTgFoKOZhohsxj7cTbuSWE87P0GqneCKb4ZqNB3eV8Jvjiv14yjGXJBPA227bvA3AOwHcTQt7o6ahG4P47DbzSOrmn2N9uSq9umSgrjf5Bk9VmAvlEeO4sEiOYTWxgrey+j79aBRJoQZ4NwLK0qzCeV2itJMRkeII7C8kmKsrWuVwqpbEobWW/LUzqWDamDvychiUgI4RgRR+RdEJHUx8+YNlqxcDHepalxZ5VuCfym00ghg5SBXfjJDhYobAsKT3LmTzprsvKqWavKx3YXRsrrSnMT/aEmccVr4trNmLoYPL24YqvuoFMVChaODa/Dm7H2zkJSU6Ckt80VWo1PuocKJZsivNLJHv/hcauef9bRNiI4bk/vbzv60pXtmI8ykr/i7Sqcshz4YoFmUvVsFp3P3CuUoshT2qBWNFEmX6nVztYB62dhJgMvs+fQ0HQdrTsuKxM4fTUVoHUheNdbNiTB7pBGq0UMi5V//WTdNJA0xhe+JutGDhCj1OelZFAa9ON2VQI0lBcv3450oLVCn5xVZs0zkaadPfeT+V6YkntornShAoZx+bpdO4UcXSCy92muBHDVKyMOOdfuRI5pkEZwZrpB0qNXtNuxdvlj1PrarUYjMpvanGkY+FrKeM2Q8UsEULihJBnAawD+JJt29/ydFQj8MB7aJ2lZ/6quu/rSteo6j4Zv46K0f8irRpCII1l92M2rWFNc99VVlUSKCSDsaJJaTp5aRVvd0Jah4e4T9d2vymIJioGndgsxcL1zhwWj2+Nb+EWKiSuPbG27+fUOzKyIWj2PCppzkJzhArRVjsGPk534SRGUCA1VGq9hrxaDGkPgtzDIpacOBt5xt0S3qk8Feu6ZmPleVqSZP4kve6krLcVr4s1HjPc/vO028gJA4oPfShHwYm3c7L1xsVJSHISlPymqSeQToRr3fSCocSSbdsd27bPATgO4PWEkHt2v4YQ8iFCyJOEkCdLpYML67nF/AOzmCIlPP3c/oeysUon3Ttyayib/V1PVUtCXgyBDX4bcxMm1iz3zdYVlQ/MiiY6YqnqrStJ6/CQhPCkDRfSFioteu0tf2sVNmJYvG3LLbVwV++55wYvKHbXRsNOIyOHxrg7NDLfgtIa3q1ktuPgYluisJBsoNKkC3tTSyAdd3+C5kgLVjt4saSq1M3odhyI47bUNODGizUAwPxtVJBtVrweocr6KBSb/rU6caBiKVyVpZ3sPLfi7XInqYu6Vg1mTmgaHNLJ6MVQjspI2XC2bdcA/DWA7+7z3G/Ztv2QbdsPTU0dHHfhFiRGcH/hKp65vv93ltZtEHRx27yKSqd/EG2lnUEhE64d++y0jYpdgNlwV1hUjRQKqWAucKfWi1fmfgetK0AUwpM2XMh2UenmAACXH6e7+tP3bWUGnXyAZj8uXxxs0jYbJlrgkAlHwuZIpFNtNNvD76bNdhx8fJtY4lVUVCoemkYSaQ8yAjnShtUKPklYUQlkD9yMcS4ODiZ0HVjplSSZP0PnQ6eIo5OJ5zZFM4uZrL8WCJmzoHjc725Umk2AoOtaG6Y4F0cGdVRrwYj8psUhzUcvhnJUhsmGmyKE5Hr/TgH4LgAXPR7XSNx/q4IX9dOwlME7olI5hgKpYmrCRs3OoW3sFEV210bNziKfDc/iCgCzx6gVpviiu1W8K5aMvBSMFU3K0Z2eVvc2+Fq1RYhCeCwwhQJgIAW9omPpBWrVW3z9lsifv38GMXSwvDTYGta4QV2nmWzw1o9RSUsdNLvDLxBWJw4+vvVbFFLGpgu9aXFIc+5fv3y8BasdvFhSdQLZoziQFAzoBsHKVToHzt9Hr0Fpglr9lLr7G0a7a6PYnsBMwd/NaJpvQWmFK0tLUeG6EM7Hm6g2gnE3NlsppIXwJNJ4xTCzwhyAvyaEPA/gCdCYpc95O6zRuP8NHFrg8OJnBwd5l+pJTCVrKEzQC3R3v7XmShMdJAJpLLsfc4t0Alt9yV1ff7UTnBVNzHovlrrtLgykNjPvwkBhit5ulcs1XH61iyQszN+/1fshKSYxHy9ieWXwpFdfoSIrOxF8v7tRSUs2mvbw2ZdmJw5uu1iSLVQsaolrtgSkBffFEhdrwwyBWFL0BKS4N5bfVKwnllYJMqhvZsQ6MTSqB0UclTUFOkTfWp04yEIbig+tlUahqcZcF8K5pIqqGoy7sdlJIR3BhJNRGSYb7nnbtu+3bfte27bvsW37V/wY2Cjc98gsAOD8Xw+2vmwoKUwJCiZm6CJTvrxTLDmNZfOT4QoGnL2VTmRrr7kXX9SxOqjZOeRzwVhdxBw1i6se7GAdnLIEoRJL21p2LK3wOJW8sSczaEHcwHJ5cCxDo0iPK1OIoFhKAy1wQ7uUrW4CfHKbWMp2UOlQ/2Oz7c0EzcXaobAsKUYCcsIrsWRCt2K4scFhntuaM53MOy8qXhcv0DTGmWP+XrdyqgOlG642HF7E2+UFDVU9GFHY7EhIi+HyyHhB8LOCC5x8Iy1KeW1p8ORZMmRMSvpW24RrO8VH9Tr9Oz8drmDAubuoqWv1ins+4fo1KgwdK5vfOLVenMJ4XqCVe2JJCo+7yunDV7muYamSxWKmvOc1C3kFy8rggP7GOl1AM1Phci0Mg9M4tLk6XJCv2UmCi29NwoW8jSYyaGktNDsi0qL71w8X78DqBL9hUq0kpKQ3bvJU3IJmxrFSlzEvbW0anRiaUVrSDEvxZfo9frU6cZDFLpQRXL9+oJgJ1+Pt8ikTVdP/47S7NpqQkY5gwsmoHAmxlCqkMEHKuL4y+HBKVhZTWQsTJ+gFVb6+82J1qp861VDDwvRdkyDoYm3FPeVeuRKsFc3ZwWqKd7sRpyyBKIfnEt/esuOyPovF6b2m+IVZC9daswP7c9VLdAHNzoTLtTAMToVopzfWQZjdBPjkNrHUE/fVpRqatoy05P4EHRaxpLQ4yB7EZAGAGLegWwms6Hkcy2+dizgXhwgVqgdJsn63OnGQZW/73R2GpslBdlkI5+UWqi3/CwzrFR1dxJEORztVTwnPSjImx/kNXN/ov4B0212U7QKmJroonKAuDqdtgkOlV/3UWdDCQkJIYIqUsVp071Q5VrTCbDBZImKBnien8J4XOGUJnDIFYaBwks4oSxcNVOwCTp/ae/wLJwlMCFh/qb9LuVGmcV6ZmXC5FoYhne/V8SkNt6u27CS47WKp58Zcu1CFBd6TCTosYklt85A8qhGWSrSgtRJY6Uxjfmrnd0hEg6K5vyxstjq5I+f6Z++H1/3uDoNi8UjzLoulTAfV7sGtktymuUbXEsdqfJQ5MmLpRKaO683++dTVpRq6iGNqmmDilhwAoLy+c5Ko9v7OnwhfM8BZvoK1mnsWL6dze34uGOuEY+7XPJy/tBqdjEIllnotO556ji76i3fuPacLd1ARtPxU/1pljSp1PWXm3C1W6AdO41CnN9ZBmN0k+OSW9cgR91efq9HP82CC5hJdWN3g48GUtgDZoxphqWQL15QCWuAwf2znbyjHdaiGB2JptQuCLqbunHD9s/dj05q5Fp7ODM22AFlwVwjn84AO0fUSMwfhWInTufDMs15xZMTS8UkD143Jvs+VXqkBACZnE8gcSyOGDiq7wkWc6qdBNJY9iDmpibWme4ujUxbfsbL5TZyLg4fhi1hyyhSEAXFSBAcTT67MAwBOP5Db85qFs1RQLb/Q2PMcANRrVDxkjkXP7u30whpWLFk2B57bJpZ6Vt+rF6llKp11f/riE12YneCvGbWbguxBTBYApJIdXGkfAwAcO73TuizFTSgj9O8blmIphglSQULwOcA7SxfxYa2ZfqB0UkiLLoslJ8t7uf+84RXN9V7CyUTw94zXHB2xNE/7ahm1vRkkpcu0Ns3UCQGxBK23VK7uPPRqFYijHUhj2YOYzRlYNdyraVBZp64cp0x+EIhEh+phg0unLIFTpiAMkBhBIVbDy61FAMDim2b3vGbhdTS3evnV/oKi0QB4GJHs8L0plirDlYwwwYHbZllyemBdvUIfc9x6bhIay5ItQUp5EzQr8m10QI9x/rad852cNKCY7t8zxSrne6sTYKvfnbIRngrTza6EtORuCEJ+ip6z6rK/LaycjY9jNT7KHB2xdIreFDeeLu55rrRM1e/UKTrZFhJNVBo7J8RqPbjGsgcxO9nGWmcKdtedyXNjnX7OxK3BFZUSiQHNA3O/g1OWwClTEBacfnwZ1JFfzO15PncyCxlNLC/3vw4bSgwZEkxPv3FJz1DLULM63K7aAgd+myYsnKJW36tr9EEvJmgu2YVlByuW2kYbJoTNeBu3SXFbC/X83TvnAJmzoLY8EEuKiBnR/+tWztNj8arf3ah0210oSEN22aifn6HznBOP6hfNMrXgOxuho8zREUu304n4+vm9u5eNFXpCp26lLo4JXkFZ3Xlyq80E8olwLkJz8wQtcKi85s7OrLRBkCM1JMXgdgNS3IBmeufndsoSOGUKwkKBp5PZ6dRqX2FOYgQLfBHLxf7jbqhxZOLhCVYdBafoYbN+8K66bbTRRRzcNq2bPZEBQRdXq9Qi6sUEzSVsWPbO+8Lu2rj82LLr3zUIdZ1eI5JXYmlbC6C5+6Z3PCdxbU8qXpeMNKbT/lt3vO53NypOoLnbyQlO/Gl11d/f2LESp6eil507KkdHLN2TAwBcv7RXWZeKdHKYvI3uogqijoq+M+utovIoBNRY9iBmT/SygF6quPJ5pVoSUwn/TeLbERMmNMs7sbSxRq0XbnX2douCSCezxVxt4GsW0lUs1/vHztX1JLLJaIql9Bxd/ZXmwRZSJ1B1u2UpzsWRI3Vc1ekC74lYSu4VS3/yD7+JW/7WAq78zXXXv68fyjo9v3Lam+k5xdPff4qUwMk7La+y0IbqQcXrjXYOk1n/W2I4i7hSC6bCdH15V6eIXqC5E3juFrl5up458ah+8ezjFhJoYe5s/3jho8SREUvH7qcT6PWlvTdkaYNARhNCjt44E7KFsrVT2leNFPKp8AQBbmfuVmqzXb3kTvBeSREwJQRrRRMTFlQPYiMcPvflNG5PLmH23umDX+wjBZlOZovzg3eAJ6d0LOv9G0M3DB4ZPjzxF6PAZ3gkYaE5xKVnqfQ+5vid1rdCvIFityeWZtwv89FPLP3PT9PNltsthwax9DjNhHRaHbmNU9V+nt+7+ZIE9ytet7QWqnYeU5P+Fy6UJ4MTS+c/9TJyJ7P4D9//5c3HnEBzt7PHnPjTasm/47S7Nv7gyVvxXVPPInfS/7IFfnNkxJI8KyNHarh+Y69rY6OW2GFJ2d42waFqSYE1lj2I2dvpWNeW3BFzJV3GlBSsMJSSLWgexEYAwMalMh6r3ou/87qroYtBK2Spe/D06cHjWjjeRcme2mzZsp2GJSDjQU80v0gTBU314HNiNukx8sIuscRvlZf2RCxxNFbKoWN18MXlOwFsxWd4zeNfpCLm9T+06Mnnp3paaD69d/MlS12oLoulyuUaAGBy2v97UZ7uVSX3oIXLQVx+iq45P/Ppt+KPPvJ1AFvZY07guVs48Y/Vin+C9JufeAFXO8fx/u8LRzyY1xwZsQQAx7kSrm/sNc2Xmjym+K2JYaJA2yZYytbkV+2kkU+HsxmgY+JcXXbHjE2rmQd7gYtcG1rbm+Drz/zqS+ggge//+z537RyCQi+edvHuwQv9wi1URF57Ym3Pc/W2iEwquh2+0zENTfXgXbVjWdojloQtAem49dyE52n/Oqfi89O/fwllm9YGUqr+/O7feobDyfh1zNzT37o4LimR/qbz+b0WSlkCVEiuVrx2SrdMzfufbCHPUKv8MK5ft6n2so7v4Jbwv3/8Qfz1v3tmM3YqPeHub5EUk5CgoFpz9WP35ff/YwUCdLznn97r35cGyNESS+karveJ9ShpEibFrUm2MNlrm3CF+pO77S5qdhb5bDj728izMkSoWNub6DcydtfGRreAqUKw5f9Fvg21403w9af+XMBiYhn3v/9OTz5/HCan6S13+nWDi/Mt3EVFwPJze90+jY6ErOxdTz2vSSd0NIeo42MqPTecsHOKKshU5HMw98TbuIETUN7S6Pd//r+tbz43bBbfuHxrZQFvmPcuoNwRS8dm915HkgTYiPW1ah6Wjas0TmfyuP9BwJzMIYGWJ/3uDqLSc4l9/i953Mpfw3t/7jS+9jl6T3sRb5ePN1Bt+FMcsmN18EcvnME7jz2LzPHw1Sb0gqMlliZ0XOtTmLJkZTGV2bKkTPTaJpQvU7HUXGmiizjywWXS7wuJEcwmNrC6Mb7bqna1jjaSmAo4lEcSOtA8EEu1q3X8Rek+fP+5y6FzwQHAD/6Le/HbP/5V3PHdg10sC/dTIbV8YWfCgd210bDTyES4aaWcNNAcIlbN0uhCw6d2iaUMfTxNvFn9HLHkWJ2/8MQETiWuAQCUuvcitfhCCVc7x/H6+7xz+TlV7eeP753+5V5VdLXkXhLBZumWRf9r2JEYgUxUKEO4ft2mUqa1+06++Ri+8GUR6ZiGf/LowwAAecIDsZRUUFX8sd499u+fQ7E7jR/+IV++LhQcLbE010WxO73DvWZ3bWx08pjKb+0KC3P0QnXafjiNZQtT4S3ZPpeqY60+foxG6WW6s5maC7aImCjY0Gz3M9U++6vn0QKHv/P3wpmdkV/M4YO/89Z9hdyxB2ZA0MXy0s7FWa/oaCOJTIQ3cmnOgmIdPKEPtCzlegUpPSqf4ASUW2oLldeq+JZyF37g/tcAAM2G9yL1W79/GQDwhncUPPuOVK+59PzpvZYeKe1+xeuNVXouJ28JJghYjnnT7+4gKjVaAJnECE68YR5f/LSKHKkB8CbeLs9rqOn+lEr5/U+okNHEO3/xnC/fFwaOllg6SW/0lWe3TOfqugoDKUxuWzsnTtALtXydTgjVa3SX6hT2CiOzGRVr2vir5GY18+PB1h8SUzZU2/0J408+k8Tx+Ape92N3uf7ZfpEUk5iPFbG8slO8N1bodZrNR/e2TQstNFsHu2NMtWdZEnf+BoVeW4d0wpsEhe1i6S9+4wK6iOO9PzGBGDpDZfGNy7ce0xFHGw/84K2efcfiuRySsHDX39ob0yf3srTUsnsZl07plqCK4MpxHYrh/0a40kggn9iygN79nlvx5//5Gj5051f21Ldyg3zKRNX0vlSKpVj41Ctn8d7F55AqhKs0i5dEd9btw/Hb6Im7/vxWSuymJWV262Zxur9X1qgFqrpCJ978bLgKGG5nrmBhtTV+E8rd1cyDQpJoIK0TG+IGzZUmvrh2H77/7CuIJaJ9aS+IG7hS2um2aKxSt1wmH14L6EGkU2002wdPsJZOrWp7xFLP+ptOelM+YbtY+vznOsiTKt7wgbuQhuKLK+dbFzK4N/XKZrNpL3jgR86gUe3ilred3POcnHO/4vVGOdgiuHLCRNPw/7srKr8jexMA3vShs/jNC9+OOOf+PZyXLVRb3rs6v/ivn0XNzuH9Pxbe9dILor2i7OLE2RwA4PrFrQu09Bp1sW23pEycpubg8jqdkKtrdGLIH/NughqX2RkbNTvXt/fdKJRu0GN1qpkHhdjTam4Gkv7Zr52HCQHf/xM51z4zKM7M1XC+fmJHi5tGMfpNK9NiB83uwULd1Oi9yaV2iaVZav1Nc97E9DgxUqbSwhcu3463H7+AOBdHOq6i6bErp9vu4onqLXjDYsnT7wGwWXNuN1Le/YrXQRfBlTkTium/16BipFBI+VcTLZfuotrx3kf/+/+9hQKp4Lv+0TnPvytMHCmxdPyBXmHKy1s3+sYyjW2YOrklhORZGQm0UOkZoKqlXmPZE+Frouswd5wuGmsvbIz1OaU1ahKfusO7mIhhECV66akb7omlT32aYDZWxJs/dI9rnxkUDz1oY8OexPI3bmw+Vi/SiTczGV538UGkZRtNWz6wz+GmZUnamTlXOEatUmnBmzR+J0bqic+sYK07g+9+O71f5LiOpuZtz7iLf/7/tvfm0Y1l933n92J5AIGHlQBBgiCLVcVae6nq7qruai0t2T1qbZbUiqVIcsbWWJ6xZFuxFcd27MSZJEfxjOWJEtuJT8ZyLI/j2HK02GpLtiTL2lpLV6uqu6ururo21sYdBAgCBIgdePPHfY8bdhDAu0D9PufwFOrhAbyX7717v/d3f8strMOFxx7Xb1jWHI+12oqdIJqywGfRIRxNRZYKSBV0EEt5eTN6sxd43ApScHTUWr+bjZUNPHP3JN5z5BVdy2XpwUCJJWfICQfWdySmjMzzm9W3fytjNzMwDBvWsLrGu78W5QOiZ5+4nrOjU3wluNcswruzmeuFXU33n451ZuWVjqbxdwsP4t3HrnXFxN1rTr2FO9md/+Lc5rH1KF8EuEb7109AloEizJvlTGqRU8WSZNsllia4VUoe6k4YvyaWnvkS//fNHz0EgG/7pXLdFUvPf3EJAPDY02Nd/T31sHu5WOpkxutIWobPrl+JHtlaRKoLJVwaESu64HX2Ls2Hx8vnvfjdRIMz2+fLv/Uy0rDjAx8Wd67sFgMllgA1MWVkaxURWeIPvf+Qe8d5XlMSsSRXxrEYYEYe9hF9/XjqEbqPb5stXNvbCi2yZtK9LhywFb6cXuvMyuurv3MRadjxnp/ucIVKnXjw3QdhRh7nv7f191mP8XvZGehfseRQQ9OTS/Xv41yaL2AqLEuqv6HD1p08Ydq231fn78MJ6zWMneRO0A4ph2Suuz4az59V4EKiblqJbqPVUtxY79wkH8074Xfql3XeYSsiVertM1PKl5CAC15P79J8ePz8WVmb7V4kwmc+a8SYYRmv//kHuvY7RGXwxJIcx3x8a8KMRLgQ2p04a9iawuqGWqk5YYCHJYTMy6MReohn892+xdgOu7OZ64XNwR/sjbXODKKf/2wJw2wVT/zCYDzEFqcFDwzdxPnrW/dyIsYnMOeYuKK+EVpNrEah6fkcn2Qk+05Tv2e/G0YU4XF3ZxLSxFISTrz15NLmcdlSQLLQXbH0wzt+nPbO6Bqc0OnyIEpZQaTshc+jXyJV2VZGqtxbf1TNuqNFb/YCLZp7bb47BeE3VjbwleWT+McPDob1vlUGTywNpzGf2Yoai64Z4TesVgghry2LWFat1Jwyw2PWt7BsIzz73RhCGvNze5skImk7/DqaxDU0R9J0Yu/767n1HL589wG8+/BlmKzd3SrpJaf2RXB+7eCmf896gv/rHO9f65lDjeTTamTVIpdRLUvyTrFktpnxzL95CR/5vWNdad92h/K3vN+9+drR5a2cdDSNi5lDeOyYzgWu1Si8TmW8Ti2nkIcF/u5UbmkK2Q6k0NhPrpNs5u4b6d145BlTF/9L3XEqP/+ZG8jDgqeeFjcQqpsMnlgaLWGpPIJilm9ZRNYl+KRKS8qwI4/VglqpOS3BI3VHjXcKZmAImcOYX9mbo+LubOZ6YXPxSbATYunc/7iGJJx4x48PVijrqdNAXHHj1rd56Yv1dcCKTFfKfPQKh5e3PRmpP6BrliWLo7Kvb/+3pze3xzqNJpYcWMdr/o/7No87bCUkS92bJF787AxKMOGxH9F3IjJKRgwhjY0ODYda6hbfqH6LGFnufAmXRsRme5+7T4vmXgt3Z8vz7FfjAIDHfuJgV75fdAZPLE0aUIYRy5d4+G1kwwb/UOWT73WWECtxP6C17BA8PQzxbJeQPY75ePsRe0pZQaTkhV9Hk7iGzc0HkU5E3Sze4APT/ocFrVfTJqfeyqM7zz/DI+ISSQOcXSrz0Su0AqLJ1foDei5bfRuu22g+Uv/L2Ks7on1kWxlJpXvRss9/hYfmPvZ+/fyVNOyscxmvo7f1T4KrlXBJhXu3II4tcGGmRW/2As8kX/zHo90Jfjj7shWHzLcxfEjfSGq9GDyxpCWmfHkVABDJOuF3VAqh4WEgDTuy8SzW8nZ4bPo5IDZLyLuB+XT7N2pqOYUcrLqaxDXsw9xknE7uXbiF57h1KnB0sMTSfe84AAuyOP8Dfm+up01wmsS2gDZCC01PxupbFPPq42hx9naSdQW5P9jbn9rZPocDyGJo02LdaZ6/YMGUaQ4j9+n/cMrGDDYynZkaInf5lr9vQr+gBNnZ+RIujdASHmvRm73AM6Uu/lc7H/yglBWcDe/HmYmFxicPKIMnltSosfkrfEUTLbrhc1UOzF4f73rsVhyxkmuzQKfIhAJFLJQCKBfbexi26sLp79dj9/HBsxOOpOFlBQaUBm7FI8kSTthncH6G39PrGTNcZv39zfaCVhMruVb/ecupO8W9zuUy9boQnvujV/C/feo1O47LqptYt6wTzy9N4LGxucYn9gDZmEUq25kxIqolwT2oX6i57OZ9SUV7t3sQW+H3t3eqd/22OC0YQhprXQh2nn1uAcvlAM6c1n9XQi8GTyxtixrLp/JIwAW/r9Kxb3iUD8KRmQQSirNr0TWdJDTJUIQZK6+2l5iyWjZzvfDsd4OhjGhk73/3cNQAv2F1ICM0Tu1fxQvxgygXy1jPSXBK+vub7QVNLDUSybkcICGnS4Tqmf/9/op7yeHiQ2VqpfNidfniCmZLITz2sBjWbbsp17GcUlrqFt+0uyPf1w6yp/MlXBoRW+XjmntfbysluA3rWFvv/Dh49rPcb/LMOzpf065fGDixtD1qLHqd+wH4A5Xd9Ab5NtDtl+JQYICnD4wSoYO8zXMvtSmW7lZmM9cLo2SEl60hsrr3WzActyAg6Z87qhucOm1AEk7c+PodJPJDcFrFmFDbxTHG/X6S6w0yeBcACeL01aFaJ5Lhzoul5//yNgDgsbfuvfZjJ5ClPDbynXFMjka56HUE9YvglLWggmgPxdIagwuJnkfneswprKU6b409+90ChpDGA+/uXoFn0Rk4saRFjc2tSIjeUi0pwcqbZ3iCC4abr6hFdH36b001InScm3TnX20vT5KWzVxPk/h2/OY4IvG9P9jhlB0BW387Ptfi1Nt51Nf5Ly1hvWCDy9a9Uga9QJIlSMgh2SBCPpdnsDBxxJK2ldMoiq8dnv92BiYU8NB7xZiI7JYCUh3KKRWJGeEzxHTNYaf5yaXivXt2YutGeE3dy6RdC4+Uxlp669rFbq7hD/7xd/DKX9/Y0/eeveHFKeeNe67EyXYGTiwBW1Fjkdt8Aq3mXKhlAp65xf8EnhHxb4LQSV4CY/5meyukyDLfb/YfFsMR2m9NIbqx99w14awbAVfvnDd7ybG3H8AQ0jh/toj1sh1Oe//7DMhsA8mN+pNnviCWWNKi+DpZYFbjh1edOGG7gSGvGJnZZUsRG6XOiKVoUoK/SuqWXiL7+BiTivfu2VnbkOCVer+A8wxlsZYbwo2v38FHH/wOJqYlfPRzb8Anf2257e/MrefwYuowzhwZTOt9swymWFKjxiJzfBXo318Z8jt80A0AmFnm0QpaQi+R8R0ZhoRc24kpIxGep0eUsi5+OYNIZm/h2EpZQbg0jIBXfAf9djBZTXjIMYNzMx6sKw44HeL71jXCYUgjma7vV5ErGCAZxLmmDp8axdcg5UE7XIpP4GRotePf2y7yUKlmeZDrX7uN5GLziTOjG0PwVUnd0ks2/eQSvRNLsfQQPNbeL+A8ch6XMtM48tQk/ujSGbzv0IvYb5pFZL198XvhczwZ5Zk3ij9HdpOBFEsTo0UslgIIz3Ozq3+60sluyDsEC7KYWecOa96Q/n48jTCYDBg3hTEfbs8KFlkzwW/U1yS+HZ8zj0jevafvSC4mkcUQAt3JUSgEpw6s4VzyCEowwSnGDuqecJgySGbqb3vnCwZYDOJsOWrWiUZRfK0Su7mGFcWPY4fFsRjabWVslCvFUrlYxqNv8eJ33vdC098VyTqqpm7pJXKALw5TyR5m8M7b4bX3Phjj1MkS/IZV/KvXPYu7Lyfw6euvx7QzguhG+/Pb2b/lQv7M+6c61Mr+ZCDFUmjSgCLMuHyFgaEM78HKbSdmYBg2rGG2GAQAeCa6l3Cuk4Rsa5iPt2cZiqxbdDeJb8c/XMaq4mk7FQIAhK9wJ/7AuPg+Z+1y6owRefCVocvT/4+sw5xFKldf8OeKglmWumSduPL3PF3AsVNiWHuB2uVBwq9EkIALdxebf9ZqpW7pJVa3FQaUOlbCpRliBQe8jt7fv7/4hTdgqRTAx7/7Row+yA0BPkcW0Vz7DvZnXzBjwriA4MOjnWpmX9L/I28VQtN8FfjSrA8eFq8ZkeA1p1AG3w7QEnqJTsiTwvxGez5HkbQNfps4SQ39IwwlmLB2O972d4RvcPEX2De4JuJTPza2+drp6f/0CA5LDslc/W2BXNEIi0hiaZSLmWSiswn/rpzlTsDHfkScichur14e5M4PVwCg6S2dQrqANcUD37C+W8fMwCAjhVQDP7lOoZQVxBQPvO7OJ4dsB5+riGjR3fbnzy5O4MzYbOca1KcMplhSo8YupQ/Ab47XPG/YyoWDhJwwzpWNmAgUMF8cbasoZCTnhN8pTlkXLTlm5Ea87e8I3+bXMDDdv8VlG3H4qSnI4H4izmHxAxEa4bAWkGxQlDZfNMJiFEcsaQVmG0XxtcrVyyVYkcHkmWBnv3gPyA4uKjYiO9Mk3LnEOx9JN2cFi92KAwD8Af23/WVDGql0b9qRXEyiBBO8gqSj8Q0rSMCFQrp1C9/yxRXcKU7gzMP9nd+tEwymWFKjxnKwwm+tPbp5bVw4eAwJYfx4GhGaYMjDgui11h1CI0UP/B5xJiD/BJ8wo3fat4+H57jDbeCIuxNNEhKjZMTDrpsAANeI/glF94psLSFZrL84yZWMkIzi+PEYTAbISCLVYcPslVk7jlhnhUqoKruqlwe5e4M/a5Fcc45z2iLIN6a/wJeNWaQa+Ml1itgdbu32+sW4pr4RPretzrQezablADvzNjFygOnJQIolLWoMAPz22hEJw07+8HtMHV4udpHQQT5Zzl9oLTFlJpbBBmT4fd1oVXtoUYpassx2CC8pYCjDf3SwH+ZT03EAgHOk/7cbHbYSkuX61ol8yQiLSRxhDwAOwwaSG50dMq+sBXBsRJxIOACwq7XUNlZ3WqHvzPK+R0rNmUyid7my9OtYF05DNnWuhEsjYnf5fOId7Uxiz72iidXozdbzPp39VgZm5IXJAaYnAymWmIEhZOJ5JXyu2qG+XhffU/ZaxPHjaUS7iSkj19Rs5qNirHYAwHeA9yWy0H44djhigI+t9jxTbq95y3sckJHcLOfTzzhkBUml0oF4O7mSGZJJDJ8PDdmY6ah1IhPL4E4xhGMHxcknBdQuD3JnhW9FZmDDxkrjMTMyyxeqvn36O6/LUg6pfG8sXLEF3m+tSoTe+EJcrGritRXOXnXhpF2cHGB6MpBiCQBCdrVorLf2gDusGiM8Q+L48TQidII3en6mtTZv1oUbF2O1AwD+I3yFGgnvIRouLiEgxTvUInF5068/gkTBPhDFgh0OoAQTcuu1/SByZRMsgoklhymLZAetE9e+PgsFBhw7KdbWqt2tiqVdCTjvJLfuPa0odz2iS2rqlkPuzjWuTWSpgFS+N3/ntWV+X3vGxUhHo4nV6FxreZ+K2SLOxQ/hzMH2ymsNGoMrltyqCXikti+StqfssYu1sqvHyHEfTChgfra1iSRyR/17CFAXTsPitMCBdUSi7fuLhZN2BGz9s426FwymwXhcHU5+vZNLtX3V8mWTcJYlh5RDMte5xcaV7/Htt6OvFWsLWSsPsrGtPIhSVnA3P4bDZu7Doi2+6qEtgoan9a8YIDcRVNApYmH+d9OqROiNZsHXxGuzXP6bm9iAjDOvG2yrfbMMxuhbhVCA3xi+0doXeniUr6A8DnEcSRthlIwIGsOYX27tBo7Mq9nMD4jxAGv4TWuIrLX/MIazTgScg1nqZFBxuPkipV5R2lxZgsUslliSLfmOWieuXszDgBIOv2lfx76zE2yVB9nyGVt5NYoshnB6fBHA1uKrHtFVBjeLC1FPTLaWkGoQVNApYlF+34qSjkYTq9GV1p6ns8+EAQBn3jvR8Tb1I4Mrlib46tUfqj24aXvKHnd/lZAI2WKYX2vNQhRZ4gOfKHXhNPyWJKKp9iegcHEYgWFxMj0TjZE1sbRSW+TmFRMskljPpcNa7Kh14sotCw6Y52BxCrYNN8z7uLG+tYi88zyfOE+d5OOIVpS7HpG4GT5TvPMNbAOHvYxUuTdW9VgMGEJaGD8fzYIfXW3Ngn/2hwx+FsH+J0gsAQMslo49yi0o+0/VNnEPT6p14bz9kTZAI+ROYS7VmuiJrABm5OGaEKteht+ebjpvy25SyylsQEZgpMONIrqKw8u3spLROj5LigTJLJZYkoeKSJY6N+FeifhwzBvu2Pd1CnlEzVae3LJE3H2Fb7udfoqPO9riqx7RlAV+ixhb5LJdQQr2tvLTtUosYYTX0HrkWTfxmeKIxluz4P9wbgyP+W/3TVqdbjOwYunJX3kIt74zh8Nv3l/znKnHx3BEurU5APQLoZE85guBlh78SMwIn0GcunAaPmcOkXx75urwq9znY5BLnQwijuHGYikPSTzLUgetE8VsEddzkzi2T7wtZK3Qdmqbzrlzjft1PvCOKUjIIRJp/D2RtAyfvf20IJ1ElhsHFXSKWMoMrySGSNTwWZKIJluzYM7mApgeF+/+1IuBFUvMwBqaD+VRGVdzB/Dan3uwR63qDKEQD99tpUxIZF2CXxJrtQMAfk8JkZK3rRXfZqmTSbG2MYj6OPxaUdrq26dKWUEOFkjiBG4CABwykIJjT7UMNW5/dx55WHDsAfGEvlEywooMNra5Jd2ZNcDD1uAMOeE3xBBZa5yCJJp3wu8UI3hGy0qeCnc/TUwsbYXXIoZI1PDZ0ohmmhf6GysbSMGB0YBYCxY9GVixNMiEDqiJKV9qYnmnEknZ4B8SL5+U388zraeWW8/iHb6lljo52B9FkAmOY4T7cqTi1QMritkiFBhgEUwDy+pt1kyOoUZc+Tbffjt6xr3n7+oGdrazPMjdlSFMWXnuOr8lgUii/sVRygoiZS98HjGCZ2plJe8Gsax9szqEKPgcOUSbzLwOkNW+GiSW+pDQUT5qz19u3lIUyTngd4j1AAPb6sM1kbdlN/dCqZNBpFFR2nyKX1fRxJLDxYfL1MrerQZXX+KT9rGnxHSelQ0ZbGS2rEd31j2YcvPxxj+0gchGfStFajmFPCzwC5JDtadiqSDDI4sVdOJzFxEtuZs+P3ydX2uy2m9BYqkP2UxMeaP5Bz9S8MDvFusBBraiFaO3W9/jDy/xyXbkuEA1XIiGyAFVLK1XN/HnklwsSRax/OuaSXnQLFduGDFmWIZrUozw8t3IpgxSWd5fpazgTm4M+0bVElKOLCK5+ilItMVPvdQtvaRWVvJusFZ2wesSw6Km4RsGNiAjE2tuzli+ya2no4fESjWjJySW+pDRB/wwoNR0Ysp8Ko8EXPD7xNt/1pJktlMfLhwxwMtiQuRxIZpHkiVIyCFZQx/nN7iot1jFEkuym0/8ycjeLbRXljw45lrc8/d0C7sph40c7+/qjRjSsGNqir/n9xQRKdYPitEWP/VSt/QSWY3A3J2VvNNkYhlkYINXsET7vhE+1a/ejDd1PlntKyGx1IeYbWaMGlYwv9xcnTet2rQ/IN7l9u3nK5dm8rbsJrwmIWBuffuO0B8HS9UsSiusZUmN4turdUIpK7iyMYFjIbEiprYjS3mk8ry/Wo6lqaPcMd/vU5CEs25kmbb48QlQRBfYykqeqhFU0CnW7vDtK69PrLHWF+TXMnqruZqimtV+0AuUt4JYV5RomtDQKuZXm4tuiMyovgbj4llgtCSZzeRt2U04aUPA1lpBYUIMHMY0kunqw08+ze8Fy5BYw5PDxyfc5OrerBNLF8JYhwtHj3SiVd3BLhWQKvD+3nmZjx/7TrgBbC26tOLc1YgucCGlLYb0plpW8m4Qu8sFsDcg1liridZmi+mGIwYMs1Wy2m9DrNGIaJoJdxLzKXdT50Zu80gz/6Q4deE05FEZFmSbytuym3DWiYCD8oD0Iw5TBqkaRWlzKb76l6xiDU+b1ok9TrhXvsG337TEuSIiW4vYKPL+3r3Ohc/UmVEAW8W4tUVYNUSrGCD7uVhI1ojA7BSxeW5R846Jsf2osVlMd765LeTlmIRRqbYYvhcRazQimibkz2M+31yoSWROrQu3X7wQe2Zg8BtjiMab21LcTrjgxSiVOulLHOYsktnqiZRyG4JalgJ8sZHco1i6eo5bH449Gdxzm7qFPFRCqsQFxp27DC4k4N7HndE3/Qzr1IeLRnnFAEdQDEGoRWCm1rtbbzC2yMdab0ishanvIL92zRbTDads90yB8mYRazQimiY0zv0G1uebqP69yB8Q/yF3l1vVHn6pcd6W3WRiGSThRGBEPKd1ojGylEcyX10sbW7D2VoX0N1kUyzVSHnQLFeuAk4kMHYy0IlmdQX7kIKNsiqWwkPYp+ZYArYWXdoirBrRNSP8hlVhKgYMeYfAUEaq9XRuLRFb5lu03kmxFqbeg2ox3Uhz42U446IC5bsgsdSnhA7wiWb+xZWG50ZWFBhQ2nxgRMNva5y3ZTebSdOCYk2oRHM4rAUkC9Wdf3NpvlUiDYl1bauVAWmHK/MOHLPPCSMkqsFrqclQygrurrsx5Y5vvteMn2FkXYJPEsef0GAywI4NpLqclzcW4feuZ59YNThNVhM8bA3RWHP3XLjoRcDbXf+ufoPEUp/SSmLKyKoBwywGg0nMy+2Tcw3ztuwmfC0OAAjs61wVeKJ3OIaKSJaqi6V8hk84FrsYOXo0TFYThpCumfKgWa4kgjg2JnYUp90OlGFENp7FnewopgJbViT3PheMKCKyUttKEd0YEq5igGxII1UjArNTxGKAEUVhth+3w4vpNnbYplIn1Wl45zDGJhhj32KMvcoYu8wY+6VeNIyoT+hBnshj/nrj/ESRhFnIunAazeRt2c1mqZMD9m40iegyDlsZyVL1ayeqZQkAHGyjZsqDZkjMJrBUHsXRabGSFu5Gq6U2d24ZSTixb9/WxGkwGeAzxBCJ1f47RLIO+GSxKgbIxgxSme7eU2sJA7xsTUiroc+SQjTVeHFJpU6q08xTXwTwzxVFOQ7gDIBfYIwd726ziEYET44AAObvNh50I6kh+K1d3qzfA83kbdlNeI6fS0nT+hOHrCAFe9UCyppYEs2yBACyMb2nCffK388BAI49LEb+oVpo5UEuf1PNsXRk5yTrNycQSdSudBwtuoWrGCCbskjluntPxZImeM1iOkb77GlEM40Xl1TqpDoNxZKiKEuKoryovk4CuAJgvNsNI+ojyRIChhXMLTbWu5GMA35ZXGc9LW9L9HrzoarhRbXUyTFKmtaPOBxACSZk45XWh3yWX1vJJp5YcpiySNZIedAMV8/GAQDH3iiuczcA2J2qWHqBX5+pEzvLsviHUoikqvsZFtIFrCke+IbF2saRzTmkct3NGxTbsMAribX9qOFz5hHNN/alCt/muxVUoHwnLdmTGWNTAB4C8HxXWkO0RMgaxfxq4xVqpOASbpW3nc28LTebdwgNrzC4WRwWJ61++hFtmye5VGnxzGW4WLI4alsu9EI252qmPGiGK5eKkJDD/teHOtiqzqOVdnnlOu/rvkd3iju/I4NItrpfTuxWnJ8TEGsrantW8m4Ry9jgtYm5MPW5S4iWPVWtudtZvsut9qPHxAwI0oumxRJjTAbwBQAfUxSlYlZjjP0sY+w8Y+x8pJ0Mg0TLhJxJzCfddc8p5UtYVbzwD3c3v8he2Mzbcrv5rUJe6oSSpvUr9YrS5nN8MLfI4mUPdlhySBWqT7jvDT2Hn7vv2ZqfLRfLeObCJB6Rr8NkFc9qth27h/fx8oofMpIVkbR+dwGRorvqZyM34gAA35hY10+2FJEqdjcgJFaQ4ZW7W3+uXXw+IAcrNlbqW76o1El1mhJLjDEzuFD6c0VR/qraOYqifEpRlFOKopzy+5tLlkjsjZA/2zAxZezmGhQY4POLtcrbjm+qcd6W3YSTQwgMiROaTLSGw1O7KG0uy8WSZBdrsgUAh7WIZKH6hPutxcP4w1dfh1f++kbV97/2f72Aa/kD+OhPiX/faoVnr+X2YcqyXOGw7B9WsKZ4UEhXWqy1khp+QerCachDPRBLRSe8TjGd930BvkCJzsTrnkelTqrTTDQcA/DHAK4oivIfu98kollCQQVxxY3Ucm2LjLbK8wfFvfG1ZJmt1IcLZ6jUST/j8PL7sZpY2rQsibgNN1TczGy9nY2VDawqw1BgwL/56GrVz/7u7zMEDUt4zydOd7uZe0arpVaAhH2uyjQH2habVqR7O5FZ/lxqJTZEQR4qI1Xe6WfVaEuqFQrpAtbhgtcjlq+WRrPFdMNrEgKS2Kkt9KAZy9JrAfwkgB9ljF1Qf97W5XYRTRDazyechZdqJ6bcrAs3IW4+Is9+d8O8LbtZzg8j4BHT3E00pl5R2pwaFCnJ4omlWikP5s7zqLHjlhn81eIZvPA/rux4//IzM/j71VP4hSevCdmv3diHt8aLqUDlosSvTrzaYmw7WkkN0SoGOGQFSUVGKV/CNz/5Ej5y/FmMmqJ4rfMili82Tu7biPhdHkXm8YppxfeptUGjs/XTzSwnbRilAuUVNBMN9z1FUZiiKA8qinJS/fm7XjSOqE/oCB+051+J1zxn6SZ/MILHXDXP0RuDyYBhtoZonbwt28nGs0jARaVO+hiHX6sCX7mNo4klEbcBHLKCpJrZejtzF/lK/Ld/NQYvi+H//OWd1t7f+/VFWJHBh//gwZ61dS/II1sWmKnJyufMP8mta9Xqw0XC3OdleFosB2FZ5payoDWGJ3/lIfzZlUfw2tGbuJA8iDMP53Hlyzf39P2xO1xgeEfE9EfT3B2iC/VTtFCpk+qImdKZaIrQA3wwWrhRe6WweJev3Mce8PWkTe3il+J187ZsZ+WKVuqEbt9+RdvmSa5V+nfk84AFWSET+8nyVmbr7cxe5c/gA28O4tfefBF/FzmNH/zhJQBA9Noq/uzqafzU0XMYPuTteZvbQSvtAgD7DldGnG7Wh5utnFSjq7zwrmhi94HHbHCzOJ4IzuBzv/wcIhGGv1o8g+/86V1kFQmveecwnv3PL7f9/WsL/B7wjoppOfRNuwEA0eX67g5U6qQ6NNv0MeMPqYkp79S+sRcXgCGk4ZoQq1bRbnjelkpfkEwsg4XzSzuObSZNm6C0Af2KVgW+WlHaXJ5BgphbrA5n9ZQHs7dLYChj/OEAPvqnpzHCIvjXv8GtZn/40UvIYgi/9Ilgz9vbLiarCRZUz7EEAP5pfkwr0r2dm0s2TFrD3W1gG7zj449irezG5+Yfx3s++ThsPm49O/VTx/Hct3IYNa/iTb94FH/5iz9o6/tjC1w4esfFcmzXcO9zwYBS3WK6VOqkNiSW+pgh7xC8LIb5OokpF6NmBE0RIVfp2/HZs4hkK5Ogfey153DwtAff+H9e3DwWvsknqtFpSprWrzjG+LVLrlcOyvkCYGGCiqUaKQ9mF40IGsIw28ywj9jxG+96Fd9cexhf+63z+INvHsWbh8/j+Dun9Why28iMb7FNPTpS8d7wIS8YylX9DC+shnAyuHcfoF6y/4kJfP9VLx5zXsUH/vNr2hJMsWV+z3onxRyXuLtDrK67A5U6qQ2JpT4nZIlgPlrbwrKUsCFoi/euQW3idxcQKbh3HCtmi/jCtfuQgxXv/LUjm9sa4Vm11Mlhcf2wiPqYbWZYkK1alDaXN0BiYiZR1ZI1pqK7tuFW7Zi0RTf//5E/eQzjhiW87zcPYak8io99rJet7Ax2QwZDSMN3pDLfjlEywsvWEFndOYVErkSxWB7Dyfv7bxvHe9CDv797BAdMd/EXn229pE1shffZOyWuFd9nXkd0vfb2KJU6qQ2JpT4n5FjH/Hrth3Nxw40xl5jp97fjHy4jpnhQym/5sHz/D1/BqjKM//Le7yBojuBtH5nES5+5ivAiPydwn9h+WER9HCxVtShtvshgMYgpljZTHkR3OsnOpryY9GwpP6vbit983w0k4MIx6Sbe/C8f6Wk7O4FsymJKWqpplfab44jsqmL/8pdmAQAnn+jPhYzVbcVrJ+dwLjLVclqB2Co/371P3L77rClEq7g7aFCpk9qQWOpzQsMZzGdri4bFgg9Bn5gTz3b8IwwKDIjd3Mrv8cU/TcCCLD74+4/gG98xw2VM4ql/4sP3LtjhRAJWt7jpEIjGOIxpJNOVK/hcwQDJIKZlYjPlwTaxVC6WMVcYxeTozq3DD33qDN4+8kP81sfE3wavxqRjDSdGa/se+a2VfoYXnuURYSfeua+rbesmpx8qYbkcwMILyy19LrbGSzAZpfYLLXcbnz2DaLZ2/isqdVIbEkt9TihYRkTxI7deGQ6aXEwiBQeCY+I762lJM7W8LUpZwRcvHcCbRi5CHpUx+fg4/uErRRhZGV+JnKZSJwOAy5xGIl25JZArGIW1LMnDXCyl4ltiLnJ1FTlYMTG5UxBJsoQvhx/Fuz9xpqdt7BSfffko/tu5EzXf98uZCj/DC5fNCBkX+ybqrxqn38K3Hc99/m5Ln4utm+Axip2fyOfKI1qobfmiUie1IbHU54T28VXM4oVKh8qlS9yHYmxSrBDeamzmbVGTaF78/HXcKU7g6bduicBDb5rCP3w+AS+LYVKmDLP9jtuSQSJb6RuRLxlgMQpqWRrh92lybat9cy/yWpiThwfL0ukIOnakENiN35VHJL9z4r2wNIKTw/PdblpXOfmeaZhQwLnvNl9+CQBiGxK8UvP1LfXA5ykjWvbW3GKkUie1IbHU54wf4uGv8xcrLS2LV7izXnDaVvGeaGilEbS8LV/8r0tgKOMdv3p0x3n3v/sQXvp+Bp/+20DFdxD9hcuaRzxf6T+RKxohGcSsr1Ut5cHsK9yaMPmAuL4q3cA/XMaq4kW5yP8W2XgWV3P7cfJw/QzRomN1W/Hg0Ax+eLU1R+1Yegheq9jJHH1+oAQTEnPVLWBU6qQ2JJb6nNB9fICev1bpxL14gx8TOXu3xu68LV98fhSvdV7CyH2VhYInHx/H5OPjPW0f0Xnc9gLihUrLRb5khMUkpmVJDvD2ppJbK/PZG9z6OXmqMsR+kPGPMJRh3PQzvPzl2yjBhBOP9n8k1empCM6vHdwUgs2wlrfDa6+fHVtvfAEezVmrmC6VOqkNiaU+J/SwmpjyVmVemqVZLjzG7hd//9l3mPs4RMJl3H52DhcyR/H0E7TCGWTcjhISpcqom1zJBMkopmVJkiVIyO1IeTA7q8CGDXgP3ltOsbv9DC/8A9/2P/m2/km+WYvTjzIk4MLMN5r3W4oWXfA6xRT5Gr5xLmSjt6vk7ACVOqkHiaU+xxlywoF1zC9URtssLgE2bMAZEjfvh4bZZoabxRFdZXjmP90CALzrY/t1bhXRTVxOBetw7UgXAXCxZDE1v6LvNTLbQCq99bzNhi2YlJb7MuJtL2jFuTU/wwsvliEjiQNvmNCzWR3h9I/xbf5zzyw2dX5uPYeY4sVYQNz7FmhcTJdKndSGxNIAEJIiWIhW1iNajEgImvsnbNlvWkMkbsYXv+XC/ZYbmH6yf8OPica4VUPM7tIh+bIJksBiyWFII7mxFR4+G3di0nHvWUH9U5qfIZ94L9x144TjNgym/p9Wjv/YAQwhjXPPNScctACb8Ulx0wYAgG+/AwAQXazcidBKnVCB8ur0/11NICTHMR93VBxf7JPs3Rp+axJXVobx3cQDePr0gt7NIbqMy8Mnlvjczi2BXNkMi1nMbTgAcJgySGa2ykHMZvyY9PW3U3M7bPoZLhRQLpbx8vp+nNg3GKLRZDXhYccMzt1sbmt18TLvd/CgmHXhNOoV09VKnYyGqNRJNUgsDQCh4TTmM5V+SUtpF8ac/TOI++wZvJw9gjKMePrDFO026Lj93OclvrAzOCFfNsNiFnd1K5uzSOV423PrOYTLI5gIimsJ6xbb/QzvfG8eSThx8qH+sGI3w+npNbyUnEYh3Tjn18J1bh0dPya2y4Mj6IAZeUSjle9RqZP6kFgaAMYDJSyVR1DMbq0WlLKCxYIfQb+YBUmr4XfytoaMi3j4J442OJvod9wBPignlnc6lOYUMySBxZJDyiOZ59ve8+d5lufJA/fealySJbiQQCTKcOHvuG/PyScHpwTR6cdNyMCGy1+61fDcxTtcUAUfFLv/zMDgM8QQXavcLqRSJ/UhsTQAhCYNKMOI5UuRzWPJxSQ2ICM4pmPDWsTv5VsvTx+/0Td+VkT7uALcQTge3hlunVfMsEgCiyVrAckCb/vsBZ7fbPJY7eSNg4zfzP0ML5zNwoAS7n/H4ARlnH6apyc597e1S75oLC4osCDbFxGRPmkd0fVKH9fNAuVH3D1uUX9AYmkACB3i++TzL69uHuun7N0afjVNzdM/Wel/RQwe7iCPzIlHdm5z5GAR2rIkW4tIFfkzN3uFbyFOnuzf8h57wW9JIpK04uUbQzgi3cGQV2yfnVaYfnIf3CyOc+can7uwYkbQtNIXizyfdQPRjcrrtLzIt5JHjottHdMLEksDQOg43ydfuLblKNtP2bs13v3PD+JfPPZtvOGfPqh3U4ge4J7gojgR23LmVsoKcrDCIrDbhMNeQrLMn6vZW3zrO/TIvelj55fTiGTsuBAZx8mx1grPig4zMJz23MS5u42TjS4mbBi39Ydzu0/OIpqr3GqjUif1IbE0AIQe4lmu529u+SctzvD9537I3q2x/4kJ/PbZN8Jkvff8P+5FnONcLMXXtqxImt+d2GJJQVLhk83sggEBwwqs7sGqC9csfmcet7JBzJZCOHlczOLHe+H00SQuZaaRidVP1Liw4UbQVVlFQUR8rkLVYrpU6qQ+JJYGAO9BD6zIYH5ua9JZvKtm736ATKqEmJhtZtiRQjyxdSy3zv0mpEqXCmGQZaAACflUHrNRGyaHIo0/NKD4vSWkwEXvydcP3vb56SeGUIIJFz4/U/OczWAaX3+IRZ+3jJjiqUgGS6VO6kNiaQBgBoaQOYz5la0ZZmkZsCMFR3DwBjBicHAbkkgktyJz8ht8wrFYxfX9cDh525JLKcwlPZh037sTjH/bDtWJd0zq15AucfrHeZ/Ofa2yULnG+vw6NiBjPCiun912fH4GBQas3Y7vOE6lTupDYmlAGLfFMR/fisjpt+zdxL2Jy7yB+MaWj0QuybeSJYu4963DxYfNZDiN2XwAEyP9k56j0/jH+Jb5qCGMwP2VRa/7nfFTYxgzLOOHL9Z2DVi8yINpgvv6w9fHN6oW072Z2HGcSp3Uh8TSgBDybGA+vRWRs5iwI2hL1PkEQeiPW0ojkdmyiPaDZUl288lm9qVVbEDG5GR/WBS6gT/EfbVOemd1bkn3OD1yF+cWahcHXniVj7Pjh/sjfYRPvWbRO1tlhqjUSWNILA0IoUABC8UAykUe/rmUcWHM1T/Zu4l7E5c1h3huyzk6l+JiSbKKOzQ5vNyCcPkHfJKcPCSwN3qX0erDnZzuD+fmdjh9XwbXC/sRv1t98bkZTHPc3cNWtc9mMd25rS03KnXSGHFHJKIlQhMMBUiIXlvty+zdxL2J25ZHPL+1ItfEkmVI3KHJMcwtYa9e5qvwyfv7J+K00xx8fRBBwxLe/D633k3pGqd/hEc+vvDZm1XfX5zlW1fBE/2xDek7wFPN/Mp/GMWDQ9dxwDyLUz/KfVtHp+7NqM5mIBk5IISm+U0+fyEKi0NCGq6+yt5N3Ju45RISpS2xlM/wCB2LTdzq7fIwtyRdnuOTzuQj/TFJdgP3PhcWSi4AgzvYPPyPpoDfBC5+fx1P/mrl+wuLDC4kYB/pD9E8/sgo3jfxA0RTVjisecjWIhy2MkZ8Zbzh5x/Tu3nCQmJpQAgd4yuD+VfXMeSSALj6Kns3cW/icpQRV1xQygqYgSG3wVfpQm/DjfDsx5cTIViQhf9oZRFrYnDwHRmGCwncvFXdj25x1YJxSwRAf4glo2TEX86+Ru9m9B3ijkhES4RO8nxK8zezWLrGQ5mDh/rD4ZC4d3G7gSLMSEe538emZcku7jrOEeA+HyuKHxPmZRhMNIwOMszAMG1bwMxi9fF0ISEjaKdgmkGHnvIBYeS4DyYUMD+r9GX2buLexO3lQ1Binpfq2bQsDQm8DRfYmjQn5dr5d4jBYXo4jplE9e3WxawHQTflJxp0SCwNCAaTAUFjGPNhE2XvJvoG1zC3IMXneRhzLi2+ZcnqtsIILuomhwc3CozYYnoyjzvFcRTSO7N0l4tlLJVGMB6g/ESDDomlASJki2FhzYbFJQYZScreTQiPe4RHliWW+co8n+WpL0S2LDEDgwwukibGSg3OJgaB6aMmlGDC3ecWdxyPXF1FEWYEx8XNC0Z0BhJLA0TIncJ8yoOlVTOC5qjezSGIhrhGeGRZfDkLAMhluFiyyGIHJziMXCxN7hdX1BGdY/phHvk489zOOoCLl3h+ovED926urXsFEksDRGgkj/nCCBbiMsYoezfRB7iD3Fk6HuHbG5plSXyxxC1hk0dtOreE6AXTrxsFAMy8vHPbdeGKGkxzWO55m4jeQmJpgAiFgDTsuJIKIegmXwpCfNwhPskkVrnPRy7LEz1KdrHFkmzmlrDJEx6dW0L0gsD9ftiRwszMzuOLt/h9MP4gpY8YdEgsDRDj+7n/R0zxIugrNDibIPTHFeJ+dfEYtyjlc1wsWRxSzc+IgEPKAQAmTgV0bgnRC5iBYdq6gJnFoR3HF+bKYCgjcB8F0ww6JJYGiNDRLYfu4LiODSGIJhnyDsGMPOJx/v9+sSw5LAUMs1XYRyiX2b3C9HAMM/GdomgxbEDAEIHZJvb9SuwdEksDROhB7+brsUmxV+YEAfAVu5slkEjyoSjHDTawOMV2mH3rj+bwkydf0bsZRA+ZDuVwKx9CKb8VAbkQG0LQQrm27gXETWZCtMzYiREwlKHAgOA0OZ4S/YHLtIF4ig9F+TzAUIbJKvbQ9OE/f0LvJhA9ZvqIEYXnJcz9cB5TrwsBABaTTkw4KZjmXoAsSwOE2WbGqGEFABA87ta3MQTRJG5zGvE038bI5QAJeTAD5a0hxOLgCR6MMPODlc1jC7lhjA9n9WoS0UNILA0YoSGe94OydxP9gtuaQSJrBQDkCwwW5HRuEUFUMv1a7sx/82U12/x6DlHFh+BoWc9mET2CxNKAEXIm4cA65FHK+0H0B66hPOJ5vm2cyzNIjCI5CfEYf2QUFmQxc52Lo+VLPEHl+CQlJr0XILE0YPzEBxR89PEX9W4GQTSN215EosjFUr7AYCGxRAiIwWTAQcs8Zha4FXThlTUAQPCAVc9mET1CbC9KomXe88nH8R69G0EQLeBylBAv83ISuQKDZCCxRIjJtGcVMzGegHLxOt+OGz/u0rNJRI8gyxJBELridvHM84V0AbmCERYSS4SgTI9ncDM3jnKxjIXbeQBA8AHK3n0vQGKJIAhdcXt45Ftibh35ogEWQ1HnFhFEdaYPGZCBDUsXwlhcUCAhh+FD3sYfJPoeEksEQeiKy8sdZOPzKeSKBkhGEkuEmEyf4BnbZ74fxsKKGUHTCqW5uEcgsUQQhK64/TzHUnxhA/mSERYSS4SgTL9mBAAw81ISi3EbgkNrOreI6BUklgiC0BX3KI8mSoSzyBVNkIylBp8gCH2YeHQMZuQxc62ExbQL464NvZtE9AgSSwRB6IorwMVSfCWHXMkEi4nEEiEmJqsJ+80LmJmzYCHvR9CX17tJRI8gsUQQhK64x7kfSCJaRL5sJLFECM20O4qXwkGk4MB4UNG7OUSPILFEEISuuEIOAEA8VkKubIZkovIRhLhMB9O4WdwHAAjuM+vcGqJXkFgiCEJXnOMOMJQRXwPyZRMsZhJLhLhMT2+9Hj9s168hRE8hsUQQhK4YTAY4kURinamWJdraIMRl+kHb5uvgMcrefa9AYokgCN1xGZOIJ43IK2ZYJLIsEeIy/bh/83XwhL/OmcQgQbXhCILQHbd5A/G0GTlFgkRuIITA7Hs8CCOKsGMD8ihZlu4VGlqWGGOfZoytMMZe6UWDCIK493BbMkhkLMjBAotE23CEuEiyhEnTIoJSVO+mED2kmW24/w/AW7rcDoIg7mFc1hzWckPIwwKLRe/WEER9njx4B6/bv6B3M4ge0nAbTlGUZxljUz1oC0EQ9yhuewEvRJwAAEnSuTEE0YA/uvqE3k0gegw5eBMEoTtuuYSVsg8AyLJEEIRwdEwsMcZ+ljF2njF2PhKJdOprCYK4B3A5FRTBPbslC1VxJwhCLDomlhRF+ZSiKKcURTnl91M4JUEQzeN2b722WEksEQQhFrQNRxCE7ri8xs3XZFkiCEI0mkkd8BkAzwE4whibZ4z9TPebRRDEvYTbtxVrYhmiNRxBEGLRTDTcB3rREIIg7l3cgS2vbouNxBJBEGJBoxJBELrjClg3X0tWY50zCYIgeg+JJYIgdMcd3CpOarGRWCIIQixILBEEoTvukLz5WhoisUQQhFiQWCIIQndcE87N12RZIghCNEgsEQShO5IsYQhpAIDF3jDuhCAIoqeQWCIIQghchiQAQLKRWCIIQixILBEEIQRuUwoAYJHNOreEIAhiJySWCIIQArfEt+HIskQQhGiQWCIIQghclhwAwOKQdG4JQRDETkgsEQQhBG5bHgAg2WkbjiAIsSCxRBCEELjlIgCyLBEEIR4klgiCEAKXowwAsDgtDc4kCILoLeRJSRCEELzrQ8PIZL8Do/SE3k0hCILYAYklgiCE4DUffgCv+bDerSAIgqiEtuEIgiAIgiDqQGKJIAiCIAiiDiSWCIIgCIIg6kBiiSAIgiAIog4klgiCIAiCIOpAYokgCIIgCKIOJJYIgiAIgiDqQGKJIAiCIAiiDiSWCIIgCIIg6kBiiSAIgiAIog4klgiCIAiCIOpAYokgCIIgCKIOJJYIgiAIgiDqQGKJIAiCIAiiDiSWCIIgCIIg6kBiiSAIgiAIog4klgiCIAiCIOpAYokgCIIgCKIOTFGUzn8pYxEAdzv+xa3jAxDVuxFdhvo4GFAfBwPq42BAfRwMWunjPkVR/LXe7IpYEgXG2HlFUU7p3Y5uQn0cDKiPgwH1cTCgPg4GnewjbcMRBEEQBEHUgcQSQRAEQRBEHQZdLH1K7wb0AOrjYEB9HAyoj4MB9XEw6FgfB9pniSAIgiAIYq8MumWJIAiCIAhiT/SdWGKMfZoxtsIYe2XbsROMsecYY5cYY19ijDnV4xJj7E/U4y8zxt5Y5fv+Zvt3iUCn+sgY+zZj7Bpj7IL6M9L73lSng32UGGOfYoxdZ4xdZYz9eO97U51O9JEx5th2/S4wxqKMsd/VpUO76OA1/IB6/CJj7KuMMV/ve1OdDvbxfWr/LjPGPtH7ntSGMTbBGPsWY+xVtX2/pB73Msa+zhi7of7rUY8zxtjvM8Zm1D49vO27Pqief4Mx9kG9+rSbDvfxq4yxOGPsy3r1pxqd6iNj7KR6f19Wj79Pz35tp4N93McYe1EdUy8zxj7S8JcritJXPwCeAPAwgFe2HTsH4A3q6w8B+Lj6+hcA/In6egTACwAM2z73jwD8xfbvEuGnU30E8G0Ap/TuT5f7+O8A/Hv1tQGAT+++dbqPu77zBQBP6N23TvUPgAnAinbdAPwOgH+rd9863MdhALMA/Op7fwrgSb37tq0/YwAeVl87AFwHcFy9Fr+uHv91AJ9QX78NwFcAMABnADyvHvcCuKX+61Ffe/TuXyf7qL73JIB3APiy3v3q0nU8DOCQ+joIYAmAW+/+dbiPEgCL+loGcAdAsN7v7jvLkqIozwKI7Tp8GMCz6uuvA9CsC8cBfFP93AqAOIBTAMAYkwH8MoB/390Wt06n+igyHezjhwD83+p7ZUVRhEmy1unryBg7DD4Jf7c7LW6NDvWPqT92xhgD4ASw2NWGt0CH+ngAwA1FUSLqef+w7TO6oyjKkqIoL6qvkwCuABgH8C5wYQf136fV1+8C8N8VzlkAbsbYGIA3A/i6oigxRVHWwP82b+ldT2rTwT5CUZRvAEj2sPlN0ak+KopyXVGUG+r3LIIvZmoma+wlHexjXlGUnHqOBU3ssvWdWKrBZfA/CgC8F8CE+vplAO9kjJkYY/sBPLLtvY8D+CSAdC8bugfa6SMA/IlqavzX6mQkMi31kTHmVt//uGpS/RxjLNDTFrdOu9cRAN4P4H8q6nJIUFrqn6IoBQA/B+ASuEg6DuCPe9vklmn1Gs4AOMIYm2KMmcAH8t3XVggYY1MAHgLwPICAoihL6lvLALRnaxzA3LaPzavHah0Xij32sS/oVB8ZY4+CW2FudrO97bDXPqpbehfV9z+hCsOaDIpY+hCAn2eMvQBumsurxz8N/sc5D+B3AfwAQIkxdhLAQUVR/rr3TW2blvqovvdPFEV5AMDr1Z+f7GWD26DVPpoAhAD8QFGUhwE8B+A/9LjNrdLOddR4P4DP9KaZbdPqs2gGF0sPgZv8LwL4jR63uVVa6qNqZfk5AP8T3Cp4B5XXVndUa/sXAHxMUZT17e+pAl1kkd4U1Mfm+6ha0v4MwE8rilLueEP3QCf6qCjKnKIoDwKYBvDBRgtt0x7aKwyKolwF8BSwuVXxdvV4EcA/085jjP0AfI/zDQBOMcbugP8NRhhj31YU5Y29bXnztNFHKIqyoP6bZIz9BYBHAfz33ra8edro4yq4ZfCv1Lc+B+BnetjklmnnOqr/PwHApCjKCz1tcIu00b+T6vs31eOfBfc5EJY2n8UvAfiSevxnIZhYUkXrFwD8uaIo2vMUVrcsltSJc0U9voCdlrGQemwBwBt3Hf92N9vdCh3qo9B0qo+MBy38LYB/pW5fCUOnr6OiKIuMB3C8HsDna/3egbAsMTXKizFmAPCbAP5f9f82xphdff0mAEVFUV5VFOW/KooSVBRlCsDrAFwXWSgBrfdR3QrwqcfNAH4MgFBRf7tp4zoq4BPQG9WveBLAq71udyu02sdtH/0AxLcqtdO/BQDHGWOaT8SbwP0QhKWda7jtMx4APw/gv+nQ9Kqo2/N/DOCKoij/cdtbfwNAi2j7IIBnth3/KcY5AyChboF8DcBTjDGP2s+n1GO608E+Ckun+sgYkwD8NbivT03xoAcd7GOIMTakfqcHXAdcq/vLFQE83Fv5AZ8wlgAUwE3ePwPgl8BXcNcB/Da2km1OqX+AK+BOlfuqfN8UxIuG23MfAdjBo3EugvtY/B4Ao9596/R1BLAP3Nn2IoBvAJjUu2/duFfBI4uO6t2nLl3Dj6jHL4KL32G9+9aFPn4GXMi/CuD9evdrVx9fB75tcRHABfXnbeBRfN8AcEPtj1c9nwH4A3A/lkvYFnELvkU5o/78tN5961IfvwsgAiCj3hNv1rt/newjgP9Vvd8vbPs5qXf/OtzHN6nf8bL67882+t2UwZsgCIIgCKIOA7ENRxAEQRAE0S1ILBEEQRAEQdSBxBJBEARBEEQdSCwRBEEQBEHUgcQSQRAEQRBEHUgsEQRBEARB1IHEEkEQBEEQRB1ILBEEQRAEQdTh/wfbKacHP3o/kQAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'PET', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SUPY" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'SUPY', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SURO" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'SURO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER TAET" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'TAET', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'TAET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER UZET" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'UZET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER UZI" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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OperationActivitysegmentFrequencyShapeStartStop
RCHRES_HYDR_001_4RCHRESHYDR1Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_021_4RCHRESHYDR21Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_022_4RCHRESHYDR22Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_023_4RCHRESHYDR23Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_011_4RCHRESHYDR11Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_024_4RCHRESHYDR24Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_031_4RCHRESHYDR31Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_071_4RCHRESHYDR71Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_043_4RCHRESHYDR43Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_041_4RCHRESHYDR41Monthly(108, 17)1993-11-012002-10-01
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" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape Start \\\n", - "RCHRES_HYDR_001_4 RCHRES HYDR 1 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_021_4 RCHRES HYDR 21 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_022_4 RCHRES HYDR 22 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_023_4 RCHRES HYDR 23 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_011_4 RCHRES HYDR 11 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_024_4 RCHRES HYDR 24 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_031_4 RCHRES HYDR 31 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_071_4 RCHRES HYDR 71 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_043_4 RCHRES HYDR 43 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_041_4 RCHRES HYDR 41 Monthly (108, 17) 1993-11-01 \n", - "\n", - " Stop \n", - "RCHRES_HYDR_001_4 2002-10-01 \n", - "RCHRES_HYDR_021_4 2002-10-01 \n", - "RCHRES_HYDR_022_4 2002-10-01 \n", - "RCHRES_HYDR_023_4 2002-10-01 \n", - "RCHRES_HYDR_011_4 2002-10-01 \n", - "RCHRES_HYDR_024_4 2002-10-01 \n", - "RCHRES_HYDR_031_4 2002-10-01 \n", - "RCHRES_HYDR_071_4 2002-10-01 \n", - "RCHRES_HYDR_043_4 2002-10-01 \n", - "RCHRES_HYDR_041_4 2002-10-01 " - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rchreskeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='RCHRES')]\n", - "rchreskeys[0:10]" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
1955182.86335182.86340.00000.0000
525755.3912755.3912-0.00000.0000
1934381.47274381.47300.00000.0000
50472021.945372021.95190.00000.0000
50219465.156219465.15910.00000.0000
952709.6678709.66800.00000.0000
0421649.16521649.1648-0.00000.0000
964754.5003754.50050.00000.0000
40124895.396524895.40350.00000.0000
0114362.42334362.42490.00000.0000
064659.7577659.7574-0.00000.0000
4214785.92634785.9245-0.00000.0000
40254092.238354092.2170-0.00000.0000
52127894.384827894.39570.00000.0000
50358696.613358696.5834-0.00010.0001
0432826.30082826.2993-0.00010.0001
431122787.2812122787.35030.00010.0001
5141164.70911164.7084-0.00010.0001
5132387.71952387.7180-0.00010.0001
4224786.96584786.9627-0.00010.0001
08210818.158210818.1500-0.00010.0001
54246246.496146246.4583-0.00010.0001
524502.1086502.1082-0.00010.0001
0411284.56181284.5606-0.00010.0001
0655130.60355130.5989-0.00010.0001
1011838.95951838.9578-0.00010.0001
307628905.2500628904.6303-0.00010.0001
201222791.8594222791.6388-0.00010.0001
09210395.042010395.0314-0.00010.0001
0457854.15677854.1480-0.00010.0001
4433280.68973280.6860-0.00010.0001
0014438.92584438.9206-0.00010.0001
051549.0590549.05970.00010.0001
0445409.58255409.5752-0.00010.0001
526534.6501534.6494-0.00010.0001
5018593.09188593.0796-0.00010.0001
44221559.509821559.54060.00010.0001
00215997.407215997.3832-0.00010.0001
4418057.06158057.0494-0.00020.0002
04616087.815416087.7906-0.00020.0002
0524096.20214096.1956-0.00020.0002
510737.4306737.4294-0.00020.0002
311567.3906567.3896-0.00020.0002
41113728.829113728.8047-0.00020.0002
523520.5114520.51230.00020.0002
306427589.5625427588.7750-0.00020.0002
1076026.49516026.4840-0.00020.0002
500897.5441897.5425-0.00020.0002
54119720.740219720.7013-0.00020.0002
404214783.8281214784.26460.00020.0002
2316698.25786698.2442-0.00020.0002
42329856.003929856.06510.00020.0002
405241551.7031241552.21360.00020.0002
081894.3212894.32310.00020.0002
2338076.36728076.3495-0.00020.0002
2414744.51424744.5037-0.00020.0002
505142266.2656142266.58460.00020.0002
408282911.0625282911.71190.00020.0002
2326702.08546702.0697-0.00020.0002
2434841.02644841.0147-0.00020.0002
06150.780950.7808-0.00020.0002
407254031.4219254032.03470.00020.0002
2424738.84034738.8287-0.00020.0002
5118180.42588180.4057-0.00020.0002
52242176.175842176.28190.00030.0003
0912232.94342232.9375-0.00030.0003
506180278.1719180278.65840.00030.0003
406252074.4375252075.12520.00030.0003
0313580.31983580.3100-0.00030.0003
1032069.97312069.9670-0.00030.0003
10913218.149413218.1088-0.00030.0003
1021839.22421839.2185-0.00030.0003
40389014.484489014.76320.00030.0003
5128044.95468044.9289-0.00030.0003
2127844.98937845.01480.00030.0003
010124638.4375124638.0076-0.00030.0003
1042070.18122070.1739-0.00030.0003
008109942.2969109941.8991-0.00040.0004
305417478.4688417476.9523-0.00040.0004
009110430.3828110429.9814-0.00040.0004
1063680.53323680.5196-0.00040.0004
1089737.87409737.8358-0.00040.0004
1052075.32712075.3186-0.00040.0004
063298.5320298.53320.00040.0004
00783588.648483588.2946-0.00040.0004
301168875.0625168874.3195-0.00040.0004
304437196.8750437194.9168-0.00040.0004
00667333.710967333.3843-0.00050.0005
192438.8760438.87830.00050.0005
19416856.970716857.06230.00050.0005
00546529.046946528.7898-0.00060.0006
0214114.19094114.1670-0.00060.0006
53117607.769517607.87530.00060.0006
00329524.980529524.7953-0.00060.0006
00433555.156233554.9251-0.00070.0007
90432689.837932689.6056-0.00070.0007
202225417.1562225418.95080.00080.0008
0232359.88962359.8698-0.00080.0008
0722016.15102016.1322-0.00090.0009
204232862.0000232864.75230.00120.0012
203224703.8750224706.53470.00120.0012
024218.4370218.43980.00130.0013
205234785.3594234788.74850.00140.0014
302160585.4531160583.0851-0.00150.0015
0257859.83507859.7125-0.00160.0016
303150679.0156150676.4391-0.00170.0017
206261748.9688261753.67350.00180.0018
06258.455858.45710.00220.0022
207205014.4062205019.82370.00260.0026
0223784.81743784.7093-0.00290.0029
071333.4920333.4770-0.00450.0045
2116395.64216396.13280.00770.0077
22310950.780310951.64990.00790.0079
2279763.13189763.93440.00820.0082
1917558.62167559.51050.01180.0118
2224994.42684995.35780.01860.0186
2215000.51125001.44450.01870.0187
1909016.99519018.73640.01930.0193
2256016.86826018.11280.02070.0207
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "195 5182.8633 5182.8634 0.0000 0.0000\n", - "525 755.3912 755.3912 -0.0000 0.0000\n", - "193 4381.4727 4381.4730 0.0000 0.0000\n", - "504 72021.9453 72021.9519 0.0000 0.0000\n", - "502 19465.1562 19465.1591 0.0000 0.0000\n", - "952 709.6678 709.6680 0.0000 0.0000\n", - "042 1649.1652 1649.1648 -0.0000 0.0000\n", - "964 754.5003 754.5005 0.0000 0.0000\n", - "401 24895.3965 24895.4035 0.0000 0.0000\n", - "011 4362.4233 4362.4249 0.0000 0.0000\n", - "064 659.7577 659.7574 -0.0000 0.0000\n", - "421 4785.9263 4785.9245 -0.0000 0.0000\n", - "402 54092.2383 54092.2170 -0.0000 0.0000\n", - "521 27894.3848 27894.3957 0.0000 0.0000\n", - "503 58696.6133 58696.5834 -0.0001 0.0001\n", - "043 2826.3008 2826.2993 -0.0001 0.0001\n", - "431 122787.2812 122787.3503 0.0001 0.0001\n", - "514 1164.7091 1164.7084 -0.0001 0.0001\n", - "513 2387.7195 2387.7180 -0.0001 0.0001\n", - "422 4786.9658 4786.9627 -0.0001 0.0001\n", - "082 10818.1582 10818.1500 -0.0001 0.0001\n", - "542 46246.4961 46246.4583 -0.0001 0.0001\n", - "524 502.1086 502.1082 -0.0001 0.0001\n", - "041 1284.5618 1284.5606 -0.0001 0.0001\n", - "065 5130.6035 5130.5989 -0.0001 0.0001\n", - "101 1838.9595 1838.9578 -0.0001 0.0001\n", - "307 628905.2500 628904.6303 -0.0001 0.0001\n", - "201 222791.8594 222791.6388 -0.0001 0.0001\n", - "092 10395.0420 10395.0314 -0.0001 0.0001\n", - "045 7854.1567 7854.1480 -0.0001 0.0001\n", - "443 3280.6897 3280.6860 -0.0001 0.0001\n", - "001 4438.9258 4438.9206 -0.0001 0.0001\n", - "051 549.0590 549.0597 0.0001 0.0001\n", - "044 5409.5825 5409.5752 -0.0001 0.0001\n", - "526 534.6501 534.6494 -0.0001 0.0001\n", - "501 8593.0918 8593.0796 -0.0001 0.0001\n", - "442 21559.5098 21559.5406 0.0001 0.0001\n", - "002 15997.4072 15997.3832 -0.0001 0.0001\n", - "441 8057.0615 8057.0494 -0.0002 0.0002\n", - "046 16087.8154 16087.7906 -0.0002 0.0002\n", - "052 4096.2021 4096.1956 -0.0002 0.0002\n", - "510 737.4306 737.4294 -0.0002 0.0002\n", - "311 567.3906 567.3896 -0.0002 0.0002\n", - "411 13728.8291 13728.8047 -0.0002 0.0002\n", - "523 520.5114 520.5123 0.0002 0.0002\n", - "306 427589.5625 427588.7750 -0.0002 0.0002\n", - "107 6026.4951 6026.4840 -0.0002 0.0002\n", - "500 897.5441 897.5425 -0.0002 0.0002\n", - "541 19720.7402 19720.7013 -0.0002 0.0002\n", - "404 214783.8281 214784.2646 0.0002 0.0002\n", - "231 6698.2578 6698.2442 -0.0002 0.0002\n", - "423 29856.0039 29856.0651 0.0002 0.0002\n", - "405 241551.7031 241552.2136 0.0002 0.0002\n", - "081 894.3212 894.3231 0.0002 0.0002\n", - "233 8076.3672 8076.3495 -0.0002 0.0002\n", - "241 4744.5142 4744.5037 -0.0002 0.0002\n", - "505 142266.2656 142266.5846 0.0002 0.0002\n", - "408 282911.0625 282911.7119 0.0002 0.0002\n", - "232 6702.0854 6702.0697 -0.0002 0.0002\n", - "243 4841.0264 4841.0147 -0.0002 0.0002\n", - "061 50.7809 50.7808 -0.0002 0.0002\n", - "407 254031.4219 254032.0347 0.0002 0.0002\n", - "242 4738.8403 4738.8287 -0.0002 0.0002\n", - "511 8180.4258 8180.4057 -0.0002 0.0002\n", - "522 42176.1758 42176.2819 0.0003 0.0003\n", - "091 2232.9434 2232.9375 -0.0003 0.0003\n", - "506 180278.1719 180278.6584 0.0003 0.0003\n", - "406 252074.4375 252075.1252 0.0003 0.0003\n", - "031 3580.3198 3580.3100 -0.0003 0.0003\n", - "103 2069.9731 2069.9670 -0.0003 0.0003\n", - "109 13218.1494 13218.1088 -0.0003 0.0003\n", - "102 1839.2242 1839.2185 -0.0003 0.0003\n", - "403 89014.4844 89014.7632 0.0003 0.0003\n", - "512 8044.9546 8044.9289 -0.0003 0.0003\n", - "212 7844.9893 7845.0148 0.0003 0.0003\n", - "010 124638.4375 124638.0076 -0.0003 0.0003\n", - "104 2070.1812 2070.1739 -0.0003 0.0003\n", - "008 109942.2969 109941.8991 -0.0004 0.0004\n", - "305 417478.4688 417476.9523 -0.0004 0.0004\n", - "009 110430.3828 110429.9814 -0.0004 0.0004\n", - "106 3680.5332 3680.5196 -0.0004 0.0004\n", - "108 9737.8740 9737.8358 -0.0004 0.0004\n", - "105 2075.3271 2075.3186 -0.0004 0.0004\n", - "063 298.5320 298.5332 0.0004 0.0004\n", - "007 83588.6484 83588.2946 -0.0004 0.0004\n", - "301 168875.0625 168874.3195 -0.0004 0.0004\n", - "304 437196.8750 437194.9168 -0.0004 0.0004\n", - "006 67333.7109 67333.3843 -0.0005 0.0005\n", - "192 438.8760 438.8783 0.0005 0.0005\n", - "194 16856.9707 16857.0623 0.0005 0.0005\n", - "005 46529.0469 46528.7898 -0.0006 0.0006\n", - "021 4114.1909 4114.1670 -0.0006 0.0006\n", - "531 17607.7695 17607.8753 0.0006 0.0006\n", - "003 29524.9805 29524.7953 -0.0006 0.0006\n", - "004 33555.1562 33554.9251 -0.0007 0.0007\n", - "904 32689.8379 32689.6056 -0.0007 0.0007\n", - "202 225417.1562 225418.9508 0.0008 0.0008\n", - "023 2359.8896 2359.8698 -0.0008 0.0008\n", - "072 2016.1510 2016.1322 -0.0009 0.0009\n", - "204 232862.0000 232864.7523 0.0012 0.0012\n", - "203 224703.8750 224706.5347 0.0012 0.0012\n", - "024 218.4370 218.4398 0.0013 0.0013\n", - "205 234785.3594 234788.7485 0.0014 0.0014\n", - "302 160585.4531 160583.0851 -0.0015 0.0015\n", - "025 7859.8350 7859.7125 -0.0016 0.0016\n", - "303 150679.0156 150676.4391 -0.0017 0.0017\n", - "206 261748.9688 261753.6735 0.0018 0.0018\n", - "062 58.4558 58.4571 0.0022 0.0022\n", - "207 205014.4062 205019.8237 0.0026 0.0026\n", - "022 3784.8174 3784.7093 -0.0029 0.0029\n", - "071 333.4920 333.4770 -0.0045 0.0045\n", - "211 6395.6421 6396.1328 0.0077 0.0077\n", - "223 10950.7803 10951.6499 0.0079 0.0079\n", - "227 9763.1318 9763.9344 0.0082 0.0082\n", - "191 7558.6216 7559.5105 0.0118 0.0118\n", - "222 4994.4268 4995.3578 0.0186 0.0186\n", - "221 5000.5112 5001.4445 0.0187 0.0187\n", - "190 9016.9951 9018.7364 0.0193 0.0193\n", - "225 6016.8682 6018.1128 0.0207 0.0207" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" + "outputs": [], + "source": [ + "delta[\"Percent diff\"].hist()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.518406Z", + "iopub.status.idle": "2024-04-30T02:46:03.518579Z", + "shell.execute_reply": "2024-04-30T02:46:03.518503Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.518496Z" + } + }, + "outputs": [], + "source": [ + "pls = delta.index[-1]\n", + "print(\"WORST PERLND SEGMENT IS\", pls)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER AGWLI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.518913Z", + "iopub.status.idle": "2024-04-30T02:46:03.519035Z", + "shell.execute_reply": "2024-04-30T02:46:03.518979Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.518974Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"AGWLI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.519468Z", + "iopub.status.idle": "2024-04-30T02:46:03.519634Z", + "shell.execute_reply": "2024-04-30T02:46:03.519549Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.519543Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"AGWLI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER SURLI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.520164Z", + "iopub.status.idle": "2024-04-30T02:46:03.520302Z", + "shell.execute_reply": "2024-04-30T02:46:03.520242Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.520236Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"SURLI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.521311Z", + "iopub.status.idle": "2024-04-30T02:46:03.521693Z", + "shell.execute_reply": "2024-04-30T02:46:03.521577Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.521563Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"SURLI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER AGWO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.522108Z", + "iopub.status.idle": "2024-04-30T02:46:03.522244Z", + "shell.execute_reply": "2024-04-30T02:46:03.522184Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.522178Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"AGWO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.522707Z", + "iopub.status.idle": "2024-04-30T02:46:03.522891Z", + "shell.execute_reply": "2024-04-30T02:46:03.522793Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.522786Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"AGWO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER BASET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.523620Z", + "iopub.status.idle": "2024-04-30T02:46:03.523809Z", + "shell.execute_reply": "2024-04-30T02:46:03.523738Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.523731Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"BASET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.524307Z", + "iopub.status.idle": "2024-04-30T02:46:03.524465Z", + "shell.execute_reply": "2024-04-30T02:46:03.524393Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.524386Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"BASET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### PERLND PWATER CEPE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.524865Z", + "iopub.status.idle": "2024-04-30T02:46:03.525008Z", + "shell.execute_reply": "2024-04-30T02:46:03.524944Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.524937Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"CEPE\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.525545Z", + "iopub.status.idle": "2024-04-30T02:46:03.525681Z", + "shell.execute_reply": "2024-04-30T02:46:03.525618Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.525612Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"CEPE\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IFWI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.526180Z", + "iopub.status.idle": "2024-04-30T02:46:03.526320Z", + "shell.execute_reply": "2024-04-30T02:46:03.526254Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.526247Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"IFWI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.526597Z", + "iopub.status.idle": "2024-04-30T02:46:03.526738Z", + "shell.execute_reply": "2024-04-30T02:46:03.526671Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.526665Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"IFWI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IFWO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.527348Z", + "iopub.status.idle": "2024-04-30T02:46:03.527562Z", + "shell.execute_reply": "2024-04-30T02:46:03.527489Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.527482Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"IFWO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.527885Z", + "iopub.status.idle": "2024-04-30T02:46:03.528024Z", + "shell.execute_reply": "2024-04-30T02:46:03.527958Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.527952Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"IFWO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IGWI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.528538Z", + "iopub.status.idle": "2024-04-30T02:46:03.528660Z", + "shell.execute_reply": "2024-04-30T02:46:03.528604Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.528598Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"IGWI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.528988Z", + "iopub.status.idle": "2024-04-30T02:46:03.529109Z", + "shell.execute_reply": "2024-04-30T02:46:03.529052Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.529046Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"IGWI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER INFIL" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.529519Z", + "iopub.status.idle": "2024-04-30T02:46:03.529631Z", + "shell.execute_reply": "2024-04-30T02:46:03.529579Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.529574Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"INFIL\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.529906Z", + "iopub.status.idle": "2024-04-30T02:46:03.530016Z", + "shell.execute_reply": "2024-04-30T02:46:03.529964Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.529959Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"INFIL\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER LZET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.530355Z", + "iopub.status.idle": "2024-04-30T02:46:03.530480Z", + "shell.execute_reply": "2024-04-30T02:46:03.530421Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.530415Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"LZET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.530797Z", + "iopub.status.idle": "2024-04-30T02:46:03.530920Z", + "shell.execute_reply": "2024-04-30T02:46:03.530854Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.530849Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"LZET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERC" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.531383Z", + "iopub.status.idle": "2024-04-30T02:46:03.531508Z", + "shell.execute_reply": "2024-04-30T02:46:03.531450Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.531444Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PERC\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.531934Z", + "iopub.status.idle": "2024-04-30T02:46:03.532047Z", + "shell.execute_reply": "2024-04-30T02:46:03.531995Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.531990Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PERC\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.532444Z", + "iopub.status.idle": "2024-04-30T02:46:03.532579Z", + "shell.execute_reply": "2024-04-30T02:46:03.532526Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.532521Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PERO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.532942Z", + "iopub.status.idle": "2024-04-30T02:46:03.533073Z", + "shell.execute_reply": "2024-04-30T02:46:03.533012Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.533006Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PERO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERS" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.533479Z", + "iopub.status.idle": "2024-04-30T02:46:03.533655Z", + "shell.execute_reply": "2024-04-30T02:46:03.533594Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.533588Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PERS\", \"last\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.534017Z", + "iopub.status.idle": "2024-04-30T02:46:03.534132Z", + "shell.execute_reply": "2024-04-30T02:46:03.534076Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.534071Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PERS\", \"last\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PET, Monthly" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.534511Z", + "iopub.status.idle": "2024-04-30T02:46:03.534649Z", + "shell.execute_reply": "2024-04-30T02:46:03.534574Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.534569Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.535187Z", + "iopub.status.idle": "2024-04-30T02:46:03.535633Z", + "shell.execute_reply": "2024-04-30T02:46:03.535506Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.535494Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER SUPY" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.536158Z", + "iopub.status.idle": "2024-04-30T02:46:03.536276Z", + "shell.execute_reply": "2024-04-30T02:46:03.536223Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.536217Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"SUPY\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.536727Z", + "iopub.status.idle": "2024-04-30T02:46:03.536872Z", + "shell.execute_reply": "2024-04-30T02:46:03.536812Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.536805Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"SUPY\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER SURO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.537353Z", + "iopub.status.idle": "2024-04-30T02:46:03.537492Z", + "shell.execute_reply": "2024-04-30T02:46:03.537429Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.537422Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"SURO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.538112Z", + "iopub.status.idle": "2024-04-30T02:46:03.538373Z", + "shell.execute_reply": "2024-04-30T02:46:03.538299Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.538292Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"SURO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER TAET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.539000Z", + "iopub.status.idle": "2024-04-30T02:46:03.539270Z", + "shell.execute_reply": "2024-04-30T02:46:03.539200Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.539193Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"TAET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.539873Z", + "iopub.status.idle": "2024-04-30T02:46:03.540005Z", + "shell.execute_reply": "2024-04-30T02:46:03.539947Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.539942Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"TAET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER UZET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.540531Z", + "iopub.status.idle": "2024-04-30T02:46:03.540805Z", + "shell.execute_reply": "2024-04-30T02:46:03.540664Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.540652Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"UZET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.541467Z", + "iopub.status.idle": "2024-04-30T02:46:03.541715Z", + "shell.execute_reply": "2024-04-30T02:46:03.541598Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.541580Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"UZET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER UZI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.542174Z", + "iopub.status.idle": "2024-04-30T02:46:03.542309Z", + "shell.execute_reply": "2024-04-30T02:46:03.542250Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.542244Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"UZI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.543131Z", + "iopub.status.idle": "2024-04-30T02:46:03.543470Z", + "shell.execute_reply": "2024-04-30T02:46:03.543378Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.543369Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"UZI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RCHRES" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.543881Z", + "iopub.status.idle": "2024-04-30T02:46:03.544132Z", + "shell.execute_reply": "2024-04-30T02:46:03.544038Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.544029Z" + }, + "scrolled": true + }, + "outputs": [], + "source": [ + "rchreskeys = summary[(summary.Frequency == \"Monthly\") & (summary.Operation == \"RCHRES\")]\n", + "rchreskeys[0:10]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.544609Z", + "iopub.status.idle": "2024-04-30T02:46:03.544868Z", + "shell.execute_reply": "2024-04-30T02:46:03.544771Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.544762Z" } - ], + }, + "outputs": [], "source": [ - "delta = monthlyoutflow(rchreskeys, 'ROVOL')\n", + "delta = monthlyoutflow(rchreskeys, \"ROVOL\")\n", "delta" ] }, @@ -5824,166 +2483,51 @@ }, { "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 119.0000 119.0000 119.0000 119.0000\n", - "mean 60604.2668 60604.4235 0.0009 0.0013\n", - "std 109767.5969 109767.6913 0.0039 0.0038\n", - "min 50.7809 50.7808 -0.0045 0.0000\n", - "25% 2607.0101 2607.0087 -0.0003 0.0001\n", - "50% 8044.9546 8044.9289 -0.0001 0.0002\n", - "75% 56394.4258 56394.4002 0.0002 0.0005\n", - "max 628905.2500 628904.6303 0.0207 0.0207" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.545362Z", + "iopub.status.idle": "2024-04-30T02:46:03.545592Z", + "shell.execute_reply": "2024-04-30T02:46:03.545508Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.545500Z" } - ], + }, + "outputs": [], "source": [ "delta.describe()" ] }, { "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.546033Z", + "iopub.status.idle": "2024-04-30T02:46:03.546305Z", + "shell.execute_reply": "2024-04-30T02:46:03.546198Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.546185Z" } - ], + }, + "outputs": [], "source": [ - "delta['Percent diff'].hist()" + "delta[\"Percent diff\"].hist()" ] }, { "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST RCHRES SEGMENT IS 225\n" - ] + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.546769Z", + "iopub.status.idle": "2024-04-30T02:46:03.546954Z", + "shell.execute_reply": "2024-04-30T02:46:03.546882Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.546875Z" } - ], + }, + "outputs": [], "source": [ "rid = delta.index[-1]\n", - "print('WORST RCHRES SEGMENT IS', rid)" + "print(\"WORST RCHRES SEGMENT IS\", rid)" ] }, { @@ -5995,46 +2539,34 @@ }, { "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.547360Z", + "iopub.status.idle": "2024-04-30T02:46:03.547504Z", + "shell.execute_reply": "2024-04-30T02:46:03.547437Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.547431Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'IVOL', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"IVOL\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.547918Z", + "iopub.status.idle": "2024-04-30T02:46:03.548034Z", + "shell.execute_reply": "2024-04-30T02:46:03.547980Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.547974Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'IVOL', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"IVOL\", \"sum\")" ] }, { @@ -6046,46 +2578,34 @@ }, { "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.548342Z", + "iopub.status.idle": "2024-04-30T02:46:03.548454Z", + "shell.execute_reply": "2024-04-30T02:46:03.548401Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.548395Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'PRSUPY', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"PRSUPY\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.548985Z", + "iopub.status.idle": "2024-04-30T02:46:03.549191Z", + "shell.execute_reply": "2024-04-30T02:46:03.549134Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.549128Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'PRSUPY', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"PRSUPY\", \"sum\")" ] }, { @@ -6097,46 +2617,34 @@ }, { "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.549477Z", + "iopub.status.idle": "2024-04-30T02:46:03.549586Z", + "shell.execute_reply": "2024-04-30T02:46:03.549535Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.549530Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'ROVOL', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"ROVOL\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.549866Z", + "iopub.status.idle": "2024-04-30T02:46:03.550018Z", + "shell.execute_reply": "2024-04-30T02:46:03.549944Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.549938Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'ROVOL', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"ROVOL\", \"sum\")" ] }, { @@ -6148,46 +2656,34 @@ }, { "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.550440Z", + "iopub.status.idle": "2024-04-30T02:46:03.550702Z", + "shell.execute_reply": "2024-04-30T02:46:03.550628Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.550619Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'VOL', 'last')" + "plot(\"RCHRES\", rid, \"HYDR\", \"VOL\", \"last\")" ] }, { "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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rL0bEAwWP1RG21zV2nMv2Okl3Scp8xFehoY6IDyUt3o/xjKQfluV+jLaflvQzScO237H9zaJn6qDtkr6hhS2qU42vLxc9VIfcIOmY7V9oYUPlaESU6jC1kvq0pOO2X5P0iqTDEfFC1hdzCjkAJK7opQ8AwCoINQAkjlADQOIINQAkjlADQOIINQAkjlADQOL+HypKtIOyDe7YAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.551107Z", + "iopub.status.idle": "2024-04-30T02:46:03.551233Z", + "shell.execute_reply": "2024-04-30T02:46:03.551173Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.551168Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'VOL', 'last')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"VOL\", \"last\")" ] }, { @@ -6199,73 +2695,40 @@ }, { "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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zHnvsMdx0002zlqUnnngC+/btw913340Pf/jD2LFjx+zrTpw4gT/8wz/EZz/7WcXGSbMGQRAtyXCmHbf3ncf2ew/ADhGHn5Lw9jnHn//2EIAA9t/ph+cREamcVaeREoRxWclipBc9PT1497vfjXe/+93YuXMnjh8/DuBqTNS1jI2N4Q1veAO+9KUvYcOGDYqNgyxRBEG0HIVcCVdKXejvKcLqsWOv8xyeO+uf95zDP8/AhBL2vnEDPDYJqbxNn8ESBLEqHnzwQRQKvK5bJBLB9PQ01q1bt+Tz4/E4Xv3qV+OTn/wkbrnlFkXHQiKKIIiWY+z5CZRhxsB6PsXdMBjFC/FBlIpXg8sPn3Rgm+0C3GE/PEIBqbwyMRIEQajLT3/6U+zcuRN79uzBPffcg0996lMIhUJLPv8zn/kMzp8/j0984hPYu3cv9u7di8lJZXplMlnWLq13//798uHDhzW7HkEQa5PH/vkYXvGBXfjZXx3CHX90AF+671G86/5X4MSPR7D9lX2QZaDbMolX9p/C/RdfjncO/gJPjfXhYqFP76EThO6cOnUK27Zt03sYmrPY+2aMPS/L8v6lXkOWKIIgWo7h47z+U/++AABg/6u7AACHfzAOALj84hQmyp3Yv5dXKfc4S0iVnDqMlCCIZoZEFEEQLcfQ+SIAoPcAL2mw5dUb4UIah5/mcRSHvz0MANh/VxsAwOOSkZIXL8hJEASxFCSiCIJoOYbHzOg2RSAEXAAAs8OG6zzncPiCHwBw+PEszChizxs3AgA8bhkS7Mhni3oNmSCIJoREFEEQLcfwlBP9jvmBo/vXx3AkuQHFfBmHT7mwUzgPR6cHAODx8mrlqfG05mMlCCOiZby0Eaj3/ZKIIgii5RhOBdDflpz32P4bLcjBgRMPDOPw9AD2hyOzxzw+PhWmIhlNx0kQRsRut2N6enrNCClZljE9PQ273b7q11KxTYIgWopyScZoIYQ3hi7Me/yG13UDnwO+9c/jmC4PYv915dljnjY+FaYmRU3HShBGJBwOY2xsDNFoVO+haIbdbp/Xj69WSEQRBNFSRE7GkEc7+gfmNxTecNd6+BDH53/O46D239M+e8wT4NXKU9GcdgMlCINitVoxODio9zCaAnLnEQTRUgw/x2Oh+rc65j1usllwve88IqVOWJHHrjdsnD3maefVylPTee0GShBE00MiiiCIlmL4GI+F6t/jX3Bs/8YEAGCX/fxs5h4AeIO8WnkqRiKKIIjaIRFFEERLMXyOC6H+A10Lju0/yC1O+/vmZ+55OrnVKjVTUnl0BEG0EiSiCIJoKYZHGNowA0+vf8Gxm98chhV5vOyW+WLJ08WrlafiJKIIgqgdCiwnCKKlGJ60o98eAVjbgmPhWwdx6QdH0HP3y+Y97unm1cpTybWR0k0QhDKQiCIIoqUYTvix0bd0ava61+xb8Jjgs8OKPFIpNUdGEESrQe48giBaBlkGhnNdGOhaZb0nxuBhaaQybOXnEgRBVCARRRBEyzAznEQaHvT3rf61HlMGqYxZ+UERBNGykIgiCKJlGD40AQDo32xb9Ws9FhEpkSIcCIKoHRJRBEG0DMMvxgEA/bt8q36tx5pDSrIqPCKCIFoZElEEQbQMw2d425b+/cFVv9ZjyyMlCUoPiSCIFoZEFEEQLcPwkAwnMmjf1rnq13rsBaSKq+/iThDE2oVEFEEQTUk6vfCx4YiAfts4mHn1U5vHUUSq6Fj5iQRBEBVIRBEE0XQ8+/WL8HuK+OH/PTvv8eG4F/2eWF3n9DhLSJVdKz+RIAiiwooiijH2BcbYJGPs+CLH/g9jTGaMdagzPIIgiIVcPhpFCRa85w8CiA5nZx8fznaiP5hd5pVL43HLSMluyGWqWk4QRG3UYom6H8Arr32QMdYL4G4AIwqPiSAIYlmkLO9xN1nqwPtecRayDGSmc5iS29EfLtd1To8HKMMMMS4pOVSCIFqYFUWULMuPA1jMPv73AP4AAG3bCILQFEnkQum3Bx/Ady/txf3/+yWMHIoAAPo31lemwOPl1cpT44sEWxEEQSxCXTFRjLF7AVyWZfnFGp77PsbYYcbY4Wh06X5WBEEQtSLl+N7tw1/ajtuch/CBf1yPx741BQDo3+Gu65weP69Wnpqozx1IEMTaY9UiijHmBPDHAP6slufLsvw5WZb3y7K8Pxhcfe0WgiCIa5Fy3BLl6PTg/m+5YZJL+NAXdgIA+q+vL0TT08arlacmV9l3jyCINUs9lqgNAAYBvMgYGwIQBvACYyyk5MAIgiCWQuI1NSF4bOh/1XZ85q1PQIIdFhTQva++qcgT4G7AVDSn1DAJgmhxVt0oSpblYwBmK9lVhNR+WZanFBwXQRDEklTdeYKXVxh/51dehQcffQjnk50w2/fUdU5PBz9XajqvzCAJgmh5ailx8HUATwPYwhgbY4y9R/1hEQRBLI0kAQxlWBzcesQsZnzl0i/hyQvddZ/T08kLbaZmCoqMkSCI1mdFS5Qsy29f4fiAYqMhCIKoASnPIEACM12tMM6cDlic9VccvyqiSg2PjyCItQFVLCcIounI5wEblHW7eUK8WnkqUV+dKYIg1h4kogiCaDqkPIPAlBVR7hAvjZBKUuk7giBqg0QUQRBNh1QwQTApG7tksVvgQBapNFP0vARBtC4kogiCaDqkAoPAlA8A97AMUhkSUQRB1AaJKIIgmg6pYFbcEgUAHnMWqeyqK78QBLFGIRFFEETTIRVNEMwqiCiLiFSORBRBELVBIoogiKZDKpohmIuKn9djyyGVsyl+XoIgWhMSUQRBNB1qiSivkEcyb1f8vARBtCYkogiCaDqkkgWCRfmimB57AakiiSiCIGqDRBRBEE2HaiLKWUSq5FT8vARBtCYkogiCaDqkshWCRfnK4h5XGamyS/HzEgTRmpCIIgii6ciXLbCpIaLcQBYulArU+oUgiJUhEUUQRNMhla0QrCqIKA//Oz2RUfzcBEG0HiSiCIJoOqSyDYJNBRHl41NiKkIiiiCIlSERRRBE0yHJVgg25RsFe/xmAEBqUlT83ARBtB4kogiCaDokCOqIqIAVAJCK5hQ/N0EQrQeJKIIgmgq5LEOCHYIKhcU97fykqSlJ+ZMTBNFykIgiCKKpKIi8UrkgKH9uTwc/aWo6r/zJCYJoOUhEEQTRVEhJbiUS7Ezxc3uCvFp5akb5ljIEQbQeJKIIgmgqpBS3EgkqdGfxdPFq5am48tXQCYJoPUhEEQTRVFwVUcpPX54Qr1aeSlCxTYIgVoZEFEEQTYWULgAAbCqIKGfQBRNKSKUUPzVBEC0IiSiCIJqKfLYSWK5CTBQzm+BGGqm08ucmCKL1IBFFEERTUbVECQ51pi+PKYNUhqZGgiBWhmYKgiCaCilTsUQ5zaqc32MRkRItqpybIIjWgkQUQRBNhfoiKodUjkQUQRArQyKKIIimQnURZZOQklSo5EkQRMtBIoogiKZCyvIaToJLHWuRR8gjVSARRRDEypCIIgiiqZBEXsNJNRHlKCJVdKhyboIgWgsSUQRBNBWzlii3VZXze5wlpEpOVc5NEERrQSKKIIimYtYSpZaIcpWRkt2qnJsgiNaCRBRBEE2FlJMBqCiiPEAewmxRT4IgiKUgEUUQRFORz3FLlM1tU+X8Hi+vVp4aT6tyfoIgWgcSUQRBNBWSxP9WzRLl59NiKpJR5fwEQbQOJKIIgmgqZt15XnXKEHj8POsvNSmqcn6CIFoHElEEQTQVVUuU1aWSOy/ALVypaE6V8xME0TqQiCKWZfJiGn/5xhdQLsl6D4UgAABSHhCQAzMxVc7vaefiLDWdV+X8BEG0DiSiiGX5/PuP4E+/cx3OPDSi91AIAgAgSQwCJNXO7+20AyARRRDEypCIIpblqRd45eapi0mdR0IQHCnPIDD1BI6nk9/zqRkqcUAQxPKQiCKWpFyS8dTkBgBAdDir82gIgiMVTBBMBdXO7+ni1cpTiZJq1yAIojUgEUUsyZmHxzAjtwEAopfJtUEYA6nAIDAVRVQ3r1aeSlAcIEEQy0MiiliSp74xNvvv6ERZx5EQxFWkgllVS5TNI8AGCSmqtUkQxAqo0wadaAme/IWMdjaNvGzF1LQ6mVAEsVqkogmCWT0RBcbgYWkk07THJAhieWiWIJbkqaFuHOw4h6BlBtEZ0tuEMcgXTbCZ1I1X8piySGXNql6DIIjmh0QUsShTF5M4Iw3ilj1pBIUkoil1qkMTxGqRihYIZnUz5zwWESmRNg4EQSwPiShiUZ7+ygUAwMFXtyHozCKades8IoLgSCULBIvKlihrDqmcOhXRCYJoHVYUUYyxLzDGJhljx+c89inG2GnG2EuMsf9hjPlVHSWhOU/+JA0r8tj/q5vR4c1jKu/Re0gEAUAjESVISOVJRBEEsTy1WKLuB/DKax57CMBOWZZ3AzgL4I8UHhehM0+d9OE652k4Oj0IthURLQUgU8Y3YQCksgYiyl5AqmBX9RoEQTQ/K4ooWZYfBxC75rGfyrJcDUp4BkBYhbEROpHPFvFcfBMObpoCAASDgAQ70hMZnUdGEIBUtkKwqltyw+MoIlVyqnoNgiCaHyViot4N4McKnIcwCEe+fRE5OHDLbbybfUcXz1KKnovrOCqC4GgiopxlpEouVa9BEETz05CIYoz9CYAigK8u85z3McYOM8YOR6PRRi5HaMRT35sEABx8xyAAIBjmmXnUP48wAlLZBsGmsohyy0jDBblMPmyCIJambhHFGPsNAK8B8A5ZXjpaRpblz8myvF+W5f3BYLDeyxEa8uQhGwbNw+jevw4AEOznbo3oELnzCP2RZCsEm7rixuMByjAjG8upeh2CIJqbukQUY+yVAP4AwOtkWabOtC2ELANPXhnAwXXDAONVyoPreWZedEzSc2gEAQCQIKguohxOfu/n4iSiCIJYmlpKHHwdwNMAtjDGxhhj7wHwGQAeAA8xxo4yxv5N5XESGjH07AQipU4cvOFqMcOOjX4AQDRCXe0JfZHLMiTYYbOp24bI7uRTYy5BGweCIJZmxZK8siy/fZGH/0OFsRAG4KmvDwHowi2vv+p69YR9sEHCVJTiQwh9KeaKANR3581aopJ5Va9DEERzQxXLiXk89fMC3Ehh5xu3zD7GTAxB0zSiMeolRuiLlOKiRrCrbIly8XtdTKrY6JggiKaHRBQxjyfPdeIm/xmYHfOrNQdtCUSTVMGZ0JdZEaVyK8eqiCJLFEEQy0Eiipgll8zjWHYDbt6eWHCsw5FFNEN1cwh9mRVRDm0sUbkUWaIIglgaElHELPGRJMowo6dvYahc0JPDlERNiAl9kdJc1Ah2dacuh5cXmhXTlExBEMTSkIgiZkmO8zpQHv/C2Kegv4BooU3rIRHEPGZFlEPdqcvu5huJXJosUQRBLA2JKGKW1CQv+eUNLGKJai8jCe/sIkYQeqCZiPJwS1QuQ5YogiCWhkQUMUsyyuNNPB0Lo3ar/fOmz89oOiaCmIuU4fXLBKe6maIOH0+iyGXUbS9DEERzQyKKmCU1xQsLeoMLRVSwh+/Mo+cXBp0ThFZoJaLsXi6ixCyJKIIgloZEFDFLMsYXKE+nY8GxYB9/LHopremYCGIumokoH99I5EhEEQSxDCSiiFlSM3yB8oacC44FB3lmXnSUeokR+iFleYySzblis4WGmBVRoqqXIQiiySERRcySTPBWGp7uhaUMOjb4AABT4xRYTuhHXuQiSnCpLKL8dgCASCKKIIhlIBFFzJJKyjCjCEf7QktUYGMADGVEJ6l/HqEfUo6719QWUWbBAivyyOXoficIYmlIRBGzJNMmeJAGMy2sBm0WLGhnMUSn6ZYh9EMSKyLKbVX9WnbkkMupWxmdIIjmhlZEYpZUxgSveenA8aA1jmhc/cWLIJZCErllSAsR5WASchKJKIIgloZEFDFLUrTAY1k6CKTDnsZUxq7hiAhiPlLFvSZ41G+GbTdJECWaIgmCWBqaIYhZUjkrvNalRVTQJSIqUv88Qj+0FVF55Ao0RRIEsTQ0QxCzJCUBHiG/5PGgL49o3q/dgAjiGmZFlHdhQVilcZjzyOXVrUdFEERzQyKKmCVVsMNrX0ZEBUqYlttQLlIBQkIfJF5UH1aXBpYocxFiQd0sQIIgmhsSUcQsyaITHsfSDVc7Ok0ow4yZ4aSGoyKIq0h5QEBu0QxSpbFbCsgVyRJFEMTSkIgiZkmW3PC6lhZRwW6+K4+epSbEhD5IEoMNS1tLlcRuKSFXpGxUgiCWhkQUAQCQyzJScMPjXrq4YLCXZ+ZR/zxCL6Q8g8C0EVEOaxG5ErnzCIJYGhJRBAAgMyVChgle79LP6ejjlcyjw1mNRkUQ88kXGASmTeshu60EsaR+7BVBEM0LiSgCAJAa59Ylj2/pWyK4sdo/TxtLAEFci1QwQTBp5M6zlpErk4giCGJpSEQRAIBkhFuXvG1LB9IGtwQAANEIZecR+iAVTRBM2liiHEIZubL6pRQIgmheSEQRAIDUJC+y6QksHUgr+B3wIInoFLXCIPRBKpghmIqaXMsuyBBlElEEQSwNiSgCAJCM8gI83o7l3RcdljiiMxRsS+iDVDRDMGskouwycqA2RwRBLA2JKAIAkJrmcSae4PI776CQxFSKdueEPmgqogSgCCuK0tJlPwiCWNuQiCIAAMkYX5i8Xc5lnxd0ZhHNurQYEkEsQCpZIFi0ETUOJ3dbS0lJk+sRBNF8kIgiAACpmYqICq0gorwSovll6iAQhIpoKaLsDv63OJPT5HoEQTQfJKIIAEAywYtserrdyz6vw19EtBSAvHRNToJQDamspYji02MuQZYogiAWh0QUAQBIJWVYUIC9zbHs84JBQIIdmSgV3CS0RypbYbNqU2LD4aqIqCTVRSMIYnFIRBEAgGTaBA9Lr9jYNRjidaSofx6hB1LZCkEjEWWviCgxqU1dKoIgmg8SUQQAIJUxwWtauSdeMMwz86IXkmoPiSAWkNdURPENA1miCIJYChJRBAAgKVrhsYgrPq+jl7v7okMZtYdEEAuQZBsEmzYBeXYXr4eWS2tTUoEgiOaDRBQBAEjlrPBaV85CCm7gmXlTlynYltAeCTYIGrWzc3hIRBEEsTwkoggAQFIS4BFWdlsEN/kBANFxWlgIbZFlQIKgnSXKw1sgiSm61wmCWBwSUQQAIFWww2tfWUR5wj7YICEa1WBQBDGHYq4IGSYIGhXMr4qoXIYqlhMEsTgkoggAQLLkhMe58mLBTAwdphimZujWIbSlWjlcsGvTANvh437DXFabQHaCIJoPWgkJAECy5ILXVduOO2hLIJqk/nmEtkgpbinVzBLl5SJKzJCIIurnhe+O4G/e9gIVKG5RSEQRKJdkpOGGx13brzzoyCCaXr49DEEozayIcmhjibL7uFojSxTRCF/9i0v48H9fh+987CW9h0KoAIkoAploFjJM8NbYEi/oySEqedQdFEFcg5TmRS8FuzbTlt1vBwDkcmRCIOonJ3HR/6G/6kBmhmqOtRokogikxnmRTY+/ttuhsy2PK4UgJi+k1BwWQcyjKqJsWomoqiVq5fJpBLEkuTyDFXmMFnvw1296Xu/hEApDIopAMsL74Hn95pqe/64P+CGD4Y03jCAvUuYSoQ2zliinNtOWyWqGDRLElcunEcSSSHkTei3jeOe6R/GpR67DuScieg+JUBASUQRSk3yr7Wm31vT8fe/ehy/c9wR+MbMDv33T8xQwSWhCPsvrNQkO7aYtO3LI5bSJwSJaE6logmAq4m+/tR4CJPzuW8dpzmwhSEQRSE5xP723vfZS0G//wt34430/xudfOoB//vXn1BoaQcwiZaoiqjaLqRI4TBJyeRJRRP3kCmbYzXl039SPj9/9FH48vg/f/8tjeg+LUAgSUQRSU7z+jidoX9Xr/vzpO3Fv+y/woa9ch4f+6ZQaQyOIWaQsdx0LlZ52WmBnEkSJpkmifqSiGYKZbwDe/82XY4f1DD74iTaIyYLOIyOUgGYHAskZ/gP3djlW9TqTYMWXD2/Ddut5vOWD3eTrJ1RFFxFlKiCX187yRbQeXETxe9fqdeAzH53CUCGMv/9VsuC3AiuKKMbYFxhjk4yx43MeCzDGHmKMnav83abuMAk1Sc3wH7ina/W1nzwD7fj+Dxggy/izXx9SeGQEcRU9RJTDnEeuQHtNon6kogV2y9X+i7f98UHc4DiOh59e3aaVMCa1zA73A3jlNY99GMDDsixvAvBw5f9Ek5JM8ChHb4+7rtcP3rMZr+o9gV+M9ik5LIKYhyTqYImyFJAraHc9ovXIlawQLHOymBnD7vA0jsfD+g2KUIwVRZQsy48DiF3z8L0Avlj59xcBvF7ZYRFakkrJsKAAwV//zujg/jzGSj0YPTyh4MgI4iqSyCuHC+7askiVwG4uQiQRRTSAVLZAsM6ver9zWwmT5SAmT1+7tBLNRr126i5Zlscr/44A6FJoPIQOJFMmeFkKzFR/FtLBe4MAgKe+PqTQqAhiPpLILaaaiihrEbkSiSiifqSyFXbr/Hp6O2/iHR9OPDiqx5AIBWnY2S/LsgxgyaoXjLH3McYOM8YOR6PRRi9HqEAqa4LHlGnoHLvfvAVOZPDUo9TWgFAHqdJ+xeauvRRHozisJeRK2ok2ovXIlW0LLVH3rAMAHH8qqceQCAWpV0RNMMa6AaDy9+RST5Rl+XOyLO+XZXl/MBis83KEmiSzVngtjfW2sDhtOOA9g6fOdig0KoKYT1VECR7tRJTdWoJY0u56ROshyTYItvl2hq693Whn0zh+QqdBEYpRr4j6PoB3Vf79LgDfU2Y4hB6kJCs8tsZ7WxzcPoMjmU3IxCQFRkUQ85kVUV5Bs2vabWXkyiSiiPqRZBvswnwRxUwMOz3DOD7m12dQhGLUUuLg6wCeBrCFMTbGGHsPgE8CuIsxdg7AnZX/E01KUhLgFRoXPgdvd6AECw7/13kFRkUQ88lXPMU2l3buNYdAIopojBzsEISFES87wwkcT/ZDLlMPmGamluy8t8uy3C3LslWW5bAsy/8hy/K0LMt3yLK8SZblO2VZphSDJiZVsMNjb7x67k3v2AAAePpHdDsQyiNJgA0SmFnD3nmCjJysneWLaC1K+RJKsEBYRIfv3Akk4cXYC0tGwxBNAFWRI5AsuuB1Fld+4gq0b+/CVut5PHVkde1j9Obs8Tze8+px5Br3aBIqIuUZBGjrKrbbZYigoohEfUhJfr/aF7mFdt7iAwAc/8llLYdEKAyJKALJsgseZ3nlJ9bAwb7LeCqyoalM1L/z2iF84YFuvPTDEb2HQiyDlGcQmLbZn3Y7QwkWFHONbzKItUcuye9XQVhYPmbHq3hx4uPPpDUdE6EsJKLWOOWSjDQ88HqUET0HbypjWg7g3GPNsbv66Zci+OnQZgDA6JEpnUdDLIdUYBCYtk1bHRULQi5ByRLE6pFSFRFlXyii2jZ1YJ3pCo6fpt6MzQyJqDVOeoLXh/J46y+0OZeDvxICADz1jTFFzqcmpRLwBx/IoQdc8I2cJX+ekZHyJggmjS1RDv67EGfo3iBWz6yIciy+1O70j+H4lXYth0QoDImoNU5qnJuSvX5lboUtr9mENsTw1BOllZ+sM1/96Fm8mBjA373hSbiQxshw87gg1yJS0QTBpK0lqiqiqm4ZglgNuRS/X+3OJURUfxons/0oFZQJpyC0h0TUGic5wYtsetuUMSmbbBbc3H4WT100dicgMVPGn37KixusR/GWL74afdZxjEQold3ISAUzBJO2sUkOF58iSUQR9SCluYha0hK1x4QcHLj4xMLwh+e+fh63BE4iNZFVdYxEY5CIWuOkJrmI8gSUq71zcFcaJ3IbEb/cWCsZNfmndx/BaD6ET/3+BEweF/rcMYzMePQeFrEMUtEMm1lbEWV38c0FxUQR9SBl+P0quBbvv7jz1gAA4PjPIguO/eNHonhqZjtO/PCSegMkGoZE1BonGeWLg7dDOSvMzXdzMfLMVy8odk4lmRrO4K++uQmv9T+Ol//5XQCAvvYMRrLUssbISEUzBLO2buKqiBJTlJ1HrJ6V3HnbXjUAhjKOPze/7VZmOofvXtgFABg5kVJ3kERDkIha46SmuZvCE1SuttOBd26GCSU89aAxm2v+xVuPIS278Ml/dgMm/hPo6ylhstyBXMb4sVxrlXzJDMGisSXKzS0I1cWQIFaDlOXzyVKWKFe3F+stIzh+dv4m9nt/8RIycAMAhs+RK9nIkIha4yRjfFHydionoty9bdgjnMFTL7kVO6dSFMQi/vXZfXjXwM+x/Z3XzT7eO8AtDmNHonoNjVgBqWTR3BLl8FREVJosUcTqmRVR7qXDJXa2j+PYRHDeY1/9LzN6TWPwIoGRUVWHSDQIiag1TirOf+SekEvR8x5cH8Gz0xtRKhor4y0zmUEeAnbtnn/r9211AgBGjkzrMSyiBqSyBYJVY3deRUSJabJQEqunatmuWjQXY+dgFmel/tn4qeiFJH4S2YO37zuNfiGCkYnm6gCx1iARtcZJJrjI8fYoazU6+EsmpOHG8R8NK3reRhHjPAbM4ZxfF6tvLw/wHDlJ1YONilS2QrBomwpu93A3C7l5iXqQRH6/LuXOA4Cd+6wowYIzP+Mmp2989ARKsOAdH+xEnzeO4YRPk7ES9UEiao2TSsmwIg/Bp+xu5+BbwgCAp799RdHzNko1y6qaul4lvJ8XCR250BqxL0//KIZiwVhWwEaRylYIVm1FlMNXEVFZElHE6pkVUZ6lE3d23sYTWo4/whsRf/WHXuy0ncHud+xCf1DESK5T/YESdUMiao2TTJngZSmAKVOxvEr/K9bDijyGDSZKqpaoatZVFSHoRYhFMHK5+X8Sj/77eRx8TQDf/shRvYeyIsWCjAc/W5u1UpJtEGwaW6K8VUsUFUMkVk9VRFXvo8XYfM8gLCjg+At5XHxmEk8nduAdvzQCMIa+3jJm5DaqFWVgmn/FIBoilTXDY1L+B8rMJoRMUUSiS5ux9UCsZFk53AuLi/bZoxiJLtJuvcn4t0/OAABOPGt81+RP/vZFvOp/9ePkj1cWUlLZBsGmrXXN7hMAAGK2tax6hDbkRH7fLGeJsvkc2GK7hOMX7PjaJ84DAN7+x4MAgL4N/HUjz02oPFKiXkhErXGSWQu8VnV2OSH7DCJxYwVFiomlRVSvL4nRZHPHH0xeSOF/Lu4BAJwfNpaAXYzUJL/3ZoZXLochwQZB46LyjjZ+/+ZyJKLUIBXN4SefOaf3MFRDkioiyiss+7ydwUkcm+rGVx/txi+5jqD/jo0AgP4dPFZ15MUZdQdK1A2JqDVOSrLCY1WnuWrIlUYkbawyB9WiiQ7vwpTjvs4cRqQuyE28Xv7n7x1HATasNw3h3KRf7+GsSNXdkZlZvhaOLAMSBM0tUdXFLyeu8ESiLv7rD57HK39nE577L2MW5m0UqTK1riiiNkkYKoRxOjeId9wzNft433U8XmrkNLnzjAqJqDVOUrLDK6jT0iLUlkNE8qty7npZVkT1ysjChdiI8d1gi1EuyfjcA2Hc6noBr9xyEeeyPYYXhPmKhSebXL4OUzFXhAwTbIKysXsrwcwmCMhBVGefseZJTPHv/Ut/u7DtSSuQkwAr8jBZll9qd+7nIsuCAt788Z2zj3fv7YIFBQxfopg8o0Iiao2TKtrhsatTSDDUwauAG6lWVLXeTzXrai59myrxB4cnNR2TUjzyL6dwMd+L33zLDDZtkJGQfZi6ZOyWEflcxRKVXD77TUpyoS8sv6FXBTsk5CRtxdtaoRpr9vWj25AXWy8DUpIYBKy8Sd15O2/Y/qr259C+s3v2cbPdirB5HCPjxnfNr1VIRK1xkkUnvE6VRFSPCWWYET0XV+X89bCsiNrhBQCMHItrOSTF+Oz/zaAd03jj3xzAxp08luf848YqMXEtUmV9yaaWX0Dzae7uE+zaixmHKUciSiWyFTfptBzAjz55TN/BqICUB+xsZRG1/vYBvCf0I/zxHy3ccPa5pjEyrWwxZEI5SEStcZJlNzwudUzFoV7uMoucjKly/nrIZfl7dfgXmjRm4w/ONJ/vJnI6ju8O78W7dr8Ae9CDTTfz93Luubi+A1uBfJ4vGpnU8veglKqIKD0sUSyPnERTpRqIIoMbKXSxCXzpC63XWieXN0FgK5d5MQlWfH781bjp/9yy4FhfII3hDDVHNyo0M6xhSoUyMnDD61HH3RZaz1upRM4Zx6UkVkSU3b8wazC4KwQBOYwMNV/8wX/+/kkUYcX7PrYOADB4axgmlHDupLHqdF1LNfA2u0IJASnN34fg0H7KspvzEPMLszmJxsnmTHCbsnjHrmP40dhuTA01ZzziUkh5EwRTYw2E+7sLuFzsQjHffPPSWoBE1BomPZEBAHi86rgqQlt4uYDIJeOkNomVoSxmiWJWC3ot4xiNNFf8Qbkk499/0ovbPM9jyxu2AwBsbS70m8dwfsjY7yVfWV8yK6yds5YoHUSUw5xHrkAiSg1EyQSHScK7fi+IAmz4rz89rveQFEUqmmA3NbaR6RswoQQLxl+i5uhGhETUGiY1zlcur1+d26BrezsAIDJmHDO9mAUYyrB5FvcL9bmmMRIzVlmGlXjoH47jUqEXv/n2+bWWNnkncC7q12dQNVIVUVlxeSEvVdqu6GOJKpKIUgkxb4bTLGH3O3djr+0kvvh9v95DUpRcwQzB3KCI2sILAA8/P7XCMwk9IBG1hklOcLOMx6/OAuHq8cGDJCITxgnKFXMMDohgpsXH1BfIYCTTrvGoGuOz/5BDB5vCG/76wLzHN4XShi9zIBX495ARl5+KZt15Th1ElKUAsWhsi16zks2b4TDnAcbw67eP4XBqK07+zNjJEKtBKpohmBvbRPbvbQMAjJwwTlgEcRUSUWuY1CQXUd72hTWTFIExhCxTiEwbZwEScwwOtnTgeF93AVdKXShIzRF/IKUL+MHYXrxj50sQAvMzeDZtKCMpew1d5iBfFVG55YW8lOELkeDQ3iJkt5aQK6r0G1njiAULHBYukH/141tgRhFf+vMhfQelIFLRDHuDIqrvBl7+YOR8Y7FVhDqQiFrDJKf4j9LTrl4vjZAjgUjCOP3oqjEYS9E3aIYMEy6/2Bym84tPXEYRVuy/eeEiv3EX/9zPPT6u9bBqRsrzKSgrrSCiqu48l/aC3GEtIlciEaUGYsEKp5WLjK4D/XhV4BC+/NQGQ9WWa4Rc0QrB0lj9K1ePD+1sGsOjtFwbEfpW1jCpaS6ivJ3q9bcLeTKIZL2qnX+1rCiiKvEHIy80h4g6+yQPNt18wL/g2KabAgCAc88Zt+9WvlixROWXF0dVEWVzai+i7NYycmUSUWqQLdngsF611Pz6W0RcKXbh4f93RsdRKYdUsjQsogCgT5jAyKSx+pASHBJRa5hkjE9enk71LEWhtjwi+YBq518tuYKJx2AsQe9uHn8wetK4LrC5nH2Ru2Q3v2LdgmMDv9QLM4o4d9I4gf3Xki9WLFGF5UWKnpYou60MsaxDgao1gFiywWG7KjJe+7H98GMGX/6XlRtSNwNS2QLB2nhoQJ8vgeGkv/EBEYpDImoNk4rzycvbrV413FBnGQnZN1spXG/EvAX2ZbJlevc3V/zBmXMmdLJJ+NcvFKq2gNvwZQ6kStZbprC8S1kSdXTnCWXkyuq5vNcy2ZIdTvvVucHe5cNd3Sfw9KWQjqNSjlzZBru18bmvvzOH4VzI0EkiaxUSUWuYZJzvkDzd6qX0h3r4LTZxyhhVy8Xi1UDWxajGH4yMGSejcDnORjzY7F46m8noZQ7ypYolqri8pScv8ntVcGvvVrMLMnIyWaLUQJQFOIT5ymDbegmXCuuQSxvXglorUtmqjCWqV0YabiQut1Yx0laARNQaJpUGbJAgeNVbIEL9/NyRU8aIyxGL1nkxGAtgrKniD86murG5a2nXh9HLHEjFiiWqvPznLeX0FVEiHIb9DJsZUbbD6ZgvMrbttqIMM84+MqbTqJRDkm0QhMZvnL6N/L4fPjTR8LkIZSERtYZJpkzwsDTA1LO6hDZyK1fkvDF2UGLRBscK5vU+XwIjCb82A2qAxFgKE+VObNmwtCjctKGMlOxB9JIxPv9ryZe4iMquJKJEvhDpIqIcDGWYUcw1v2XESJRLMnJwwHHNV7/tII9LPP3EpA6jUpacLMBua1xE9e+sNEd/Kd7wuQhlIRG1hkllzfCaM6peI7TVDwCIDK/cyVwLxPL8QNbF6AvmMCJ1ajSi+jn76GUAwOY9SycGzJY5+LkxCxjmSzzGKSM7l32elKuIKI/2sUmOysebizdfY2ojU/08Hdd89Zvv6gdDGaeOGGPOaAQJgjKWqNnm6MZpoUVwSEStYZKiBR6Luj/Kzu0dYCgjctkggeUlAQ5h+bH0hmUkZS8SV9QVmI1y9lnuIt1889IV1jfdWClzcDiuxZBWjVTmIioPAUVp6e9FqsT5q+l6Xgq7g1tqSUQpixjjc4/TNd8S7ujyYsA8ilPnm7usRClfQgkWCELjlv7OXV2wQcLwEPmUjQaJqDVMKmeD16buwmDxuRBkU4hMGuNWWyyQ9Vr6NnJrx+hhY8cfnD2ehwklbLitd8nnDLysD2YUcf5kY/271CJfvpptl53KLvk8qXKb2tzaW6LslVYzYqI5MjabhewMtzQ5Fmnls80fwanJ5mq/dC1Skr8/u71x4WOyWdBnuYKR8eYWlq2IMVY2QheSeQEem/oLQ8g6jUjMGD/+nCzAscKk1redx3EZPf7gzCUbBixjEPxLu/OsbW4MmEdxbsgYn/+1SHOKWGZjSwt6Kc+TIJhZ+ynL4eLXzCVJRCmJGK+IKNciIqovjbNiuKkrl1fvFyUsUQDQ54phZKa5mqOvBUhErWFSBQe8DvUtFCFnCpGkerWoakUuyxDhhH2FxLvZ+IPTS1tGjMDZqTZs9q0cfGvkMgf5shU28MU0M7W0a1mSGAToEyNTtUSRiFKWqiXK6V1Y+2vbdhNycGD42YjWw1IMKVURUQ5lltm+9gyGMx2KnItQDhJRa5hUyQG3Q/2Mo5Avi4joU/06K1Gd1BwrFGgP7emCBQWMDBm3CbFclnE2G8bmdStn3Rm5zEFetqCNJQBcXVQXQ8oz2Jg+Lkm7my/yYtKYLtFmpfp5OtwL+yZuvZHPF6cebX4RVY2pa5T+ngLGS53Ii8aILyU4JKLWMJmyA26n+kIhFChgvNih+yIuzlSygVYQUWa7FWHzOEbGjVvpe/zYFDJwY/PmlSfoTRvKSMtuTF4yXqC8JNvQZuUtdjIzS1t6pAKDwPSxBFVFVCsUfzQSVRG1qCXqTt7G6NRhY5bmqIVcir8/xSxRgybeHP1oVJHzEcpAImqNIpd5BVyXU31lEwrJyENAfELflOVZEeVaWXj0uaYxMm3c+IMzj/KSBVuuW9lNauQyB3nY0Gbj4i4bX0ZE5U0QTPpYghwebikhEaUs2ST/PB2+hckCga2d6GSTOH2meZcoKV0RUc6FlrZ66NvKf+vDzzdHc/S1QvPeoURDSKk8yjDDrYFOCK3jO83IiWn1L7YMywWyXktvWwajmTa1h1Q3Z5/n1pvNt3at+FyjljmQZUCCHW0OLm4ziaVFUr6on4iyVwp8kohSFrHyeTq8iyQ9MIZtnjGcuqJ/GEC9VEWUfZHsw3ro38vno5GTzWuda0VIRK1RMpN89++qwSrTKKFBbgmJnEmofq3lqKaoO1wr7wzDXQWMFUOQywYMJAJw9nQZDmQRvnHdis8deFkfLCjg/EljBUZXK4C3Ofm4ssll6kTpKaK83FIiZigWRUnENA8lcLYtXvtra3cSp1LrdA8DqJeq6FbKEjXbHP0CxeYZCRJRa5R0lGdCuTzq3wKhTR4AQOSivtlu1eyqqntmOQIBoAjrsmn3enJ21IFNwihM1pXfi6XNUylzoH2NpeXIp/n30ebli01mORFVMEMw62MJqrqbchnjJho0I9k0/74d/sVF1LYtZczIbZg8G9dwVMohZfn7E1zKxFbaO73oYhMYHqNl20jQt7FGyUxzceD2K7NLWo7Z1i8j+lpCrmYDrTyp+dr4TyM+snRzXz05Ewtic3vt7lFe5sBYrpFq9lKbl4uTTGppkSKV9BNRVUtULksiSknEDDcxOdoWrzmy7XreD+b0z5qzEXFVRNlrmG9qpc8exUh0hcwYQlNIRK1R0tM8PsjlUz8Dzb8pCBskRMb1tcuLKb4I2z0rF570t3NxacTWLwWxiIuFMDb3124l42UOjOUayWe4qG0LcJdydhlLj1SyQLDo406z+/kiL2YN9OG1ANmKiHK2Ly4Ktr0iBAA49Yy+YQD1kqu4f5Vsmt3nT2Ak6VfsfETjNCSiGGMfYoydYIwdZ4x9nTG2QhlDwihU08ldfvVdPMwuIGSaRCSqr2YXq+6DxQJZr8EX5J9LfNx4DT8vPXkFJViweVvtAnhwQEZGdiE2ZpwCotXA26rVL7NMvKxUskAw6yOiqu6mXI5ElJKIImBCCVbX4nNQ+OZeuJDGqRPNaQGURD5updx5ANDXKWFYChlqM7TWqXtVY4ytA/ABAPtlWd4JwAzgbUoNjFCXTJwvYO6ANnEyIdsMIjP6auxls4Guwd/FF87EhPFios7+glcp33KgdvdceD3/nseOGic9umqJEpxmOJFBVlw6yUEqWSBY9RFRNk9FRBlPTzc1Yo7BiSyYafHvnVnM2OoYxqlR/bsd1ENVRFXdwUrQ08O7LqQmjLMZWus0ahqwAHAwxiwAnACMV4iGWJR0RUS5AosHdSpNyJ1CJK1v3aVqNtBSgaxz8XXzeIx41FgZbQBw5gifQDe/YuXMvCrhLXwhGjseV2NIdZHPVrKXHCa4WBaZ7DIiqmyFYNHHIsFMDHaIyBlPTzc1WZHBwZb/ULd1xnB6JqTRiJSlGkMneJQTUaEwt2qNn4gpdk6iMeoWUbIsXwbwaQAjAMYBJGRZ/qlSAyPUpZoJ5e7QxjoU8uUQkfyaXGspxEztIsq/jouOxJTxagOdPc/QzqYR2FR7l/vwLl5jZuycccwpVXeezW6C0yQhKy09HUllK2xW/XwYdiZBlNQvB7KWECUTHKblC/Bu25DHaKlnNpu4mZAq7l8lRVS3QcrFEFdpxJ3XBuBeAIMAegC4GGPvXOR572OMHWaMHY5GqVy9UahmQrk6tMn0CHUUES0FUNRRk1QDg2uyRIV5WYb4jPHiMc5e8WCz6zLAal/Uu/d2wYwixoaNU+uo2gPMZjfBZc4hk1s6dkSSbRCs+n0XDpZDbhmRR6weMW+G07y8iNq6l/9WTz80qsWQFEWS+Hxj9yln7Q9t9gIAIheo4KZRaGRWuBPAJVmWo7IsFwB8B8DBa58ky/LnZFneL8vy/mAw2MDlCCVJp/gP3BV0anK9UDeDDBOiQ/plu+XEiogKrCwcHUE3rMgjYcAN35lkN7Z0xVf1GrPfg24WwdgV4wiBuXV0nJY8svmly21IZRsEm46WKFMeuTxZopQkmzfDYV7eXb7tVr5mnHqy+dxX1Ri6akydEoS2cYvy+DAV3DQKjcyoIwBuYow5GWMMwB0ATikzLEJtMmnAjCIEn0buvF4ezK1n6xdR5O/Z6lw5sJyZGHwsiUTSWAtnKpLBeLkLmwdXb9IL26cwNm2cBNpqTJTNYYbLKiGTX/p7ycOqs4gqQFxG5BGrRyxY4LAsLwY23tEPCwo4/ZLxYhNXQsoDVuRhsii3cQls7oAVed3LxRBXaSQm6lkA3wLwAoBjlXN9TqFxESqTyTK4kFkyM0ZpZlu/nEtpcr3FEHMMduRqdoP5zGnE0+rX0VoN5x67DADYvHv1u9uwN4mxlHEKbs6mgDvNcNqKyBaWjh2RIOgqohzmPHIFElFKki1Y4bQuL6KsHjs2Wodx6pJxxH+tSBKDAGWbrjOLuVIuhu5Fo9CQRJZl+aOyLG+VZXmnLMu/JsuysncMoRrprAkuk3bBmqEtfPGOXNIvQFTMrZwNNBe/NYtEVrlCeUpw7lluydt8U+1B5VXCHTmMSp2GqTEzGxPltMBlKyJTXFwYFnNFlGGGoE0i6aLYLQUSUQojFq1wWFe2qG4NRHFqqkODESmLlOcJCUoTEuKIxJtPVLYqxgmQIDQlkzPDbdZO0HRtCwAAIqP6+fJryQaai08QEc8Za7IaPsvdGv03rj7tO9zDC24mp40RT5HPXRVRTqGEbGlxlSQl+Xcm6PhV2C1F5IrGsko2O2LJBqdtZRG1bSCL81IvCjnjJEXUQi5vgsCU/611e1IY17lcDHEVElFrlIxkhmuFzBglcfZ1wIsEIhHNLrkAMb86EeV35JGQjNWnavQygxcJeHtX75YL93NLilEKbkqVQH/BbYXLXkKmvLhKqpZCEAT94tPslhLEorGsks1OtiTAYVs543LbTguKsOLCz5urh56UN0EwKR/LFfJLiEhtip+XqA8SUWuUtGSDy6qh99VsRsgcRWRKv928WEM20Fx8zgLiRWNVSx6dtKNPmFhVeYMqswU3j80oPay6yOf4AmpzWeF0yMjKiwvWaqNiwa6fiHJYi8iVSEQpiVgW4BBqEFEHuWA49fNJtYekKFLBBLtJeUtUKFhCtNyOYt545VfWIiSi1iiZgg1um7ZunZA9jkhCP8tOLdlAc/F7SkiUjGU2H0140OuJ1/Xa8E4/P8cZY7SMqBYjtDktcLmALFwolxYGbOWSFRHl0G+6sttKyJW0aZG0VhBlO5yOlYXAlrv6AACnXmiugpu5ohmCWQV3Xg8vFzN5Nq74uYnVQyJqjZIuCnAJGosoTwaRrEfTa84lt0oR5fPKSMNjqB3faC6I3vb6FpPuvV1gKGPskkFiovJXKzo7K+XKcvGFgf/JCBd93oB+Vky7TYZY1jGyvcWQyzKycMJRQ5ybp9ePHtM4zl1srsB+qWiGYFa+unCon4v5yMnmq53VipCIWqNkina47NoGaobaJIxLAU2vOZdas4Gq+CthB8krxqgOLCbyiJY70NtT3/dm62pDFyYMU3AzX6nobHPb4HJzV10mutBKlohw0ejv1M8S5BDKyMlkiVKKfKYAGSY4ajRM99hjGNe5gflqkYpm2NUQUeu5W17PcjHEVYwxmxKakynb4dZYRHV3lpCSPcik9cmxF0tW2FfROsRXsXzEx4wxWY09PwEA6B2s0yLDGMJCFGNTxrCoSJVedDa3DS4Pn4qysYWWqESUx+75uvRbRO2CjJxsjM+tFcjGuDB21hhy2O1OYzytnxW7HnJFKwSL8nNs91aeVDJ+iTpiGwESUWuUtOyCy6mtmAl189tt4qw+vVTEkgCHrfZJzd/BxUrisn6tauYy+hIPCO/dUn+rnrAngbGkV6khNURekmFBASabBU4Pd9VkphcuDPEo3837urVpUbQYdjuQgx1y2SBFtpocsSKWHa7alqDuthzG8/pZsetBKlkgWJUXUV07eM2syGXjNUdfi5CIWoOUCmXk4IDbpbGI6uc7+cjpuKbXrSKWbasSUb5OPt54xBg7vtFT3K3Yu7v+9OZwQMSYaIzChVKewQYeNO7ycRGVnVmYMZqYroioHv0yJe12oAwzCiItXEogxvn3XKuI6ukqIVruaKpaUVLZArsKlih70AM/ZhCJGKsl1VqFRNQaJDvF406qcSha0TnIF8HJ80lNr1tFlO1w2Gt35/lD3H2UmDRGIf7RS3wBD+9ffaHNKuHuEhKyF6mE/sHy+QKDwLiIcvp4vFEmvjDoPTHDx+rr1c+CVo3dWSzwnVg9VbFctUCuRHcPn6smTurXe3O15Mo2CKsIH6gZxhCyTmN8mmL0jACJqDVIelIfERUY4ItgbFwfUcJFVO3Wt6r7KB41Rjbb6GUTgiwKR0f9Fplqwc3Lx/TP7MkXABv4Z+vy8xpMi4qoJGCHqFmz7MWwO/lvhUSUMohJ/j073LXF93UPcKvwlRPGqHFWC1LZqo6IAtDtSCCSNFYh4LUKiag1SGaKB3W6fdqmDM+KqEntXSLlkgwJ9ppSqqv4w7xGVCJmDBfC6JQdvfZoQ+cIb+IT79hL+osoqXC1orPTz3fV2eTCeyOeNMNn0je4316pUSUmlK9AvRapiiint0YRtYn/FsfPGiPJoxYk2Qa7oE7IRMibRSRrnGbiaxkSUWuQavCuy6utiPL0+mFBAbFp7V1JUqISyLqK2GRvmIu++IwxgolHkz70ehsLyu/dySfesdP6l23IF0ywMS6aXAFuacgsIqISGQt8Zn3HW43dqRb+JBojm6hYory1VYHv3s7jAMeHjOFar4WcLECwqSSi2guIFJor0L5VIRG1BknHKsG8fm3bWDCnAwHEEJvR/rYTZyoiylG7C9PiEuBGCgl9kgkXMCp1ojfYmDupZ08QAAxRcFMqmGAzcdHkbOcWsmxqocBOiFb4rPpWq7a7+IaDRJQyiGlu3a1VRHXtDIKhjPHL+sfy1YoEAYJKlqjuUBkZuJGaah5R2aqQiFqDZGb4QuBu074XWMCSRCypfeXpajaQ3bm6W95nSiGe0r9ScjKSRUL2oXddY5Oyva8TQUxi7LJCA2uAfMk02xbD1c79rIvVEEvk7PDbDSKiUvqLz1Ygm+IiqurGXQmL244gm8L4RHMsWUWphBIssKtUWiy0js+hkRPNE2jfqjTHHUkoSjV4t+pC0ZKALY1YWvusktmUavfqbnm/JY1ERr92I1VGn+fNV3vXNyh8zWaErZMYm9S/cGS+OMcS1cH9rNnMQhEVzzvgc+grXuyVAGgxRSUOlGDWEtVWe5Bij20a4zH979takJJ8vhFUyoUIDfAT61UuhrgKiag1SDrBJ7Dq7l9LAg4RMVH7rJJqQHCtdWmq+Gwi4qL+qcSzhTa3Nd4QOeyewVhC/8bKUtEy21vMLFggIIfMIr2RE0UXfC59RZTDw0VULk0iSgnELHfLOfy1i6JudxLjKf1qha0GKVVpmi2okwHdvZlXbx+/YIxm4msZElFrkEzFlO7u0EFEuSTE8tpPhKtNqa7it+eQkPTv2TV6lk+WfXsbDyYNB7IYzbY3fJ5GyZfMsJmvxrg4mYisuHDRSZQ98Ln1jYWxe7mQzmWMkanZ7GQrTQCcgdp/W91+EVdyzRFMXRVR1dIYShPazj+HyDDFROkNiag1SDrJXSauDu0tQgFvEbGi9kUTZ0WUZ3UiyucoIJHXr91IldFLJZhQQs919RfarBIOFRErty3qOtMSqWSBbU5FZ5dJREacH39WEIvIwgW/T9+x2j3cjVp1QxGNIWb592lvq30O6g4WMVHqQKlojGzZ5agmIAh2dZbYwOYOWFBA5ErzBNq3KiSi1iDV4F1Xp/YWoYBfRkr2oJDXdiKsxrI4aqxLU8XvLiBe0t/1NTpuRrdpAhZX4zEh4V7+s798Sp/K8VXyZTME81VR4jRJyErzp6REpfmzz69vi4tqFlkuS4uWEog5wIEsmLn2Jai7m6EMM6IX9L1va0FK802b4FBniTUJVoRMkxiP6p/0stYhEbUGyWR5BWizoH3AdKDiRZq5rK0vvxrL4vCuLr7J5ykjUfZA1nnzOzrtRK9jSpFzhTdyF4reBTfzZQtscyo6uyw5ZKT59+SsiArou1jYfVy8kohShqxogoOtrlxHdz8XsuPHjZ+RVhVR1axONQgJM4jM6B9qsNYhEbUGSWdMcDF9AhIDQb5Ixoa03U3OZgP5Viei/D6gANusO1AvRlN+9PqUqdYc3s7dqWOn9K3+LJWtECxzYqIsBWTz14iocX6f+jq0L8cxl1kRJZKIUgJRYnCw1cXzdG/glvNmqFqutiUKAEKuNCLp5gi0b2VIRK1BMjkT3CadRFSIi5jYiLYVqMUMX/zsq7VEtfGfSGJUPxeCLAOj+S70dioTRLpub6Xg5gV9g1LzZSts1qsmPpctj0xh/veTmODWCl9Q3wzJaiq+qG+5qpYhK5nhNK/OEtWzjVfbH79o/C+havkWnOpZorr9IsabJNC+lSERtQbJ5CxwmfVZQAPreCBp7LK2E2FVRK0mpRoA/B3cMhIf06/tSGw4BRFO9PYqcz7XhhDaEMPYmDLnqxdJni+inLYissVrRNQkv0/93fo2W7W6bGAoI2f89bspECUzHObVVX8P7eLif3zU+GUmpCy3fAtu9SyooWAJ0XKgKQLtWxkSUWuQtGSBy6KTiOrl5ufYuLbXr2YDrVZEVd1IiYh+q+fIYV5os2+jQtYYmw1hSwRjE/q6yPLy/C73LqGITHF+jEc8yt0ivm59MySZicGOHHKNdd0hKogFCxzm1bnIhaAXAUzjSsT4y5aU4UJP1ZionuYJtG9ljH83EoqTyVvhtukkovp5kbjYpLa7yVkRFVidRcPfxUVXfFw/ETV6PA4A6N3uUeycYecMxuL6xlPkYYNtji502svIlueL3ESM7+h96/TPkLQzCaKkb5Zgq5AtWOG0rrIPIWPotk5jfFpf8V8L1QQENS1R3X38x0OtX/SFRNQaJFOwwWXTxyTuG2gDQxmxKW0DdMUcYEEBFsfqJjVfiIuuxJR+jWdHz3LzR+9e5QpkhtvSGMvoF08hy4AE+7wu9y6HjEx5vshNxPlxb1j72mLX4mA55CSaMpVALFrgsK5+Dup2JjCeNH4wtSSqL6JC67l1thkC7VsZmhHWIOmiHS5BHxFlcjnQhhnEZrS9bi4HOLB6a5J/HZ+w41P6FVkcHS7Dijw6dzdeaLNKuLOAyVI7JJ1iy4sS/zxtc9piuBxlZOGEXL4qrBJJBhfSsDr1tz7YTXnk8mSJUgKxZIOzjo1cty+L8axf+QEpTFVEVYu0qkFoCw+0j1yiQD09IRG1BsmUHHA7dArOZAwBcxKxhLY1qsScadUp1QDgC3MXWtWtpAejEQvC5nGYbMp9ZuFeLgaunNcnS7PaoHWeO8/FUIIF+czVWJl4ygSfyRg7bbu5gFyeihsqQbYkwGFbvTW6uyOPSLFd97ptKzHrzvOol1Ua2tkBAIiMGT/QvpUhEbUGyZQdcDn0q3cTsKUQS2ubsi5KJjhMq48KdnZ5YEEB8bjyY6qV0ZgLvU5lC2P2buSxR2Mv6hNPURVKwpwQKFfFS5OduirsEhkrfJaMlkNbEoc5D7FAIkoJxLIAh7D6OainG8hD0Dy7d7VIOa7yBG/jHQaWwhHywYc4xiOqXYKoARJRawxZBtJwwaVjslPALiImaltpV8ybYV9lNhAAMIsZPpZEQscEmNF0AL1typZYCG/lgdqjJ/V5Y1URZZvTW8zp4f/OTF1dIBOiDT6bMRbMdnsW0Yzx43GagWzZDqe9DktUL7fGXjlm7GBqSar0BlxlXbpVwRhClmlEmiDQvpUhEbXGyKfzKMECt0s/e3jAlUNM0nYxEvOrr0tTxW9OIZ7WvkUOAJRLMi4XO9HbpWxge3gPD1IfO69Pzn61y70wR0u7PNzKk5m+OqaEJMAvGKOuQLg9izFRueD+tYwIBxyO1c9B3et54sH46YTSQ1KUaj0xm0c9SxQAhBwJRBL6N0hfy5CIWmOkJ7hrxOXWL0A24CkiVtA226qeujRVfJYsEhl9dnsTp2dQgA19/cp+X54tPfAigbERfcR0PsvjOGzCHEtUpTl0Nn5VMMbzLvic+rbcqRLuKmK83IlCTr/4uFagkCuhCCscdRiju7fweWP8oj6xfLUi5QEr8jBZ1F1iu70ZjGf1z1xdy5CIWmNUXSUur36xHQF/GXHZi5KGa5FYtMBhqW8x9gsi4jl1d5RLMfICbzpcjWFSDJcLYdM4xiL6WNiqxQhtc3qLVe/JTOxqAkCi5ILPZYzA2XC/GTJMiByL6j2UpkaM8TnIWYcBpXsntwSODxtDWC+FJPHirGoTCuQRKZB1VE9IRK0xqq4St1e/rz4QAGSYNK0CLhatddWlAQCfXUJC0qftyOgJHrPUu0P53WbYOY3RGX1ifGYDy+fGRPl5/Eg2cXWBTJQ98HmM0fQ3vJGbTsZeUjbIf61RFVEO1+rnINdAEB4kMT6u9KiUJScxCEz92nKhLhlp2Y30jLFFZStDImqNkZ7iIsrl08cCAQCBTn7t2CXt4hpyJSsctvpMX35XHvGCPmJjtBKz1Ht9p+Ln7vZmMZFRrgr6aph15zmuWkRdbVxEZRL8WC6ZhwQ7fF5j5LOHd/C6PGOnjFFyoVkR49zSWI+IgsmEbnMU41PGDqaWCgwCU1/YdIf5Z0hVy/WDRNQaIzPDd0fuNv0moUAXv3ZsRLumvmLJVreI8rnLSJT1aTsyOgI4kUHb5qDi5+5oK2Gq6FP8vLUw26B1Tpd7Zxt3WWZT/FhilFvh/AFjTFPhvbwuz9gFnSqUtgjVmDenu77vtccxg/GEvg2pV0LKm2A3aWCJGuCfQ+RMXPVrEYtjjNmJ0IxMnO+Oqrt+PQj0cLdIbEy74NB669IAgM8rIyV7dOmWPjphRa81AmZW/qfaHihDlB3IZrR/X3mxUrF8riUqwEVUJlkRUZe5yPYFjFGbyb+hHU5kMDam90iaGzFRsUR56rOGd3vTuJLRR/zXSq5ghmBS3xIV2sg3d5HzxqilthYhEbXGSMe5q6S6YOlBoJe7xmLj2u3oxbIddqE+seD387+TEe0zgkZn3Oh1qdMjpyPIf/7TY9rXYapaomzOqwups4NHGmfTXOwmxvnn7eswhuuGmRjC1gmMTeq3AWkFshV3rdNTnzjuDuQxnjd21XKpaIJQZzbwauje3gYAiAyTdVQvSEStMaq7fHeHtsUu59I+wONwYpPaBUOKsMNhr2/WrVpCqpYRLRnNtqOvXZ3rdoS4gJk6H1fl/MtRtUTNdee5OrhrIpPm31NigseD+Tr1E/zXEnbNYCxOBTcbQUxwN5fDW5847g7JEOFEMmaMrM3FkIpm2M3qj699axBmFDF+2RjJF2sRElFrjKqIqi5YeuAf8AMAYlFtfvilQhl5CHWLKH8HX+jjl7U1mRekMsZLnegNqTMZd6zj4mRqSHtxmM/x736uJcrqssGMIrIVg18iyhdbf7dx4l/C/gzGsgG9h9HUiGk+Bzl8dYqoMP89jp8wbpZkrmCBoIGIMjkEdLEoIlFayvWCPvk1Rrqyy3d16rebtvhc8CGOmEZzYC7OLRqOOgv7+oJcbGhZkgEArrw0BRkm9A6oExPU3sfvgenL2lcEr3a5t7muLqTMxOBCBpksLywan+KWSl+3cSoyh0MFXCl26hIf1ypUEwecvvrcot2D3Io+fkodN7cSSCULBIs2hfC6hWlEZoxjrV1rkIhaY2TSgAkl2P36ufPAGALmBKYT2pRZEGeqIqq+qt/+EP+s4hPaxh1MnOaLRFe/Ot9VxyB3q05dUT+L6Fryld5ignu+NcJpyiGb499TIsaFli+sTxmGxQj3mlCEFZOnjWsFMTqzlih/fQt/92YeTD1+3rhVy6WSBfY669KtlpArjfGUPtnDBImoNUcmy3f7zKRf2xcACFhTiKW1CRjOVbOBnPXd7r4QdydV3UtaUbV8VUWc0gQ28KDUqQnt25hUu9zPtUQBgMuUQyZXiUGL8+d4egwkojbwhX/sxSmdR9K8iBkujusVUT07uDv1ypD24r9WpLIFgkWbcIUuXw4TOWNnK7YyJKLWGOmsCS6T9tlY1xKwZxHLamMNa6i4HwB/mO/y4tPaig21Y4IswTa0IYYpHfRAXuILzAJLlEVCVqqIqCSDFwmYbcYocQAA4W1c0I2dpIKb9VItqeEM1Pf7927qggNZjF8xbjB1rmyDYNVmfKGOAiZKHSgb9+NoaUhErTEyOTPcZgOIKKeEmKRNXFY1G8jurm8x9oZ5y5XEjLazVDyqckyQ2YwO0wym4tqLlHzFM2pzz4+LcVkkZPJcWMVTZvjM2ge9L8fVgpvax5G1CmKWiyhHoL7NAbML6DZNYHxSv64LKyGVrbDbNLJEhRhKsGhavJi4ComoNUY6Z4HLrP8CEPAUECto46YRk1yMONz1TbpWnxMupBHXrksNACAxwy1f/l71Pqd2WwrTSe3rHklVEeWZ79JxWgvIVkRUImuFz2KsIoId2zthg4SxEQosr5esyGCDBLO9fnd+t30G43Ed4zpXQJJtEGza3COhMJ/XIgYOtG9lGhJRjDE/Y+xbjLHTjLFTjLGblRoYoQ6ZvAUuq/6xBAF/CbGyXxMT9KyIqrNCMhiDj6WQSGm754jP8CQAd4/yzYerdDgymMpqX0IgnwcsKMBknW8Fc9kKyBS5qEuINvhs+ltN58IsZoTNEYxNGNcKYnTEHOBAY99rtzuN8bR6v4tGycmCZiKqa4BbqifOJTW5HjGfRleFfwTwoCzLWwHsAXCq8SERapIp2OC2GUBEBRjKMCM1pX7Gm5jiWTL1FvcDAL8lhbhGgfBVEkkGHxJgFvXcbR3uHKYk7QO3pTyDDXmAzU9wcAlFZIuVkhJ5O3x2/e/Vawk7pzEWo4Kb9SLmTHCYGvvdd7flMC61KTQi5ZEgQNCo6kBoE//9TlwyltV2rVC3iGKM+QC8DMB/AIAsy3lZluMKjYtQiXRBgMumf6XfQJALg9gl9X1ksynV9VqiAPhsIhKitiJKi5igDl8BUwXtM3vyeUDAQoHkFMrIlCslJfIu+J0GFFH+DMYyfr2H0bRkJROcpsZCCro7S0jK3tnq9kaiKJVQgqXuNlOrpWsbz1aMjGrXAYK4SiOWqEEAUQD/yRg7whj7PGOMtmcGJ1Oyw203gIjq4oIkNqx+ltPVCsn1x/74hRziOW1jMBJZC3xWdWvhdLSXkYP2TYjzBQYbWzjpuxwlZMqVkhIlF3wu/e/Vawl35jFW6DJ07zYjI0pmOMyNieOeMF+6xk9rHKhYA1KSW9kEjaYL3/p2CMhhYpxuSD1oRERZAFwH4F9lWd4HIAPgw9c+iTH2PsbYYcbY4Wg02sDlCCXIlOxwObSvC3QtgR5u646NqV8wL5dprLgfAPiceSTy2sYOJUQBfpVjgto7+BQwNaytK0AqmGBbpMu90wFkZQfksoyE7IXPa7y87XBYRh4Cpi5RmYN6EAuNi6juAf5bvnLCeMHUUoq/N8GuTQwls1rQZYoiMmWcUiBriUa+5TEAY7IsP1v5/7fARdU8ZFn+nCzL+2VZ3h8MBhu4HKEEadkFl0P/HUsgzI2WsXH1MwUbLe4HAH5XAfGitlWB45IdPru6MWMd3dwiOHVB2x19vsAgLGaJcnKBkopkUIQVPgPWEAyvrxTcPEKbwnrIFqxwWhpzPW3czYOpzxwxXtXyqoiya7jn6hLimIhT6xc9qFtEybIcATDKGNtSeegOACcVGRWhCuViGSKccLsMIKL6eTBkbEJ9P361Lk0jrW587jISZY+mLpxEwal6TFBHmH8mWjchlopLWKJcPND8yotcoPjbjFeFJbyVi+mxE8ZzJTUDYsEKR4MtUQZeMQgPknjxsPHigHJJbS1RAG/9EklT6xc9aPRb/h0AX2WMvQRgL4C/anhEhGpkp/iuzeXWt+ULALQNcBNDLKq+u0aseMTqLe4HAH4/kIcw6xrUgnjJA59H3et19PEd/dSotqUE8kUTBNPChbR6b46f4enavnbjlRII72kHAIydN1b5hWYhW7LBaWtM/Ji6gthlPY0Xz2lfnmMlpDR/b4JDOxHV5c9hQvJrdj3iKg19y7IsH6246nbLsvx6WZaN56AmZklH+aTv8ugvooQOD1xII6ZBH1cxB1iRb6h9iM9faYp7WRuLTbkkIyl74PeoKzLb13MxOx3RdkefL5pgMy8UUU4P/46unOMxWr4ObTMia6FzVxcsKGBs2HjxWs2AWLLBYWt8c7CnawIvTfUYLsC/KqLsLu1ilEIdJUyW2lEqGuzDWAMYz1ZOqEZmiosot9cAXztjCJjiiMXVH4sosoaL+/nb+YQYH9NGRKWncijDPCve1KJtfRsYypo3IZaKFtjMC6/p8vLPeXyk0vKm03hxHmangB5TBKPjxrOSNQNiSYBDaFyA7tmWR7LswfAFY2Vw5lI6WKJCvO7e9DC1ftEaA6ymhFZkpnkQt8trjMk/YE0hpkEBS1FiDRf3q1pEEuPaBLImRrk7yx9Q9ydqafehDTOYmlb1MgvIl8wQFrNEVe7NK1f4//09KvUNbJCwYxpjMeO5kpqBrGyHUwkRdZAnp7z44ysNn0tJpAy/rwWnhpaoXj4/RU5qYNon5kEiag2RjnEh4fIbw0USELKIZdQvpiJKZjhYYyLK38UtIvGINn0H41e4WFM9JshkQod5BlMz2gprqWSBzbxwIa3em1em+N++HmOWngv7UhhL+fUeRlMiynY47I27nXa+MgyGMl58PN74oBREynILq73OXp310DXABT21ftEeElFriMwMNzO72wwiopw5xCT1LQ25vAkOc4OWqFClAOSk+m1qgKsWL19Q/ebAHbYkplLaus3yZTMEy0J3ntPP3++VBBdPvnXGzDgKd0gYywcNF49jdMolGRLscChgxHNftxkbcAEvvaR/jOdcclVLlEs7ERXazPsITgxRsoPWkIhaQ6QrIsrVpv7CXAsBTwGxgvp928S8GQ5zY4HTVbdSYkqbAOzEBLd4+UPqW+raHSKmNW5CnC9bYLMsYomq3JvjWR9vvhwypojqDfNyITMa1DlrJcQZ/nk5ldg72WzY4xvCi2MBBU6mHFKW39eCW7vNKrV+0Q8SUWuITILvkFzt2rYvWYqAr4RYyaf6bl4sWGBvsLifL8zFXjymTUZWPFoJrA6pL254E2JtxYpUtsJmXfhZOgP83rxSCMLHkmBmY05R4UEu9qjg5uoQY9xS4nApYz3a3Z/EhWw30gaKp5ZEfl/bPdqJKE9/AA5kMREh06jWGHOGIlQhk+TuE3eHQURUgNdeyibU3T2JRQsclsYyeFw9PphRRCKuzSSViPHx+sPqi5sOfxFTRb+mrql82QphERFVFfhZuOAzGWhlvIbwFu5uHDse13cgTUZ2hrvDnS5llp49+0yQYcKxXxin8GmuEhOlpSWKWczoMk9R6xcdIBG1hkin+Crp6jBGVlGg0rctdjGu6nXEoq3hCsnMZoUPCcQT2sRfVC1eVQuYmnS0lyHBjkxaOxUlyVbYLAuv5+y46ufxWbXt57cawrvaAABjZ43XdsTIiHEuohxKiajbeeHTl34aUeR8SiCJ/L4WPNqGTYSEOCbixtggryVIRK0hqoukq9MYGU/tIR54GRtWt5GrWLIqUtzPb04hltImWDSRAOwQIQTU/646gnwamB7SrqFuXrZCsC0UUY62q4uAz2bceKPQni6YUMLYsP7NvJuJWRHlUeZ31H/XZniRwIuHtEn4qAUpV2kz5dVWRHW504hkjBlD2MqQiFpDZDKAgBwsDoNk53XzBTM2pu5uXiwJioiorc4RHJvoUmBEKxNPmOBjSYCpb/lqD1WaEF/UziWShw22RUQUM5vgRKVaucM4C+O1WNo86GYRjF2hKXQ1VF331cr0jcJCXdhtOWWo9i9VESV4tc14Dfklav2iAzQDrCHSWRNczDjuh0CYu25iV9S1OIiyAIfQuIg6sH4aJ9J9SCXVd3slMhb4LNq4s642IdbmerIMSLDDtoSWr96jfqexM43C9imMTZP7ZDWISf6dKmWJAmPYE5rAsalulA3ShSdXmc5sHm1FVFdHCdFyO4oFCi7XEhJRa4iMaILbZCAR1cdNz7FIXtXr5Mo2OITGJ5YDt1ghw4TnH5hQYFTLk8ha4dcoJqijn7sMtWpCXJQqgbdLrDHOSnV5n9vYrrKwJ4mxpFfvYTQVYorHJjp8yrm69myVkCq7MXTeGO1fpDxggwSTRdvltaubQYYJUxep4KaWkIhaQ2RyZrjMxokzCaz3AwBiUXUXSxEOOByNi6gbXr8OAHDoR5MNn2sl4jkBPkGb76pjPRcCU+PaWH6kFBfNtiVEVPUe9ancfLlRwh05jElBvYfRVGRT/Lfu9CkXUjDb/uUnxggulyQGAdq7oqn1iz6QiFpDpCUrXBZ1rT6rwdHlhR0iYir+5kv5EgqwwW5vPLao42XbsR4XcOiQ+nFKibwDfoc235V/fQAMZUxPamP5yWcqDVqFxT9Hl6ViiVK5+XKjhHvKSMkeJKeN7XY0EmJaeUvUjlf28vYvP48rds5GyEkMAtN+nu0a5GJy4rx2CSIEiag1RSZvhdtqoGBdxhAwxRGLq3cbViskK9FmAoKAA4HzODTcqcDJlidedMPn0sY9YW7zIoAYpqa1ES35dNUStfj1nFYuStRuvtwo4QEe1zN2dErnkTQP2UqG8NwszEZxXbcFm3AOLx0zhuiWCgx2k/YiKrSJl0Oh1i/aYuxZilCUTMEGl81Yu+aAJalq2YBZEeVUZoK9cVsKo1IXxi+r62pKlNzwezSK8WCMNyGOa1O+QUrze3ApEeWy8QVI9ebLDRLezBMjxo7N6DyS5kGstERxBhQMuhYE7PFeMkz7FylvgsC0n2e7tvOaWZExY83xrQ6JqDVEumiHy26M4MsqASGLWEa9LBali/sdeDk3aR36n8uKnG8xClKZV+zWMGa5Q0hp1oR41p3nWPw7cVbKUWjRfLkRwjv9AKjg5moQMxVLVEDZxuN7BpK4mO1G0gAx1bmCGYJJeyHj7m2DC2lq/aIxJKLWEJmyHW67sTKeAk4RsZyyE+pclBZR+35lEGYUcegn6lkfEpd5uxMtY4I6HFlMZdX7HuYiVbrc2+yLfydVoe/r1DZFfLX07OM1w0Yv0s6/VrIigxlFWF3KCuTde/m9dOxJ/VWUVDRBaLDheV2YTJXWL8aoA7hWIBG1hkiXnHA5DCai3AXE8upV2c0luWvI4VamuJ9j7xbsNh3HoaPqWUniY1xE+du164PV7pEwreL3MJd8loukJS1Rdr6T9vdoI+rqxdbVhiAmMT6u90iaBzEHOCCCmZTdIMy2f3lI/ww9qWiG3ayPxT9kj2MiQbXLtIRE1BoiAydcBluXAr4SpkptqjW/nS3up5CIgtmMA10jeG58nWrF/RJXKhW7O7TbUXb4tGtCXHXn2RyLfycuR6VvYI8x2hMtCWPossYwMUM7/1oRRQYHU750R++dW+DHjCHav+QKFgg6iagudwaRjPr9NomrkIhaI+TTeRRhhdtlLH95T6iMHByIX1EnrkTxCskADuzOIVHy4NwJdTJwEhGeXePv1C4mqKNdRh4C0kn1azNJlS73S7rznPwe1aL5cqN0OVKYSBqn5YjRyUpmOE3KiyjW011p/6L/LlEqWSBY9LH4h9okTOT9ulx7rUIiao2QnuQixeUx1lceXs938WNHoqqcv1oh2e5Rzlpw41084vvQ/4wpds65xCcr2Wkh7Rbnjk5+X0xdUr/GTF6sVCx3LS5sf+1P+vCvb/gpnEGDW6IAhLwZRLI+vYfRNIiSCQ6zCpsPxrCnK2KI9i9SyQK7VSdLVEcZU+V2FPLG2iy3MsZaUQnVyExx64bbY4xaKlXCm/lCOXY8rsr5xTRfsJUs7rf19VvhRgrPPqJOW5bEFF9ktIwJqjYhntagCfGsJWoJd96Guzfgf33nbtXHoQRdgQImCm16D6NpyOYt6ogoALu35pEpOzF0Qd+4z1zZCsGij5ILdfP5PXoursv11yIkotYIVRHl8moXrFwL63bx2i6Xz6tTIE4NEWVe34/91hdx6IQ6lpL4dCUmaJ02gd7AnCbEw+r368vn+PtbyhLVTHQFZWThQjpurNIhRkUsWOBUqWvC5uu5+/fcL9TvbbkcUtkKwaqPiOrq5fNc5BTVLtMKElGrYHISSKi/UVeF9DQPuHT5jLVwde/tAkMZY0PqLEJihk9mDr+C6fKM4UB4HEeneyGpEMeaiHNTvGeddoWitGxCXHXn2ZzGuhfroWsdfw/Ur6w2xKIFDos6v/VNN/EMvXPP6SsgpLIVdptOImo9tX7RGhJRq+CmDVF0t0u47/ZhPP3zvCaZTEqRmeG7P5ffWJlEVr8LITaBsSvq3IrVCslKWqIA4MD+EgqyFS8+rXxAfDwBeJGA2aldnaSODTyuR4smxFKO/3BaQUSF+vh9NXG2SXdXGpMt2uBUqWtC6KYBuJHCuZP61u3KyQIEmz6LQ2gz33hR6xftIBFVI9lUCZfSQWwoncW3Hg3g4G027O64jH/9g0tNIabSMS6iPO3GqwK9zj6Ny9Pq1DbJZZXv1QUAB345CAA49N0rip4XABIpM3ymtOLnXQ7/+gBMKGFqUv0d9Kw7z2O8e3G1dG3gLteJC8p/X1eOTeOf3/VcU8wvtSKWbHDY1IlZYqEubDRdxLkhfTeKkmzTTURdbf1C7mWtIBFVI6PPTwIA/vBdE7jy7WfwuRv+HbaZSfzWpwbx7b84pfPoVqYas+HuMF4htrAnibGUOq4rsbIhs7cpm+kWftUuhDCOQ79Q3p+XyFjgt2grokxeNwKIYVoDr1QrWaK6tvgBABMjyt8HX/mjE/jAl27AuUdGFT+3XnARpZJQZwybvRM4G9U30F+CALugj4hy9vjhQRIT+oaFrSlIRNXI8BG+uvTv9MDzK3fhvYfei2cnBtCBKP7ny9ouePWQSXAR5Wo3oIjqyGEs16HKuUUREJCDyaLsrc66OnGj4yU8e1b5CTsu2uCzaWyOZwwdljim4urv4vNSRUS5m98SFdzWAYYyIpeVt65MTvDP6egDyls79SJbtsNpV8/auak7jaFsJwo6efSKUgklWCDo1bGIMXRZphGZbv4NSrNAIqpGRk5yodS392qncEuwDa/pO4Yfnd+MgqRzcZIVSKf4+NxB4xUGXNddRlz2IxNXfuYTcwx2qFPF+MD6aZxN9WBG4TjWhGSH3658QcKV6LClMJVWf/bPV2rYtII7z+J3owPTmJhUvnRIdIYvhEef1b8Kt1KIsh0ONUXUhjJKsODSWX1UlJTk35Wg416VWr9oC4moGhm+UIQJJazb3z3v8de/HkjIPvz88+f0GViNpFN84XJ3Ga+AYXiALxaXjypfcFOUTHCoUCEZAA7czMtFHH5Y2aDieN4Jn1P7RaDDqU0TYqnydbSCJQoAumzqtH6JJrmgPWqAKtxKIJd5OQiHiuv7pt18k3juyUn1LrIMUorHntrt+tXj63JnEclql9m71iERVSMjl81YZxqHxT+/ds9dv7cHDmTxvfuNneKcTgMWFGDz6GVnXprwZr5IjB1T/jPkIkqdnfz+1/UAAJ77obIBCImiG363DiLKI2FaUr/VSj7P70WTrTVcDl2OFCJJ5Tcn0YqgPTrdq/i59UBK83vaqaIm3HyQhwWcOxxX7yLLUBVRgkM/ERVqkzAh+XW7/lqDRFSNDE850edYaClx9rbj7vYX8L0XBwydRZPOMLiRUbx7uhKs287T6y+fUb7Qo5g3q1Yh2f/yPejFCE4eVU6kyTIQl73webS/mdr9RUyV1G9CLOUZbMgDzHj3Yj2EvBlMiMqLz2jOC4YyxktdmDgTV/z8WiPGeJyfQ0UR1b5/EH7M4NxJfbLTcsmKiFqiL6QWdAXLiMmB2SxYQl1IRNXISKoN/W3JRY/de1cWo4VuHPm+cbNo0lkz3GZ1mvw2yrp9nQCAsUsqxESpKKLg9WKb/RJOjShXWTybKKAEC3w6tGPraAcKsCEVV7dtRr4ALqJahK5AEROFwMpPXCXRUhv22Xnm79Hvjyh+fq3Jxrgf1+lSb9lhnUFsMl3E2WF9XMVVa5vdqd/SGurh1548Q1XLtYBEVA2UijJGCyH0dS0+8b/m/2yBCSV89zPqNKRVgrRohttszAJszh4/ApjG2GXlLRO5ohkOi3qusa2dMzidCCnW9DQxxisN+wPa/zRnmxBfULdwZD7PIDB9CyIqSVdnpfXLjHLvKTMlIgsX7twxDgA4+vjiG7hmQoxzi61DRREFxrDJP4lzU/qUOaiKKMGpX3utrkoB2MhpElFaQCKqBiJnEijCiv6BxRf54P5+/JLrCL77VKfGI6udjGSBy2LQLB/GELZFMRZVfvcoFqyqtZkAgG0bC8iWHRgbUUZFxUe5iPIFtJ+EO7p5cPTUJXVbRkgFE2ym1hFRoXX8u4qcmFbsnNEzPD5w8w4b+k2jOHrCWJ0G6mFWRLnVvbc3dWcwkutETvsEV+RSFRHl0NESRa1fNIVEVA2MHOaZHn2bl04ruffgFI5lN+Dic8pNpEqSzlvhthpURAFY507gckL5uBKxZIXDqqKI2sfviVM/VyYbKBHh1kJ/UPtFsz3MM5umh9Wte5YvMAishdx5/TxZQ8m4pegFbnkKhgXs6xjB0SvG3aDVSjZRCSz3qptQsHmTDBkmXDyj/T0mZfhcY3frlzTRtZnHAkwM66Ai1yAkompg+Bif0Pp3Lx2ocu9vhwEA3/u/5zUZ02pJFwS4VepZpQThQBZjYrvi5xVLNthVajMBANtextu/nHpKGdN5PMInPl+X9nVeZpsQj6k7+UpFE2ym1mlL0bWBi/+Ji8olRkSH+Lk6+x3YuymLM1K/KnXUtGRWRHlUtkTt5ffxuV9oX+ZAyvK5Rld33g6eoXhlRN3YRoJDIqoGRs5xC07fDV1LPmfD63Zgp/U0vvfQwtSTixeBCxdUG15NpAt2uO3GXbjC3SVMlIOKZ5Qkii74nOq97+DNGxHANE69pMwCl4jy3bO/W/uiqFo1Ic63mIgKbfUDACLDyll6o2P8XMENXuw9YIMME479cFix8+tBarrSv7ND3TIrmw7yjc3Zw9rHkeUqlijBpZ8lyh70IMQiGBrVT8itJUhE1cDwCEMbYvCsDy79JMbw+j1DeGJ6O6ZGeBacLAOf/2wJO7YWcf0uCUePajPexUiXHHA7jLtwrevlt+L4ceXcoXJZRqzsR8Cv3o6MBTuwzXIep4aUsRzFp/h35FunXMZfrfgGA7BBwugVdSfffNEMwWzce3G1dGzlrV8mxpXbAEyO83s2uMmPvb/M65EdfXhKsfPrQWqm0r9T5a4J/uvWowNRnDut/T0mZfk9YPfoGMPGGAYcExiaNF53ilaERFQNjEwI6LNNrFjX5vXvDqAMM3706VNIp4Fff20M7/1fZtxSeAwecRL3vCyLczoVNk+XnXA7jVs3JLyJi5CxF5UTUdlpEXkICCiffT6PbR2TODW1jMBeBYkYXzz1EFEmtxM3Ww7j0ZPqxt9IRTNs5tZxNVg8DnQwZVu/RCdl2CDBE/ah7+W89tHRFwxciK4Gqk3QPZ0qL+7t7dhsvohzI9oXFpZEPscKbn0TAQbbEriUUD48glgIiagaGI770OeNr/i8696zD2F2Gf/2NQ9uGJjE137kwydcn8RPvjKFh17+lyinMrjrlgzGNK6EIJdlpOGCy2ncSThcKbg5dlq5jJLYJZ6q3x5U17KydSCHqWIbpqKNf77xOGBFHo5O9SuHL4Ax3LVlBEdj/bPNb9UgX24tSxQAdFmVbf0SnTEjaJoGMzEwqwV7PRdwdMiv2Pn1IJXgAsPTpX4bm01tUZybVnn3tAjTk3xz4O/Rt1XPQI+EkUIIpaJx5/xWgURUDYzkgugPrlyoktmsuHfTCTwzvRkz02X87O5P4SPD74X5HW/D1gf+Lx7c+2HEoiXcfUsaUxpa5qVUHmWY4dbeuFEz6/ZyS87lC8rFlcSGuSALhNQtvLdtF188Tz8Tb/hciRSDjyXBLPrEM9z1Gr57f+RrEdWuIZUssJmNaxWth5AzqWjrl2hCQNB2NaZnX18MLyX7m3pRTFX2R64u9SeiTeuyuCwFkVG+CcKyjI7IsENExzZlLNP1MrjehCKsuKxCKy1iPiSiViAxKSEh+9AXrm3S/99/2YEP9nwDR79+Gq/4yYeB9opJ1enE9Y/+HX6w4UO4NGLGq16Wnp1U1CY9wWcSt8e4bTZ8GzrgQlpRK930KBe+gW51zfrbbuE73lOPN54NlEib4TfrV9/l+nfvgR8zeOibcdWukS+ZYbO0jjsPALq8OUzklGv6Gs040em8Wmpi7z4GEU6c1SHjTCnSacCFtCY9Ezdt4nPd+RPalnUZidjQa4mAmfVdWge2c0vY0KHmvV+aBRJRKzDyHG8u27+xNlP9+jddh7+//BaE3nbbwoN+P17+i7/EN0MfwJFTdvzpb2lTUyo9ycWE22vcbA1mNiFsmcDYpHIukdg4T9UP9CrfHHYu/S8fgANZnDrSeGmAeMYGn0W/9jzmTetxu/MZPHS0Q7UeevmyBYKltSxRXYECJgoBxT6zqORB0HP1ftp7BxfqRx+4oswFdCCVMcFj0sY0tHlfpczBk9qKiNEZN/rc+lt/Bq/n98ull5q/0r3RIRG1AiMv8vo/fTsUilEJhfCap/4Yr7L+DA98V5ticOkpPhm7fcYVUQCwzjWDyzPKCZ5YhKfqB/rUdR+Y+sLYws7h1PnGBWAiZ4Nf0LE9D2O4a+8URsUgzp5Sx1okla2wtZiICnVVWr9MKVNja7IYQLDtatzY1ldvhA0Sjj7TvAUUU6IFbpM29/bGW3g5mnMvaCsiRrLt6A1o7ENchN6b1oGhjKGzzV1brBkgEbUCw6e4VaD/OgUzHQYHcceeaZxPd2NkSP3FJD3NTdpuv361S2oh7M9gLKtcz6vYFBcBgfV+xc65KCYTtvnHcWqi8UDWuOSAz6FvZfk738y/g5/9pzoNtfOyFYK1tURUVw/foEycatwKIcYlZOBGsOOqWcsW9GGH7RyOntU3YLkR0jkzPFZtRJR7zwZ04wrOndHuPivkShgvdaK3W/+kCaHdjXWmcVwaMfbGuRVoWEQxxsyMsSOMsR8qMSCjMXKpBBskdO3rUfS8d97LLS4Pf1l983w6xi1e7oA+nc1rJdxVwJVip2LBs7EYYIcIR0D9einbetMYzoUaDmRNFNQtDloLG95+AAO4hId+pI6Yk8pW2KzNGyC9GF0D/B5TovVLtW9esGv+9Lw3NIEjU2HV3Kxqk5Js8Fg1sqT5/dhkGcK5Ue0q/195aQplmNE3YAzbxIBzEpei6oYyEMpYon4XwCkFzmNIhq9Y0Wu+ApNdWQGy45370IUIHv6eun3KAMy2i3AZXESt62UoworJcwlFzheLm9FumlmxvpcSbN3Or3H2aGPxTPGSB36PviKKdXXirsALePTsOhRVGEpetsJma1IlsAShDZWmrwq0fome5/d/cN383+ve7XlES+0Yv6BfzFwjpPIC3IJ27qVNgSmcndauVtLoEZ5y3bvZGEUuB9uTGEpRrSi1aUhEMcbCAF4N4PPKDMd4jMRc6HMpHwDOBvpxu+sQHj7eqfrOslrkzt2ufT+21RBez7PoLr+kTP2HWNqKgFV9kQoA227kda5OPVp/aYBSUUYabvg8+guMuw5mkCy58dwTylsO8rBBaDVL1FbuAo2MNG69m9s3by77buWxfUe/P9LwNfQgXbTDY9dORG0Oi5gsBJDUKCxq9CTPqu3bo1xIQiMM9BQwVgyhILWW69xoNGqJ+gcAfwBgyW+JMfY+xthhxtjhaDTa4OW0ZzjdgT6VAgXv2BdDRArg5DF1073TCX5+tdstNEp4Gw/eHzuhzKwXy9gRsGsT5LnpFWGYUMKp5+oXbckItzD42/QvRXH7r/HA1Ifuv6zoeWUZkGCHzdhG0VUz2/rlSuML1uRopW/e+vnJLLtf0wcAOPpzZSy1WpMqOuDRsPXUpi18eTt3TJs4rJHzPGyi93p1K/7XyuBGE8owY/R5KnOgJnWLKMbYawBMyrL8/HLPk2X5c7Is75dleX8wqG8BstVSkMq4UupEf7c6WXR3vInvWB7+srIL1bWkk3xid3caOyg1vIebnsfOK2P9mJZcCDi1CdIWtm/ABlzAqTP170viY1yA+dr0j6lof/VNuI4dwUOPKDuWYr7SFkP7jhyqYnEJvPVLtPHPKzrOhUZw83yLhm9XH9abLuGF4/q2FKmXVNkFt4ZdEzZdx0XouSe12byPjvEeq+51Pk2utxIDO7jl8tKh5jNeNBON/OJvAfA6xtgQgP8CcDtj7CuKjMogXH5pGjJM6BtUJ8Nh4C0HsB4X8PAD6pY6SFeMI65OYwcZduzoghV5XB5RxjIXy3sQ8GhTRgJWK7a5R3HqSv0FFxNXuNXMHzTAIuly4a7wKTwz1qtoUVgpxb+PVrNEAUDIFkNkpvE3Fo3KsCIPX79//gHG8LLOM3hoaBNEHatg1EO5JCMDFzxu7UTUhpu5RejcEW1c+iOTdvQKUU1iMGthcD/flA4d1+b9r1XqFlGyLP+RLMthWZYHALwNwCOyLL9TsZEZgOHneWxO/1aV3GDd3bjTfxiPne1WJYC3SjoNOJCFWTB2iQOTYMU6cwRjE8qMM1b2IeDTLh5gW3cC51Khur/L+DhfGX1BYyiMO2+XUYQFP/+Bcu6jfLoiogRjLDRK0uVMYSLVuLU3Om1Ghym2aNXrd7w5j2TZgx/+y3DD19GS7LQIGSZ4NIz3c+zaiD4M46xGZQ5GE1701tBjVSvCN66DGUVcOqd/yYVWRn+/gYEZqcTmqBkoeMcNKSSLLhx+Rr0bPZ01wc30LwBXC2HHNMZijS9EYkxEDg4EAtpN2tu2lFGADRdO1Wf9Skxy16OvyxgJALf8xibYIeKhrygXU1EVUYIx3qKidHlFTIiNu3KiSRs6bfFFj73ij29GN67gq59tLutCaqLaNUHDJcfrxSbrMM6NaRMLOpILoq/DOCZCi9uOXvMVDI0Ze/Pc7ChyR8uy/Jgsy69R4lxGYvg8zyTpvSGk2jVe8VZuclazXlRGNMFlao5Kx+t8aVxON74QxS5x60l7h3aT9tbrubv09M/ry9CLR/n9pncH+Cr2X9qPl5mfwkNPK1fxXcrwzYJNaL39W6i9gEixveFs22jaiaBjcZFkDgXxq4PP4IHzmzAdbZ6sq2rrKY/GXRM2tU/j7ExQ9Qzo7IyEmBxA7zpjfScDrilcmlKo2waxKK03kynIyChDJ5uEo9uv2jWC9x7EHhzFwz9T78eXzpnhthhnh7Qc4WAeY/nGyz7EhnkgT6BLu/iira/gYvvUM/W5vxLTXGD4egwSu2ax4K4tIzgV78ZlhXIfrlqiWtCd1wWIcM4KhnqZlLzz+uZdyzv+PwcKsOGbf32+oetoSWqSzz+eNm2tIlv7RMwUvVA7MXz0MO+x2rfeWFafwY4UhjIdix4r5GVMT7ZWI3A9IBG1DMOTTvTbJ9S9SEcH7uh4CU9e6kFWpRp6ackKt0XfViK1El4nQ4QTM2ONuR9jY/zDDPRo5zfy7d+MHlzGqRP1KcDEDBfSvt76g9OV5q7X8s/vx19WZhWatUTZW2/q6erhC+jEycbqykULfgT9S9dT2vuBl2E7O4WvfK15PsPUVKX1lMYFf7ft5Jav04fVdX9We6z2blO3T+dqGQgXcaUUQi69MFzkL1/zNLZ2x1GUSEg1QvP8CnVgJOlDn0/9Sm133iIiL9vw5KPqZJKl8za4bRplqTXIukE+yV4+2tiiPX2Z7+QDYQ1dYy4XtgmXcGqkPktSPAG4kIbFawx3HgDsftc+rMcFfOOLyriD89mKiHK0Xk+v0GCl9cvZ+gPxpXQBKXgRbF9aiDO3C+/c/RKenNiIS2ea43ddbT3laddWRG09yPtZnnpcXVPU6Gm+6TNKoc0qg5u4sB95dnzBsR88FcBUuR0nf9xcSQpGg0TUEsgyMCJ1oa9T/ViiW98ehgUFPPzV+qtdL0e6oG27hUYIb+ECZOx4vKHzxCb4+w30axsPsK1rGqfjXXW5IxMpE/ympGFSpAGAbd2Ct7b/DI+c7lHEJVIVUYKj9aaerg3cChG5WL9Jeam+edfyqx/kNfe+9ucX6r6WlqRi/PfoCWqbURD+pQG4kMbpF9RtlTNysQiGMtZdr178bD0M7qrUijo83zoaG0riSGYzAOD5B9RZd9YKrTeTKcT0cBpZuNDfp352l/ueW3ATnsHDP1dnd54u2uG2N0eaa3g33zmOnWsshisW5SbqwKC2he+2rc8jVXbj8ujqY9ziaSt8ZoNlUTKGt76xhBLM+PYXGi91IGX599KKlqhq65eJBlq/VPvmdYaXt9j0v+NW3Gp5Gl/5vqcpGhKn4vp0TTBtGMQWdhanzqkbqzR6xYRu0wSsXmN1hRjYz+OhLp2YP688+tmzkCvL//OHyJ3XCCSilmDkuUqg4CYNSiv7/bij+xSev9KNmRnlT58uOeF2NMcPJbSnCwxljA03Nt5YTIaAHJxBbYO0t+3jO+2Tj62+LEBCtMJvM5iIArD7/S/DFpzGf/9H43Els5YoZ+uJqI4t7bz1y3j9SSKTl/j3H+xbYTG2WvHOXxrC6VQYLzxu/HIH1a4Jni6NXdUWC7b5ruD0hF/Vy4xMudBrV6bnp5L07O+BFXkMXZg/nz7yQA4upHGz60UcvhjQaXStAYmoJRh+ie8I+3dpE+R7x21FyDDhsZ8oHwCekR1wadhuoRGsPidCbBKXxxtzacXiZgRMcTCTtq6x3bfznd+RR+Orfm08Z4dPMF4CANu5A2/teAQ/P9eN8YWhFatCEvli2oqWKIvDiiCbQqSB1i/RUR4+cG3fvMV484c3wAYJX/kr4zckTiX5/OMOaR94vTWcwbDYhYyK+5PRlB+9fgVL+yuESbCi33IZl8bmWzYfPrMOL2s/iZs2TuPF1PrZdkzE6iERtQQjZ7g7qe96bfr9HXjbBphRxPPfV7aPXqlQRhYuuF3NIaIAIGyPYmy6MbN4LGVFwKr9pNZ+63ZswHkcOrT6zzuRd8DnNGCgMGN461tkyDDhW19oLNEin6uIKJcBWtuoQJctjokGWr9Er/DYoeAm/4rPbbv7Brza+Rj+67EuVTseKEEqDdghwuLUvhr/tu18I3X2JXXiW2UZGM13ahI/Ww+DnikMxa6K8ssvTuGMNIg7bkxj/41m5OCg4PIGIBG1BMNDMpzIoH17lybXE15xEJtwDiePKruIZqe5GHQbK/N2WcLeJEaS/obOEcsICAg6uMZ8Phzwnsahi4vXZlmOeNENv8uYCQDbf+s27MJL+O8vNPaZ5kXuVmhFdx4AdLlSmEjV70KOTsowowj/YA1ZXozhHa+aRiTfjke+Fav7mlqQzpjgYfq4Hbce4N6EU4+pU64mNpREFi709qly+oYZCGZwKXt1HXv4s7y+2B1v78T1r+aB8M//iILL64VE1BKMRGzos46DWTSa7D0ebHcO48SYsu7DauE/TdstNMhAl4jhXH0ZblWmcy4EHPrsDA9sSWIsF8T4ldW9gUTZA5+GvcVWxY4deGvwUTx5sRujo/WfZtad16KWqJBXxESu/t9wNGZGB4vBZK1t3nn1n14HH+L4+t836GdVmVTWBI9Z3Qy5pdh4WxhmFHH6sDqW6dHnefxj30Zj9Ly8lsHeEqLlDmSm+Xz48M/K6GBT2P3Wbdj0yg3wIEnB5Q3QPCurxgzFvOh3a7u727EujvOpLkgKhsWkoxVLVBOJqP4+IAsXpofr37nGCm4EPPpYdW64lQeXP/dA7TUBJsYKyENAqN2YligAeOvbuFvkm/9Rv0uv6s4T3K0porrai4gUO+reAEQTNnTaas8use/dilf7n8QPX1iHkoHXwZRohduiz6ZG2LkJ63ERp06pc/6RYzx+tne7cYrkzmVgMxd3Q0+PQ5aBhy8O4hXdZ2CymmGyWXCd5zwOXzRWfatmonlWVo25lO3CYKe25uftW8sow4wzx5VbSNNTfOJy+43VjmA5BrbyjMihZ+s3McdKPgR8+qwq+94wADOKOPTj2rN1jnyfm3f2HjDmbhYANv7mHbgOz+O/76+//IQkcXXRqpao2dYvkfrmjsll+uYtxb23pzFV9OOpB+J1XVML0pIVHqtOMUOCgG2uEZy+rI7IGT1biZ+9bvUufC0Y3M3joYZeiOHsI2O4XOrGHbde3alfv35mVcHlxSJw9iwwNQWUKR6dRNRiJCdziMltGOzT9g7ZcTP/kZ98VDnffXqa/1hc/uZZtAb2+AEAQ0frq0uUS+aRhQvtAX1cY84DO7GLHceh52sXrkce4daHva/tVWtYjbNjB97a+RgODXfh4sX6TpGvzN02t3HFYiN0rWus9Us050HQvTqx8crf2QQr8vjuvyiblKIkqbwNHh27JmztTuBsKqRKAP7ocBk2SAju1CZ+drUMHOBN7i+dzOLhL/AA8jvedXWeuf5GCw8uf7C2LM9P/dYlbNkCBIOAzVJCty+DvesT+PjvGy87UQtIRC3Cpae5BWRwi7bCY/Pt3Hd/4mnlWs1kZvjEpXXPqkbov4H/6IfP1LdznbkUBwAEOnS6vW02HAgO4bnL3TW7dY68aMJ6dhH+69arO7YGecvbeazONz5f3z2al1rbnVetEP2z+8fqen20uHzfvMXwvnwf7hCexPd+ETBs4c1UwQG3XT9X9bbNZeRlGy6dU15FjYxbEbZEao5j05quPSHYIWLoooyHH7eg13QZG+7ZOHt8tcHlD/8gg43sPP7R92f4Q/lv8Jrk18AuXcSff9rRUI20ZoVE1CJcPMxjodbv1dbHLezego04j5MnlTtnOs4nLne7BkVDFcK/uRM+xDE0VN+KEBvmO6JAl34uzBt2iogXPTh/urZJ+8hYEPvahgGzMSfiKgPvuxs34hn895frC9yTJB5XZXU1j6hfDb/0W7vxMs8R/OlXtyI2tDqhmc8WkZB9CLavciFiDPfeGMGFTDdOvmDMNPt0yQ6Pjl0Ttl7Hi3yefkz5LLTRGRf6nI01nVYTZjZhwHoFFy7b8ejlzbhj4MK8+nnV4PLDz64c/lAqAc9ODODuwfP4QPwT+MvCH+Dfx34ZX/29oyjBgq/8+SU134ohIRG1CJdOcR/34I0am2cdDmx3jeCkgr77dLXdQoe2PasagjEMCOMYitQ35tgoT8MPdOv3ng/cyb/DQ99bOWsqGS/jfC6MfRubwBy+fTve2vVzHB0L4vz51b88L/EUfrO9NS1RzGzCP/+rBTOyHx/5lROreu3UOe7S7QytvkDs636zGwDwvX8cWvVrtSBVdsHj0i/yfesr+Odz6pm44uceybSjN2C8TgNzGfRO46Er2zEjt+GOO+ZvTqvB5c9f9K94nuOPTCItu3HzTZVzWCzAunXY/vG34oDpMO7/us2w1lC1IBG1CJcuAl4k0LZN+2aS29clcC4VUixDL53Qp2dVo/R74xiO19f3bvoy340H1un3nre/fjOcyODQz1aO63rxQS609t3UHNaZ172N7+of/O/Vx6xJeQYBkqGaLCvN7nfswm9vfQT/duQAjn6/9mrik+f45xnsWf190PPGm3GD6Xl870HjWZxlGUjJbri17cA0D/8NmxDCOE4fV1bIlQplXC52oa/bgEVy5zDQlUUG3NV8+3s3Ljhea3D509/kbuqDb+qZf8DpxH03n8bxeC+ef9zYglJpWkpEyTLq2h1fy6VxOwaFK2Bm7T+eHdtllGDBuRPK/CjTqUq7hS4dZ7A6GOgSMZQL1bWriUX4ZxfoX7l1hlpYtm7E9eYX8dyxlYXcCz/hpRD2/XK32sNShA3vfjk24Dx++q3Vi6h8gcEGYy84SvDx7+xCADP4nfvSNd/D0Us8K2/FvnmLIQh4/fazOBQdxJUxY8Wl5BISyjDD49bRROHxYJtwEadGlO3dN358GiVY0Ntn7KV0sJ/fE9us59Fzw7oFx68/YK4puPypX5TQiQkM/vK2Bcfe9tEtsEPEf358bVU/N/Y3v0r++tdOYtvmImKTjfneL8X9GPTpUwF4+03cDXTiZ8oUz0unARNKsLc1mSWqr4yU7MHM2Op3NbEo320GBuuzZCkCY7ghPI4XomEUVoinPfJ8GV2IoPvlW7QZW6Ps2oW7nb/Ao8eDyK9SD+XzgMBaX0S1bQvhk79yCL+IbcfX/uhYTa+Z7Zs3WF97gXvfyTcN3/+nobperxapcS4OPT59l5utwRhOzzRWxPdaRo/wMiZ9W4w9vw5s5hbKOzYvXil3/2t46MrhHy4fM/b0xS4cbD8LJiy0lvrv3I83eB/G1x7vRW6R0DxJAv7lX4CkcnlThqClRNQ9u66gKFvwvU+fq/scsgwM5UIYDNVfC6cRttwRhgklnHxWmTstnWFwIaOLVa0Rqj/64UOrL/cQiwFW5OHu1s8SBQAHri9BkgUcO7T8vXRkyI997vOAvUni1hjDPTclkS468NQTq3OPSAUTbMzgjd4U4r4v344bhBfx+3/XhdTMyu95tm/exvrE//b33oINOI/vfdtYBVtTk5WCvz59kya2bcgjXvIqmkE2eoLP0707ddyw1cCuV3SAoYzXvHFxd+/GezauWLk8OpzFeakPN+9eoo4ZY7jvzRnESx58/9+uLDj8wd/M4v3vB77+GeMG4ddDc62sK3Ddb9+MATaEb/13/X7vyQspZOHC4IBy41oN9t2bsQEXcOKEMjEjGZHBbdKn3UIjDOzhk9LQkdqrN1eJxU0IsPi8DBQ9OPCqdgDAc99dun6PJAEnU73YN7D696knr3jnOlhQwE+/tLpsp3yRwWYy1iKvFianHZ/5xAzGi5348ze/tOLzo5MyTCghsKm9ruuxQBvu7T2CRy4NGmq3X+2a4PHrK6K27uEC4vTjk4qdc+Q8t6r27jdmjagqW+/dgsuPncc9H7t50eMmwVoJLl+6cvnTX+XF4Q7es3Ti0+0fexl6MYL//Of5STJf+GwB//ZF7kp99rvGblG0WlpKRDG3C2/e9CIeGtmM+HR9QuriU3xRWL9dpwBNmw073CM4eVmZnU1aNMNt1seq1gjVWlFDp1c/9ljKgoBV/1Vk4DU70YEoDj2+dNr58cemUIQV+65vrp+i93W34WY8jZ88tDqhKhXMENaIiAKAA7//cry7+8f4+4d34dhjy+/Ao9MmdLBpmGz1l+Z4/RsY8rIND95/VdxmMsAnPgG8+tXcva81qSi//z0BfTMyt93KK4qf+oVylpDRUZ6E5BswftuU7pdvXjahgweXDy4ZXP70T5KwoIDr37kwHqqKOdyNd218Cj+9uBGXh7n19fBzMn7rt2TciYdwj+khPHvG2Fa71dJcM3cNvOnXnSjAhu//XX0uvUuVKtmD+/T7UWwPJ3EuHVp1vMlipHMW3XpWNUJgayfcSGF4aPWvjWUEBAT9M0RYqAs32I/j0Jmld25HfswXu313GbNlxJK0t+Oe3pN4YbwH0dpbBCJfNMFmWhvuPAAAY/ibb65HG2bwnjfOLNvfbjJuQ9Aab+hyBz+wHx2I4nv382t9/vPApvVFfPSjwAMPAP/v09pbpVMxY9SqW/fyjXAjhdMvKReTNzIhoNc20RLZpvtvXD64/KnjHuyzn4JjXWDZ8/zGB/0ow4wvffQColHgV+5Ooas8jq///hEc3BbDqeQ6Q1lKG6XlRNQNH7gZfRjBN79e30R96QyvLTBws36ZUju2yyjCinMvNW5BSks2uK0KdjTWCGY2YcB2BUPjq594Y6ITAYcxhOOB9VM4mVi3pAXgyDMSPEhi/auaJKh8Dne/krtnHvpO7fWt8kUTBPMaElEAOm7Zgn968y/wXGwj/vF9S9eOiqYdq+6bdy3mDQN4TdtT+OFLvdi7XcJ73wsMTD6HJ6234ZX4MT71t7Lm1qh0jIsWT4e+IooFO7DVch6nLipXSmQs4UHYXV97KqNx/asrweU/WhiHWpDKeC62AQc3rByjuuG9t+NWy9P4z2978LY7o5iM2/CdO/8VHX/z+7jxZjNkmHD4Z3Glh68bLSeimMeNN208ip8ObUJiZvUBhJeGTOhiE3CGl1fbaqJkhl66YINbx55VjdDvncFwfPWFR6fzHgTcxnjPB24yoQwzXngkvujxI+fd2Cuching13RcSnDdu3ahHVP46ddqb7QslcywmfQruqgXb/3ya/Baz6P40/9cj4svLr4Nj+bcCLob3zi98e4UkiU3xLOj+Kb1V/Hk7/wXDg59DR+98ylMiS78y99oq6KqQfWeTv0z2LYGJnE6qpzV93IugHWB5os5XYzZ4PJnF25yXvz+MEQ4cfOtNbhkbTbcd9slnEv34JGXgvi3/k/i+u/9Gc9Yfj0vr/Ds95SvHK8XLSeiAOBN77QjDwE//IfVF426NOnEoCOiq3l2y529lQy9xitYpwt2uIXm3PkPdIoYElcfsBkreRHwGWOhvuFeXpRuscrlpRLwYqwX+8Kr8IcZCPNNN+BO6+P46XP+mtPG8yUzbGZjfDdawgQb/t9X/bDIBbz3l68s+nlFC34EfY3Hi736YzfgqdCv4OTv/BveNPx3YP/0j0BPD276zDvxSjyIT32aaWqNSiX5ZtbdqWyNpnrY1i9iNN81Wz+vEYr5MiZKHVjX1Rr3s0mwYr/nLH5yug/Z1Pz39PR3+Px18G19NZ3rzZ/YhTBG8bvOf8dvPPlewMm/+8Btu7EJZ/Hss61T1rwlRdSNv3sT1mEM3/zK6t1YlxLtGGzT1zzr2LkB63EJJ081LuTSJTtc9ub8kff3lhGX/UhEat+d5zMFpOFBe8AYP9LgHbsxgEs49MxCq+i5oxlkZSf27W7O7wdmM+7ZO4FxsQ3HXqrt85ZKFgiW5hT1jRJ+7T586s6f4pErW/GFPzwz71hBKmNGblt937xFYFu34Obx78D2T58GuueEJWzZgo+96llM51z4zF9pF5SSTvJ7wxPSv+Dv1p08aP/M043XAYycmEYZZqwLN388VJU/eu8ULkrr8Fu3vjRP6D/1rAnrTFfQ+7LBms7jvnkXLn3uZ/iH524B1s0p7uly4Ub/WTw7pGy9Lj1pSRFl8nvxpsEX8ODFTUglap+UigUZI4UQBnt0jqexWrHdM4oTCmToZcoOuJ3NuUgPbOaxC8PP1m76nRniAjjQYZCJzeXCAd9ZPHuxA+VrbsUjP+CF7/a9onmzVe56G0/H/+kXa3M950sW2MzGqqitJe/9n1/Gy+zP4v/8XTeuXLi6OZjtm9el7n174z+/E69iP8an/96ElEatGlMpwAYJNq/+ddC2HeQJQ6d+3niZg8vHuBBbt0H/96UUd336Hnxk7w/wxRf34Qu/++Ls40+PhnFz16VVeWgs770P2L59weM3bksiIgUwNtoaKqolRRQAvOlXbZBgxw//8ULNrxl9MYYSLFi/Qf+PZUdvEmfTPStWu16JtOyC29mcN+vAbh4PNXSk9l1jbJivDIFO4zS4fe3eUYzkuvDpv5gvzv//7d13fFRV+vjxz5mZTNokJCEFMoEkNBVEaVIUNYKKDSyIgqBYdl3r4opl96tr+dlddEVldS1YkHWxCyxWioAICoiUgIAklKETAjMJ6ef3x72BIASSySRzZ/K8X6+8GO6dmZwnd8pzzz3nOT/PL8JJKZ0HH7mWVajIGN6fLqzkq2l1G4NWVmUnMqL5JlE2Vwyvv1pFaVUEF/TcyZ8H/cq42zbw3nhj2n1KeiO/btu35+Ehy9hT4mLCE4WN+7tM3iIbLlVkiRls7c9pi50KVi9p+Dgmzxrjs8Z9YnCL+gaUUjw073zOjVvIHS914pfpm9m6Yg8bKzI4vUdgOhd655j1osJkXFTws4VGcvrdfWnNVj56r+6XgvJ+NM5OsrsE/9p9584YM/SW+T9Vv6y4gnKcuPxbRSLoDtaKyq37MSzYbPy9klpbZyHWkU+dzDD1If/3SATfzz+U0P68OoqTHWuIyEw/xqMtLj2d85N/Zt5v6RTX4XuptCoCp6P5JlEAnUb34/ULPqFqn5e3v27Nva+04743OgHQtlPj92r0eXEkF6ov+ccLjibpjfIV24izBb/kCICzXQZdbKv5cVXDP+M9G4ykwn2Kf8VRrcruimbyzNYkqb1cOVTz1QRjbHG/wYEZkH/q5e1wUsqPX4VWgeHahG0SZUtKYGjmEmas71TnQYR5vxifKNk9gzczr1qXfkYvTO63R5bPryvfTuNbLVSTqJST04immI35de9JK/AYMSe5gz8TqJrq15fXH91Gls5j+GAfu3cbywst3eGme9pWS5yhN8Sgc8oo1U7mfnn8LKpMR+Bsxj1R1UZ9MZKV+zPZn+uh8NPZLH/0U374ywf0/uOpjf/L27blkStXUlDq4uVHG38JDu8BB3EOixT8VYpzMtYx35NNaQMrv2zdXEUEZSSflBKYtllI6mmZTHl2E3ll6dz271OIpITuwwNThiWye2e6235h0bLAlZoIprBNogCuHO6gREcx46W6XdLLW1eOnQra9Mto5JYd3wnntUVRxaqF/p8qHkyi4kPzMCu7jcyIreRvq/ubbc824/pnUltrZY4tHryTD87+FzsLnYwespdN68soqEyge+fQq+H1e2fe0IFISuo0Lqq0KoLIiNC8vBxwcXFw0km0uOwcuj50OX2fvwrlbJrL0L3Hj+RC25f8c0LEMQuABoK3NAKXwzqv8wE5mhIdxcL/NSyB9Ox0kG7f0aAK81bW/56+PHXebEqIpqdrLZEtAtRL6nDQp9UmFm9zUxEGc0xC89u1jvqP7UMa2/nH+Ai21WHca95mB21sHhwJwf8CjumcRTuVR+4a/w9R9ZpVwV74syGy4gvI31v3gdcFu4x3ZVJ2/etLNSql6PHZQ/yz5RPM+CGRG68y5ph37x/8GUsNFTOwH2fZvmfad3HHnXFTpp04JYkKvtatGX3eNnaVxLNwZuNeavOVOolzWieJOvvGdtioZNZ7ta9pWReeghjcUQ2f5WdlY2cM5O5us/jz9YGdzdm7WynFVdGsWhb6S0CFdRJlT0li/OkfsGpnCl2zvXz+n2MXR8nb5SI71iI1e+x2OsdtYZUnwe+n8O02rtnHJlhnkHV9ZaUUs7E4tc73L9gDdiqIz7DgjLeEBG796jKG2T5i1rIkFFWccklmsFvVcE4no05dwfp9qcz65tjdGmVEEOmUJMoKLhhzAg7KmTphc6P+Hm95FHFR1vmybNH/FHrZlzFrQcN6VjxFLXC3CMJihE3I5rDx3M8DuPql/gF93j6DjFmSP37m/3AVqwjrJArg6jm3svT2ibQtXcdlI13cMnhLrQNg83wpZCdbZ1Gfzm28rC3yf4Ze0V5jxpQrMXSTqMw2VezRSXh31m1MRUGhIkntRdmt+dJWPXvw+nNe2rOeLmo1rm6hOzOvpqvuzyaZXUx4qPZlIbSGUqJwhsdQiJDX4vw+5ER8z9Q5jTu7zFsRjSvaQtdt7HYGdNjIwh3ZFPn8T+g9pSm4k63TwxZK2g/uTEt2s2h26Fd7t+Y3TSBFRHDiy3fww/wq7k18g39Pz6BHxg5ylx4+XbPYW8n2ylTaZVjnjOm0buWU42TedP+Kf1avWeVKCt1vrayORgJY11pRBfsjSHI0UQEcP7UYcz3f3/Am04e9A7bweAtGDb2Ym+I/5PNFaWyupWOjenV4SaIswm5nSPctrNnvZl1u433u+aqiiYu2Vq26AYOcVBDB/Cn+XdLbv+MAPly402WShD9UVia9nctYlBv65SHC4xO8DiLP6MWzW67h28teZu9eGHbOLspqlLbJry5v0NE6gwQvvDWLOPYzeZx/a+j59hlnf8FePb0hsroab7KNy+o2HbagyElSpMW72JUibeJTZE55NtgtCRyHg1tuUWgU/3786JfES73GGy4ydF+OYWfwjcbMsmkvb2y03+HVLuJc1ko2zvjDSURQxqwp/g3f8PxirBfpzgzdXv6gUoremTtZVZjeZEVfG0uzSaIAiIlh4Kd3MHHkLHL3t+HpG9ce3JW32Jipkd01+IPKq8Wc3o2hLWby0aIMDvgxQ9hXaJz9uVKsM92/vjJ7GR/y+bmHd/v+8lkeHaM2MeulVYdtLzgQQ1J0kCvON1NZ9w7jEtsMXp8UedTp42U+I4lyShJlGVmj+tNVrWDq1MZ5/lJfuVmrzlplPGJObke/yKXM+sm/nhDPqkIA0juG/sSQYOnTBzQ2lsy1Rg0xfzWvJMp08cShDI+fwROTMw9Wrs1baRzI7N4WqvmhFKOGHmB/pYvpE2sfa1Ibn4UW/vRX2qmtiKSE/LxDZ7K6SnPHDUWsL23Ln+5xUeI9dCliT5mLJJeMUwiK5GRuH/grOw/E8/GkI8c6lBUZxykyylpfqM1abCxD2q9ivieLPbsDP+Dft8P4XI2z2lUbpRjQeQdLC7PZu7v+lxo9a4243J0tOIElRPQe0gqARZ/5d6XFKpplEoXTyQuTWhJLETdfup2qKshbX0k0xaT1cB//8U0o58H+pOPhvZcL6/3Y6iKjsamhe7Zki7DT1rGNjVsPDaSZcv9S5heezLUZs1hflsnTQ386uK+gogVJ8dYaf9GcnPdEDh1Yx4QnC4/YV+ozkihnZPP82LGqIcOiqMTBF68Ffpaed7uZRCVY75gPGBxLFXbmvpNX78d6NhqvZXc3C510h5iWA7vRgXUs+iG0P6+t98puImlD+vD82VOZ72nHa3/fRN5WJ1mOLagoa11rsGe35ZqMecxY047du+p3pugrMhb+jIgN7ZG8WXF7yN9r1H0q3lvKvS+k0z0yl7fWncmI9O946puerJu3nfKSSvYTT8tEa42/aE5sp/XktswZLMhLZ9nSQ8ehqgremmy8DuMtNj6muet1R19asY1p7wd+cIp3l3Fp3ZVgnbGm1fr8oSvRFDPz48J6P9az1UYiBUS3kp4ovyUl0du1mpm/ZjBiBIwcCdddBzfcAG+8EezG1V2zTaIARn9yKQOdc7n/mSSW7nCTHdf4SyD4Y9SNxkySD8fVb/BnUbGyzMKfDZGVUkS+WSvqmWGL2VLRmvFPeLFHRfD8p9lEUcLtV+5gb74xizEpuVm/rIPu+gfSiaaYCQ8YNWD27oVLzz/Aoy8lcTX/5ZKh1jpRae5s6a0YnLqIL3IzD5tsEwjVteriLFhmxdkmjTNdPzNref3XvvPsduJ27gr5z9ZgG9VrDRlVm1gybSuLPtvKvA+38cXkPfzxj/DP50PjZKtZf9uopET+/ex+yirtbCxtTbtUa87qOuWuAZysVvLepPq9qHzFdly20K/DkZlRya6qZFbP9PDszB4MT5/LmWP7ANCqd1ueuGQh3+w8lVfHrgMgKdV6Z73NSeLoSxkZ/QmTv05h5kzo2eUAX82082Lkvbz/cSRRA04PdhPF7wweVI63ysV3H+8O6PN6dxvjE61aZmVAt72sKspmR379Zu549rlwx/pXekYccuE9XVh1wlDWZg9i/UlDyOtxJZ7ugxnKR9w91sY7b1u/MG+zTqIA2v/5Yh7t9B8AsjOtmfmqxARGdVnGgm3t2PBr3eu5+ErsuOwWWfizAbI6GEnRyMuKUGiefb/NYftvnZJDz8iVPDajBwBJraWnI6icTm4ftZ8DVZGcey6Ub9vN3MzruHPZTagrLg9268RRDBxzMtEUM+21wA7y9e41yqzEpQRo3bUAG3BFAgCz36jb+qrVPAeScCeG/glq0F18MeTmwooVsHgxfP899oXfM/m2BZzLN9x0k+bzz4PdyGNr9kkUSnH39AE8k/g0I26w5hsd4Jq7UlFU8d5jG+r8GF+JtRb+9Fd1raiffZ342xnzaHNW9mH77TGRvPpcEZUYawQmuUO3pEO46PbIZQxTHzKEz1l60d/pu/w1OPHEYDdL1CKmx4mcF7uAqQtTj7v+YX349honfXHJ1jyx6X79qbSgkFnT654QVZRrdlQm406zUBX2cKIUkS+N49PLJ9Gz6ieuHlbJnDnBblTtJIkCHB2zua/gr7Qefnawm1KrNtfmkOP4nvemxtf5Q85XFoHLQgt/+qu6VlSWbRP3fNzvqPfpdXsfbu3wDQBp7a1T66vZSk/ng/Hb+fyFfFKmTYR4iy0ILQ6nFENO38PGkjR+nl/EypXw9ttwxx0wcCD8+KN/T+utrlWXZs0Zwo7EOM5OWsGsNa3r/Jjtawqpwo47Q8ZDNRqbDdf7rzPjjCdpV76WIRdXsHRpsBt1dH4nUUqpNkqp2UqpXKXUKqXUmEA2TPyO08moMzeyztuan+bUbeyWrzySWGfony2l92zNqLRvePOhjUSn1f5l/Nx3pzHzni9oe2YYLOobDu68E8aMCZulbcLdJbe1RVFFr7Oi6drVmCX1zqvFLJhdwnP3179OHRwqsxLXyppJFMCA03z8VtqGjcvrNsbpYLXy9ta9chEWIiNp+b93+frEP5N4YCtXXVriV9HpxtaQT7cKYKzWujPQF7hdKdU5MM0SRzP0b52IpIT3ntxUp/v7KqJwWWj1dH/ZIuxM2n4eAx4+85j3i0pPYsA/LpQZM0L4Ie2S03gy7mn+zItMso1mdfpA9p1+EX9wvsvncxPZ58c4aq8X7FQQlWTdgr8DRqQB8PW/1tfp/p41RikI9wnS493oWrQg49u3eSv5Pn7bEsWjD1rv+8zvJEprvU1rvdS87QVWA9aqVBlmWpx7GkNiZzFpThs25h//ml5RZRSuqNAuZCaEaCIOB3/dcDMvbL6SUWUTOdEzE9vcOVw7opLSKicfvV5Q76f0+hQufCibdU9sTh7Rlc72X5nwn4Q6DZXw/GaUbXB3TWrklgkA3G4GfHALNzCRcf+0sWxZsBt0uID0syulsoDuwKJAPJ+ohVI8ced2dEUlV5y587hdm76qGFwx1pxxKISwoORkyMgAu/3gptMeOJ9O/Mq7E+pfAsZXbCPO4mVWlDOCuwev4xdve2ZNzD/u/bduqSKCMpK7pDV+44QhJ4dxN66mpd7NH0d4qbRQ30CDkyillAv4GLhLa73/KPtvVkotVkot3rXLvxWzxSEdn7ieyf0m8POWFG4evLXWM6eqSk0RsbhirV9nQwhhXapDe67Lnsfc/Lbkb6jfSZn3gIM4h7WTKICRL/UljR2Me+T4Vds9O+y0tu3AFmXN2lfhKmn8w4xPfpzFa+J48bkAV4VtgAYlUUqpCIwEarLW+pOj3Udr/ZrWupfWuldKiqwz1GA2Gxd/PYZH017hvZnpvPjgzqPe7UBhKRobLqst/CmECDkj7zAuXU1+sn6rJnhLHCFRZiUqI5k7TlvEl1u6suq7Yxcc9RTE4I6u/6VN0UAuF1e/fxkX8T8efADy84PdIENDZucp4E1gtdb6+cA1SRyXy8UDCy7mMuf/GPtkEnOmH9nNXr16ustl3bEIQojQkHXLBZxln8+kDyPrVUfKV+YkLkTKrNz64klEU8zzdx174o7HF487LvDrDIrjU+cO5JVr5qEqyrh1RGFAa5r5qyE9UWcA1wIDlFLLzJ+LAtQucRy2dlm883kiHVnPsCsq2LTh8FIG1WtWxcbbj/ZwIYSou5gYruu/gV/3p/PT7LqPjfKWRREXaZ1LL8fSsm9HbsiazXvLurA9r/YBp56yFNzJoZEYhqO2r/wfTySM48uFCUyZFPzXVkNm583XWiut9Sla627mz4xANk4cW/wFp/PZYysoKbfz0LDcw/b5dhkfAq4ESaKEEA135UNdiOIAkx7Lr/NjvBVRuKJCp1bdXx5PppwIXr599VH3799dhk+7cLeWCTtBEx/PHZP78RCPMnD3lGC3RiqWh7oTHhzGBS0XM2vl4cs1FBWYC38mWG/1dCFE6GlxTg+GxH/Hf+e7Ka9juR5fZQxxMRaaSnUcHa7pzaUtvuOVr9pR5D0yUfL8YkyOcmfJIufBZL9oEI/OPpuUv4wKdlMkiQoH5/QpZnNZK/KWH5oc6Sswujmtunq6ECLEKMW1w0rYXZHIl6/VbYC5V8cSFxtCvTZKcc+YcgqqEnjn/twjdntWFgLg7mDd4qHNRk6OJQorSxIVBnKGGbMeZ7+Zd3Bb9cKfrpbWXPhTCBF6Bv2/M0hhJ++OLzzufStKKykhGleIFfY+/YFz6BOxlOffTjyiHpFnrTFhx925RRBaJqxIkqgwcNLVp5DKDuZ8e6iP3bfPXPhTkighRIBEpKcwov1PTFt3AsvmHXuGWvUM4bgQW3taOSMYe9VmfjvgZur4vMP2efKNz1h3NynXIwySRIUBFR1FTkouc9ZnHBwXdTCJSokOYsuEEOHmnn+kkcpOzh1YxfLFtc+O8u4wimzGxYfe18zlL5xNtspj3NOHD4r3bFUkUkC0W5Z8EYbQe3WLo8rpXcyW8lZsWGaMi/LtN8YhxKbItXshROC0ubwXs/+xhOjy/QzsX8LK5Ucf81SdRLkSQm8QtiM5gbvOXMqCXR1ZOO3QShue3U7cEbssMRZHWIMkUWEi56pUAOZM3ACAzyzlEpMSG6wmCSHCVPt7Lmf2fV/iLPUyoG8RuauOrHro22PMEI5LDL0kCuDGl3uQwF6eu2/7wW2efS7csYXBa5SwHEmiwsSJw7qSxnZmf2tcxisqglh82Jyh+QEmhLC2Dk//gdnXv4v9gI8BfYtYs+bw/d7dZhKVFJplVlxds7ml02w+WdOZDSuNXjVPcSLuROuvBSiajiRRYUJFR5GTmsuc34xxUb5ihUsVBbtZQohwpRSd3ryf2Rc/Bz4fg/r7KK6RX3j3mGVWkqOC1MCGu/PZNtip5IU711NRrtlRmUx6augUDxWNT5KoMJLT5wCe8jR+W1KI74Adl732pQuEEKLBbDZO/ORJPujxDJv2uBj/8KGFeX2FRrIRlxK6SVT6kF5ck/w1b37XgdWL9lOFHXeGjIcSh0gSFUZyrkoDYM7befhKHLgcJUFukRAi7DmdnPX5WIbYp/P0C5Hs3m1s9hYaQwviUkN4hrBSjL3PQbGO4aE/7QDA3U7KxohDJIkKIydc2ZVWbGfOzEp8pRHEOoK/OKMQohnIyOCp27bgq4ji8T9tBsC7z5i150oL7cktXf9yLudHfcdnuZ0AcHcK7XhEYEkSFUZUVCQ5abnMXt8Wb1kkLqckUUKIptH5mdHc5PqAf33ait9+rcDnA0UVsakhnnQ4HNxz3aEyB+5TWgaxMcJqJIkKMzl9SthakUpuUSauyDquEiqEEA0VHc0j/2xBhC7jgZF5eH3gwody2IPdsgY795nzOMW2AgflpJycFuzmCAuRJCrMnDPceIMX6VhcUZJECSGaTvpNFzI282OmLOnIdxva4LKFRzkAldCCV6/7gXFp47DFhO5AeRF4kkSFmY5XdKU12wBwRYfQ6ulCiNCnFPf+tycp7OTnwnbE2cMjiQLoN/GPjNl6f7CbISxGkqgwoyKd5KStBsAVI0mUEKJpxfXtwsNnzTFuh9MMYaXAJl+Z4nDyighD5/QzPrhcriA3RAjRLN08ZSCdbOtoFb0v2E0RolHJmiBhKGd4K/gMWsQfuZ6VEEI0tohWLZn3xWaUQ87kRHiTJCoMdbyiK1MHjqf/2AHBbooQoplKPb9bsJsgRKOTJCocRUQw+NsxwW6FEEIIEdZkTJQQQgghhB8kiRJCCCGE8IMkUUIIIYQQfpAkSgghhBDCD5JECSGEEEL4QZIoIYQQQgg/SBIlhBBCCOEHSaKEEEIIIfwgSZQQQgghhB8kiRJCCCGE8IMkUUIIIYQQfpAkSgghhBDCD5JECSGEEEL4QZIoIYQQQgg/SBIlhBBCCOEHSaKEEEIIIfwgSZQQQgghhB8kiRJCCCGE8IPSWjfdL1NqF7CxyX7hsSUDu4PdiEYmMYaHcI8x3OMDiTFcSIzhoT4xZmqtU2rb2aRJlJUopRZrrXsFux2NSWIMD+EeY7jHBxJjuJAYw0MgY5TLeUIIIYQQfpAkSgghhBDCD805iXot2A1oAhJjeAj3GMM9PpAYw4XEGB4CFmOzHRMlhBBCCNEQzbknSgghhBDCb2GTRCmlJiqldiqlVtbYdqpS6gel1Aql1DSlVLy53amUesvc/otSKucozze15nNZQaBiVErNUUr9qpRaZv6kNn00RxfAGJ1KqdeUUmuVUmuUUkObPpqjC0SMSqm4GsdvmVJqt1LqhaAEdBQBPI4jzO3LlVJfKqWSmz6aowtgjFeb8a1SSj3T9JEcnVKqjVJqtlIq12zbGHN7klLqG6XUOvPfRHO7Ukq9qJRab8bTo8ZzjTbvv04pNTpYMf1egGP8UilVqJSaHqx4jiZQMSqlupmv7VXm9quDGVdNAYwxUym11PxMXaWUuuW4v1xrHRY/wFlAD2BljW0/AWebt28EHjNv3w68Zd5OBZYAthqPuwL4T83nssJPoGIE5gC9gh1PI8f4KPC4edsGJAc7tkDH+LvnXAKcFezYAhkj4AB2Vh874FngkWDHFuAYWwKbgBRz3zvAwGDHZralNdDDvB0HrAU6m8fhr+b2vwLPmLcvAr4AFNAXWGRuTwI2mP8mmrcTgx1fIGM09w0EBgPTgx1XIx3HTkBH83Y6sA1ICHZ8AY7RCUSat11APpB+rN8dNj1RWuu5QMHvNncC5pq3vwGqeyM6A7PMx+0ECoFeAEopF3A38Hjjtrj+AhWjlQUwxhuBp8x9VVpryxSPC/RxVEp1wvhintc4La6/AMWozJ9YpZQC4oGtjdrweghQjO2AdVrrXeb9vq3xmKDSWm/TWi81b3uB1YAbuBQj2cP89zLz9qXAu9qwEEhQSrUGBgHfaK0LtNZ7Mf4uFzRdJLULYIxorWcC3iZsfp0EKkat9Vqt9TrzebZinODUWoSyKQUwxjKtdal5n0jqcLUubJKoWqzC+GMBDAPamLd/AYYopRxKqWygZ419jwHPAcVN2dAG8CdGgLfMLsu/m19QVlavGJVSCeb+x8yu2Q+VUmlN2uL68/c4AgwHpmjz9MnC6hWj1rocuBVYgZE8dQbebNom11t9j+N64ASlVJZSyoHxIf/74xt0SqksoDuwCEjTWm8zd20Hqt9bbmBzjYdtMbfVtt1SGhhjSAhUjEqp3hi9Nr81Znv90dAYzUuDy839z5gJY63CPYm6EbhNKbUEo4uvzNw+EeOPthh4AVgAVCqlugHttdafNn1T/VavGM19I7XWXYEzzZ9rm7LBfqhvjA4gA1igte4B/ACMa+I215c/x7HacOD9pmlmg9T3/RiBkUR1x7h8sBz4WxO3ub7qFaPZM3MrMAWjJzGfI49vUJm98x8Dd2mt99fcZybuVk/ej0tirHuMZs/bJOAGrXVVwBvaAIGIUWu9WWt9CtABGH28E3BHA9preVrrNcD5cPCSx8Xm9grgL9X3U0otwLiGejbQSymVj/G3SVVKzdFa5zRty+vOjxjRWnvMf71Kqf8AvYF3m7bldedHjHswehI/MXd9CNzUhE2uN3+Oo/n/UwGH1npJkzbYD37E2M3c/5u5/QOMcQ2W5ef7cRowzdx+MxZKosxE9mNgsta6+v20w7z0sc38Qt1pbvdweC9ahrnNA+T8bvucxmx3fQQoRksLVIzKmCjxP+AB8zKYZQT6OGqttypj0siZwEe1/d6w7olS5qwzpZQNeBB41fx/jFIq1rx9HlChtc7VWr+itU7XWmcB/YG1Vk6goP4xmpcTks3tEcAlgKVmIf6eH8dRY3wp5ZhPMRDIbep210d9Y6zx0BGERi+UPzF6gM5KqepxF+dhjHWwLH+OY43HJAK3AW8EoelHMC/zvwms1lo/X2PXVKB6ht1o4PMa269Thr7APvNSylfA+UqpRDPG881tQRfAGC0rUDEqpZzApxhjiWpNKoIhgDFmKKWizedMxMgDfj3mL9cWGFkfiB+ML5JtQDlGt/lNwBiMs721wNMcKi6aZf5hVmMM5Mw8yvNlYb3ZeQ2OEYjFmBm0HGP8xnjAHuzYAn0cgUyMAb7LgZlA22DH1hivVYyZTicGO6ZGPI63mNuXYyTGLYMdWyPE+D5Gkp8LDA92XDXa1R/j8sdyYJn5cxHGjMKZwDozliTz/gqYgDFOZgU1ZgBjXOZcb/7cEOzYGinGecAu4ID5ehgU7PgCGSMwynytL6vx0y3Y8QU4xvPM5/jF/Pfm4/1uqVguhBBCCOGHsL6cJ4QQQgjRWCSJEkIIIYTwgyRRQgghhBB+kCRKCCGEEMIPkkQJIYQQQvhBkighhBBCCD9IEiWEEEII4QdJooQQQggh/PD/Afjso1j4Yvc3AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.551560Z", + "iopub.status.idle": "2024-04-30T02:46:03.551681Z", + "shell.execute_reply": "2024-04-30T02:46:03.551624Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.551618Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'VOLEV', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"VOLEV\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-30T02:46:03.552179Z", + "iopub.status.idle": "2024-04-30T02:46:03.552322Z", + "shell.execute_reply": "2024-04-30T02:46:03.552261Z", + "shell.execute_reply.started": "2024-04-30T02:46:03.552255Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'VOLEV', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"VOLEV\", \"sum\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -6279,7 +2742,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/tests/test05/HSPFresults/Run HSPF.ipynb b/tests/test05/HSPFresults/Run_HSPF.ipynb similarity index 99% rename from tests/test05/HSPFresults/Run HSPF.ipynb rename to tests/test05/HSPFresults/Run_HSPF.ipynb index cb8bb71a..1d0e475d 100644 --- a/tests/test05/HSPFresults/Run HSPF.ipynb +++ b/tests/test05/HSPFresults/Run_HSPF.ipynb @@ -112,8 +112,9 @@ } ], "source": [ - "from HSP2tools import readHBN\n", "from HSP2 import versions\n", + "from HSP2tools import readHBN\n", + "\n", "versions()" ] }, @@ -123,10 +124,10 @@ "metadata": {}, "outputs": [], "source": [ - "wdmname = 'test.wdm'\n", - "uciname = 'test05bin.uci'\n", - "HBN = 'hspf.h5'\n", - "hbnname = 'test05.hbn'" + "wdmname = \"test.wdm\"\n", + "uciname = \"test05bin.uci\"\n", + "HBN = \"hspf.h5\"\n", + "hbnname = \"test05.hbn\"" ] }, { @@ -542,7 +543,7 @@ } ], "source": [ - "read_hdf(HBN,'SUMMARY')" + "read_hdf(HBN, \"SUMMARY\")" ] }, { @@ -555,7 +556,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -569,7 +570,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/tests/test09/HSP2compare/CompareHSP2.ipynb b/tests/test09/HSP2compare/CompareHSP2.ipynb index abeeee7f..1f2ef483 100644 --- a/tests/test09/HSP2compare/CompareHSP2.ipynb +++ b/tests/test09/HSP2compare/CompareHSP2.ipynb @@ -69,7 +69,15 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:12.950922Z", + "iopub.status.busy": "2024-04-28T16:45:12.950655Z", + "iopub.status.idle": "2024-04-28T16:45:13.460372Z", + "shell.execute_reply": "2024-04-28T16:45:13.460077Z", + "shell.execute_reply.started": "2024-04-28T16:45:12.950905Z" + } + }, "outputs": [ { "data": { @@ -98,39 +106,39 @@ " \n", " \n", " Python\n", - " 3.8.2 | packaged by conda-forge | (default, Ap...\n", + " 3.10.14 | packaged by conda-forge | (main, Mar...\n", " \n", " \n", " HSP2\n", - " 1.0.0\n", + " 0.11.0a1\n", " \n", " \n", " numpy\n", - " 1.18.1\n", + " 1.26.4\n", " \n", " \n", " numba\n", - " 0.48.0\n", + " 0.59.1\n", " \n", " \n", " pandas\n", - " 1.0.3\n", + " 2.2.2\n", " \n", " \n", " matplotlib\n", - " 3.3.2\n", + " 3.8.4\n", " \n", " \n", " os\n", - " Windows-10-10.0.19041-SP0\n", + " Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", " \n", " \n", " processor\n", - " Intel64 Family 6 Model 142 Stepping 9, Genuine...\n", + " x86_64\n", " \n", " \n", " Date/Time\n", - " 2020-11-04 22:17:14\n", + " 2024-04-28 12:45:13\n", " \n", " \n", "\n", @@ -138,15 +146,15 @@ ], "text/plain": [ " version\n", - "Python 3.8.2 | packaged by conda-forge | (default, Ap...\n", - "HSP2 1.0.0\n", - "numpy 1.18.1\n", - "numba 0.48.0\n", - "pandas 1.0.3\n", - "matplotlib 3.3.2\n", - "os Windows-10-10.0.19041-SP0\n", - "processor Intel64 Family 6 Model 142 Stepping 9, Genuine...\n", - "Date/Time 2020-11-04 22:17:14" + "Python 3.10.14 | packaged by conda-forge | (main, Mar...\n", + "HSP2 0.11.0a1\n", + "numpy 1.26.4\n", + "numba 0.59.1\n", + "pandas 2.2.2\n", + "matplotlib 3.8.4\n", + "os Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", + "processor x86_64\n", + "Date/Time 2024-04-28 12:45:13" ] }, "execution_count": 1, @@ -155,19 +163,24 @@ } ], "source": [ - "from pandas import options, read_hdf, DataFrame\n", + "import os\n", + "\n", "from matplotlib import pyplot as plt\n", + "from pandas import DataFrame, options, read_hdf\n", "\n", "# Set display options for convenience, does't change the data\n", - "options.display.max_rows = 150\n", + "options.display.max_rows = 150\n", "options.display.max_columns = 20\n", - "options.display.float_format = '{:.4f}'.format # display 4 digits after the decimal point\n", + "options.display.float_format = (\n", + " \"{:.4f}\".format\n", + ") # display 4 digits after the decimal point\n", "\n", "%matplotlib inline\n", "\n", "from HSP2 import main, versions\n", - "from HSP2tools import readWDM, readUCI\n", - "versions(['matplotlib'])" + "from HSP2tools import readUCI, readWDM\n", + "\n", + "versions([\"matplotlib\"])" ] }, { @@ -179,14 +192,22 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:13.460888Z", + "iopub.status.busy": "2024-04-28T16:45:13.460740Z", + "iopub.status.idle": "2024-04-28T16:45:13.462932Z", + "shell.execute_reply": "2024-04-28T16:45:13.462573Z", + "shell.execute_reply.started": "2024-04-28T16:45:13.460879Z" + } + }, "outputs": [], "source": [ - "wdmname = 'test.wdm'\n", - "uciname = 'test09.uci'\n", - "HBN = 'hspf.h5'\n", - "hdfname = 'hsp2.h5'" + "wdmname = \"TEST.WDM\"\n", + "uciname = \"TEST09.UCI\"\n", + "HBN = \"hspf.h5\"\n", + "hdfname = \"hsp2.h5\"" ] }, { @@ -205,24 +226,551 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:13.463820Z", + "iopub.status.busy": "2024-04-28T16:45:13.463651Z", + "iopub.status.idle": "2024-04-28T16:45:22.362781Z", + "shell.execute_reply": "2024-04-28T16:45:22.362345Z", + "shell.execute_reply.started": "2024-04-28T16:45:13.463810Z" + } + }, "outputs": [ { - "ename": "KeyError", - "evalue": "'TVOLNO'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mreadUCI\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0muciname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhdfname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mreadWDM\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwdmname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhdfname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mc:\\Users\\sskripnik\\Documents\\GitHub\\HSPsquared\\HSP2tools\\readUCI.py\u001b[0m in \u001b[0;36mreadUCI\u001b[1;34m(uciname, hdfname)\u001b[0m\n\u001b[0;32m 116\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mline\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m6\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'GLOBAL'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mglobal_\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minfo\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgetlines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 117\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mline\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'OPN'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mopn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minfo\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgetlines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 118\u001b[1;33m \u001b[1;32mif\u001b[0m \u001b[0mline\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m7\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'NETWORK'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mnet\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnetwork\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minfo\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgetlines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 119\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mline\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m9\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'SCHEMATIC'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0msc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mschematic\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minfo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mgetlines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 120\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mline\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m9\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'MASS-LINK'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mmasslink\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minfo\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgetlines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mc:\\Users\\sskripnik\\Documents\\GitHub\\HSPsquared\\HSP2tools\\readUCI.py\u001b[0m in \u001b[0;36mnetwork\u001b[1;34m(info, lines)\u001b[0m\n\u001b[0;32m 236\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0md\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'SVOL'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mops\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0md\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'TVOL'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mops\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 237\u001b[0m \u001b[0md\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'SVOLNO'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34mf\"{d['SVOL'][0]}{int(d['SVOLNO']):03d}\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 238\u001b[1;33m \u001b[0md\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'TVOLNO'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34mf\"{d['TVOL'][0]}{int(d['TVOLNO']):03d}\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 239\u001b[0m \u001b[0mlst\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0md\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 240\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlst\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0md\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlst\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mKeyError\u001b[0m: 'TVOLNO'" + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:395: FutureWarning: 'T' is deprecated and will be removed in a future version. Please use 'min' instead of 'T'.\n", + " + pd.Timedelta(int(d['SHR']), 'h') + pd.Timedelta(int(d['SMI']), 'T'))[0:16]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:397: FutureWarning: 'T' is deprecated and will be removed in a future version. Please use 'min' instead of 'T'.\n", + " + pd.Timedelta(int(d['EHR']), 'h') + pd.Timedelta(int(d['EMI']), 'T'))[0:16]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ACTIVITY\n", + "PRINT-INFO\n", + "GEN-INFO\n", + "ICE-FLAG\n", + "SNOW-PARM1\n", + "SNOW-PARM2\n", + "SNOW-INIT1\n", + "SNOW-INIT2\n", + "PWAT-PARM1\n", + "PWAT-PARM2\n", + "PWAT-PARM3\n", + "PWAT-PARM4\n", + "MON-INTERCEP\n", + "MON-UZSN\n", + "MON-MANNING\n", + "MON-LZETPARM\n", + "PWAT-STATE1\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ACTIVITY\n", + "PRINT-INFO\n", + "GEN-INFO\n", + "HYDR-PARM1\n", + "HYDR-PARM2\n", + "HYDR-INIT\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "39 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "41 reading from wdm\n", + "42 reading from wdm\n", + "46 reading from wdm\n", + "113 reading from wdm\n", + "119 reading from wdm\n", + "121 reading from 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StartStopFreqLengthTSTYPETFILLSTAIDSTNAMSCENARIOLOCATION
TS0391976-01-01 00:00:001977-01-01 00:00:001H8784PREC-999.0000HOURLY PRECPRECIP TRAER IOWATEST02C:1
TS0411976-01-01 00:00:001977-01-01 00:00:001D366EVAP-999.0000DAILY EVAPFARMERS COOP WEATHER STNTEST01M:1
TS0421976-01-01 00:00:001977-01-01 00:00:001D366WIND-999.0000DAILY WINDFARMERS COOP WEATHER STNTEST01M:1
TS0461976-01-01 00:00:001977-01-01 00:00:002H4392SOLR-999.00002 HOUR RADFARMERS WEATHER STNTEST02C:1
TS1131976-01-01 00:00:001977-01-01 00:00:001D366FLOW-999.0000DAILY FLOWIOWA RIVER MARSHALLTOWNTEST01M:1
TS1191976-01-01 00:00:001977-01-01 00:00:001D366FLOW-999.0000DAILY FLOWIOWA RIVER MARENGOTEST01M:1
TS1211976-01-01 00:00:001977-01-01 00:00:002H4392ATMP-999.00002 HOUR AIR TEMPCEDAR RAPIDS IOWATEST02C:1
TS1221976-01-01 00:00:001977-01-01 00:00:002H4392ATMP-999.00002 HOUR AIR TEMPIOWA FALLS IOWATEST02C:1
TS1231976-01-01 00:00:001977-01-01 00:00:002H4392ATMP-999.00002 HOUR AIR TEMPMARSHALLTOWN IOWATEST02C:1
TS1241976-01-01 00:00:001977-01-01 00:00:001D366DEWP-999.0000DAILY DEW PTCEDAR RAPIDS IOWATEST01M:1
TS1251976-01-01 00:00:001977-01-01 00:00:001D366DEWP-999.0000DAILY DEW PTIOWA FALLS IOWATEST01M:1
TS1261976-01-01 00:00:001977-01-01 00:00:001D366DEWP-999.0000DAILY DEW PTMARSHALLTOWN IOWATEST01M:1
TS1271976-01-01 00:00:001977-01-01 00:00:001D366SEDM-999.0000SEDIMENT CONCIOWA RIVER MARENGOTEST01M:1
TS1311976-01-01 00:00:001977-01-01 00:00:001H8784PREC-999.0000HOURLY PRECPRECIP IOWA FALLSTEST02C:1
TS1321976-01-01 00:00:001977-01-01 00:00:001H8784PREC-999.0000HOURLY PRECPRECIP SHEFFIELDTEST02C:1
TS1341976-01-01 00:00:001977-01-01 00:00:001D366WTMP-999.0000WATER TEMPIOWA RIVER (ESTIMATED)TEST01M:1
TS1351976-01-01 00:00:001977-01-01 00:00:001D366CLDC-999.0000CLOUD COVERWATERLOO (TENTHS)TEST03C:1
TS1361976-01-01 00:00:001977-01-01 00:00:001D366FLOW-999.0000DAILY FLOWIOWA RIVER ROWANTEST01M:1
TS1401976-01-01 00:00:001977-01-01 00:00:001D366CLND-999.0000COLINDCOLUMN INDICATOR MEIER POND SUMMER-WINTER OUTLETTEST03C:1
\n", + "
" + ], + "text/plain": [ + " Start Stop Freq Length TSTYPE TFILL \\\n", + "TS039 1976-01-01 00:00:00 1977-01-01 00:00:00 1H 8784 PREC -999.0000 \n", + "TS041 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 EVAP -999.0000 \n", + "TS042 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 WIND -999.0000 \n", + "TS046 1976-01-01 00:00:00 1977-01-01 00:00:00 2H 4392 SOLR -999.0000 \n", + "TS113 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 FLOW -999.0000 \n", + "TS119 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 FLOW -999.0000 \n", + "TS121 1976-01-01 00:00:00 1977-01-01 00:00:00 2H 4392 ATMP -999.0000 \n", + "TS122 1976-01-01 00:00:00 1977-01-01 00:00:00 2H 4392 ATMP -999.0000 \n", + "TS123 1976-01-01 00:00:00 1977-01-01 00:00:00 2H 4392 ATMP -999.0000 \n", + "TS124 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 DEWP -999.0000 \n", + "TS125 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 DEWP -999.0000 \n", + "TS126 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 DEWP -999.0000 \n", + "TS127 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 SEDM -999.0000 \n", + "TS131 1976-01-01 00:00:00 1977-01-01 00:00:00 1H 8784 PREC -999.0000 \n", + "TS132 1976-01-01 00:00:00 1977-01-01 00:00:00 1H 8784 PREC -999.0000 \n", + "TS134 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 WTMP -999.0000 \n", + "TS135 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 CLDC -999.0000 \n", + "TS136 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 FLOW -999.0000 \n", + "TS140 1976-01-01 00:00:00 1977-01-01 00:00:00 1D 366 CLND -999.0000 \n", + "\n", + " STAID STNAM \\\n", + "TS039 HOURLY PREC PRECIP TRAER IOWA \n", + "TS041 DAILY EVAP FARMERS COOP WEATHER STN \n", + "TS042 DAILY WIND FARMERS COOP WEATHER STN \n", + "TS046 2 HOUR RAD FARMERS WEATHER STN \n", + "TS113 DAILY FLOW IOWA RIVER MARSHALLTOWN \n", + "TS119 DAILY FLOW IOWA RIVER MARENGO \n", + "TS121 2 HOUR AIR TEMP CEDAR RAPIDS IOWA \n", + "TS122 2 HOUR AIR TEMP IOWA FALLS IOWA \n", + "TS123 2 HOUR AIR TEMP MARSHALLTOWN IOWA \n", + "TS124 DAILY DEW PT CEDAR RAPIDS IOWA \n", + "TS125 DAILY DEW PT IOWA FALLS IOWA \n", + "TS126 DAILY DEW PT MARSHALLTOWN IOWA \n", + "TS127 SEDIMENT CONC IOWA RIVER MARENGO \n", + "TS131 HOURLY PREC PRECIP IOWA FALLS \n", + "TS132 HOURLY PREC PRECIP SHEFFIELD \n", + "TS134 WATER TEMP IOWA RIVER (ESTIMATED) \n", + "TS135 CLOUD COVER WATERLOO (TENTHS) \n", + "TS136 DAILY FLOW IOWA RIVER ROWAN \n", + "TS140 COLIND COLUMN INDICATOR MEIER POND SUMMER-WINTER OUTLET \n", + "\n", + " SCENARIO LOCATION \n", + "TS039 TEST02 C:1 \n", + "TS041 TEST01 M:1 \n", + "TS042 TEST01 M:1 \n", + "TS046 TEST02 C:1 \n", + "TS113 TEST01 M:1 \n", + "TS119 TEST01 M:1 \n", + "TS121 TEST02 C:1 \n", + "TS122 TEST02 C:1 \n", + "TS123 TEST02 C:1 \n", + "TS124 TEST01 M:1 \n", + "TS125 TEST01 M:1 \n", + "TS126 TEST01 M:1 \n", + "TS127 TEST01 M:1 \n", + "TS131 TEST02 C:1 \n", + "TS132 TEST02 C:1 \n", + "TS134 TEST01 M:1 \n", + "TS135 TEST03 C:1 \n", + "TS136 TEST01 M:1 \n", + "TS140 TEST03 C:1 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ + "if os.path.exists(hdfname):\n", + " os.remove(hdfname)\n", "readUCI(uciname, hdfname)\n", "readWDM(wdmname, hdfname)" ] @@ -274,13 +822,6 @@ "print(f'Cum Sum {100.0 * sum/total:.2f}%')" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -290,583 +831,90 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:22.363367Z", + "iopub.status.busy": "2024-04-28T16:45:22.363253Z", + "iopub.status.idle": "2024-04-28T16:45:36.238706Z", + "shell.execute_reply": "2024-04-28T16:45:36.238292Z", + "shell.execute_reply.started": "2024-04-28T16:45:22.363357Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2020-10-14 16:46:53.92 Processing started for file hsp2.h5; saveall=True\n", - "2020-10-14 16:46:55.66 Simulation Start: 1993-10-01 00:00:00, Stop: 2002-10-01 00:00:00\n", - "2020-10-14 16:46:55.66 PERLND P011 DELT(minutes): 60\n", - "2020-10-14 16:46:57.80 PWATER\n", - "2020-10-14 16:46:59.17 PERLND P012 DELT(minutes): 60\n", - "2020-10-14 16:46:59.21 PWATER\n", - "2020-10-14 16:46:59.44 PERLND P013 DELT(minutes): 60\n", - "2020-10-14 16:46:59.48 PWATER\n", - "2020-10-14 16:46:59.70 PERLND P014 DELT(minutes): 60\n", - "2020-10-14 16:46:59.74 PWATER\n", - "2020-10-14 16:46:59.96 PERLND P015 DELT(minutes): 60\n", - "2020-10-14 16:47:00.00 PWATER\n", - "2020-10-14 16:47:00.23 IMPLND I011 DELT(minutes): 60\n", - "2020-10-14 16:47:00.26 IWATER\n", - "2020-10-14 16:47:00.37 PERLND P021 DELT(minutes): 60\n", - "2020-10-14 16:47:00.39 PWATER\n", - "2020-10-14 16:47:00.62 PERLND P022 DELT(minutes): 60\n", - "2020-10-14 16:47:00.65 PWATER\n", - "2020-10-14 16:47:00.88 PERLND P023 DELT(minutes): 60\n", - "2020-10-14 16:47:00.91 PWATER\n", - "2020-10-14 16:47:01.16 PERLND P024 DELT(minutes): 60\n", - "2020-10-14 16:47:01.20 PWATER\n", - "2020-10-14 16:47:01.48 PERLND P025 DELT(minutes): 60\n", - "2020-10-14 16:47:01.52 PWATER\n", - "2020-10-14 16:47:01.76 IMPLND I021 DELT(minutes): 60\n", - "2020-10-14 16:47:01.79 IWATER\n", - "2020-10-14 16:47:01.88 RCHRES R001 DELT(minutes): 60\n", - "2020-10-14 16:47:01.92 HYDR\n", - "2020-10-14 16:47:03.03 PERLND P031 DELT(minutes): 60\n", - "2020-10-14 16:47:03.07 PWATER\n", - "2020-10-14 16:47:03.31 PERLND P041 DELT(minutes): 60\n", - "2020-10-14 16:47:03.35 PWATER\n", - "2020-10-14 16:47:03.58 PERLND P042 DELT(minutes): 60\n", - "2020-10-14 16:47:03.63 PWATER\n", - "2020-10-14 16:47:03.85 PERLND P043 DELT(minutes): 60\n", - "2020-10-14 16:47:03.89 PWATER\n", - "2020-10-14 16:47:04.11 IMPLND I041 DELT(minutes): 60\n", - "2020-10-14 16:47:04.14 IWATER\n", - "2020-10-14 16:47:04.25 RCHRES R021 DELT(minutes): 60\n", - "2020-10-14 16:47:04.28 HYDR\n", - "2020-10-14 16:47:04.53 RCHRES R022 DELT(minutes): 60\n", - "2020-10-14 16:47:04.58 HYDR\n", - "2020-10-14 16:47:04.77 RCHRES R023 DELT(minutes): 60\n", - "2020-10-14 16:47:04.81 HYDR\n", - "2020-10-14 16:47:05.05 PERLND P051 DELT(minutes): 60\n", - "2020-10-14 16:47:05.09 PWATER\n", - "2020-10-14 16:47:05.33 PERLND P052 DELT(minutes): 60\n", - "2020-10-14 16:47:05.41 PWATER\n", - "2020-10-14 16:47:05.65 PERLND P053 DELT(minutes): 60\n", - "2020-10-14 16:47:05.69 PWATER\n", - "2020-10-14 16:47:05.98 PERLND P054 DELT(minutes): 60\n", - "2020-10-14 16:47:06.01 PWATER\n", - "2020-10-14 16:47:06.24 PERLND P055 DELT(minutes): 60\n", - "2020-10-14 16:47:06.28 PWATER\n", - "2020-10-14 16:47:06.51 IMPLND I051 DELT(minutes): 60\n", - "2020-10-14 16:47:06.54 IWATER\n", - "2020-10-14 16:47:06.63 RCHRES R011 DELT(minutes): 60\n", - "2020-10-14 16:47:06.68 HYDR\n", - "2020-10-14 16:47:07.36 RCHRES R024 DELT(minutes): 60\n", - "2020-10-14 16:47:07.40 HYDR\n", - "2020-10-14 16:47:07.69 PERLND P061 DELT(minutes): 60\n", - "2020-10-14 16:47:07.73 PWATER\n", - "2020-10-14 16:47:07.95 PERLND P062 DELT(minutes): 60\n", - "2020-10-14 16:47:08.01 PWATER\n", - "2020-10-14 16:47:08.25 IMPLND I061 DELT(minutes): 60\n", - "2020-10-14 16:47:08.28 IWATER\n", - "2020-10-14 16:47:08.38 PERLND P071 DELT(minutes): 60\n", - "2020-10-14 16:47:08.41 PWATER\n", - "2020-10-14 16:47:08.65 PERLND P072 DELT(minutes): 60\n", - "2020-10-14 16:47:08.69 PWATER\n", - "2020-10-14 16:47:08.90 PERLND P073 DELT(minutes): 60\n", - "2020-10-14 16:47:08.94 PWATER\n", - "2020-10-14 16:47:09.18 PERLND P074 DELT(minutes): 60\n", - "2020-10-14 16:47:09.22 PWATER\n", - "2020-10-14 16:47:09.45 PERLND P075 DELT(minutes): 60\n", - "2020-10-14 16:47:09.48 PWATER\n", - "2020-10-14 16:47:09.71 IMPLND I071 DELT(minutes): 60\n", - "2020-10-14 16:47:09.74 IWATER\n", - "2020-10-14 16:47:09.84 RCHRES R031 DELT(minutes): 60\n", - "2020-10-14 16:47:09.88 HYDR\n", - "2020-10-14 16:47:10.32 RCHRES R071 DELT(minutes): 60\n", - "2020-10-14 16:47:10.36 HYDR\n", - "2020-10-14 16:47:10.67 PERLND P081 DELT(minutes): 60\n", - "2020-10-14 16:47:10.72 PWATER\n", - "2020-10-14 16:47:11.00 PERLND P082 DELT(minutes): 60\n", - "2020-10-14 16:47:11.15 PWATER\n", - "2020-10-14 16:47:11.41 PERLND P083 DELT(minutes): 60\n", - "2020-10-14 16:47:11.45 PWATER\n", - "2020-10-14 16:47:11.69 PERLND P084 DELT(minutes): 60\n", - "2020-10-14 16:47:11.73 PWATER\n", - "2020-10-14 16:47:11.95 PERLND P085 DELT(minutes): 60\n", - "2020-10-14 16:47:12.00 PWATER\n", - "2020-10-14 16:47:12.22 IMPLND I081 DELT(minutes): 60\n", - "2020-10-14 16:47:12.25 IWATER\n", - "2020-10-14 16:47:12.34 PERLND P091 DELT(minutes): 60\n", - "2020-10-14 16:47:12.39 PWATER\n", - "2020-10-14 16:47:12.62 RCHRES R043 DELT(minutes): 60\n", - "2020-10-14 16:47:12.66 HYDR\n", - "2020-10-14 16:47:12.88 PERLND P101 DELT(minutes): 60\n", - "2020-10-14 16:47:12.94 PWATER\n", - "2020-10-14 16:47:13.00 Error count 32: PWATER: Reduced AGWO value to available\n", - "2020-10-14 16:47:13.00 Error count 20676: PWATER: Reset AGWS to zero\n", - "2020-10-14 16:47:13.17 PERLND P102 DELT(minutes): 60\n", - "2020-10-14 16:47:13.23 PWATER\n", - "2020-10-14 16:47:13.47 IMPLND I101 DELT(minutes): 60\n", - "2020-10-14 16:47:13.49 IWATER\n", - "2020-10-14 16:47:13.59 RCHRES R041 DELT(minutes): 60\n", - "2020-10-14 16:47:13.63 HYDR\n", - "2020-10-14 16:47:13.83 RCHRES R042 DELT(minutes): 60\n", - "2020-10-14 16:47:13.87 HYDR\n", - "2020-10-14 16:47:14.16 RCHRES R044 DELT(minutes): 60\n", - "2020-10-14 16:47:14.20 HYDR\n", - "2020-10-14 16:47:14.47 PERLND P111 DELT(minutes): 60\n", - "2020-10-14 16:47:14.53 PWATER\n", - "2020-10-14 16:47:14.77 PERLND P112 DELT(minutes): 60\n", - "2020-10-14 16:47:14.84 PWATER\n", - "2020-10-14 16:47:15.15 PERLND P113 DELT(minutes): 60\n", - "2020-10-14 16:47:15.21 PWATER\n", - "2020-10-14 16:47:15.45 IMPLND I111 DELT(minutes): 60\n", - "2020-10-14 16:47:15.47 IWATER\n", - "2020-10-14 16:47:15.57 RCHRES R045 DELT(minutes): 60\n", - "2020-10-14 16:47:15.61 HYDR\n", - "2020-10-14 16:47:15.97 PERLND P121 DELT(minutes): 60\n", - "2020-10-14 16:47:16.02 PWATER\n", - "2020-10-14 16:47:16.31 PERLND P122 DELT(minutes): 60\n", - "2020-10-14 16:47:16.35 PWATER\n", - "2020-10-14 16:47:16.58 PERLND P123 DELT(minutes): 60\n", - "2020-10-14 16:47:16.61 PWATER\n", - "2020-10-14 16:47:16.84 PERLND P124 DELT(minutes): 60\n", - "2020-10-14 16:47:16.87 PWATER\n", - "2020-10-14 16:47:17.09 PERLND P125 DELT(minutes): 60\n", - "2020-10-14 16:47:17.13 PWATER\n", - "2020-10-14 16:47:17.35 IMPLND I121 DELT(minutes): 60\n", - "2020-10-14 16:47:17.37 IWATER\n", - "2020-10-14 16:47:17.48 RCHRES R002 DELT(minutes): 60\n", - "2020-10-14 16:47:17.52 HYDR\n", - "2020-10-14 16:47:19.30 RCHRES R025 DELT(minutes): 60\n", - "2020-10-14 16:47:19.34 HYDR\n", - "2020-10-14 16:47:20.06 RCHRES R003 DELT(minutes): 60\n", - "2020-10-14 16:47:20.10 HYDR\n", - "2020-10-14 16:47:21.00 RCHRES R004 DELT(minutes): 60\n", - "2020-10-14 16:47:21.04 HYDR\n", - "2020-10-14 16:47:21.75 RCHRES R904 DELT(minutes): 60\n", - "2020-10-14 16:47:21.79 HYDR\n", - "2020-10-14 16:47:22.04 PERLND P131 DELT(minutes): 60\n", - "2020-10-14 16:47:22.09 PWATER\n", - "2020-10-14 16:47:22.32 PERLND P132 DELT(minutes): 60\n", - "2020-10-14 16:47:22.37 PWATER\n", - "2020-10-14 16:47:22.61 PERLND P133 DELT(minutes): 60\n", - "2020-10-14 16:47:22.65 PWATER\n", - "2020-10-14 16:47:22.89 PERLND P134 DELT(minutes): 60\n", - "2020-10-14 16:47:22.93 PWATER\n", - "2020-10-14 16:47:23.18 PERLND P135 DELT(minutes): 60\n", - "2020-10-14 16:47:23.22 PWATER\n", - "2020-10-14 16:47:23.49 IMPLND I131 DELT(minutes): 60\n", - "2020-10-14 16:47:23.53 IWATER\n", - "2020-10-14 16:47:23.64 RCHRES R061 DELT(minutes): 60\n", - "2020-10-14 16:47:23.67 HYDR\n", - "2020-10-14 16:47:24.00 RCHRES R062 DELT(minutes): 60\n", - "2020-10-14 16:47:24.06 HYDR\n", - "2020-10-14 16:47:24.41 RCHRES R063 DELT(minutes): 60\n", - "2020-10-14 16:47:24.46 HYDR\n", - "2020-10-14 16:47:24.82 RCHRES R064 DELT(minutes): 60\n", - "2020-10-14 16:47:24.86 HYDR\n", - "2020-10-14 16:47:25.24 RCHRES R964 DELT(minutes): 60\n", - "2020-10-14 16:47:25.27 HYDR\n", - "2020-10-14 16:47:25.69 RCHRES R091 DELT(minutes): 60\n", - "2020-10-14 16:47:25.74 HYDR\n", - "2020-10-14 16:47:26.23 PERLND P141 DELT(minutes): 60\n", - "2020-10-14 16:47:26.29 PWATER\n", - "2020-10-14 16:47:26.64 PERLND P142 DELT(minutes): 60\n", - "2020-10-14 16:47:26.71 PWATER\n", - "2020-10-14 16:47:26.98 PERLND P143 DELT(minutes): 60\n", - "2020-10-14 16:47:27.04 PWATER\n", - "2020-10-14 16:47:27.33 PERLND P144 DELT(minutes): 60\n", - "2020-10-14 16:47:27.37 PWATER\n", - "2020-10-14 16:47:27.64 PERLND P145 DELT(minutes): 60\n", - "2020-10-14 16:47:27.69 PWATER\n", - "2020-10-14 16:47:27.97 IMPLND I141 DELT(minutes): 60\n", - "2020-10-14 16:47:28.00 IWATER\n", - "2020-10-14 16:47:28.11 RCHRES R005 DELT(minutes): 60\n", - "2020-10-14 16:47:28.15 HYDR\n", - "2020-10-14 16:47:31.08 RCHRES R046 DELT(minutes): 60\n", - "2020-10-14 16:47:31.12 HYDR\n", - "2020-10-14 16:47:31.64 RCHRES R065 DELT(minutes): 60\n", - "2020-10-14 16:47:31.68 HYDR\n", - "2020-10-14 16:47:32.32 RCHRES R072 DELT(minutes): 60\n", - "2020-10-14 16:47:32.36 HYDR\n", - "2020-10-14 16:47:32.82 PERLND P151 DELT(minutes): 60\n", - "2020-10-14 16:47:32.86 PWATER\n", - "2020-10-14 16:47:33.10 PERLND P152 DELT(minutes): 60\n", - "2020-10-14 16:47:33.15 PWATER\n", - "2020-10-14 16:47:33.41 IMPLND I151 DELT(minutes): 60\n", - "2020-10-14 16:47:33.43 IWATER\n", - "2020-10-14 16:47:33.54 RCHRES R051 DELT(minutes): 60\n", - "2020-10-14 16:47:33.56 HYDR\n", - "2020-10-14 16:47:33.84 RCHRES R952 DELT(minutes): 60\n", - "2020-10-14 16:47:33.89 HYDR\n", - "2020-10-14 16:47:34.14 RCHRES R052 DELT(minutes): 60\n", - "2020-10-14 16:47:34.18 HYDR\n", - "2020-10-14 16:47:34.65 RCHRES R006 DELT(minutes): 60\n", - "2020-10-14 16:47:34.69 HYDR\n", - "2020-10-14 16:47:35.09 RCHRES R081 DELT(minutes): 60\n", - "2020-10-14 16:47:35.13 HYDR\n", - "2020-10-14 16:47:35.47 PERLND P161 DELT(minutes): 60\n", - "2020-10-14 16:47:35.52 PWATER\n", - "2020-10-14 16:47:35.80 PERLND P162 DELT(minutes): 60\n", - "2020-10-14 16:47:35.85 PWATER\n", - "2020-10-14 16:47:36.11 PERLND P163 DELT(minutes): 60\n", - "2020-10-14 16:47:36.15 PWATER\n", - "2020-10-14 16:47:36.40 PERLND P164 DELT(minutes): 60\n", - "2020-10-14 16:47:36.45 PWATER\n", - "2020-10-14 16:47:36.75 PERLND P165 DELT(minutes): 60\n", - "2020-10-14 16:47:36.79 PWATER\n", - "2020-10-14 16:47:37.03 IMPLND I161 DELT(minutes): 60\n", - "2020-10-14 16:47:37.06 IWATER\n", - "2020-10-14 16:47:37.19 RCHRES R101 DELT(minutes): 60\n", - "2020-10-14 16:47:37.23 HYDR\n", - "2020-10-14 16:47:37.61 RCHRES R102 DELT(minutes): 60\n", - "2020-10-14 16:47:37.66 HYDR\n", - "2020-10-14 16:47:37.93 RCHRES R103 DELT(minutes): 60\n", - "2020-10-14 16:47:37.95 HYDR\n", - "2020-10-14 16:47:38.26 RCHRES R104 DELT(minutes): 60\n", - "2020-10-14 16:47:38.31 HYDR\n", - "2020-10-14 16:47:38.59 RCHRES R105 DELT(minutes): 60\n", - "2020-10-14 16:47:38.63 HYDR\n", - "2020-10-14 16:47:38.92 PERLND P171 DELT(minutes): 60\n", - "2020-10-14 16:47:38.97 PWATER\n", - "2020-10-14 16:47:39.23 PERLND P172 DELT(minutes): 60\n", - "2020-10-14 16:47:39.29 PWATER\n", - "2020-10-14 16:47:39.56 PERLND P173 DELT(minutes): 60\n", - "2020-10-14 16:47:39.60 PWATER\n", - "2020-10-14 16:47:39.86 PERLND P174 DELT(minutes): 60\n", - "2020-10-14 16:47:39.91 PWATER\n", - "2020-10-14 16:47:40.19 PERLND P175 DELT(minutes): 60\n", - "2020-10-14 16:47:40.23 PWATER\n", - "2020-10-14 16:47:40.51 IMPLND I171 DELT(minutes): 60\n", - "2020-10-14 16:47:40.53 IWATER\n", - "2020-10-14 16:47:40.64 PERLND P181 DELT(minutes): 60\n", - "2020-10-14 16:47:40.66 PWATER\n", - "2020-10-14 16:47:40.91 PERLND P182 DELT(minutes): 60\n", - "2020-10-14 16:47:40.95 PWATER\n", - "2020-10-14 16:47:41.19 PERLND P183 DELT(minutes): 60\n", - "2020-10-14 16:47:41.23 PWATER\n", - "2020-10-14 16:47:41.48 PERLND P184 DELT(minutes): 60\n", - "2020-10-14 16:47:41.54 PWATER\n", - "2020-10-14 16:47:41.85 PERLND P185 DELT(minutes): 60\n", - "2020-10-14 16:47:41.91 PWATER\n", - "2020-10-14 16:47:41.97 Error count 1532: PWATER: Reduced AGWO value to available\n", - "2020-10-14 16:47:41.97 Error count 71719: PWATER: Reset AGWS to zero\n", - "2020-10-14 16:47:42.16 IMPLND I181 DELT(minutes): 60\n", - "2020-10-14 16:47:42.19 IWATER\n", - "2020-10-14 16:47:42.29 RCHRES R107 DELT(minutes): 60\n", - "2020-10-14 16:47:42.33 HYDR\n", - "2020-10-14 16:47:42.85 RCHRES R106 DELT(minutes): 60\n", - "2020-10-14 16:47:42.89 HYDR\n", - "2020-10-14 16:47:43.35 RCHRES R108 DELT(minutes): 60\n", - "2020-10-14 16:47:43.39 HYDR\n", - "2020-10-14 16:47:43.65 RCHRES R007 DELT(minutes): 60\n", - "2020-10-14 16:47:43.71 HYDR\n", - "2020-10-14 16:47:44.12 RCHRES R082 DELT(minutes): 60\n", - "2020-10-14 16:47:44.18 HYDR\n", - "2020-10-14 16:47:44.82 RCHRES R092 DELT(minutes): 60\n", - "2020-10-14 16:47:44.89 HYDR\n", - "2020-10-14 16:47:45.49 RCHRES R008 DELT(minutes): 60\n", - "2020-10-14 16:47:45.56 HYDR\n", - "2020-10-14 16:47:45.94 RCHRES R009 DELT(minutes): 60\n", - "2020-10-14 16:47:45.98 HYDR\n", - "2020-10-14 16:47:46.29 RCHRES R109 DELT(minutes): 60\n", - "2020-10-14 16:47:46.35 HYDR\n", - "2020-10-14 16:47:47.00 RCHRES R010 DELT(minutes): 60\n", - "2020-10-14 16:47:47.05 HYDR\n", - "2020-10-14 16:47:47.61 PERLND P191 DELT(minutes): 60\n", - "2020-10-14 16:47:47.66 PWATER\n", - "2020-10-14 16:47:47.89 PERLND P192 DELT(minutes): 60\n", - "2020-10-14 16:47:47.94 PWATER\n", - "2020-10-14 16:47:48.18 PERLND P193 DELT(minutes): 60\n", - "2020-10-14 16:47:48.22 PWATER\n", - "2020-10-14 16:47:48.45 PERLND P194 DELT(minutes): 60\n", - "2020-10-14 16:47:48.49 PWATER\n", - "2020-10-14 16:47:48.73 PERLND P195 DELT(minutes): 60\n", - "2020-10-14 16:47:48.77 PWATER\n", - "2020-10-14 16:47:49.01 IMPLND I191 DELT(minutes): 60\n", - "2020-10-14 16:47:49.03 IWATER\n", - "2020-10-14 16:47:49.13 PERLND P201 DELT(minutes): 60\n", - "2020-10-14 16:47:49.18 PWATER\n", - "2020-10-14 16:47:49.42 PERLND P202 DELT(minutes): 60\n", - "2020-10-14 16:47:49.48 PWATER\n", - "2020-10-14 16:47:49.72 PERLND P203 DELT(minutes): 60\n", - "2020-10-14 16:47:49.76 PWATER\n", - "2020-10-14 16:47:49.99 PERLND P204 DELT(minutes): 60\n", - "2020-10-14 16:47:50.03 PWATER\n", - "2020-10-14 16:47:50.28 PERLND P205 DELT(minutes): 60\n", - "2020-10-14 16:47:50.32 PWATER\n", - "2020-10-14 16:47:50.56 PERLND P206 DELT(minutes): 60\n", - "2020-10-14 16:47:50.61 PWATER\n", - "2020-10-14 16:47:50.87 IMPLND I201 DELT(minutes): 60\n", - "2020-10-14 16:47:50.89 IWATER\n", - "2020-10-14 16:47:50.99 PERLND P211 DELT(minutes): 60\n", - "2020-10-14 16:47:51.04 PWATER\n", - "2020-10-14 16:47:51.28 PERLND P212 DELT(minutes): 60\n", - "2020-10-14 16:47:51.33 PWATER\n", - "2020-10-14 16:47:51.57 PERLND P213 DELT(minutes): 60\n", - "2020-10-14 16:47:51.61 PWATER\n", - "2020-10-14 16:47:51.87 PERLND P214 DELT(minutes): 60\n", - "2020-10-14 16:47:51.92 PWATER\n", - "2020-10-14 16:47:52.27 PERLND P215 DELT(minutes): 60\n", - "2020-10-14 16:47:52.32 PWATER\n", - "2020-10-14 16:47:52.58 PERLND P216 DELT(minutes): 60\n", - "2020-10-14 16:47:52.63 PWATER\n", - "2020-10-14 16:47:52.90 IMPLND I211 DELT(minutes): 60\n", - "2020-10-14 16:47:52.93 IWATER\n", - "2020-10-14 16:47:53.03 PERLND P221 DELT(minutes): 60\n", - "2020-10-14 16:47:53.08 PWATER\n", - "2020-10-14 16:47:53.36 PERLND P222 DELT(minutes): 60\n", - "2020-10-14 16:47:53.41 PWATER\n", - "2020-10-14 16:47:53.65 PERLND P224 DELT(minutes): 60\n", - "2020-10-14 16:47:53.68 PWATER\n", - "2020-10-14 16:47:53.95 PERLND P225 DELT(minutes): 60\n", - "2020-10-14 16:47:54.00 PWATER\n", - "2020-10-14 16:47:54.29 PERLND P226 DELT(minutes): 60\n", - "2020-10-14 16:47:54.36 PWATER\n", - "2020-10-14 16:47:54.66 IMPLND I221 DELT(minutes): 60\n", - "2020-10-14 16:47:54.69 IWATER\n", - "2020-10-14 16:47:54.80 PERLND P231 DELT(minutes): 60\n", - "2020-10-14 16:47:54.85 PWATER\n", - "2020-10-14 16:47:55.10 PERLND P232 DELT(minutes): 60\n", - "2020-10-14 16:47:55.15 PWATER\n", - "2020-10-14 16:47:55.40 PERLND P234 DELT(minutes): 60\n", - "2020-10-14 16:47:55.43 PWATER\n", - "2020-10-14 16:47:55.67 PERLND P235 DELT(minutes): 60\n", - "2020-10-14 16:47:55.71 PWATER\n", - "2020-10-14 16:47:55.95 IMPLND I231 DELT(minutes): 60\n", - "2020-10-14 16:47:55.98 IWATER\n", - "2020-10-14 16:47:56.10 PERLND P241 DELT(minutes): 60\n", - "2020-10-14 16:47:56.14 PWATER\n", - "2020-10-14 16:47:56.47 PERLND P242 DELT(minutes): 60\n", - "2020-10-14 16:47:56.52 PWATER\n", - "2020-10-14 16:47:56.78 PERLND P243 DELT(minutes): 60\n", - "2020-10-14 16:47:56.82 PWATER\n", - "2020-10-14 16:47:57.08 PERLND P244 DELT(minutes): 60\n", - "2020-10-14 16:47:57.11 PWATER\n", - "2020-10-14 16:47:57.37 PERLND P245 DELT(minutes): 60\n", - "2020-10-14 16:47:57.41 PWATER\n", - "2020-10-14 16:47:57.67 IMPLND I241 DELT(minutes): 60\n", - "2020-10-14 16:47:57.70 IWATER\n", - "2020-10-14 16:47:57.80 PERLND P251 DELT(minutes): 60\n", - "2020-10-14 16:47:57.85 PWATER\n", - "2020-10-14 16:47:58.15 PERLND P252 DELT(minutes): 60\n", - "2020-10-14 16:47:58.20 PWATER\n", - "2020-10-14 16:47:58.45 PERLND P253 DELT(minutes): 60\n", - "2020-10-14 16:47:58.48 PWATER\n", - "2020-10-14 16:47:58.74 PERLND P254 DELT(minutes): 60\n", - "2020-10-14 16:47:58.78 PWATER\n", - "2020-10-14 16:47:59.01 PERLND P255 DELT(minutes): 60\n", - "2020-10-14 16:47:59.05 PWATER\n", - "2020-10-14 16:47:59.29 PERLND P256 DELT(minutes): 60\n", - "2020-10-14 16:47:59.34 PWATER\n", - "2020-10-14 16:47:59.60 IMPLND I251 DELT(minutes): 60\n", - "2020-10-14 16:47:59.63 IWATER\n", - "2020-10-14 16:47:59.73 PERLND P261 DELT(minutes): 60\n", - "2020-10-14 16:47:59.77 PWATER\n", - "2020-10-14 16:48:00.01 PERLND P266 DELT(minutes): 60\n", - "2020-10-14 16:48:00.06 PWATER\n", - "2020-10-14 16:48:00.31 PERLND P271 DELT(minutes): 60\n", - "2020-10-14 16:48:00.36 PWATER\n", - "2020-10-14 16:48:00.62 PERLND P272 DELT(minutes): 60\n", - "2020-10-14 16:48:00.69 PWATER\n", - "2020-10-14 16:48:01.02 PERLND P275 DELT(minutes): 60\n", - "2020-10-14 16:48:01.12 PWATER\n", - "2020-10-14 16:48:01.40 PERLND P276 DELT(minutes): 60\n", - "2020-10-14 16:48:01.45 PWATER\n", - "2020-10-14 16:48:01.68 IMPLND I271 DELT(minutes): 60\n", - "2020-10-14 16:48:01.71 IWATER\n", - "2020-10-14 16:48:01.81 PERLND P281 DELT(minutes): 60\n", - "2020-10-14 16:48:01.85 PWATER\n", - "2020-10-14 16:48:02.09 PERLND P282 DELT(minutes): 60\n", - "2020-10-14 16:48:02.15 PWATER\n", - "2020-10-14 16:48:02.39 PERLND P283 DELT(minutes): 60\n", - "2020-10-14 16:48:02.42 PWATER\n", - "2020-10-14 16:48:02.68 PERLND P285 DELT(minutes): 60\n", - "2020-10-14 16:48:02.72 PWATER\n", - "2020-10-14 16:48:02.97 PERLND P286 DELT(minutes): 60\n", - "2020-10-14 16:48:03.02 PWATER\n", - "2020-10-14 16:48:03.30 IMPLND I281 DELT(minutes): 60\n", - "2020-10-14 16:48:03.34 IWATER\n", - "2020-10-14 16:48:03.48 PERLND P291 DELT(minutes): 60\n", - "2020-10-14 16:48:03.55 PWATER\n", - "2020-10-14 16:48:03.88 PERLND P292 DELT(minutes): 60\n", - "2020-10-14 16:48:03.94 PWATER\n", - "2020-10-14 16:48:04.21 PERLND P293 DELT(minutes): 60\n", - "2020-10-14 16:48:04.28 PWATER\n", - "2020-10-14 16:48:04.78 PERLND P294 DELT(minutes): 60\n", - "2020-10-14 16:48:04.82 PWATER\n", - "2020-10-14 16:48:05.13 PERLND P295 DELT(minutes): 60\n", - "2020-10-14 16:48:05.18 PWATER\n", - "2020-10-14 16:48:05.44 PERLND P296 DELT(minutes): 60\n", - "2020-10-14 16:48:05.49 PWATER\n", - "2020-10-14 16:48:05.74 IMPLND I291 DELT(minutes): 60\n", - "2020-10-14 16:48:05.78 IWATER\n", - "2020-10-14 16:48:05.88 PERLND P301 DELT(minutes): 60\n", - "2020-10-14 16:48:05.92 PWATER\n", - "2020-10-14 16:48:06.16 PERLND P302 DELT(minutes): 60\n", - "2020-10-14 16:48:06.22 PWATER\n", - "2020-10-14 16:48:06.46 PERLND P303 DELT(minutes): 60\n", - "2020-10-14 16:48:06.50 PWATER\n", - "2020-10-14 16:48:06.74 PERLND P304 DELT(minutes): 60\n", - "2020-10-14 16:48:06.78 PWATER\n", - "2020-10-14 16:48:07.02 PERLND P305 DELT(minutes): 60\n", - "2020-10-14 16:48:07.06 PWATER\n", - "2020-10-14 16:48:07.31 PERLND P306 DELT(minutes): 60\n", - "2020-10-14 16:48:07.36 PWATER\n", - "2020-10-14 16:48:07.63 IMPLND I301 DELT(minutes): 60\n", - "2020-10-14 16:48:07.66 IWATER\n", - "2020-10-14 16:48:07.76 RCHRES R201 DELT(minutes): 60\n", - "2020-10-14 16:48:07.83 HYDR\n", - "2020-10-14 16:48:08.25 RCHRES R190 DELT(minutes): 60\n", - "2020-10-14 16:48:08.29 HYDR\n", - "2020-10-14 16:48:08.56 RCHRES R202 DELT(minutes): 60\n", - "2020-10-14 16:48:08.61 HYDR\n", - "2020-10-14 16:48:08.98 RCHRES R191 DELT(minutes): 60\n", - "2020-10-14 16:48:09.04 HYDR\n", - "2020-10-14 16:48:09.53 RCHRES R203 DELT(minutes): 60\n", - "2020-10-14 16:48:09.58 HYDR\n", - "2020-10-14 16:48:10.08 RCHRES R211 DELT(minutes): 60\n", - "2020-10-14 16:48:10.12 HYDR\n", - "2020-10-14 16:48:10.36 RCHRES R212 DELT(minutes): 60\n", - "2020-10-14 16:48:10.39 HYDR\n", - "2020-10-14 16:48:10.77 RCHRES R192 DELT(minutes): 60\n", - "2020-10-14 16:48:10.81 HYDR\n", - "2020-10-14 16:48:11.14 RCHRES R204 DELT(minutes): 60\n", - "2020-10-14 16:48:11.19 HYDR\n", - "2020-10-14 16:48:11.71 RCHRES R221 DELT(minutes): 60\n", - "2020-10-14 16:48:11.75 HYDR\n", - "2020-10-14 16:48:12.13 RCHRES R222 DELT(minutes): 60\n", - "2020-10-14 16:48:12.17 HYDR\n", - "2020-10-14 16:48:12.39 RCHRES R223 DELT(minutes): 60\n", - "2020-10-14 16:48:12.43 HYDR\n", - "2020-10-14 16:48:12.85 RCHRES R193 DELT(minutes): 60\n", - "2020-10-14 16:48:12.89 HYDR\n", - "2020-10-14 16:48:13.21 RCHRES R205 DELT(minutes): 60\n", - "2020-10-14 16:48:13.26 HYDR\n", - "2020-10-14 16:48:13.71 RCHRES R225 DELT(minutes): 60\n", - "2020-10-14 16:48:13.77 HYDR\n", - "2020-10-14 16:48:14.25 RCHRES R194 DELT(minutes): 60\n", - "2020-10-14 16:48:14.32 HYDR\n", - "2020-10-14 16:48:14.54 RCHRES R206 DELT(minutes): 60\n", - "2020-10-14 16:48:14.60 HYDR\n", - "2020-10-14 16:48:15.02 RCHRES R227 DELT(minutes): 60\n", - "2020-10-14 16:48:15.06 HYDR\n", - "2020-10-14 16:48:15.47 RCHRES R207 DELT(minutes): 60\n", - "2020-10-14 16:48:15.52 HYDR\n", - "2020-10-14 16:48:15.91 RCHRES R231 DELT(minutes): 60\n", - "2020-10-14 16:48:15.95 HYDR\n", - "2020-10-14 16:48:16.32 RCHRES R232 DELT(minutes): 60\n", - "2020-10-14 16:48:16.36 HYDR\n", - "2020-10-14 16:48:16.58 RCHRES R233 DELT(minutes): 60\n", - "2020-10-14 16:48:16.62 HYDR\n", - "2020-10-14 16:48:16.99 RCHRES R241 DELT(minutes): 60\n", - "2020-10-14 16:48:17.03 HYDR\n", - "2020-10-14 16:48:17.42 RCHRES R242 DELT(minutes): 60\n", - "2020-10-14 16:48:17.47 HYDR\n", - "2020-10-14 16:48:17.79 RCHRES R243 DELT(minutes): 60\n", - "2020-10-14 16:48:17.85 HYDR\n", - "2020-10-14 16:48:18.27 RCHRES R301 DELT(minutes): 60\n", - "2020-10-14 16:48:18.32 HYDR\n", - "2020-10-14 16:48:18.77 RCHRES R311 DELT(minutes): 60\n", - "2020-10-14 16:48:18.82 HYDR\n", - "2020-10-14 16:48:19.07 RCHRES R302 DELT(minutes): 60\n", - "2020-10-14 16:48:19.11 HYDR\n", - "2020-10-14 16:48:19.58 RCHRES R303 DELT(minutes): 60\n", - "2020-10-14 16:48:19.62 HYDR\n", - "2020-10-14 16:48:20.03 RCHRES R401 DELT(minutes): 60\n", - "2020-10-14 16:48:20.08 HYDR\n", - "2020-10-14 16:48:20.42 RCHRES R411 DELT(minutes): 60\n", - "2020-10-14 16:48:20.46 HYDR\n", - "2020-10-14 16:48:20.80 RCHRES R402 DELT(minutes): 60\n", - "2020-10-14 16:48:20.85 HYDR\n", - "2020-10-14 16:48:21.22 RCHRES R421 DELT(minutes): 60\n", - "2020-10-14 16:48:21.27 HYDR\n", - "2020-10-14 16:48:21.62 RCHRES R422 DELT(minutes): 60\n", - "2020-10-14 16:48:21.66 HYDR\n", - "2020-10-14 16:48:21.88 RCHRES R423 DELT(minutes): 60\n", - "2020-10-14 16:48:21.92 HYDR\n", - "2020-10-14 16:48:22.32 RCHRES R403 DELT(minutes): 60\n", - "2020-10-14 16:48:22.36 HYDR\n", - "2020-10-14 16:48:22.76 RCHRES R431 DELT(minutes): 60\n", - "2020-10-14 16:48:22.84 HYDR\n", - "2020-10-14 16:48:23.21 RCHRES R404 DELT(minutes): 60\n", - "2020-10-14 16:48:23.25 HYDR\n", - "2020-10-14 16:48:23.60 RCHRES R441 DELT(minutes): 60\n", - "2020-10-14 16:48:23.63 HYDR\n", - "2020-10-14 16:48:23.98 RCHRES R443 DELT(minutes): 60\n", - "2020-10-14 16:48:24.03 HYDR\n", - "2020-10-14 16:48:24.41 RCHRES R442 DELT(minutes): 60\n", - "2020-10-14 16:48:24.47 HYDR\n", - "2020-10-14 16:48:24.93 RCHRES R405 DELT(minutes): 60\n", - "2020-10-14 16:48:24.98 HYDR\n", - "2020-10-14 16:48:25.36 RCHRES R406 DELT(minutes): 60\n", - "2020-10-14 16:48:25.40 HYDR\n", - "2020-10-14 16:48:25.84 RCHRES R407 DELT(minutes): 60\n", - "2020-10-14 16:48:25.95 HYDR\n", - "2020-10-14 16:48:26.41 RCHRES R408 DELT(minutes): 60\n", - "2020-10-14 16:48:26.48 HYDR\n", - "2020-10-14 16:48:26.85 RCHRES R195 DELT(minutes): 60\n", - "2020-10-14 16:48:26.91 HYDR\n", - "2020-10-14 16:48:27.12 RCHRES R304 DELT(minutes): 60\n", - "2020-10-14 16:48:27.17 HYDR\n", - "2020-10-14 16:48:27.65 RCHRES R305 DELT(minutes): 60\n", - "2020-10-14 16:48:27.72 HYDR\n", - "2020-10-14 16:48:28.17 RCHRES R306 DELT(minutes): 60\n", - "2020-10-14 16:48:28.22 HYDR\n", - "2020-10-14 16:48:28.61 RCHRES R500 DELT(minutes): 60\n", - "2020-10-14 16:48:28.65 HYDR\n", - "2020-10-14 16:48:28.95 RCHRES R501 DELT(minutes): 60\n", - "2020-10-14 16:48:28.99 HYDR\n", - "2020-10-14 16:48:29.47 RCHRES R513 DELT(minutes): 60\n", - "2020-10-14 16:48:29.51 HYDR\n", - "2020-10-14 16:48:29.81 RCHRES R514 DELT(minutes): 60\n", - "2020-10-14 16:48:29.85 HYDR\n", - "2020-10-14 16:48:30.12 RCHRES R502 DELT(minutes): 60\n", - "2020-10-14 16:48:30.17 HYDR\n", - "2020-10-14 16:48:30.86 RCHRES R510 DELT(minutes): 60\n", - "2020-10-14 16:48:30.91 HYDR\n", - "2020-10-14 16:48:31.43 RCHRES R511 DELT(minutes): 60\n", - "2020-10-14 16:48:31.48 HYDR\n", - "2020-10-14 16:48:32.13 RCHRES R512 DELT(minutes): 60\n", - "2020-10-14 16:48:32.19 HYDR\n", - "2020-10-14 16:48:32.69 RCHRES R503 DELT(minutes): 60\n", - "2020-10-14 16:48:32.74 HYDR\n", - "2020-10-14 16:48:33.61 RCHRES R523 DELT(minutes): 60\n", - "2020-10-14 16:48:33.65 HYDR\n", - "2020-10-14 16:48:33.96 RCHRES R524 DELT(minutes): 60\n", - "2020-10-14 16:48:34.00 HYDR\n", - "2020-10-14 16:48:34.30 RCHRES R525 DELT(minutes): 60\n", - "2020-10-14 16:48:34.35 HYDR\n", - "2020-10-14 16:48:34.65 RCHRES R526 DELT(minutes): 60\n", - "2020-10-14 16:48:34.69 HYDR\n", - "2020-10-14 16:48:34.95 RCHRES R521 DELT(minutes): 60\n", - "2020-10-14 16:48:35.01 HYDR\n", - "2020-10-14 16:48:35.67 RCHRES R522 DELT(minutes): 60\n", - "2020-10-14 16:48:35.73 HYDR\n", - "2020-10-14 16:48:36.27 RCHRES R531 DELT(minutes): 60\n", - "2020-10-14 16:48:36.31 HYDR\n", - "2020-10-14 16:48:36.69 RCHRES R504 DELT(minutes): 60\n", - "2020-10-14 16:48:36.73 HYDR\n", - "2020-10-14 16:48:37.06 RCHRES R505 DELT(minutes): 60\n", - "2020-10-14 16:48:37.10 HYDR\n", - "2020-10-14 16:48:37.44 RCHRES R506 DELT(minutes): 60\n", - "2020-10-14 16:48:37.49 HYDR\n", - "2020-10-14 16:48:37.81 RCHRES R541 DELT(minutes): 60\n", - "2020-10-14 16:48:37.85 HYDR\n", - "2020-10-14 16:48:38.18 RCHRES R542 DELT(minutes): 60\n", - "2020-10-14 16:48:38.23 HYDR\n", - "2020-10-14 16:48:38.60 RCHRES R307 DELT(minutes): 60\n", - "2020-10-14 16:48:38.65 HYDR\n", - "2020-10-14 16:48:39.07 Done; Run time is about 01:45.1 (mm:ss)\n", + "2024-04-28 12:45:22.36 Processing started for file hsp2.h5; saveall=True\n", + "2024-04-28 12:45:24.51 Simulation Start: 1976-01-01 00:00:00, Stop: 1977-01-01 00:00:00\n", + "2024-04-28 12:45:24.51 PERLND P001 DELT(minutes): 60\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-04-28 12:45:25.61 SNOW\n", + "2024-04-28 12:45:26.55 PWATER\n", + "2024-04-28 12:45:26.89 RCHRES R001 DELT(minutes): 60\n", + "2024-04-28 12:45:26.90 HYDR\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-04-28 12:45:32.77 RCHRES R002 DELT(minutes): 60\n", + "2024-04-28 12:45:32.77 HYDR\n", + "2024-04-28 12:45:35.91 RCHRES R003 DELT(minutes): 60\n", + "2024-04-28 12:45:35.91 HYDR\n", + "2024-04-28 12:45:35.97 RCHRES R004 DELT(minutes): 60\n", + "2024-04-28 12:45:35.97 HYDR\n", + "2024-04-28 12:45:36.03 Done; Run time is about 00:13.6 (mm:ss)\n", "\n", "\n", " version\n", - "Python 3.8.2 | packaged by conda-forge | (default, Ap...\n", - "HSP2 1.0.0\n", - "numpy 1.18.1\n", - "numba 0.48.0\n", - "pandas 1.0.3\n", - "jupyterlab 2.1.1\n", - "notebook 6.0.3\n", - "os Windows-10-10.0.18362-SP0\n", - "processor Intel64 Family 6 Model 142 Stepping 9, Genuine...\n", - "Date/Time 2020-10-14 16:48:39\n" + "Python 3.10.14 | packaged by conda-forge | (main, Mar...\n", + "HSP2 0.11.0a1\n", + "numpy 1.26.4\n", + "numba 0.59.1\n", + "pandas 2.2.2\n", + "jupyterlab 4.1.6\n", + "notebook 7.1.3\n", + "os Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", + "processor x86_64\n", + "Date/Time 2024-04-28 12:45:36\n" ] } ], @@ -874,13 +922,6 @@ "main(hdfname, saveall=True)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "raw", "metadata": {}, @@ -940,8 +981,16 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:36.240366Z", + "iopub.status.busy": "2024-04-28T16:45:36.239924Z", + "iopub.status.idle": "2024-04-28T16:45:36.269082Z", + "shell.execute_reply": "2024-04-28T16:45:36.268688Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.240349Z" + } + }, "outputs": [ { "data": { @@ -949,13 +998,13 @@ "array(['Monthly', 'Yearly'], dtype=object)" ] }, - "execution_count": 19, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "summary = read_hdf(HBN, 'SUMMARY')\n", + "summary = read_hdf(HBN, \"SUMMARY\")\n", "summary.Frequency.unique()" ] }, @@ -975,38 +1024,57 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:36.269765Z", + "iopub.status.busy": "2024-04-28T16:45:36.269609Z", + "iopub.status.idle": "2024-04-28T16:45:36.272823Z", + "shell.execute_reply": "2024-04-28T16:45:36.272340Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.269750Z" + } + }, "outputs": [], "source": [ "def hsp2key(hspfkey):\n", - " op, activity, segment, _ = hspfkey.split('_')\n", - " return f'RESULTS/{op}_{op[0]}{segment:0>3s}/{activity}' " + " op, activity, segment, _ = hspfkey.split(\"_\")\n", + " return f\"RESULTS/{op}_{op[0]}{segment:0>3s}/{activity}\"" ] }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:36.273648Z", + "iopub.status.busy": "2024-04-28T16:45:36.273526Z", + "iopub.status.idle": "2024-04-28T16:45:36.278321Z", + "shell.execute_reply": "2024-04-28T16:45:36.277775Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.273638Z" + } + }, "outputs": [], "source": [ - "def monthlyoutflow(keys, flowname):\n", + "def monthlyoutflow(keys, flowname, how=\"sum\"):\n", " data = DataFrame()\n", " for key in keys.index:\n", - " hsp2 = read_hdf(hdfname, hsp2key(key))[flowname].resample('M').sum().to_numpy()\n", + " print(read_hdf(hdfname, hsp2key(key)).keys())\n", + " hsp2 = read_hdf(hdfname, hsp2key(key))[flowname].resample(\"M\").sum().to_numpy()\n", " hspf = read_hdf(HBN, key)[flowname].to_numpy()\n", "\n", " hsp2sum = hsp2.sum()\n", " hspfsum = hspf.sum()\n", "\n", - " segment = key.split('_')[2]\n", - " \n", - " data.loc[segment, 'HSP2 SUM'] = hsp2.sum()\n", - " data.loc[segment, 'HSPF SUM'] = hspf.sum()\n", - " data.loc[segment, 'Percent diff'] = 100.0 * (hspfsum - hsp2sum)/hspfsum\n", - " data.loc[segment, 'abs(Percent diff)'] = 100.0 * abs(hspfsum - hsp2sum)/hspfsum\n", + " segment = key.split(\"_\")[2]\n", + "\n", + " data.loc[segment, \"HSP2 SUM\"] = hsp2.sum()\n", + " data.loc[segment, \"HSPF SUM\"] = hspf.sum()\n", + " data.loc[segment, \"Percent diff\"] = 100.0 * (hspfsum - hsp2sum) / hspfsum\n", + " data.loc[segment, \"abs(Percent diff)\"] = (\n", + " 100.0 * abs(hspfsum - hsp2sum) / hspfsum\n", + " )\n", "\n", - " return data.sort_values(by=['abs(Percent diff)']) " + " return data.sort_values(by=[\"abs(Percent diff)\"])" ] }, { @@ -1018,43 +1086,67 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:36.279274Z", + "iopub.status.busy": "2024-04-28T16:45:36.279073Z", + "iopub.status.idle": "2024-04-28T16:45:36.283220Z", + "shell.execute_reply": "2024-04-28T16:45:36.282722Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.279261Z" + } + }, "outputs": [], "source": [ - "def plot(operation, ils, activity, name, how='sum'):\n", - " hspf = f'{operation}_{activity}_{ils:0>3s}_4'\n", + "def plot(operation, ils, activity, name, how=\"sum\"):\n", + " hspf = f\"{operation}_{activity}_{ils:0>3s}_4\"\n", " tshspf = read_hdf(HBN, hspf)[name]\n", - " \n", - " hsp2 = f'RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}'\n", - " if how == 'sum':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').sum().shift(1,'D')\n", - " elif how == 'last':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').last().shift(1,'D')\n", - " \n", - " plt.figure(figsize=(10,8))\n", - " plt.plot(tshspf.index, tshspf, label='HSPF', color='r')\n", - " plt.plot(tshsp2.index, tshsp2, label='HSP2', color='b')\n", + "\n", + " hsp2 = f\"RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}\"\n", + " if how == \"sum\":\n", + " tshsp2 = (\n", + " read_hdf(hdfname, hsp2)[f\"{name}_{how}\"].resample(\"M\").sum().shift(1, \"D\")\n", + " )\n", + " elif how == \"last\":\n", + " tshsp2 = (\n", + " read_hdf(hdfname, hsp2)[f\"{name}_{how}\"].resample(\"M\").last().shift(1, \"D\")\n", + " )\n", + "\n", + " plt.figure(figsize=(10, 8))\n", + " plt.plot(tshspf.index, tshspf, label=\"HSPF\", color=\"r\")\n", + " plt.plot(tshsp2.index, tshsp2, label=\"HSP2\", color=\"b\")\n", " plt.legend()\n", - " plt.title(f'{operation} {operation[0]}{ils:0>3s}, {activity} {name}')\n" + " plt.title(f\"{operation} {operation[0]}{ils:0>3s}, {activity} {name}\")" ] }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:36.283873Z", + "iopub.status.busy": "2024-04-28T16:45:36.283736Z", + "iopub.status.idle": "2024-04-28T16:45:36.287274Z", + "shell.execute_reply": "2024-04-28T16:45:36.286882Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.283862Z" + } + }, "outputs": [], "source": [ - "def scatter(operation, ils, activity, name, how='sum'):\n", - " hspf = f'{operation}_{activity}_{ils:0>3s}_4'\n", + "def scatter(operation, ils, activity, name, how=\"sum\"):\n", + " hspf = f\"{operation}_{activity}_{ils:0>3s}_4\"\n", " tshspf = read_hdf(HBN, hspf)[name]\n", - " \n", - " hsp2 = f'RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}'\n", - " if how == 'sum':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').sum().shift(1,'D')\n", - " elif how == 'last':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').last().shift(1,'D')\n", - " \n", + "\n", + " hsp2 = f\"RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}\"\n", + " if how == \"sum\":\n", + " tshsp2 = (\n", + " read_hdf(hdfname, hsp2)[f\"{name}_{how}\"].resample(\"M\").sum().shift(1, \"D\")\n", + " )\n", + " elif how == \"last\":\n", + " tshsp2 = (\n", + " read_hdf(hdfname, hsp2)[f\"{name}_{how}\"].resample(\"M\").last().shift(1, \"D\")\n", + " )\n", + "\n", " plt.scatter(tshspf, tshsp2)" ] }, @@ -1067,8 +1159,16 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:36.287884Z", + "iopub.status.busy": "2024-04-28T16:45:36.287754Z", + "iopub.status.idle": "2024-04-28T16:45:36.293507Z", + "shell.execute_reply": "2024-04-28T16:45:36.293152Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.287872Z" + } + }, "outputs": [ { "data": { @@ -1102,274 +1202,64 @@ " \n", " \n", " \n", - " IMPLND_IWATER_011_4\n", - " IMPLND\n", - " IWATER\n", - " 11\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_021_4\n", - " IMPLND\n", - " IWATER\n", - " 21\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_041_4\n", - " IMPLND\n", - " IWATER\n", - " 41\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_051_4\n", - " IMPLND\n", - " IWATER\n", - " 51\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_061_4\n", - " IMPLND\n", - " IWATER\n", - " 61\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_071_4\n", - " IMPLND\n", - " IWATER\n", - " 71\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_081_4\n", - " IMPLND\n", - " IWATER\n", - " 81\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_101_4\n", - " IMPLND\n", - " IWATER\n", - " 101\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_111_4\n", - " IMPLND\n", - " IWATER\n", - " 111\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_121_4\n", - " IMPLND\n", - " IWATER\n", - " 121\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_131_4\n", - " IMPLND\n", - " IWATER\n", - " 131\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_141_4\n", - " IMPLND\n", - " IWATER\n", - " 141\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_151_4\n", - " IMPLND\n", - " IWATER\n", - " 151\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_161_4\n", - " IMPLND\n", - " IWATER\n", - " 161\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_171_4\n", - " IMPLND\n", - " IWATER\n", - " 171\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_181_4\n", - " IMPLND\n", - " IWATER\n", - " 181\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_191_4\n", - " IMPLND\n", - " IWATER\n", - " 191\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_201_4\n", - " IMPLND\n", - " IWATER\n", - " 201\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_211_4\n", - " IMPLND\n", - " IWATER\n", - " 211\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_221_4\n", - " IMPLND\n", - " IWATER\n", - " 221\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_231_4\n", - " IMPLND\n", - " IWATER\n", - " 231\n", + " PERLND_SNOW_001_4\n", + " PERLND\n", + " SNOW\n", + " 1\n", " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", + " (12, 22)\n", + " 1976-02-01\n", + " 1977-01-01\n", " \n", " \n", - " IMPLND_IWATER_241_4\n", - " IMPLND\n", - " IWATER\n", - " 241\n", + " PERLND_PWATER_001_4\n", + " PERLND\n", + " PWATER\n", + " 1\n", " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", + " (12, 29)\n", + " 1976-02-01\n", + " 1977-01-01\n", " \n", " \n", - " IMPLND_IWATER_251_4\n", - " IMPLND\n", - " IWATER\n", - " 251\n", + " RCHRES_HYDR_001_4\n", + " RCHRES\n", + " HYDR\n", + " 1\n", " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", + " (12, 19)\n", + " 1976-02-01\n", + " 1977-01-01\n", " \n", " \n", - " IMPLND_IWATER_271_4\n", - " IMPLND\n", - " IWATER\n", - " 271\n", + " RCHRES_HYDR_002_4\n", + " RCHRES\n", + " HYDR\n", + " 2\n", " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", + " (12, 14)\n", + " 1976-02-01\n", + " 1977-01-01\n", " \n", " \n", - " IMPLND_IWATER_281_4\n", - " IMPLND\n", - " IWATER\n", - " 281\n", + " RCHRES_HYDR_003_4\n", + " RCHRES\n", + " HYDR\n", + " 3\n", " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", + " (12, 14)\n", + " 1976-02-01\n", + " 1977-01-01\n", " \n", " \n", - " IMPLND_IWATER_291_4\n", - " IMPLND\n", - " IWATER\n", - " 291\n", + " RCHRES_HYDR_004_4\n", + " RCHRES\n", + " HYDR\n", + " 4\n", " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", - " \n", - " \n", - " IMPLND_IWATER_301_4\n", - " IMPLND\n", - " IWATER\n", - " 301\n", - " Monthly\n", - " (108, 6)\n", - " 1993-11-01\n", - " 2002-10-01\n", + " (12, 14)\n", + " 1976-02-01\n", + " 1977-01-01\n", " \n", " \n", "\n", @@ -1377,338 +1267,80 @@ ], "text/plain": [ " Operation Activity segment Frequency Shape Start \\\n", - "IMPLND_IWATER_011_4 IMPLND IWATER 11 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_021_4 IMPLND IWATER 21 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_041_4 IMPLND IWATER 41 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_051_4 IMPLND IWATER 51 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_061_4 IMPLND IWATER 61 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_071_4 IMPLND IWATER 71 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_081_4 IMPLND IWATER 81 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_101_4 IMPLND IWATER 101 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_111_4 IMPLND IWATER 111 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_121_4 IMPLND IWATER 121 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_131_4 IMPLND IWATER 131 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_141_4 IMPLND IWATER 141 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_151_4 IMPLND IWATER 151 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_161_4 IMPLND IWATER 161 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_171_4 IMPLND IWATER 171 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_181_4 IMPLND IWATER 181 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_191_4 IMPLND IWATER 191 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_201_4 IMPLND IWATER 201 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_211_4 IMPLND IWATER 211 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_221_4 IMPLND IWATER 221 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_231_4 IMPLND IWATER 231 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_241_4 IMPLND IWATER 241 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_251_4 IMPLND IWATER 251 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_271_4 IMPLND IWATER 271 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_281_4 IMPLND IWATER 281 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_291_4 IMPLND IWATER 291 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_301_4 IMPLND IWATER 301 Monthly (108, 6) 1993-11-01 \n", + "PERLND_SNOW_001_4 PERLND SNOW 1 Monthly (12, 22) 1976-02-01 \n", + "PERLND_PWATER_001_4 PERLND PWATER 1 Monthly (12, 29) 1976-02-01 \n", + "RCHRES_HYDR_001_4 RCHRES HYDR 1 Monthly (12, 19) 1976-02-01 \n", + "RCHRES_HYDR_002_4 RCHRES HYDR 2 Monthly (12, 14) 1976-02-01 \n", + "RCHRES_HYDR_003_4 RCHRES HYDR 3 Monthly (12, 14) 1976-02-01 \n", + "RCHRES_HYDR_004_4 RCHRES HYDR 4 Monthly (12, 14) 1976-02-01 \n", "\n", " Stop \n", - "IMPLND_IWATER_011_4 2002-10-01 \n", - "IMPLND_IWATER_021_4 2002-10-01 \n", - "IMPLND_IWATER_041_4 2002-10-01 \n", - "IMPLND_IWATER_051_4 2002-10-01 \n", - "IMPLND_IWATER_061_4 2002-10-01 \n", - "IMPLND_IWATER_071_4 2002-10-01 \n", - "IMPLND_IWATER_081_4 2002-10-01 \n", - "IMPLND_IWATER_101_4 2002-10-01 \n", - "IMPLND_IWATER_111_4 2002-10-01 \n", - "IMPLND_IWATER_121_4 2002-10-01 \n", - "IMPLND_IWATER_131_4 2002-10-01 \n", - "IMPLND_IWATER_141_4 2002-10-01 \n", - "IMPLND_IWATER_151_4 2002-10-01 \n", - "IMPLND_IWATER_161_4 2002-10-01 \n", - "IMPLND_IWATER_171_4 2002-10-01 \n", - "IMPLND_IWATER_181_4 2002-10-01 \n", - "IMPLND_IWATER_191_4 2002-10-01 \n", - "IMPLND_IWATER_201_4 2002-10-01 \n", - "IMPLND_IWATER_211_4 2002-10-01 \n", - "IMPLND_IWATER_221_4 2002-10-01 \n", - "IMPLND_IWATER_231_4 2002-10-01 \n", - "IMPLND_IWATER_241_4 2002-10-01 \n", - "IMPLND_IWATER_251_4 2002-10-01 \n", - "IMPLND_IWATER_271_4 2002-10-01 \n", - "IMPLND_IWATER_281_4 2002-10-01 \n", - "IMPLND_IWATER_291_4 2002-10-01 \n", - "IMPLND_IWATER_301_4 2002-10-01 " + "PERLND_SNOW_001_4 1977-01-01 \n", + "PERLND_PWATER_001_4 1977-01-01 \n", + "RCHRES_HYDR_001_4 1977-01-01 \n", + "RCHRES_HYDR_002_4 1977-01-01 \n", + "RCHRES_HYDR_003_4 1977-01-01 \n", + "RCHRES_HYDR_004_4 1977-01-01 " ] }, - "execution_count": 24, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "implndkeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='IMPLND')]\n", + "implndkeys = summary[(summary.Frequency == \"Monthly\")]\n", "implndkeys" ] }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:36.294038Z", + "iopub.status.busy": "2024-04-28T16:45:36.293939Z", + "iopub.status.idle": "2024-04-28T16:45:36.975456Z", + "shell.execute_reply": "2024-04-28T16:45:36.971333Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.294028Z" + } + }, "outputs": [ { - "data": { - "text/html": [ - 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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
291117.5699117.5699-0.00000.0000
281137.7904137.79040.00000.0000
101144.1288144.1288-0.00000.0000
021122.5966122.59660.00000.0000
051120.2708120.27080.00000.0000
081118.7938118.7938-0.00000.0000
041141.2890141.28900.00000.0000
271136.4228136.42280.00000.0000
251116.6337116.63370.00000.0000
201172.5608172.5608-0.00000.0000
191125.6937125.69370.00000.0000
221126.6460126.64600.00000.0000
071132.6849132.68490.00000.0000
111126.0203126.02030.00000.0000
141116.0248116.02490.00000.0000
131126.2947126.29470.00000.0000
121126.2947126.29470.00000.0000
161131.2695131.26950.00000.0000
211125.3008125.3008-0.00000.0000
011131.6821131.68210.00000.0000
151133.6036133.60360.00000.0000
061133.6036133.60360.00000.0000
301119.8081119.8081-0.00000.0000
171115.9610115.96100.00000.0000
181115.9610115.96100.00000.0000
241120.2066120.20660.00000.0000
231135.5890135.58900.00000.0000
\n", - "
" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "291 117.5699 117.5699 -0.0000 0.0000\n", - "281 137.7904 137.7904 0.0000 0.0000\n", - "101 144.1288 144.1288 -0.0000 0.0000\n", - "021 122.5966 122.5966 0.0000 0.0000\n", - "051 120.2708 120.2708 0.0000 0.0000\n", - "081 118.7938 118.7938 -0.0000 0.0000\n", - "041 141.2890 141.2890 0.0000 0.0000\n", - "271 136.4228 136.4228 0.0000 0.0000\n", - "251 116.6337 116.6337 0.0000 0.0000\n", - "201 172.5608 172.5608 -0.0000 0.0000\n", - "191 125.6937 125.6937 0.0000 0.0000\n", - "221 126.6460 126.6460 0.0000 0.0000\n", - "071 132.6849 132.6849 0.0000 0.0000\n", - "111 126.0203 126.0203 0.0000 0.0000\n", - "141 116.0248 116.0249 0.0000 0.0000\n", - "131 126.2947 126.2947 0.0000 0.0000\n", - "121 126.2947 126.2947 0.0000 0.0000\n", - "161 131.2695 131.2695 0.0000 0.0000\n", - "211 125.3008 125.3008 -0.0000 0.0000\n", - "011 131.6821 131.6821 0.0000 0.0000\n", - "151 133.6036 133.6036 0.0000 0.0000\n", - "061 133.6036 133.6036 0.0000 0.0000\n", - "301 119.8081 119.8081 -0.0000 0.0000\n", - "171 115.9610 115.9610 0.0000 0.0000\n", - "181 115.9610 115.9610 0.0000 0.0000\n", - "241 120.2066 120.2066 0.0000 0.0000\n", - "231 135.5890 135.5890 0.0000 0.0000" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['ALBEDO', 'COVINX', 'DEWTMP', 'DULL', 'MELT', 'NEGHTS', 'PACK', 'PACKF',\n", + " 'PACKI', 'PACKW', 'PAKTMP', 'PDEPTH', 'PRAIN', 'RAINF', 'RDENPF',\n", + " 'SKYCLR', 'SNOCOV', 'SNOTMP', 'SNOWE', 'SNOWF', 'WYIELD', 'XLNMLT'],\n", + " dtype='object')\n" + ] + }, + { + "ename": "KeyError", + "evalue": "'SURO'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3804\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3805\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3806\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "File \u001b[0;32mindex.pyx:167\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mindex.pyx:196\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:7081\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:7089\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'SURO'", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[11], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m delta \u001b[38;5;241m=\u001b[39m \u001b[43mmonthlyoutflow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimplndkeys\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mSURO\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m delta\n", + "Cell \u001b[0;32mIn[7], line 5\u001b[0m, in \u001b[0;36mmonthlyoutflow\u001b[0;34m(keys, flowname, how)\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m keys\u001b[38;5;241m.\u001b[39mindex:\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28mprint\u001b[39m(read_hdf(hdfname, hsp2key(key))\u001b[38;5;241m.\u001b[39mkeys())\n\u001b[0;32m----> 5\u001b[0m hsp2 \u001b[38;5;241m=\u001b[39m \u001b[43mread_hdf\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhdfname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhsp2key\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[43mflowname\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mresample(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mM\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39msum()\u001b[38;5;241m.\u001b[39mto_numpy()\n\u001b[1;32m 6\u001b[0m hspf \u001b[38;5;241m=\u001b[39m read_hdf(HBN, key)[flowname]\u001b[38;5;241m.\u001b[39mto_numpy()\n\u001b[1;32m 8\u001b[0m hsp2sum \u001b[38;5;241m=\u001b[39m hsp2\u001b[38;5;241m.\u001b[39msum()\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/pandas/core/frame.py:4102\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 4100\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 4101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 4102\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4103\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m 4104\u001b[0m indexer \u001b[38;5;241m=\u001b[39m [indexer]\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3807\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(casted_key, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[1;32m 3808\u001b[0m \u001b[38;5;28misinstance\u001b[39m(casted_key, abc\u001b[38;5;241m.\u001b[39mIterable)\n\u001b[1;32m 3809\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28many\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m casted_key)\n\u001b[1;32m 3810\u001b[0m ):\n\u001b[1;32m 3811\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key)\n\u001b[0;32m-> 3812\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 3813\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m 3814\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m 3815\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m 3816\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[1;32m 3817\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n", + "\u001b[0;31mKeyError\u001b[0m: 'SURO'" + ] } ], "source": [ - "delta = monthlyoutflow(implndkeys, 'SURO')\n", + "delta = monthlyoutflow(implndkeys, \"SURO\")\n", "delta" ] }, @@ -1721,166 +1353,51 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
count27.000027.000027.000027.0000
mean128.5445128.54450.00000.0000
std12.001212.00120.00000.0000
min115.9610115.9610-0.00000.0000
25%120.0074120.00740.00000.0000
50%126.2947126.29470.00000.0000
75%133.6036133.60360.00000.0000
max172.5608172.56080.00000.0000
\n", - "
" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 27.0000 27.0000 27.0000 27.0000\n", - "mean 128.5445 128.5445 0.0000 0.0000\n", - "std 12.0012 12.0012 0.0000 0.0000\n", - "min 115.9610 115.9610 -0.0000 0.0000\n", - "25% 120.0074 120.0074 0.0000 0.0000\n", - "50% 126.2947 126.2947 0.0000 0.0000\n", - "75% 133.6036 133.6036 0.0000 0.0000\n", - "max 172.5608 172.5608 0.0000 0.0000" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.975960Z", + "iopub.status.idle": "2024-04-28T16:45:36.976327Z", + "shell.execute_reply": "2024-04-28T16:45:36.976215Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.976204Z" } - ], + }, + "outputs": [], "source": [ "delta.describe()" ] }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.977063Z", + "iopub.status.idle": "2024-04-28T16:45:36.977317Z", + "shell.execute_reply": "2024-04-28T16:45:36.977201Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.977194Z" } - ], + }, + "outputs": [], "source": [ - "delta['Percent diff'].hist()" + "delta[\"Percent diff\"].hist()" ] }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST IMPLND SEGMENT IS 231\n" - ] + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.977831Z", + "iopub.status.idle": "2024-04-28T16:45:36.977973Z", + "shell.execute_reply": "2024-04-28T16:45:36.977908Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.977902Z" } - ], + }, + "outputs": [], "source": [ "ils = delta.index[-1]\n", - "print('WORST IMPLND SEGMENT IS', ils)" + "print(\"WORST IMPLND SEGMENT IS\", ils)" ] }, { @@ -1892,46 +1409,34 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.978304Z", + "iopub.status.idle": "2024-04-28T16:45:36.978446Z", + "shell.execute_reply": "2024-04-28T16:45:36.978379Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.978373Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'SURO', 'sum')" + "plot(\"IMPLND\", ils, \"IWATER\", \"SURO\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.978756Z", + "iopub.status.idle": "2024-04-28T16:45:36.978894Z", + "shell.execute_reply": "2024-04-28T16:45:36.978825Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.978819Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'SURO', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"SURO\", \"sum\")" ] }, { @@ -1943,46 +1448,34 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.979502Z", + "iopub.status.idle": "2024-04-28T16:45:36.979706Z", + "shell.execute_reply": "2024-04-28T16:45:36.979615Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.979606Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'IMPEV', 'sum')" + "plot(\"IMPLND\", ils, \"IWATER\", \"IMPEV\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.980160Z", + "iopub.status.idle": "2024-04-28T16:45:36.980487Z", + "shell.execute_reply": "2024-04-28T16:45:36.980398Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.980390Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'IMPEV', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"IMPEV\", \"sum\")" ] }, { @@ -1994,46 +1487,34 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.981127Z", + "iopub.status.idle": "2024-04-28T16:45:36.981304Z", + "shell.execute_reply": "2024-04-28T16:45:36.981220Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.981212Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'PET', 'sum')" + "plot(\"IMPLND\", ils, \"IWATER\", \"PET\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.981762Z", + "iopub.status.idle": "2024-04-28T16:45:36.981932Z", + "shell.execute_reply": "2024-04-28T16:45:36.981851Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.981843Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'PET', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"PET\", \"sum\")" ] }, { @@ -2045,46 +1526,34 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.982400Z", + "iopub.status.idle": "2024-04-28T16:45:36.982626Z", + "shell.execute_reply": "2024-04-28T16:45:36.982539Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.982531Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'RETS', 'last')" + "plot(\"IMPLND\", ils, \"IWATER\", \"RETS\", \"last\")" ] }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.983012Z", + "iopub.status.idle": "2024-04-28T16:45:36.983182Z", + "shell.execute_reply": "2024-04-28T16:45:36.983102Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.983094Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'RETS', 'last')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"RETS\", \"last\")" ] }, { @@ -2096,46 +1565,34 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.983733Z", + "iopub.status.idle": "2024-04-28T16:45:36.983909Z", + "shell.execute_reply": "2024-04-28T16:45:36.983827Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.983819Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'SUPY', 'sum')" + "plot(\"IMPLND\", ils, \"IWATER\", \"SUPY\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.984311Z", + "iopub.status.idle": "2024-04-28T16:45:36.984569Z", + "shell.execute_reply": "2024-04-28T16:45:36.984483Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.984475Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'SUPY', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"SUPY\", \"sum\")" ] }, { @@ -2147,3669 +1604,914 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.984956Z", + "iopub.status.idle": "2024-04-28T16:45:36.985201Z", + "shell.execute_reply": "2024-04-28T16:45:36.985117Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.985109Z" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'SURS', 'last')" + "plot(\"IMPLND\", ils, \"IWATER\", \"SURS\", \"last\")" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.985581Z", + "iopub.status.idle": "2024-04-28T16:45:36.985826Z", + "shell.execute_reply": "2024-04-28T16:45:36.985742Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.985735Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"IMPLND\", ils, \"IWATER\", \"SURS\", \"last\")" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "source": [ + "## Automate checking PERLNDs for PERO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.986209Z", + "iopub.status.idle": "2024-04-28T16:45:36.986437Z", + "shell.execute_reply": "2024-04-28T16:45:36.986352Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.986344Z" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'SURS', 'last')" + "perlndkeys = summary[(summary.Frequency == \"Monthly\") & (summary.Operation == \"PERLND\")]\n", + "perlndkeys[0:10]" ] }, { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.986844Z", + "iopub.status.idle": "2024-04-28T16:45:36.987097Z", + "shell.execute_reply": "2024-04-28T16:45:36.987013Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.987005Z" + }, + "scrolled": true + }, "outputs": [], - "source": [] + "source": [ + "delta = monthlyoutflow(perlndkeys, \"PERO\")\n", + "delta" + ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Automate checking PERLNDs for PERO" + "Look at the statistics for the percent difference column" ] }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OperationActivitysegmentFrequencyShapeStartStop
PERLND_PWATER_011_4PERLNDPWATER11Monthly(108, 27)1993-11-012002-10-01
PERLND_PWATER_012_4PERLNDPWATER12Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_013_4PERLNDPWATER13Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_014_4PERLNDPWATER14Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_015_4PERLNDPWATER15Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_021_4PERLNDPWATER21Monthly(108, 27)1993-11-012002-10-01
PERLND_PWATER_022_4PERLNDPWATER22Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_023_4PERLNDPWATER23Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_024_4PERLNDPWATER24Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_025_4PERLNDPWATER25Monthly(108, 32)1993-11-012002-10-01
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" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape \\\n", - "PERLND_PWATER_011_4 PERLND PWATER 11 Monthly (108, 27) \n", - "PERLND_PWATER_012_4 PERLND PWATER 12 Monthly (108, 32) \n", - "PERLND_PWATER_013_4 PERLND PWATER 13 Monthly (108, 32) \n", - "PERLND_PWATER_014_4 PERLND PWATER 14 Monthly (108, 32) \n", - "PERLND_PWATER_015_4 PERLND PWATER 15 Monthly (108, 32) \n", - "PERLND_PWATER_021_4 PERLND PWATER 21 Monthly (108, 27) \n", - "PERLND_PWATER_022_4 PERLND PWATER 22 Monthly (108, 32) \n", - "PERLND_PWATER_023_4 PERLND PWATER 23 Monthly (108, 32) \n", - "PERLND_PWATER_024_4 PERLND PWATER 24 Monthly (108, 32) \n", - "PERLND_PWATER_025_4 PERLND PWATER 25 Monthly (108, 32) \n", - "\n", - " Start Stop \n", - "PERLND_PWATER_011_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_012_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_013_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_014_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_015_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_021_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_022_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_023_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_024_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_025_4 1993-11-01 2002-10-01 " - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.987469Z", + "iopub.status.idle": "2024-04-28T16:45:36.987684Z", + "shell.execute_reply": "2024-04-28T16:45:36.987603Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.987595Z" } - ], + }, + "outputs": [], "source": [ - "perlndkeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='PERLND')]\n", - "perlndkeys[0:10]" + "delta.describe()" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { - "scrolled": true + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.988185Z", + "iopub.status.idle": "2024-04-28T16:45:36.988427Z", + "shell.execute_reply": "2024-04-28T16:45:36.988343Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.988335Z" + } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "055 64.7859 64.7859 -0.0000 0.0000\n", - "226 29.4270 29.4270 -0.0000 0.0000\n", - "222 45.9145 45.9145 -0.0000 0.0000\n", - "124 56.8129 56.8129 -0.0000 0.0000\n", - "235 85.6543 85.6543 -0.0000 0.0000\n", - "071 13.8709 13.8709 -0.0000 0.0000\n", - "275 44.8519 44.8519 0.0000 0.0000\n", - "135 49.4472 49.4472 -0.0000 0.0000\n", - "023 57.9035 57.9035 -0.0000 0.0000\n", - "201 10.9715 10.9715 -0.0000 0.0000\n", - "082 45.8386 45.8386 0.0000 0.0000\n", - "285 97.2315 97.2314 -0.0000 0.0000\n", - "304 104.4457 104.4457 0.0000 0.0000\n", - "232 54.5515 54.5515 0.0000 0.0000\n", - "256 21.2304 21.2304 0.0000 0.0000\n", - "051 10.1520 10.1520 0.0000 0.0000\n", - "175 56.6028 56.6028 -0.0000 0.0000\n", - "295 121.6003 121.6003 0.0000 0.0000\n", - "013 55.6965 55.6965 0.0000 0.0000\n", - "254 46.5186 46.5186 -0.0000 0.0000\n", - "225 70.3941 70.3940 -0.0000 0.0000\n", - "072 54.2092 54.2092 0.0000 0.0000\n", - "102 37.5410 37.5410 -0.0000 0.0000\n", - "291 31.4601 31.4601 -0.0000 0.0000\n", - "073 65.6017 65.6017 -0.0000 0.0000\n", - "184 52.1066 52.1066 -0.0000 0.0000\n", - "281 12.5471 12.5471 -0.0000 0.0000\n", - "075 73.6297 73.6297 0.0000 0.0000\n", - "206 28.4453 28.4453 -0.0000 0.0000\n", - "164 49.3031 49.3031 0.0000 0.0000\n", - "133 43.1818 43.1818 -0.0000 0.0000\n", - "255 48.7199 48.7198 -0.0000 0.0000\n", - "074 70.8455 70.8455 0.0000 0.0000\n", - "221 10.2781 10.2781 -0.0000 0.0000\n", - "292 88.3961 88.3961 -0.0000 0.0000\n", - "121 7.9901 7.9901 0.0000 0.0000\n", - "062 48.5426 48.5426 -0.0000 0.0000\n", - "305 108.6897 108.6897 -0.0000 0.0000\n", - "022 46.3543 46.3543 -0.0000 0.0000\n", - "052 46.1781 46.1781 -0.0000 0.0000\n", - "031 18.2778 18.2778 0.0000 0.0000\n", - "081 10.2268 10.2268 0.0000 0.0000\n", - "043 63.0228 63.0228 -0.0000 0.0000\n", - "293 108.5104 108.5104 -0.0000 0.0000\n", - "181 6.0741 6.0741 0.0000 0.0000\n", - "174 53.8139 53.8139 -0.0000 0.0000\n", - "294 117.4441 117.4440 -0.0000 0.0000\n", - "042 54.4023 54.4023 -0.0000 0.0000\n", - "191 12.4472 12.4472 0.0000 0.0000\n", - "224 66.8366 66.8366 -0.0000 0.0000\n", - "024 62.4759 62.4759 -0.0000 0.0000\n", - "172 36.9647 36.9646 -0.0000 0.0000\n", - "252 33.3730 33.3730 0.0000 0.0000\n", - "302 77.3120 77.3120 -0.0000 0.0000\n", - "054 62.4308 62.4308 0.0000 0.0000\n", - "132 34.4520 34.4520 -0.0000 0.0000\n", - "014 58.5426 58.5426 -0.0000 0.0000\n", - "202 47.1175 47.1175 0.0000 0.0000\n", - "025 65.9857 65.9857 -0.0000 0.0000\n", - "085 64.7964 64.7964 -0.0000 0.0000\n", - "141 6.6902 6.6902 -0.0000 0.0000\n", - "091 13.2223 13.2223 -0.0000 0.0000\n", - "161 6.8479 6.8479 -0.0000 0.0000\n", - "192 47.9039 47.9038 -0.0000 0.0000\n", - "101 6.1333 6.1333 -0.0000 0.0000\n", - "204 58.4831 58.4830 -0.0000 0.0000\n", - "012 46.7790 46.7790 -0.0000 0.0000\n", - "015 61.9178 61.9177 -0.0000 0.0000\n", - "212 26.9619 26.9620 0.0000 0.0000\n", - "122 39.3604 39.3604 0.0000 0.0000\n", - "213 32.9974 32.9974 -0.0000 0.0000\n", - "303 94.6483 94.6482 -0.0000 0.0000\n", - "061 10.7588 10.7588 -0.0000 0.0000\n", - "193 64.2409 64.2408 -0.0000 0.0000\n", - "283 80.6521 80.6521 -0.0000 0.0000\n", - "211 4.6437 4.6437 -0.0000 0.0000\n", - "272 34.2029 34.2030 0.0000 0.0000\n", - "171 6.3571 6.3571 -0.0000 0.0000\n", - "244 70.7412 70.7412 0.0000 0.0000\n", - "142 35.9641 35.9641 -0.0000 0.0000\n", - "011 10.5855 10.5855 -0.0001 0.0001\n", - "084 62.0636 62.0635 -0.0001 0.0001\n", - "143 47.6421 47.6421 -0.0001 0.0001\n", - "241 9.4750 9.4750 -0.0001 0.0001\n", - "041 13.4357 13.4357 -0.0001 0.0001\n", - "216 15.7818 15.7818 -0.0001 0.0001\n", - "276 20.0781 20.0781 -0.0001 0.0001\n", - "215 37.4414 37.4414 -0.0001 0.0001\n", - "053 57.2186 57.2186 -0.0001 0.0001\n", - "123 51.1786 51.1786 -0.0001 0.0001\n", - "266 32.8916 32.8915 -0.0001 0.0001\n", - "245 75.5340 75.5340 -0.0001 0.0001\n", - "205 61.2696 61.2695 -0.0001 0.0001\n", - "214 35.7319 35.7319 -0.0001 0.0001\n", - "203 54.5416 54.5415 -0.0001 0.0001\n", - "151 6.5098 6.5099 0.0001 0.0001\n", - "282 60.8722 60.8722 -0.0001 0.0001\n", - "301 29.7379 29.7379 -0.0001 0.0001\n", - "112 40.4292 40.4292 -0.0001 0.0001\n", - "144 53.3963 53.3962 -0.0001 0.0001\n", - "253 42.0119 42.0118 -0.0001 0.0001\n", - "162 36.4145 36.4145 0.0001 0.0001\n", - "134 47.0151 47.0151 0.0001 0.0001\n", - "194 73.6659 73.6659 -0.0001 0.0001\n", - "296 84.7219 84.7219 -0.0001 0.0001\n", - "165 51.5487 51.5486 -0.0001 0.0001\n", - "185 14.7898 14.7898 -0.0001 0.0001\n", - "183 46.3417 46.3417 -0.0001 0.0001\n", - "083 56.9164 56.9164 -0.0001 0.0001\n", - "242 44.8303 44.8302 -0.0001 0.0001\n", - "145 56.3642 56.3642 -0.0001 0.0001\n", - "173 48.1865 48.1864 -0.0001 0.0001\n", - "021 10.5716 10.5716 -0.0001 0.0001\n", - "131 6.0328 6.0327 -0.0001 0.0001\n", - "113 51.9226 51.9226 -0.0001 0.0001\n", - "163 44.8749 44.8749 0.0001 0.0001\n", - "261 11.1663 11.1663 -0.0001 0.0001\n", - "271 7.1984 7.1984 -0.0001 0.0001\n", - "231 15.0347 15.0346 -0.0001 0.0001\n", - "182 34.9728 34.9727 -0.0001 0.0001\n", - "234 80.8645 80.8644 -0.0001 0.0001\n", - "243 61.3993 61.3994 0.0001 0.0001\n", - "251 6.8682 6.8682 -0.0001 0.0001\n", - "286 36.9912 36.9911 -0.0002 0.0002\n", - "152 34.4905 34.4905 -0.0002 0.0002\n", - "111 7.1259 7.1259 0.0002 0.0002\n", - "195 78.4794 78.4795 0.0002 0.0002\n", - "306 72.7249 72.7248 -0.0002 0.0002\n", - "125 59.8037 59.8035 -0.0003 0.0003" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "delta = monthlyoutflow(perlndkeys, 'PERO')\n", - "delta" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Look at the statistics for the percent difference column" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
count129.0000129.0000129.0000129.0000
mean45.512245.5122-0.00000.0001
std26.665726.66570.00010.0000
min4.64374.6437-0.00030.0000
25%26.961926.9620-0.00010.0000
50%46.779046.7790-0.00000.0000
75%61.399361.3994-0.00000.0001
max121.6003121.60030.00020.0003
\n", - "
" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 129.0000 129.0000 129.0000 129.0000\n", - "mean 45.5122 45.5122 -0.0000 0.0001\n", - "std 26.6657 26.6657 0.0001 0.0000\n", - "min 4.6437 4.6437 -0.0003 0.0000\n", - "25% 26.9619 26.9620 -0.0001 0.0000\n", - "50% 46.7790 46.7790 -0.0000 0.0000\n", - "75% 61.3993 61.3994 -0.0000 0.0001\n", - "max 121.6003 121.6003 0.0002 0.0003" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "delta.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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z/a6We3Ad8C/Na7i7Wfb7wMea6bPphPEhOn/ELp617t3Nei/RfPJnoW02yy9utnGo2eZZbf8OtNiLX23++88A/zH7920UHkPuxUyz7O18+J3FavNrAiSpED/9IkmFGOqSVIihLkmFGOqSVIihLkmFGOqSVIihLkmF/D/tBDrvUPVXYQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "delta['Percent diff'].hist()" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST PERLND SEGMENT IS 125\n" - ] - } - ], - "source": [ - "pls = delta.index[-1]\n", - "print('WORST PERLND SEGMENT IS', pls)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER AGWLI" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'AGWLI', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'AGWLI', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SURLI" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'SURLI', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER AGWO" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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r1mHjxo245ZZb8K1vfQvl5eUhz//e976HtrY2fPWrX0VTUxOampowMKBNkxfGOdfkQrGydetW7veBEgvL8MURlDQW4UMrD+DHLdenejgEETWT/ZPIW5qLYjaMIW9xqodDEIue8+fPY/Xq1akexoIT7H0zxo5xzreGeg5ZqLIQZcrv8iMLFZFZ+C1UHrJQEQSRZpCgykJmYqhIUBGZhd9d7YYhxSMhCIKYDQmqLGQ6hspLgorILESGKgkqgiDSDxJUWYhfUCkqff1EZuG/d72Qpi2tBEEkl1TFWqeKeN8vrahZCMVQEZmK/94FAPekO4UjIYjswGg0Ynh4OGtEFeccw8PDMBqNMT+XIjuzEP/OXuUkqIjMwm+hAoSgMhWZUjgaglj8VFVVoaenB4ODg6keyoJhNBpn9QeMFhJUWQi5/IhMJdDN53FSM0qCSDZ6vR7Lly9P9TAyAlpRs5BpQUVB6USGMcvlZ/ekcCQEQRCzIUGVhShuf5Yfff1EZjHL5ecgCxVBEOkDrahZyIyFir5+IrPwbwYAslARBJFe0IqahZCgIjIVslARBJGu0IqahaiKSH+lLD8i0yBBRRBEukKCKguZsVBJKR4JQcRGoMvP46LCngRBpA8kqLIQ/6KkcPr6icxiloXKSYKKIIj0gVbULGTG5UdfP5FZzApKJ0FFEEQaQStqFkIuPyJT8W8GABJUBEGkFySoshD/okQuPyLTmGWhcnnDnEkQBLGw0IqahczEUJGFisgsZsVQkaAiCCKNIEGVhVAMFZGpzHL5kaAiCCKNoBU1C5lx+ZGFisgsFM+MoPK4eZgzCYIgFhYSVFnIjKCSUzwSgogNVSGXH0EQ6QkJqizEv8tX6esnMgwlwCrlniILFUEQ6QOtqFkIWaiITGVWDBW5/AiCSCNIUGUh04IKFENFZBaqGmihSuFACIIg5kCCKgtRffUQVRJURIYxy+XnTuFACIIg5kCCKgvxx1ApIJcfkVmoAcXRPZ7UjYMgCGIuJKiykBmXnz7FIyGI2Agsm0AWKoIg0gkSVFlI4C7fq1DqOZE5zApK97AUjoQgCGI2JKiykMDAXsWlpHAkBBEb/s0AgxducvkRBJFGkKDKQpSAhYgEFZFJKD4LlRkOslARBJFWkKDKQgJdfqpbDX0iQaQZqk//m5gLbg9NXwRBpA80I2UhgYJKmSJBRWQOil9Q6abgUclCRRBE+kCCKguZJajI5UdkEP571yxNwa3Q9EUQRPpAM1IWMsvl56EsPyJz8N+7Rp2HBBVBEGkFzUhZiBJglCKXH5FJKAqgg4ocyQO3QpX+CYJIH0hQZSEUQ0VkKqoKSFBhkFS4VRJUBEGkDySoshASVESmoiiADIUEFUEQaQcJqixEDQiborIJRCahegMsVF4SVARBpA8kqLIQRZlJN1fcFJROZA6KwiDBC4PshYcEFUEQaQQJqiwk0EJFLj8ik1C9gMwUGCQv3F451cMhCIKYhgRVFqIGFESksglEJqGqwkKll0lQEQSRXpCgykJmWajI5UdkEIrqs1DJnAQVQRBpBQmqLERRKYaKyExUL4PEvDDovXBzfaqHQxAEMQ0JqixE9ZLLj8hMFNUvqDgJKoIg0goSVFmIShYqIkNRVQaZqTDoOTycXH4EQaQPEQUVY+xnjLEBxlhziOPvYoydZoydYYy9yhjbqP0wCS0JtFCRoCIyiRmXH+CGIdXDIQiCmCYaC9UjAG4Nc7wTwA2c8/UAvgbgRxqMi0giSqDLT+EpHAlBxIbiFRYqvU9QcS/dvwRBpAcRBRXn/ACAkTDHX+Wcj/r+fB1AlUZjI5IEWaiITGXaQmUAOHRU6Z8giLRB6xiqDwJ4VuNrEhozS1B5aIdPZA6KqpsWVADgnnSndkAEQRA+NBNUjLEbIQTVZ8Kc8yBj7Chj7Ojg4KBWL03EiOrVIQcu8W+FLFRE5qByBlnnhSFH/O22e1I7IIIgCB+aCCrG2AYAPwFwN+d8ONR5nPMfcc63cs63lpaWavHSRByoXoYcTAEAFDdZqIjMYcblJ6ysHgcJKoIg0oOEBRVjrAbA4wDewzlvTXxIRLJRvDoYmFiIyOVHZBKKVycsVEYhqMhCRRBEuhCxkAtj7DcA9gAoYYz1APgSAD0AcM5/AOCLAIoB/BdjDAAUzvnWZA2YSByVMxh1bkAlQUVkFqpXB4lx6A1iL+h2KCkeEUEQhCCioOKc3x/h+IcAfEizERFJR/XqkOOzUFHZBCKTULw6GGUFhhyyUBEEkV5QpfQsROUMBp3Y2ZOFisgkVM4g6bwwGMlCRRBEekGCKgtRvDrkSL4YKrJQERmE4pUg6fiMoHJSHSqCINIDElRZiMp1yPFZqFTa4BMZxHTZBJMEgCxUBEGkDySoshCV65Aj+1x+ZKEiMgiV64SFyieoPFNUR40giPSABFUWonIdciThKlEoppfIIBQuQQ4QVOTyIwgiXSBBlYUoXgk5sliIVFqPiAzCb6HS51AMFUEQ6QUJqixE5Trk6H0WKgpBITKI6aB0s6j44naRy48giPSABFUWImKoxEJEgorIJFToIEuBgoosVARBpAckqLIQFTpIEocEhVx+REahcnHvzggqSqogCCI9IEGVhShcuE0kqGShIjIKhUuzLFSU5UcQRLpAgioLEYG9gAyFBBWRUahcgqQDDBY9AMA9RRYqgiDSAxJUWYjq2+XLUKDSBp/IIBRIkCQOvcnn8iNBRRBEmkCCKguZjqFiXigKS/VwCCJqxGaALFQEQaQfJKiyEIXLMy4/lQQVkTn4NwOGXAMAwO1O8YAIgiB8kKDKQsSiBMhMpSw/IqNQIEOWAL3ZZ6EiQUUQRJpAgioLUSFiqCTmJQsVkVGokCBJgGSQIEGBh1onEQSRJpCgykL8i5LMVBJUREahQIYk2vjBADdZqAiCSBtIUGUhJKiITIR7OTh0kEWCH/TwwO2h+5cgiPSABFWWwb0cqm+XLzEvVC8tSERmoLpFwN+0hYqRoCIIIn0gQZVleBVReEqWfRYqElREhqC4RBVav4WKBBVBEOkECaosI3CXLzMvFJVuASIzmGeh0ilwUx01giDSBFpNs4zARYlcfkQmMW2hEhUTYGAK3B6awgiCSA9oNsoy/IuSJAGyjlx+ROageoS7WpLEPWvQKfCQhZUgiDSBZqMsw78oyXpA1nmheOkWIDKDwM0A4Hf50f1LEER6QLNRljHj8mOQGIdKgorIEGY2A8JCpdepcJOFiiCINIFmoyxjVlA6WaiIDGLa5Sf7XH6SCrcqpXJIBEEQ09BqmmUoUz5BJTMSVERG4b93/RYqElQEQaQTtJpmGYFuE1nyQuUUlE5kBtPWVX8dKlmFW5VTOCKCIIgZSFBlGTOZUoDEOBQv7fCJzGDauurP8pO88ND9SxBEmkCCKsuY2eULC5XC6RYgMoNp66rBJ6hkL9xeslARBJEe0GqaZcyOoeJQSVARGcLcoHS9RIKKIIj0gVbTLCNwUZJ0HAonlwmRGShuf/yfmLYMei/cnAQVQRDpAQmqLGN2UDrFUBGZw7yyCTKHm+tTOSSCIIhpSFBlGarCAfhjqMhCRWQOfgvVtKDSk6AiCCJ9IEGVZcx1+al0CxAZwkxQus/lZ+DwkMuPIIg0gVbTLGM6KF2vIwsVkVFMW1enY6gANwypHBJBEMQ0JKiyDP+iJOsZZJkEFZE5TAelT1uoADdywL08lcMiCIIAQIIq65h2+el1kHSAChJURGYwr2yCL3xKcSmpGhJBEMQ0JKiyjFlB6WShIjKI6aB0/YyFCgDck+5UDYkgCGIaElRZRuCiJEuAAgrqJTKDaXe13+WXIyxVbrsnZWMiCILwQ4IqywjMlJIkcvkRmYPimROUniMeJ0FFEEQ6QIIqy5jt8iMLFZE5qMqcoPQc8X+Pk2KoCIJIPSSosozA1HNZBryQKEuKyAjmlU0glx9BEGkECaosIzCGSvJ5+1S3msIREUR0KG5fDFWOuHH1PguV20EWKoIgUg8JqiwjMLBX9nn7KO2cyARUdY6FyuizUJGgIggiDSBBlWXMdfkBJKiIzMBvoZIMwkJlMIr/k6AiCCIdIEGVZcwSVHqxwyeXH5EJqL7b1O/yMxh9Lj8n3b8EQaQeElRZxnTquUGajqHy9/cjiHRmXlC6SdzAHhfdvwRBpB4SVFnGdAxVjjRtoSJBRWQC/s3AtIXKJ6jIQkUQRDoQUVAxxn7GGBtgjDWHOM4YY99ljLUxxk4zxjZrP0xCK/xuE+Hy8z1GLj8iA5i+d30xVHp/DJXLm6ohEQRBTBONheoRALeGOX4bgBW+/x4E8N+JD4tIFoFuE0kiCxWROShzXX5mkVVBFiqCINKBiIKKc34AwEiYU+4G8AsueB2AlTG2VKsBEtoSGENFLj8ik1B9yXyyUQipaZcfWagIgkgDtIihqgTQHfB3j+8xIg2Z7fIjQUVkDnNdfgaL8Fm7p0hQEQSRehY0KJ0x9iBj7Chj7Ojg4OBCvjThw18cUTbKkGRf2QQPLUhE+qPMtVD5XH6eKWqdRBBE6tFCUPUCqA74u8r32Dw45z/inG/lnG8tLS3V4KWJWPG7TSS9DrKBLFRE5hDaQkWCiiCI1KOFoHoSwHt92X7XABjnnF/R4LpEEghclGRfcK+/vx9BpDOKAjB4wXRiI0CCiiCIdEKOdAJj7DcA9gAoYYz1APgSAD0AcM5/AOAZALcDaAPgAPBAsgZLJI7fbSIZJHL5ERmFqgIyFAAGAIDe5MvyI0FFEEQaEFFQcc7vj3CcA/gHzUZEJJXp9h1GGbKBLFRE5qCqgIQZ97QhVwgrtztVIyIIgpiBKqVnGX5BpZN1JKiIjEKZtlAJ9Gafy48EFUEQaQAJqixDVQEdVDAdI5cfkVGoKoOEmXtVJ+sgw0OCiiCItIAEVZahKDNuE7JQEZmEogISm52RaoAbHk+KBkQQBBEACaosQw1wm5CgIjIJVWWQMUdQMQ/cHpaiEREEQcxAgirLUL0zFip/TzR/fz+CSGeCWaj0IEFFEER6QIIqywiMQyELFZFJqF4Gea7LjykkqAiCSAtIUGUZgbt8OUdUnPY3TCaIdEZVGSQ2W/wbdB64FRJUBEGkHhJUWUZgHIrfQkUuPyITUNQgFiqdArdC0xhBEKmHZqIsQ/XOWKj8MVRkoSIyAdUbzEKlwEOCiiCINIBmoiwjcFGacflRDBWR/ighBJVbpWmMIIjUQzNRlqEEBqX7BZWbLFRE+hMsKF2vU+FWpBSNiCAIYgYSVFmGGhCHIhkk32OpHBFBREdQl5+kwq2SoCIIIvWQoMoygrv8yEJFpD+KVwdZR4KKIIj0hARVlkGCishUgluovHB7SVARBJF6SFBlGYGLErn8iExC8eogsdni3yCr8JCgIggiDSBBlWUoZKEiMhQ1mMtP9sLtlVM0IoIgiBlIUGUZYlHyFfY0ioVIUVI5IoKIDpUzSCSoCIJIU0hQZRnk8iMylWBB6XqZw831KRoRQRDEDCSosgyVs+k4FLJQEZmEynWQdHNjqDjcXhJUBEGkHhJUWYbi1U27TXSyDgxeElRERhA0KF3P4QYJKoIgUg8JqixjbmCvBJVcfkRGoHIdZGlODJWeXH4EQaQHJKiyjECXHwDIUMhCRWQECpfmu/wMgIcsVARBpAEkqLIMNcDlB/gEFVmoiAxA5TrIQQWVAdxLpT8IgkgtJKiyDGVOYK8EL1SVpXBEBBEdwYLS9T7jlMfhScGICIIgZiBBlWWIXX6AhYqRhYrIDBQuQZbmW6gAwD3pTsGICIIgZiBBlWXM3eXLTIWikIWKSH9UroM0V1DliHvXbScLFUEQqYUEVZYxT1BBheoN8wSCSBOCBqWToCIIIk0gQZVlKN7Zi5LEVCgUQ0VkACqXIM/pg+wXVB4npaoSBJFaSFBlGXMzpWQSVESGoCKIy89IFiqCINIDElRZxtxFSWZeKCrdBkT6o3A5iIVK3LtuB1moCIJILbSSZhlzY6gk5oXqJQsVkf4Es1DpSVARBJEmkKDKMkRg78zfso5cfkRmoECede8CgMHoE1ROqv1BEERqIUGVZahzavnITIVCFioiA1AhQZZnP2YwCR8gWagIgkg1JKiyjLluE4lxqF66DYj0R4UEaW4MlU9Qeaao9gdBEKmFVtIsQ0UQlx9ZqIg0h3s5vOEsVOTyIwgixZCgyjJEtemZv2WdFwpZqIg0R3ULwRTKQkWCiiCIVEMraZYhAnvJ5UdkFopLxEjNFVR6o09QucjlRxBEaqGVNMuYG9hLFioiE/BbqOa5/MziARJUBEGkGlpJs4y5gb0kqIhMYNrlR4KKIIg0hVbSLIJ7OVTIswSVpONQOd0GRHqjTPktVLMTKAwWPQDAPcXnPYcgCGIhoZU0i/AqYhc/y0IleaGQoCLSnJBB6T5B5XGToCIIIrXQSppFBItDkXUcilcK8QyCSA/8FiqJLFQEQaQpJKiyiGC7fHL5EZmA6hHWVVk/W1DpTb4YKhJUBEGkGFpJs4hggopcfkQmMG2hmuvyyzUAANzuhR4RQRDEbGglzSJm3CYzj8kSh8LJ5UekN9PuasMcC5XZ5/IjQUUQRIohQZVFzMRQzSxKJKiITMDv8pOk2YKK6Rj0cJOgIjICW48Nn792H9yTdMMuRkhQZREUQ0VkKtNlEwzz+04a4IbHs9AjIojY+cv/O4t/fXUPjv36QqqHQiQBWkmziOld/iwLFaBwOdRTCCItCHbv+jEwD9weavBNpD9DfUL5uyaVFI+ESAYkqLKIkDFUIJcfkd4obr+gmj9lkaAiMoWhAXEfOydIUC1GSFBlEdOp5wG7fEkCVIqhItKcUGUTAEDPFLgVElRE+jM8Iv7vsqupHQiRFKISVIyxWxljFxhjbYyxh4Mcr2GMvcQYO8EYO80Yu137oRKJMtMPbU5QOlmoiDQnssuP9oZE+jM0JtwDJKgWJxFnIcaYBOD7AG4DsAbA/YyxNXNO+2cAv+OcbwLwDgD/pfVAicQJGkMlAwoohopIb/wuP9kQxOWnU+BWSFAR6c/wRA4AwGmnZt6LkWhmoe0A2jjnHZxzN4BHAdw95xwOIN/37wIAfdoNkdCKYIJKkgCVLFREmqMqohK6pA8uqDwqufyI9GfIYQIAuBwkqBYj0ZgmKgF0B/zdA2DHnHO+DOAFxthHAVgA3KzJ6AhNCdYPTVio9OBeDqajRYlIT2aC0oO4/HQq3AptCoj0Z3gqDwDgclKrpMWIVnby+wE8wjmvAnA7gP9ljM27NmPsQcbYUcbY0cHBQY1emogW/y4/MLDX3yjZq9COiUhfpoPSg7n8JAVulVx+RPozpFgBAE5nasdBJIdoZqFeANUBf1f5HgvkgwB+BwCc89cAGAGUzL0Q5/xHnPOtnPOtpaWl8Y2YiJtQLj9gJmA9kPa9l9F9iLy3ROoJ5/LT67xwq2ShItIbj8ODcRQAAFyuFA+GSArRCKojAFYwxpYzxgwQQedPzjmnC8AbAIAxthpCUJEJKs2YFlQBi5LfQqW45tdFee894/jEfV0LMjaCCEfYoHRJJUFFpD0jHWPT/yZBtTiJKKg45wqAhwA8D+A8RDbfWcbYVxljd/lO+0cAH2aMnQLwGwDv55yTkzjNCBaHIut9x4IIquGpXAzbjQsyNoIIR9igdFmFW6VMVSK9Ge4Yn/63c4riVRcjUc1CnPNnADwz57EvBvz7HIBrtR0aoTXB4lD8zWb9xwJxqgY4FP3CDI4gwqAEsa76MUheuL0kqIj0ZuiyffrfrimK+VuM0LeaRUzv8uX5QenBLFQOrxF2JWdBxkYQ4ZhOqAjm8pO98FC1fyLNGe6ZiUR3uWnpXYzQt5pFBI2h8mX8+UsqBOLgJjhUElRE6lHcYVx+erJQEenP0BU3ACAf43B5aAOwGCFBlUUEj6EK7vLjXg4HLLCrFENFpB5V9VmocuYvRAaZw+0l1zSR3gz7GiNX5QzCSYJqUUKCKosI5jbxi6u5Fqop2xQAYaUiiFSj+jzSkmH+QqSXOdycLFREejM8DBjhRHGOHS4P3a+LERJUWUSwTKlQLj/HsPD3O2AG91LCJpFaFE84lx+HmxsWekgEERNDYxJKpFEYZQUuhQTVYoQEVRYRk6AaEYVSOHRwjVHRFCK1TFtXg7n89BxukMuPSG+GJwwo1k/AqFfgVOl+XYyQoMoipmOo9PNdfnNjqJxjU9P/9lurCCJVhLVQGQAPCSoizRmym1FissNkUOEiQbUoIUGVRQSLoQppoRqdEVT2IRJURGpRfbenbJzvKjEYRINv6kdJpDPDU7koznXBqPfC5SUX9WKEBFUWEdTl5xNXfuuVH8eYe+bfAeKKIFKBP8svlIUKEL3SCCJdGVIKUFLggdHghdNL5WgWIySosojpRSkgUyqky29iptCnfYQEFZFaFJ9WCmah0vu8J+5J97xjBJEOqG4Vo9yK4kIOk5HDRYJqUUKCKouYTj2PxkI1PrPbD7RWEUQq8Lv8gpVNMOSITYHbThYqIj0Z7RwDhw4lpQzGHA4XSFAtRkhQZRH+wN7ATKmQgirQQjVGCxWRWpQwdahIUBHpjr8xcvESGUYjMAUjxfwtQkhQZRHBYqhCufwcEzN/O2zz+/wRxEISjYXK46T7lEhPhi5NAgBKKnNg9DWf8BdPJhYPJKiyiGAxVKEsVE77zN92ElREilFVgMELnRwkKN0oHnM76D4l0hN/Y+TiajNMZrEBcI2ToFpskKDKImKKoZoMsFBNkGmaSC2KAsgILpgMRnL5EenNUJ+IQy2py4fRJO5X5ygVTF5skKDKIhQlSJafT1z53YF+HI6Zf9snSVARqUVVAQlq0GN636bA7Qx+nCBSzfCAuDeL6wpgNIv71WWjZJ/FBgmqLMJvoZoVlO77tz9g3Y/TCeh8C5jDvjDjI4hQKGEElcEk7mFy+RHpytAQYMAUcstzYcolQbVYIUGVRQQL7A3p8nMy5GISerhnWasIIhWoKoMcSlAZyUJFpDfDYxKKdaNgOgajWcy/rglyUS82SFBlEcEEVUiXn4vBpJuChTlgd7AFGyNBBENVAYlFsFCRoCLSlCGbASUGGwDAmCuK0zptJKgWG/PLDhOLlmC1fEK6/KZ0MOtckLwqHC4SVERqUcJZqHyCyuMiQUWkJ8MOI4qNInbClCeWXdckuagXG2ShyiKCuvxCCCrHlAyzNAWL5ILdNb/2D0EsJKo3jIXKLBYot4uSJ4j0ZMiVixKLyOoz5oleSS47bQAWGySosghVFYHmTDdjcQopqNwSTJIHZskNxxQZMonUoqgMEgsumKZdfmShItKUYU8+ivOFi2/a5TdBFqrFBq2UWcRM6nnkGCqnRw+z3g3Fq4PdTbcJkVpUlUEOYaHSm/wWKh70OEGkEq/ixTAvQkmR2BCYrKKPn8tBFtXFBlmosghFmZ96Pm2hmhuUruhh1ntg1nvg8OgXbIwEEQxFZZAQwkJFLj8ijRnvtsELCcUl4m9jvgEACarFCAmqLEL1zq82LRvFYqTMSThxKAaY9CrMBgV2D3VGJ1KL6mWQdSFiqCxC8LunaIEi0o+htjEAQEm5mGv9giqwvRexOCBfThahBtnlT7v81DkWKjUH5hwVXg44VMOCjZEggqF6w8RQ+SxUHje5/Ij0Y/iyaIxcvFRsTI0FPpefk+7XxQYJqiwiWKZUKAuV05sDs1GF18tgV40LNUSCCIriDR1DZcgVgt9NvWaJNGSoS1RGLqkxAwCMVjGfuqiV36KDBFUWoShsfgyVX1DNSThxeI0wGzk453Bw00INkSCCEs5ClZPnc6E4aMdPpB/DV3yNkZfnARBzrgwPnM5UjopIBiSosgjVi3m7fH9NKnXO5t8BM0xGsUDZuXlBxkcQoVC8OkgsuGAyWo2Q4cHExAIPiiCiYKhf7FaL6wqmHzPCBRdZVBcdFJSeRQTb5fsFVaCFyuPwQIEeZjNgsQAeGOBxUJsEInWEC0pnOoZ8NgHbJFX0J9KP4WFAhgf5VfnTj5mYC64pWn4XG/SNZhHBgtKZjkGCMktQOUeELdpsBsyW2Y8RRCpQw1ioACBfssNmp4r+RPoxNKqbbozsx6hzwzlFG4DFBgmqLEJYqObv8iWos1x+jhERLWmyMFhyxS1iHyJBRaQOxauDrAudZp4vO2BzUL00Iv0YthlQoh+f9ZhR54bLTRuAxQbFUGURisogBwnsledaqMaEc9+cK0Hy3SF+kUUQqUDlDAYpdGuZfIMLNheV9yDSjyH7TGNkPybJDZeH7BmLDfpGs4hQmVIyFCjqjPnZMeoTVHk6WPKForKPUAQlkTrCBaUDQH6OGzY3FaAl0o9hl2W6MbIfo+SBy0MWqsUGCaosIpSgkph3tstvTKT5mvNkmH2Cyv8YQaQClesgS2FcfiYPbB4q70GkH0OeAhTnz54/jbICJ7X0WnSQoMoiVB6lhconnkx5MixW8aO3j5KgIlJHxKB0swKbalnAERFEZLiXY9hbiJLC2fOuSVbgUijiZrFBgiqLUFRdcEHFVCgBFirnhAioMhfoYbaKuBSHTZn3PIJYKJRIFqpcL2ze3AUcEUFExtZjgwI9iotnP27Uq3CpZKFabJCgyiJC1fIRLr8AC5VPPJmthmlBZR8nQUWkDpXrIOnCWKjyASfMVC+NSCuGO0R2n78xsh+jXoWTeqQuOkhQZRHC5Td/URIWqgBBNSFEl6nAAEuxcdZjBJEKFC6FF1QF4v6duDK5UEMiiIgMdYry/cVLZ4sno8ELl5csVIsNElRZhOrVQQpSy2euoHLahXgyFxlhLhKCyj4R2t1CEMlG5TrI4QSVVUxltiv2kOcQxEIz3D27MbIfU44XLi9lpS42KCouiwiVei4zFYo3wEI1Kc4xFxlhKvRZqOzUeJZIHQqXIElhBFWxmMps/Y6FGhJBRGSoT5SbKa6dHd9nzOFwchJUiw2yUGURKmdBq01LzAs1UFD5xJOp0Aij1QgGL+y08SdSiCibEFpQFZSKxck2QAVoifRh+Kqw9pc0WGc9bszhcMGYghERyYQEVRYR2uXnhaLO3ApOX5cZo9UIpmMwwwEHbfyJFBIxKN0vqAapAC2RPgwNcuigoqA6f9bjJpNoOq+6KTZ1MUGCKosItSjJujkuPwdghn26maeZOeFw0a1CpA6Fy5DC3IL5S0RRT9swZfkR6cPwqA7FbAQ6efbNa/QZp1xjZFFdTNAqmUUoPHgM1TyXn0sHM5tphmyRXLA76VYhUocKHWQ5jIWqXAT92kYSK+/hVbz43K59aH7iYkLXIQgAGBrXo1hvm/e40STmW9c4WVQXE7RKZhGh2nfIOi8U78yt4HDpYNLN/NDN0hQcU9R3ikgdES1UFSLo1zaWWDbqS/9xEl9/bQ9++rW+hK5DEAAwbDeixDi/lIfJQoJqMUKCKosI7fKbLaicbh3M0swP3SJPwe6mhFAidUSyUFnKLGDwwjbfGBATP/2+sMye6ChI7EIEAWDIZUGxeb5bz2gW861znFp6LSZIUGURoQSVxDjUQAvVlDxLUJllDxxuKkJHpA4VUlgLFdMx5GMCtgkW+qQIjHaO4fHLW6CDipPjy8G9VCqESIxhdx5K8ueLJqNZWPxdNhJUiwkSVFlEtBYqh0eGSZ4J7jUbPLB7qE0CkToUyJAjGEnzpUnY7PFPab/69ClMwYgPr34F4yjA5Vd7474WQXAvx5C3CMXW+Zl8plyfoJqgJIrFBAmqLELhUtBaPrLkhcIDXH4ePcz6mR+6xaDAQX2niBSiQoIUIYwvX3bA5ojfNf3TPy/BZtN5PPCPRQCAE0/1xH0tgrAP2OFGDkpK5h8z5or71DVJPVIXE1EJKsbYrYyxC4yxNsbYwyHOeRtj7Bxj7Cxj7NfaDpPQgqhdfooBZsPMD92co8KuUBE6IjVwL4c3GkGld8HmjE/4H//VeZx0rsIH7xrA+rvrhNvvdUppJ+JnqG0MAFBcNv/G9Qsqp40sVIuJiNs5xpgE4PsA3gigB8ARxtiTnPNzAeesAPBZANdyzkcZY2XJGjARP0JQzX98roXKoRpg0s+YqS0mLxzUd4pIEaL4YRQuv5wpjLniE/4//bcBGLEM7/xGE8wlZqw0tOPEBVNc1yIIABhsFxkSpVXz585pC5WdCnsuJqKxUG0H0MY57+CcuwE8CuDuOed8GMD3OeejAMA5H9B2mIQWiMDeYDFUHAqf2UU5vTkwG2d+6GajF3Zunvc8glgI/NWkI1qoTB7YPLGLIOeIE79qbsKblx2HtVZk9zUt7cfJoaqYr0UQfgY6Rb+u0tr5c6epQFhSSVAtLqIRVJUAugP+7vE9FkgjgEbG2CuMsdcZY7cGuxBj7EHG2FHG2NHBwcH4RkzEjcKloKnnko5DDbRQeY0wG2fq+VgsgAMWynoiUoLiEu7niBYqswKbErvwf+zzxzGOAnzwozPP3bTWg261EsMXR2K+HkEAwGCPyJQurcubd8yYJ7KmnZMkqBYTWgWlywBWANgD4H4AP2aMWeeexDn/Eed8K+d8a2lpqUYvTURLqNRzWeJQvDPbfwc3wWycEU9m3zrjHHHOfSpBJJ1pC1UkQZWrwua1xHz9nz5qRp18GTd8bOP0Y027xSJ48o+XYr4eQQDA4BWxEShtLJx3zJjvs1A5EitES6QX0QiqXgDVAX9X+R4LpAfAk5xzD+e8E0ArhMAi0giV64K6TWRpxuXnVbxwwQRTgOfEkitq+ziGSVARC48y5Xf5ha8xlZ8HTCAfXiX6Rap972XsG9uED+zpnNVvrenuWgDAyQMJVgolspbBQSAHLuRVzLdQmQpFrJ/LGb/V/+JfLuH9DS9j7PJ43NcgtCUaQXUEwArG2HLGmAHAOwA8OeecP0JYp8AYK4FwAXZoN0xCC0LFUEkBMVT+Zp3mAM+JOVfcJo4RynoiFh6/hSqiy89X3Hyyf36rj1D87Aud0EHF+7++ctbjpatLUKm7ghPNVNCWiI/BUQml0sh0k/lAjAUiUN3piE9QDZ4fwq23M/xP+3V46utnEhonoR0RBRXnXAHwEIDnAZwH8DvO+VnG2FcZY3f5TnsewDBj7ByAlwD8E+d8OFmDJuJDgRzSQqX6bgW/FcpsmZkELPniSfZhElTEwqN6hMVJkiNYqKziPrVdsUd97d8fqcWbSo6jcuvSeceaSrpx8golLBPxMWjLQakhuPXIaPVZqOKYUp0jTty1/Qr6lDLkYgIv7aXY1nQhqip4nPNnADwz57EvBvybA/iU7z8iTVEhBd3ly/KMhcpvhTJZZrS2OV88yTFGbRKIhcfv8pP1EQRVUWyCaso2hXZPDd659nLQ45saHXju5c1wjjhhKqISCkRsDNrNKDUHvxd1sg4GTMUsqFS3inevP4VDk9vxh386jF/+Enipc1nigyU0gSqlZxFqSAuVsF4BgHNMZKb43XzAjKCyj5KgIhaeqMsmFItAX9tAdKtUx4EeeCGhcW1wt17TNTlQIaP5qc7oB0sQPgan8lGaNxXyuBEuOF2x9Z789K6DeLzvGnz77gO475vX4MZdU7ikVKPzQHfkJxNJhwRVluAP1A22KEnSTNkEvxXKL6IAwFIoFirHOFX1JRae6aD0SC6/UhGXYhsMvYgF0vrqEACgccf8LCwAaLqtAgBw8sWhqK5HEIEMKEUoLQzdWsbI3HBNRS+ovvfW/fj3Y3vw0Q378YnHbwAA3PgucY++9PNLCY2V0AYSVFmCv5ZPJAuVX1D5m3cCgNkqBJWdBBWRAvwxVBFdfmUiLsU2FJ0ltfWUiBdcsWduWT3B8uurkY9xnDxBMSpEbDhHnLAjF6Uloe8dk24KLnd0S/DFv1zCx/9wHe4qP4T/OHLddKD72rsbUMoG8dL+2CxdRHIgQZUlhMuUkuUAl9+EEF7mghk3iKVI7PwdE1SEjlh4orZQlYvUVNtIdA1nW9t1KGODKKgpCHpcJ+uwMf8STlwqimG0BAEMXhAFYUvLQy+xRskdtaD6yT9fAgPHD55dBskws9llOoYbqy7ipcv1VHg5DSBBlSWEi0ORJBGwDsy49fxWKQAwF4mdv91GReiIhWfaQmWIIKgqcgEAtrHo7tPW/nw05vWFPWfT8jGcnlw+/fshiGjw9/ErC9LHz49R54HTEyEwEIDH4cEjR9bib8qPYWnTknnHb7xOQa93KdpeDJ5cQSwcJKiyhHDVpmUZ8EKCV/FOW6ECBZWlRGQ4OewkqIiFR1XEzluSw09XeUt9gmo8up1668RSNC4JX7izabMOduTSYkXExOCl0H38/BglD1xRCKqnvnwMA7wUH/pw8A3Fje8RPSf3PtIVx0gJLSFBlSWEqzbtdwOqbnW6t5TJOrOzMpeIScEefb3EWXgVL/7yjeO48CzVeiViJ1qXn2SQYMEkbFEUN7f12NDvXYLG+vCWp6Y3ihZZJ5/rj26wBAFgsEdkmgbr4+fHpPfApUSuXPSTRyRU6q7g1s9tDnq88ZblqNBdwUsHo6qCRCQRElRZQrgYKr8bUHWrcEwKK5S5cEZQyUYZBkzB4YjtNe0Ddnz/7QewynwZb3p4Mz7w9jgVGZHVRBuUDgD5uknY7JGntbb9ontW4wZj2PPW3lkHPdw4eZhKhhDRE66Pnx+jrMCphK/E3/VaL54b3IIHdl2AbAwumJiO4caaDuzrbaA4qhRDgipLCFdt2i+yFJcCh138IM3FswsZmpkTdkd0mSSD54fwmR37UFXuwUO/ux5WgwNvKj6KwxOr4RiKUZURWY/i9t27+sjTVb7sgM0eeafeemgUANC4qyTseYZcA9YYO3HiYm4UIyUIweAAoIcbBdX5Ic8x6lW41PCC6uefuwgA+ODXG8Ked+MNXlz1luH80+2xD5bQDBJUWcKMoJp/zL/zV6bUaSvU3MrQFuaEwxX5dlE9Xty5vR//9/BuvLHyPF75wRkcsq3Bxx7iUKDHoV9cSOyNZDG973kYEw//C6BmV4C0P4ZKNkQhqPRO2FyR+++1NrvB4EX9DVURz91UNYCTozWRB0oQPgaGJZTogvfx82MyhBdUqlvFTw+uwM1FJ7DsuvD36Y3vF828X/plb3wDJjSBBFWWMJPlN/8HHujyczoBA6ZmpeYCgFlywTEV+Xb54XtexqHJdfifj7yO33XvxK6/XQ+mY7j2gUYweHHwaeqMHheqimt++Q9Y9Y3347ntXwRGRlI9ogUj2l5+AJBvmILNFTqzyk9rpx41Ut90T7VwNK0Xu//+0wORB0sQAAZthpB9/PwYDV44vaHv1b988wS61Up8+H2R3c3Lr69GrdSDva9EvveJ5EGCKksI1w9tloXKyWBmznnnmCU37FPhXSl9x/vx2d9uxM1Fx/Cu7++adcxaW4ANxos4cCq0CZwIjf3SIHpQjSFWituO/ws+suw5TB46m+phLQh+l19UFiqjGzZPZJHUOmhFY8HVqF6/6QZRp+rUU5RFRUTHoN2MMnP4mFGjgcPlNYQ8/pMfeFDChnDXl4MHowfCdAw3Lu/EviuN010xiIWHBFWWEDaGymd1VlwKHC4dTGx+LzSLfgoOd3hB9Ym7OzGFHPz370qCmrp3r+jHayMr4XFQxfVY6Tst2p987yNn8U/v6sWPJt6BjTtNOPjVl1I8suQzXTYhmhgqswKbJ3SqOgBwL0ervQqNldElSdTvErV/Os8unvi/gbODqR7CombQlY/SvPA9JU1GL1w8uEXpavMg/tS7Fe/b3Iyc/OisTjfeyDDCi3Dm8Ysxj5fQBhJUWUI4QeV3A6oeL5xTOph183uhmfUe2N2hd1N//vIR/L5nJ75w8+toeENt0HOuv9kAByw48dvWeN5CVtN7XtQCqFtrwjd/WYn9j48Ahhzc8KUbsP/bR1M8uuQSU1C6RcW4N3wA+dCFYYyjAI0ronv9pRvLIMODy52LY+d/8rcXULGuEE9+/lCqh7JoGVSsKLWGr9hvzAGcMAU99ovPnIUCPT745eqoX/PGD9YBAF76DZX4SBUkqLKE8BaqAJefW4JZni+oLAYFDiW4oLIP2PEP/2cpVhva8U9P7Ap6DgDsfn89AODA49RsNlZ624QbtnKtFQCw+94SvHbaAg4dju5b3OUoYgpKz+Ow8byw6eOt+0R19MZNlqheXzJIqJav4PKVyMHumcAPvnIVKmQ88TsqBZEMpmxTsKEgbB8/ADAaARXydJ/VQB4/UIwdlmas/pv6qF+3ekcFGvSXsPe1yC5vIjmQoMoSpuNQIsVQuWWYpfkTrTlHgV0Nbnr+8h1HcFmtwg+/PQlDbmgrVvmGMjToL+HgUfrBx0pft4iBq1hfPP1YSV0+dFAxOrK4a8/E5PLLF1X/w5XnaD0igoVX7CqNegw1lhF0jYQu0pgpTPZP4tfnmwAAz3VQvE0yGGr19fFbEv5+NfmMU66x+a7BPmchGpeMxfzaN9Z34cDVVdQqKUWQoMoSwrr85BlB5fToYdLPj3GyGFU4ggiqC8924D+OXocPrTyA3Q9tjDiO65d14+WrK2gij5Hefh1y2STyi2esJDpZBysbx+j44vkZX36lZ96OXfHEEJRuFefY+kJb7VrPq9DDjdpdlVGPq7Z4Epcd4WtWZQK//9wJTCAfH1p5EP3eJTj1e3K/a42/j19pZejNJQAYTWLedY7OFlTcyzGoFqGsMLom34Fccw3DOArQebAn5ucSibN4ZmIiLNOCKsgu3990VvV44VD0MOvn/5DNRg67d36w76u/74UKGZ/+z+jq9Oy+XgROnv/zwreh6TzQjYPfO7Xgr6sFfcM5qDDMd5UWShMYnVgcLScm+yex6rpi/OLvXpv1uOq7HaOyUBWKch+2K/aQ57R2GVFv6A5ZeToYtZUK+tQlGZ9Q8ePfW7Ha0I6v/nYlAOC5RyjeRmsGOoSYL60JHh/lx2gW97PLNtsjYB+wwwkzSqM3oE6zeqcVANCyP7oMVkJbSFBlCeFjqMRtoLi9cCg5MBvmCyqLmcMRJICyvVWFBAXLro1ut7/7nSLI8sCjfVGPXSv+7W87cc/HqjOyPUOvLQ+VufPr2hQa7Bh1hN8JZwojneNwwYRL7bPdFX4L1dzaaMHwW/BsA6EzrFqHi9FYFFscX22dBC8k9BzNXAFy9k9teG1yPT50azeWbizDJtN5PPt66NYoRHwMdkfu4wcAJktwQTXYKqr4ly2NfL/PZdUbxfx6/tjiyUjNJEhQZQnTmVLBBJVhRlA5vQaYcub7381mwAPDvB16R48eNXIf9OboAnbr9tSgQncFB1+LfbJIlHG7jBFehJH20QV/7UTpcxahwjq/Plih0YlRZ/idcKYwMSDe3/Do7HvUb6GSc6IQVKXCLR1KUHkVL9qmqtBYNf+zDEftGhHAfvn4cEzPSyd+/OVe6OHGe76xHgBw26areNW2FuNdqSm22396AFO2+QkwmY6/j1/ZyvBi1RhCUA1cFN9HaVXsRToLl1uxRDeAlosLP78SJKiyhnCZUn6RpXq8cKhGmHPmxzdZfJnoc4N924cKUJ8ffU0bpmPYXdmJA911C24p8hcmbX/5yoK+bqJwj4I+7xJULplvOSy0uDHqDl93KVOYGBQiaHh8tjhXPDEEpZeJhAfbUPAMtp4jV+CCCY2rY5v6ajcVAQAun83MjErXmAv/e2o97q0+itJVIrHh1vsLoULGX//z3IKPh3s51jVJ+O79r0U+OcMYHOCQoMBaWxD2PKNFzEdO2+xN6uBlMceWLY8uC3Uuq/L6cP6KNa7nEolBgipLCB9DFeDy40aYTfMFldm3m3KMzN75dzjKUVcWOl4lGLuv8aDXuxSXXl7YwEm7WyzUbUfHFvR1E2W4ZRBu5KCyar51sTDPg1El87PPAGBiSFgrRuyzd+bTm4FoLFRLhLXONhI8oLf1oIgtWbE5tor91dvKAQBdHbEHCqcDT3zhOEZ4ET780EyG7c4PrUUBxvHskwv/nqZsUxjmxWhtX3xL0OCIDiW6Eejk8O/NaBH3s2ty9uc/0C1+B6X18XWVWF1pQ4u9KiNDGzKdxXc3E0GZTj2P4PJzwAxTkKoGlnzx47cPzwgqW48NQ7wE9ctjy9i7/u1LAQAHf3k5puclisPjE1TnMyuwuPe0cDNVLJsfK1VY4MUoty6KyXNyVHwvw87ZFjdVjcFCtVTs6m2jwdPGW49PAAAary+PaWxGqxFLdAO43JOZrpQf/9KE5XIXbvpU0/RjslHGzZXn8Vxbw4LfP45h4XLtH118JVQGxw0o1Ud2o5ryxXw0V1AN9ot7t2xVUVyvv2olxygvxMA5qve30JCgyhLCVZv2iyynzQMvJJiDeJDMeWIhcYzOxDx0vCJcZ3WrY/P1r727AYVsFAcPLGzpBLsixtl+ObOy4npbhAioXDm/AnhRIaBAD/vVzHRFBTIxKhaWEc/s96n49G80Qel5S8VzbePBBULrBcCCSSxtWhLz+GpNA7g8lHnu1bYXL+OlsU344J6OeVaT224W1uLmJxa2XYl9yCeoJsNXtU+Eib6JlGw0BifNKDVF/j0ac30uv4k5FqpBwAQHLGXxufxWbxOfacuLvXE9n4gfElRZQrgYKv9jtmGxcpmD/I7N+eLHbx+ZEVTtR0UBu/qtsWUK6WQdri29iAMd0bdV0AJ/YdK2wcxq0NzXKT7zinXzd6yFJUJkjF62LeiYksHEmNiZDyuzY0/8FqpoXH45+TnIgQu2EB9Ha68ZjabuoL0mI1FbOIHLE/FZDVLJT/+5ExIUPPCNVfOO3fpQAwDguZ8tbNatP3Tg6lT4OKN4+fOXj6Co0ogn//lwUq4fjkFXHkrzIic9GPN8Fir7bGvq4KiMMmkk7tdffZPwAJw/lPlzQqZBgipLCFdt2r9Q+Rc0f7xUIBar+PE7xmfcZR3nxEJfd+3SmMdz/VYHWj3LcbV54Zq02r0ivqZtMvbxppLebmHJW7queN6xwjIhdEe7F4GFyibu0Qnkz8omjcVCBQD5bAK2yeBTW+toGRpL4svyrC2fQpdnaUYVpVXdKh45vBp3lB9Dxeb5bs7KrUux3tiKZ19NjrAJhX9jdlUt0dyK1PzERdz/lZVQoMeTf1j49joDSiFKrZHDCkxWscFzOWbfTwPjRpTmxC+GqrYthQWTaDmf+WEAmQYJqixBVSK7/CbGhaAyBRFUZquI37GPzUwU7Z06FLNhFNTEPhnvvldUnX75f9pifm68OLxG6KBigJdiom9iwV43UfquSijVDcFgnu+qLCwXMSgjvbGVAUhHJgK+kpGOsel/q74NfLSFOPMlB2z2+eLLPenGJaUSK2rjW2RrlzFMwZhRsSkv//cZ9HuX4N33hxaBt23ow8tjaxf0N+HfmLmRg7HL2pVtGDw/hDvfZoRF58R1+afw147lC+r28zg8GONWlEXo4wcAxnwxpzrts7+bQYcFZZbYEn0CYTqGVeYunO+Oz2VIxA8JqiwhGguVzTev+eOlArEUid2UY2LGPN1x1YI6c3yFDje/oxFGOPHaSwtTh4Z7OeywoNFwCQDQfnDhC4vGS++ICZU5wRfxwgphdRu9ErqQZaYwaZ9xww13zCyyfkEVtYVK74DNOb8uWufBHqiQ0bg2vhi62lXis+46tnBW1UR5/OfjMMKJ2z69PuQ5t77DCg8M2Pu9hSufYB+dEbX9Z7Wp7TVlm8J91/SiXynBn34yhHfePo4utQrtL3Vpcv1oiLaPHwAYC3wWKuds8TXgLkBpfmLz4qqyUbSMxZZ4QSQOCaosQXFHjqHyWwj88VKBmAvFj99umxFU7bYS1BfHt7s05BrQaOxCa8/CFKV0jbnAocOGJSJtvu1w/DEKoZiyTcE5or2lqG8yDxV5wa0HhdUiAHV0ILMyF4Mx4Zi5N0d6ZuqdKf7WM9EKKsMUbFPzMyJbXxWitHGbNa7x1W4Uz7t8JjNiU7iX44nmBryp/DRyy0MHf1/74TXIxQSe/ePCFdm0j88EYve3Jv55ci/HR7Ycxsu2jfj5R09g+wNrcfMHRDusv/504bKJB9t8RTkrIhc6NhUK63KgoJru41eUWCmL1Q0edKlVmOzP/FCATIIEVZYwnXoeZFHyW60m7OL/prz5gspSIoSPY1KYpxWXgstKJeqq4o9RaCweQetoHA2r4sCfpr1xlRhv21ltF4993zmJZYVjuG9ls6bXBYBeVwkqi4JboAprRA2q0aHM7y4/4Zi574Z7ZoSpqgIM3oh1ffzkG6dgc89Px289KUTaij3RN0UOpGabyAy83JoZ1b2P/fI8utVK3Pc34cW2IdeAm5eexXOtC1dsN9DSffVS4puQb9+1H4+07cYXr9+Hd3x3FwCg4Q21qJF68NcD0XVx0ILBzuj6+AEigQIAnAFvf6JvAlMwxtXHL5BVTeLarS92J3YhIiZIUGUJ4RrMTrv8fAuauWD+BGQuFhOEfVJMuF2v90GFjPrG+OvyNNZOod1dvSANZ/1p2uWVEkrZINovaXPrexUvvn7LPrzhk+sx6i3Ac0PbcPkV7QqWehweDPBSVJYHF0x5FXnQQcVo5nXTmceES49SJtxpI/0zQl1RAAnRC8Z8kwKbZ/6Cdua8jCW6ARTVx9e/zlpbgHyM43JX7BmCqeDxHwxAgoI7H14b8dxbb3TjslqFthcXxpoTaOnu707s9+8cceLzf96Ju8sP4UsvXj/9ONMx3FzXib19q6C6F2bDMd3Hb3nkchBMx5ADF1wBe6XpPn4ViZV2Wb1bKLLzr2hviV9IzjzWin/atg/uyYVPLogHElRZQlQxVL64E38AeiBGqxEMXjh8npiOw8J9Urcx/irdjWtkKNDj0ivJr5fiL0hqyZfQYOlH29XEq4sPXxzBnRXH8LkX9uCt1Ydw5A8iVuOXX9Yu0P7KaSEwKqqD/1R1sg5WNo7R8cxY5MMx4TZgmXkAADA8MLMAqiogI3oXSL5FhU2dH5B7pKccW0suJTTGWuNVXB7IjGKUTxyrxp7C01EJyG23iwX45LML05bJERCIfbU/MavYid+3wY0cPPAA5lkxb75FwigvxIlHLyT0GtEy2CfEYekKa1Tnm5gLrqmZ3+5Am3B/xtPHL5CGm2ogQUHLmcwNBXCNufD2d0r4v0f34FcfO5Tq4UQFCaoswd8PLVgtH78bcMIXd+JP5w2E6RjMcMDuE1Ttp4Rpu35nWdxjatwmsgNbX0l+kK8/CNacL6OhbBxtE7EXdvTjnnTjic+8js2rHfjL4EZ876378ZtLO7H+zY24vuAk/vdAjWauk95msWOtrAu9iBdKExidyKxipcGY9OSgIm8SMjwYCdhYq2qMFqpcL2x8tmCe7J/E+ak6bFvjCPGs6KjNH8PlcWtC11gIzj/djhZ3Pe69ObrMvTV3LIcOKs4cXRh3pt0X2rNEN4D+ocSqzx9+Ttws29+2bN6xm/52BQDgr78eSOg1omVwgIPBG7UV1Mim4AwQVIn28fNjyDWgXt+N852JCbNU8rU7Xsd5dz3KdVfxjV9VLpiVMRFIUGUJ4WKoputQecSPzx+APhcLc8LhFLdMR5sXBkyhYlP8wqTxRhHL0noy/hThaHGMCUFlserRUKugR62IKYCcezle/0kz/mH9flTkT+C+b14DiXnxyiNt+Iff3TBdKPI9d0/ggrsOR//3vCbj7msVK0/FytAWtUKDHaP2+VbFTGNCMSHP5EERG8Pw6MzUpKgMciyCKl+k40/ZZsTB8d+3g0OHrTcktlDVLnHisiv9s6ee+K6Inbnn041RnW+0GrHScAmnLy5MkojdDsjwoNo4hKvjiVn8Dp+QUSX1Ba1+v2RdKTYYL+CvhxemmO/AkA7FbCTqBAqjzg2Xe+ZeH+gR81S8ffwCWVU8gJahkoSvkwqO/+o8vvHqdXhgxUF856F2XHDX4Y+fX/girbFCgipLiCqGyhd34o+XmotZcsHhEs9v783BckNv1BNHMIpXFKGIjaD1YvJvQ7+FymLVo36VcG12vhydq3Hg7CDWmdux88Pr8LPm7bi56gKe/tIRXBhfim3vWzPr3Ld+bQNy4MIvvq2N1a23U4y7cn3oCt2FRidGnQuzECaTCdWMPLMXxXobRiZm4vhUFZBYDIKqQIhbW++MdebIC8LSt+2tyxIaY201xzgKMN6lXe2kZPD4K2W4JvcMKrdGX8R2/ZKrOD20MEVvHU4GCxxYkjuZcPuZw71V2L4kdGmEN6y5gpdH1yQlA3cug+MGlBnGoj5fCKqZOdTfx690ZeIV+VfXOtE6VQvFlVkNvd2TbjzwIR3KdEP49vPr8ZZv7UCD/hK+/l8Fad+zlARVlhCuls+0y08VfcpCC6op2KfEuR0jVtQVJF4/ptHSi9Yryevn5cefpm22GtCwRbga2w5FN/4XvteKc1MN+M69+3G124NHu3bhji9vg948P3i/oKYAd1cfx6PNazUJtu/r5dDDjeKVoXeahZYpjLqTX8Rvom8Ct5YcxX/cvS851+e5yDV7UWS0Y9g+Y7VQVBaby6/Qt0G4MmP5PHragBqpB2VrE0ufqm0UlsCuI1cTuk4y6XqtF8cca3Dv7th+nxtWutGp1CxIgU+7UweLzoFy6xT6p+JLEgBEHGO7UovtG0LXYbv5LgumYMQrP9HGahyOwUkTSo3RlyowSW64PAEWqkEGCyZhLkm8Z+SqdTI8MKDzoHZJMgvBN+5+FaddK/GDhy+jcLkVkkHCp9/RhWOONfjrN4+nenhhIUGVJYSLoZp2+fFc6KAGFQoAYJGn4HDL4F6OdmcF6ssTi0cBgMaycbTaku9C8adpW4qNaLi+AgDQfja6HWvrWQ90UPF3v9iJ/KrIpvj3vF/GEC/Bc18/Ef+AffQOyKiQrkKnD20JLMxVMKokV5SqbhXv2nQOzw9vxWefvAaXX9Y2Hdvj8GAKRuTlAcVmJ4ZdMwuK6gXkWCxUxeL+tV2d+X6P9FVi65LEF5aateL7v3xqLOFrJYsnviWSIu795LKYnrfhGvGZNz99SeMRzccxpYNZmsKSEhUD3pK42/kc+W0HAGD7G0N3a7j+b1dDhgd/fTz59cMGXbkozY3eEmaUFDg9M/GPg6MyymRtMvNW77QCAM7vS1/xP5fmJy7ia3t34f7aV3DXv+yYfvy939uBCt0V/Ns30zv5hgRVlhDOQuVv6eGCCWY4QjaONcse2N16jLSPwoYC1NUlbn5trBPxTPaB5MZR2SfEhG0pMaGovhAFGEdbe3Q/ztZLBiyTe2DIjS5O6ZaHN6GUDeIXP088iLJv1IRKY/gJtrDAi1FuTcgc3vpcBz6+cR+unAhe+f7TOw/iqYEd+Py1+8DA8bl3a1t9evKq+P7z8hmK89wY8czEjKkqg8SiX3DzS8T3ZBsQVouR9lG0K7XYtj7xavK1W4WF63JL+rb6eXxvAdblXMSKNy6L6XnrbxEbjdP7k1+Dwz4lwyJNoXwpgwoZwxfjExGH906CwYstb6sPeU5ueS525p/DX8/En0ATLYMea1R9/PwYZQUuZUZQDdgS6+MXyKo3iubz54+n770aiOJS8IH3uGFl4/ju87Mbeefk5+BTt1/A3tHNOPzzsykaYWRIUGUJ0QgqADCz0IuOxeCBw2NA+8sitbp+beJxO43rRQB8277kmqX9gspcZATTMTSYe9F2JTo32cWhQjRao88S0pv1uH/DOTzVuwmjnWPxDHeaXrsVFfnhXQiFhYACfUKi9OPvGcZ3T+/Bxi0SXvjXo7OO/ejdB/Dvx/fgoxv34/+8vAef2nUIv758raYT20S/T1AV6FCUr2JYtU4fU1QWm4WqVNxTtiERf3bs98KKsfWmxAN9l6wrhQFTuHwpPWM5Bs4O4uXx9bhvR+ylSGp3VSIPNpw5k/z35nDLMMtulNcI8Xu1JT4Rd/isGWty2iNajm/eMorjjlVxC7doUN0qRnghSoujF/8mvQKXMuMRGHRaUGZJ3PIPiPCDpbp+tLQllkW5EHAvx0c2voYj9rX43scvomTl/EbwD/5wCwrZKL7++fTtw0qCKg0YaB5IekG9aGKoAMCkC502bTYosCs56DghAnLrtiYeONl4jbhG6+vJLUBn92kNf2xCQ/EY2scjx9NwL0erswqNlbFNcu/5VCmmYMTvv3A65rEG0usuRWVJ+FT2whLxMx69HN/O9rUfncZzQ9vwd2sPoMwwjls+vxWf2/kSFKcHL37zGP7hVztxW+kR/Pvr1wIAHv79FpSxQfzjJxTNgkQnBsQuOq9QQnEx4IR5OohY9TJIiMFCtUQIfduwsBQc2Ssm4K1vD23FiBadrEON/gou96dnVuWT32yBFxLu/fvYg8uZjmFD3iWcvmzVfmBzsLsNsBjcWLJc/B77L8a+SHIvx+HB5dheE7mf6M1vLwaHDi/9IHn1qIYvjoBDh9Ky6N1SRr0KpzojqAamClBaoF3pilX5V3D+SvwxagsB93J8esd+/LR1N/75un1423/sCnpeXkUeHrruFP545Rqce1K7Wn9aQoIqxbS9eBmbNqrYcrMVPUeSV1QvXD80nawD8y1YZin0j9liVOFQc9B+Xuz863bH18IjkIY9VQCA1jPJrX/jcABGOKfff0ONG5eUyoiB41ebBzGJPKxYEdvrbXn3aqw2tON/nwod2xGJiaEpTPJcVJSHFxOFpWJCHu2Kb+f2pc96UMqG8K29W3C4txIfWnUQX3/9Rlxfdh5v+Uw9VuZcwqPHV05bMvMq8vDV+8/jZdtGPPGwNgX3JgaFZTTXqkeRTyCOdIwB8AWlx+LyWyosj7ZRsYs40mzECn0nrLXxfxeB1OaOoGs08cKwyeD5F2XUSD3Y+NboyiXMZX31GM5M1CY9m8quGGAxKChvFJal/s7Y3VKXX+3FIC/F9q2Rx7rtPauQBxv++mzyCl3G0sfPj1GvwqUKcc69HIPeYpQVaVdvaXWVDS326rTOjvvG7fvxf4/uwd+v24+v7r8h7Lkf+/F6mGHHNz4ZWUSnAhJUKaRjXxduvEWPKW6AAhkP3tGTtBtfVQEd1JDxUf5K1GY5jIXK6IXda0THZQnluquaZKJYyiyokvrQ2pHcwpR2J4OFzViZ6hslqJBx+bW+sM9r3S9EbuPm2IK+mY7hPXu68bJtIzr2xRdv1HtKVKOvrA3/2RSWCxfXaG/sroKX/+s0/jKyBZ++4ywsZRaYi0348fnd+NVDr+HM5HLomYKn/2qa51L54E93YU1OGz7znXJN2kJMjohr5BUbUFwuFqSRy0Igql4GWReDy69CfFe2MSHCjg7UYGtF+O85FmpL7LjsWJgelLFycbgI64v7Qv7OI7FhAzDGk7u5AwCHmgNzjoIlq4WF+mpP7ELn8GPid7X9jsjfhd6sx54l5/HXi7Uxv060DLSL+zWaPn5+TDleuLxCUI132+CBIeE+foGsXgWMowD9pxemsGms/OjdB/DZ5/fgnbWv4D9P7I5435asLMZ7Vh/D7zq2LEjLslghQZUiLr3cgxtv1sHhNeLFR4fwb28+imcHt+F/HnwlKa8Xqdq0/5hZDn2TWkxeOLgJ7QN5qLdolznSmN+P1gFtrAehsDt1MOtm4sMaNguB0P56+HpRrUeFG23FtbEHtL7ryyvA4MVv/qUj5ucCQN+5MQBARZgq6QBQWCEm8NH+2K18X/pnBUt0A/j7n2+b9fg7/3MnLhx34MQRBcuuq5r3PNko4/9+bhRtnmX4r/e8FvPrzmVi2CeoSo0oqhDvd7hbCETFG5uFylRkggQFNhvQf3oAPWoFtjVpN/nWVKq44i2fVTg0HeBejg7XUtSVxx+EvOF6KwDg9LPJbQdlV42wGFXkV+XDCCf64zA4HD7oRg5cWH9vQ1Tn33ytC+1Kraa9NgMZ7Bafe1ld9JsvY44XTi42RNN9/Cq121yu2iYsqS17tdtQaMXvPvkqPvKr63B76RE8cm571M3Pb3iDDBdMOPtUfPNqMiFBlQK6D/Xhphu9sHlz8Zf/vYqNb1uJf3h0N3bnn8InfroevUe13x1GElR+C5VJH3rhMZsBByxom1iCulLtUpAbl06i1Z64+zAcjikJFilAUF0nSjW0nQofyH2xRYUBU6i5piLm16zZWYn1xos4eCK+kga9F4WgqFwTXmwWVovrjw7EJhr2/7+T2Du6GZ+583xQa2PFpiWo3BK6pMWt/7wVbyw6hq/+aQNGOxLLDJsYFfdfXqkRxdViLMO9MzFUsQSlMx1DPpuAbYLh6B8uAQC23qxdHEltvVjwuo+kl9th+OIIJpCPurr4r7HuDmHBOfN6crNuHV4TzEYOpmNYIg3j6kjsIuLwxUJszr0YsszLXHbeJUw/x/6UJEHVG1sfPwAwGjhcfkHV4bNwVWnXK3L1TSKW7vzh5JeMiAX3pBsf/s5aXJN7Fr8/tzbq7xAAtt0j1orDT6VfOQgSVAvMlZNXceN1HgwrBXjh533Y/K7VAEQc00//UAA39PjbO7o1d/0pkQSVb8EyG0JX1bX4kuJ6vUtRX6Nd9d3GFV6M8KKkZuDYp2RYAtyZ5RvKYIYdbRFiG1u7jWjI6Y67Ivy2mgEcGamL6/vsuywm6IoN4dtHFNYKa9voUGyxF1/6ElCuu4qP/Gx7zGMDhHD5vz/MwygvxCOfOhXXNfxMjImx5y0xo6hW7KpHror3r3p1kFhsn1+BNAmbXcKR/Q7ooGLz26KzYkRD7RrxQ7h8PPHCtlrS+bpYYJavjn9BLqgpQK3Ug9Mt0S9w8WCHGRaz+E7LjWPoH4stY1hxKThma8D2hujnjHV3in6Fpw4lXj4jGMND4v0UN0Qv3k0mwAUjuJdj4JI2ffwCqdhcjjzY0JL8mqYxcfAHZ2FDAT77CWfMoSP1N9agkI3iyNHI5y40JKgWmK+/rwU9yhI8/+PueW1LVrxxGf71niP488B2/PLvtXX9qRH6oU27/AyhzzFbZvzbdSu1M0s3NokJpPWl5LkZ7G79LHcm0zHUG3vR3hd+8WkdKcGKwvgXzm1bOUZ4EToPxF4Is7cXyMc4cmvnpxAHkl+ZBwYvRkeiFx0v/fsJ7B9vwmfvbYGpKP7yFxve0ogqqQ9HTia2AE/YxNhzl1hQXG8FAAwPCDdfrC4/AMiXHbA5ZRw5b8GanA5YyrRbpGo3i+/j8rnk96CMhY7jYwCAui2JWePWF/fhdH/yaja5J91QoIfZt46W59lx1RGbFffc0x1wwILtu6Kfh0xFJjQaLuFka3LaNI2NA7mYmFWGJhJGI+CFBI/Dg8FeseErbdAu/IHpGFZZunG+J/ndKGLhmUdtMGAKN310bczPZTqG7UXtOHw5/j6yyYIE1QLCvRxPnF2BW8tP4ZoPrQt6zkd/ex125Z3Gx360DldOamfSVL3h+6H5LVSmnNALlzl35nap36Tdj77xWmGKbz2SvP5odo9I0w6koXAEbaOhrT+qW0X7VBUaq+OPSdl2u3hvR56I3c3QN6RHpTwA6ML/THWyDlY2jtHx6H7O3Mvxpa8wVOj68eBPdkR+QgS2lHbjWF/sLtFAJidF0oSpyARTsRk5cGHEZ3xQvTrIuhgFlcGFcWcOjg4tw9ZqbV1zVVvLweBFV6d22Vha0NEi7u/l1yb2XWxocODC1LKkxYg5hsXvyeJb45dYp9A/FVsJFr+7Z/t98+P7wtFUfhWnBpMTXjA2IcEqxZZpa/Tt51xjLgxcEfe4Fn38Alm1ZBQt4wvTozFanjlThT3FZ+Le6GxfM4lmV0PSC0LHCgmqBeTo/55Hj1qBe/8mdKyLZJDws9/mwsVz8MV3aFczRY3QD81vvTIbQy9clvwZt1fdTu12B8uurYQMD1rPJa+Jp0MxwJIz+/oNVS50uCtDtr3oPnwFUzBixar4fybr721ADlw48krsmXC9YxZUmKOLTSqUJjA6Ed3O+PDPz+KgrQmffXMrjNbE4zW2rnWi1bMctu74BfHEJEMeJsF0DIwBxbpRDI+J+03x6iDFKqhy3Dg7XoVBXoptW+JraxIKQ64BFbqruNybXgUTO7t0KGWDyC1PzBqxYasBCvRoee6SNgObg31QuLYsvg1aeZkXg7w4pia+hw9zFLJR1N9YE9Nrb1ztxmW1CmOXtd+8jdv1KJBjW+CNJmH1d41PYXCIIQ82TX6TgayqF90oFqJHYzR07O9Gi7set18fvxjadoMZXkg48Yd2DUeWOCSoFpAnfjgACQrufDi8mXPlbXW4dekpHOio1uy1hYUq9MLit16ZTaHdRuZ8sWCbYceSddrl9urNetTpe9B6OUeza87FrhphyZktKOtX6DAFI3qPBbdgXHxZ7IIbt8RfYVtv1qPJ0oYjbdaYn9vrKERlQXSTTpFhEiP26IpNvvDrITB4cf+/BLeSxsqW68Uu8/hjnXFfY8KhQ540816LDRMYmRRuRJWz2C1UJg8GuLhHt94SPgYtHmotg7g8lF5ulI6ruagzJ27VXv8G4e47vTd8Bmy8OEaF5cucJwTpkqUMHDoMtUYfD3X40hJsL2qPuTzExl3iXj31x/jv1VCMOQ2wGmKzZpssYgl2jk1hYFRGmax925/Vm4RAa92bHk2Sn/2+yM67/e/iL2Gx7a3LAACHn09uQehYiUpQMcZuZYxdYIy1McYeDnPemxljnDG2VbshLh6eOFaNGwpPo6g+cozD1rUutHqWY7xLm51UpPYd0y6/MOEFFqtY4Opy4q9zE4rGwkG0Dmtr6g7ErhrnWd8amsSC2PZK8EWo9bho+dJ4Q2Lm8m11wzg23gDVHb2LyOsFrnhKUFESnWWr0OjEqDO62JC9xwvQZLqA4hXafN5b3rwMAHDsxbG4rzHhkJEnzSxGRTkODNvF+4knKD3fLKwderix8c3aBaT7qSmcxOXJ5N2v8dAxUYK6ksTni8Y3LYMBUzhzPDkWY/uIEFR+i3d5jdhI9Z+PTkzYB+xodtVj+5rwLZmC0XSXsGidOpAEC9WUEQXG2NykRrNYgl02NwYnjCg1ap+Nt2q32FicfyU9xMcz+8xo0F+KuddkIOUbylAj9eDwifTqWBBRUDHGJADfB3AbgDUA7meMrQlyXh6AjwPQpnTyIqPlmQ60uOtx7xuiM7tuuUEs9ice12YnJVx+oXf5ss96ZQ6TcGEuEIKqvlD7H2ZjtQMXXdVxd52PhIObYDHNEVS7xE687WTw76S1VQSZlm9ILEB36w4JduSi5dnov8vBbhcU6FEZZbhHoWUKo+7I8QjOESdeHVuDm9ZoF59XtrYUVVIfjp2JPzB9wqVHrn4m+6rY4sLwlHg/CtdBlmK0UOWK8zeY25CTr73ls67KjS6lAq6x5GSMxYriUtClVGB5ZeL1tmSjjLWmDpzuSI4Fzi+o/BZvf/uZq23RzY0n/tAOFTK274m9sHD5hjKUskGcOqO9c2bMbYHVHJtr32gRotI14cGAIxdludr08Qukfk81JChoOZP6QpjOESf2Dq7D7WsSb7W2vbwbh6/EFkOXbKK5q7YDaOOcd3DO3QAeBXB3kPO+BuAbANJjhkkznvh/oqrvPZ+OriWEf9d/9K9jmry+6mVhg9L97sDATL65WArFbqCuQvvu5Y0rdXDCHNL9lgjcy+GAebrsg5+qbUuhhxvtrcEX64t9Zqww9SRsjdt2p6jldOSp6N9b3xmRWVhRG51IKcxVMKpEXgBf/el5uJGDm+7SdrFMNDB90m1AnmFmd1+U58aIR5RPiMtC5fPSbq0dintM4dh6nREK9Dj5h/ToKdZ9+ApUyKhboU1c1/qlwzg9mpzFyjEuFnb/fFK+UiS49F+Kbunwu3m2vW15zK/NdAwbC7twskd7N/C4akFBbmyJCqbcGUE16C5AaX7iXQfmYsg1oMHQhZZLyQupiJZ932uGCybc/tbEs263bZhCp1KDoQvpU74kGkFVCSAw57vH99g0jLHNAKo553/WcGyLiideKcU2y1lUbYvOfVS6ugQ1Ug+OndHGpKlGSD33t/YIzOSbS94SX2PhFdq6+wCgcYtYPFsPaC+onCNOcOjmWd8kg4Q6Qw9au4IHgbaOlmFFSeIxDStvXY5cTODIoegn295zwiVR2RCdG6+wwItRbo1Y72rvH22QoGD3h1ZGPZZoSDQwfcKTg7ycmR10sdWLYW8huJdD4TpIuhgFVYG4R7dt1/5eBYAdb18GADj0THpM5h2HRLxT3QZthPKGNQqueMuTsljZx4Ur0S+olqwRZSj6e6JzMe4/bEKt1BN3HOfG5RM461weUxB8JLiXY4wXwJofmyXVmCusdI5xj+jjV5yczNFVRYM4P5T6dknP/MEBExy44R8Sj9/c/iYrAODIb9OnYnrCdk/GmA7AvwP4xyjOfZAxdpQxdnRwMDkBj+lIz5ErOGJfi3uvje09bynrwdEriaVA+xExVOFcfr4YqtzQO9xl11XhkQ+9jPf8+2ZNxhRI4/XCiuOPW9KSmayi+Yvr9qo+7O9vnDe5uidF8+TG2sR3jJJBwpaCdhztDF9PKpC+dl+V9LXWqM4vLAQU6COmEe89XYzteeeRV6Ftc99EA9MnFBPyTDOCqqgI8MAA+4Adahwuv5JysVDtuDt0pfdEqNhcjiqpD4eOJ7cHZbR0Novvffl2bRbNDdeK++PMn+PrQxkOh83XN9QqBFVueS4smMTVKNrNDV8cwbP9m/Dmpvgtg03b9JiCEReevxT3NebiGHJAgR4FMVaT8Quq/k4nFOhRmqTyX6tqnbg4VaOpiIwV7uV45vwyvKGsWZNMxi1vqweDF4dfSp/SCdEIql4AgelmVb7H/OQBWAdgH2PsEoBrADwZLDCdc/4jzvlWzvnWUi07QKY5f/xmKwDg3o/HluK7dZ0LbZ5lmqT4RrJQ+V0q/sybULzvx9dpvhgDYoEyw47WC9o3h3aMCFeCJW/+7X7Pm2WM8CK8/IPmWY93HuyBChkrVmuzYG5bMYaT9hVRNxLuvayCwRv1LrywRLy30cuhg1ptPTYcmVyNmzZob3VINDB9QjUjNyDGrbhM3IfD7WNQ47BQ3fd/NuP5fz2GdfeuiGs80bCj/DIO9aZHDEfHRRUyPKjaqo2AXH+7mPJPv6x9kLR9QmzeLCUz1tdyeRj9w5Hd27/53Bl4YMD7Ho5/o7nxZvGbOvm8dnGE4z0i/staFJuNwlQgRGVXm5gXSpcmp0L9qnUyPDCg82DqMv1an+9Eh1KL22/SJiooryIPa3LaceRc7LF0ySKab/8IgBWMseWMMQOAdwB40n+Qcz7OOS/hnC/jnC8D8DqAuzjnaVgYPjU88WIeVhnaser22Jps+QPTj/8hcZOmyqN0+RUkt+VEKJiOodHUjdYe7X8c9mGfoCqYLxZv+f/WwwgnnnhktmhtfVXE3jRut2oyhm3XGeBGDs78Mbq6KX1XGJbgKvTl0Vm1CkvF9zbaHdrCd/AnF6BCxk33at+IOtHA9AmeizzLzP1ZtERcZ6RrEgqXIMcoqExFJrzps1viGku07Ng4hQ6lFoPnkxOnFQsdPQbUyn0xVekOx5J1pShlgzhzVvvgbcekb/NWNGOlWGIax1VbZPf2L54twUbjBWx4S3SxqMFYddtyGDCFU0e1C9Ie6xG/O2tJbJ+/MU/c5109wnpeVqNtDSo/q3daAQAtB6IwAyaJZ34orJ23/UMCzSbnsK26H4cHl2veqi1eIv5aOOcKgIcAPA/gPIDfcc7PMsa+yhi7K9kDzHSGL45g/+gG3Lsl9tYjW94igi6P7U2+hcpf58eUlzoXRmPJCFrHtLdc2kfF7s8c5L1Zyix445LT+GNz/awf5cXTwuXWeKM2VZW33St2/Eeeic7t2zuUgwrDEMCiiwEqLBcBp6O9obOE9j5tRw5c2PmB1VFdM1biDUz3ODyYghF5AYbP4iqxuA53O4SFSkqPCTOQHbeK8ieHfpP6GI7OkXzU5Wsn7JiOYb21G6d7tS8NYfcJKkvpzOapPM+Bfkf4em/nn27HEftavO+WxJrH6816rDV14JSGWYzj/SJRp6A0tphXY77PQjUg7vfSZdq1SApk5c1i/jl/TPsswmh55mAe1uS0Ydl12ll1t2/lGOSluPxq8tqWxUJU2w/O+TOc80bOeT3n/F98j32Rc/5kkHP3kHVqhqe/eQ4qZNz7t7E7x0tWFqNW6sFRDQLTFVU3bYUKhl9Q+eMaUkFjrRudnqqo3WLR4hgT1/PX0ZrLvbe70aVW4eRvZyrTt17UoYiNRFUzLBqWXVeFYjaMI0ejE0jtY0VYlhv9AllYISbk0f7QdXD2nivHtYXnYCpMzi54OjC9JzY30eRVEQORlz/z2RRVi4Vl5IoLCpdidvktBFve3gAJCg69lLpFyk+HoxzLy7SNJVlTNYEWe7Xmu3+7HZCgwJA7M9eUF03hqjv8b+0X/9INCQre+X9i7/82l42VQzg1GlsIRjjG+oUV3Foe22/LZBUboW6bsBqXrdDeegwA1toClOuuoqUtNdX9J/snsX9kPW5fr63LcfsdvtZej8dusEgGVCk9yTzxtB5VUh+2vic+q8DW8m4cu5K4lUS4/EJPjNMxVKkUVGtlqJDRcUDbH519bHaa9lz+5p9WQwcVf/zBTIbhxf5cNFq02/UwHcO24g4c6Y7csmdqCmhzVGBt5VjU1y+sFrvt0avBxehw6zBOOlfhpi3ax8T4mQ5Mj9FFPdHvE1QFM9NR8TJhrhruV3xB6eknqCxlFqwztuPQOe1jCmPB1mPDEC9B3TJta7g1NgITyMfVZm0TiBxOBjMcs8qRLCnlGObFITdTqlvF/x5eiVvLjmvSpWHjOi+uesvQf1obF9j4kJhjCspja7w8baGaEhvuksbkFYtdnd+HlivWpF0/HC9+9yw8MOD2+7UVjOvvqUcOXDh8MDl9J2OFBFUScQw58Hz/Btyz5mLctYy2rJ1Cu1KL0c6xhMaiRuiHNu3ys6auVsnqXWIyOb9fWz+/P007lFgsXV2C6wrO4I+HZ0patNrKsaJM22rK21bbcdZVHzETr/WoDV5IWLM2+p9nYa1wl4wOB7dC7vuRSIy46a3RZxrGSryB6RMDwl2SGxDjVlRnBQAMD3qhcBlSms5UO5ZdxeGRhqQVpI2GzleFC6xutba/3ZVbhEi/8FKfpte1Oxksutm17MorxBc8cD54wsTefz+JXu9SvO9d2pQVaLpBLOynntImi3FsSMwx1qrY3Ij+bLdRXogCjCelCK2fVZUTOJ8Ei2M0PPPEFPJgw7UPJm5dDMSQa0CTpQ2HL1o1vW68pOk0tTg48fs2uGDCLffEtmsJZOuNYvebaGB6JAuVPy09MFB0oVl9ay0YvDhzRNvasHabL6uoOPR7u2fPGE67VqJjXxccQw70qBVoXK5tinG0DT3PvSgWyDW7rFFfO78yDwxejIYoYr/3OTdyMYGt714V9TVjJd7A9Mkh8X3nFc08Lyc/BxZMYmQUUKGDLKefhQoAdlzDMI4CtL5wKWVj6DwxBgBY3qTt7r9xt7Cmth7T1qrpcEkw62b/xpf42s9cvTAW9Dm/+JETVjaGO7+4SZMxbLx7GQDg1CvalGkZHxXzZ0FVbNZKQ64BzNfBolSvfR+/QFat5BjjVgycW/gkioMdlbi+rGWWm1crttfH3torWZCgSiIXDgsLx5qb4k9l3vxmX2D6S4lNakoEC5U/RsVcHL/4SxRLmQV1cjeaL2q7S3NMRiGoPlUPAPjjf3SgbZ9wOTau1/bH72/oeeSF8K17zh62QwcVjW+MvnmoTtbBysYxOh7cErr3YhWuL22B3pzcLM54AtMnhoWbJ6949uddLI1heEyGCil9LVT3CKvmoSe0teLEQsc5Ye2puzaxnpNzqbmmAjlw4cI5ba1v9ikJFnm2i6a8XriL+9vmC5yJvgk83rkJb191WpP6RQBQuNyKaqkXJ89p83sYGxN9I01Fsc2fTMdg9DUXKUtCH79AVm8T1rOWFxc2gNsx5MAF9zJsWZWcWMPtu2TYkYvzf059ckiaTlOLg5azKnLgQu2u+GOgilcUYbnchaNnEhMZqlc37dYLhj8tXasJK17Wl17BmQFtq9vZJyKLxeXXV2Oj8QL+uK8Qra8Jt8OK7drGM5RvKEOV1IcjJ8NP4udadKhnHTA2xhY0WyjZMGqbn8nYd+wKWtz1uOma5AdPxxOYPi2oSmffe0WGSYxMGkRQehrGUAEiBT8PNhx6LXUuv45OhgKMo3C5VdPr6mQdVuR0o7VH202WfUo/T1AtWWkFAFy9PN86/dgXT8EBC977cW0SRPw0lfTgVH/kmMZoGJ/QoYDZ4grtMDLxWZRatG/pFciqG4XgbjmcXOE2lzN/6oAXEpquSc7asv0esYE7/KT2XTZihQRVEmnpMmFFTjckQ2KZFVuW9OJYf2IV0yMVR5QlL4xwQien9pZYV+/CRXetpk1n7b6QJXNJ+BpX9+y4glds6/DKS2KBX3Gj9kUbt5V14UhfeIF97koh1hT0AbrYvotCgx2jjvlWtZd+IlyMN70zOVXDA4knMH1iVLhW5wqqYqMDww4TVEiQU5OcFBHJIGFbYRsOdaSuUHFnvxnLTVcS7jkZjJUlQ2gd1fa9OTx6mPWza0BNt5/pne+2+Z/HLFih78TODyferiSQjSucuDC1DM6RxIXM2KQEqxyf+9AvqMqsyQ2srtxSDgsmcf7cwm5OTu4VFvlNdyanCG7DG2pRgHEcOZz6TRcJqiTSMlKGVSWJ+6u3rhcFBEfa4/exR8zy03GYWXJ3SNGwbrMBKmRceCHxbuR+HA7ABEdEsXjP3y2FFxJ+emITlur6kVuubQNhANi2XlS/D5Vk4HYDFx0VWFM9EfO1C41OjDrn7wL3vshRyEax8S3JqxruJ57A9IkxsYjmls0WvEWWKYy4LVAgQ0pTQQUA16y24bSzQZOFOR46xotQVziWlGs31kyh3V0Nj0O7Iph2xQCLYfb1TEUmFGAc/Vdni8LLr/Rg39gmvPf6y5oLxo3bc6BCxtmn42uXFMi4w4ACfXwWYJPOZ6EqSq6VUyfrsNLUjZbu5NS6CsWJE0ABxhPy1IRDJ+vw6Ncu4h+/G32IRLIgQZUk3JNudHiqsXJZ4ruOLTeKDK54+6QBkS1UeonPCxRNBevfINx9Z17SLnDS7mSwsMiT3ca3NqJW6sEE8tGYlxzz8fabxXd56FfBe5G1HR2DAj3Wrot98Sg0uzHqnj1Zci/HXzrqsGfphQWxPsYTmD7pc8nmlc8ee3G+B8OefGGhSo+WeUHZsccEBXoc/+3FBX9tr+JFp7sSdRXJ+e2uXCtDgR6XXtEu7sah5MBsmG+JWqIfwdXR2ffNdz8ufifv/nKDZq/vZ+OtwgV2am/irZjGXDmw5sT3HRglIS7LliSnkXcgq5eMoGUs+ZbqQE52FaGpoDMpFlQ/t/7zVjS8gQTVoqV9XzdUyFi1PvGgR39g+tG98fu+FS6FbTD70S8V4T8+rp1VKF5W3FwLPdxoPqHhjtg5P6soGEzHcO8G4R5rXJqcOIMd72mEBAUHnw3uHjj3VxHcHEuGn5/CXA9GPbOzjF794Rl0q5W4986Fa4oaa2D6xASggzovoLfI6sUIL4QXUlpbqHbcL1ppHHoufLJBMug/PYApGFHXkJypvHGbyBy8cFC7UiZ21QiLcb6gKjePo982Y6U8/qvz+M6x3fjwqgOaVtf2U39jDSyYxKkTiVuGxtxmFJjiK0hs1Im5rnRp8ncNq+o9uKxWRSzdohWqW8Vpex021WlbgiZdIUGVJFoOimJ4q3YmHkhZVF+IOvkyjjXHH5geyUK19b1r8JZv74z7+lqhN+uxyngJzZ3a9fSzuyRYpOgshfe8TywgK+qSY37PLc/FFksLDjYHvy/OHZkEgxcr3xT7bquwwItRXjCrzsyvvj8GExy454sb4x5zrMQamD4xyZCHyXk72OISwAuhpNJZUC1ZV4paqQeHTix8UdyO14XQWb42OQ1i/a2XWk9pl9Bg5yaYjfN/X0vynLjqFBZcxaXgQx8GynRD+OZzybl3dbIOG3I7cfKSNeFrjXsssFri2wSaZJ+Fqjb5GdarNoo1pPXFhaks3vrCJThhRtOWNP4BawgJqiRx4ZSwiDTepM3Oakt5H45ejf9akQRVOrF+ySDODCcWhB+Iwy3PyyoKxe5/2IBv3bEP7/6X5PS7A4Ddq4ZwyLYqaOD9uRYJy9llmFfEHm9QWAh4YIBjUOw+3ZNu/O7cWtxdcxJ5FQtXzdsfmH7isegC0yccOuRJ83fMRaUzO/Z0dvkBwI6KLhzq066VSbR0nBSitW5bcgq2Fq8oQjEbxoVW7ZYKBzfBYp4/F5UXudHvFu/jP978Mk44V+N7n+qAtTY57VgAYMeKERy2rUzYYjPmzUNBXnx1kIyysB4nq49fIKuvFwkGLa8ujDX15PNXAQCbbtE2cztdIUGVJFraZFToriC/KnzDz2jZun4Kl5RqDF+M74eQSYJq3UoPutSqmHvChcLu1sOsj84cr5N1+P+e3oOlTdqkUwfj+ltMcCMHh//3wrxjZ68UYo21N+qmyIEUFouf88gl8bk9/42TGObFeNf7k1t7ai6b71sGADi2dyyq8yccMnKl+QHdxUtnLD7pbKECgB2b3LisVmnepiUSnRcVMHhRu1O7DchcGi19aO3XRpArLgVu5MASRDssKeMYRwHOPdmGLz2zHfcsfR33feMaTV43FHe+Kx9TMOIv/9Ec9zUUlwI7cmGNU/cZ9UJQlTVa4x5DtDTcWA0dVLSc1rZfaihOHHLDgCmsvn35grxeqiFBlSRa+q1YVZBYV/RA/IHpx/4QX2C6iKHKEEG1Xbgvzj6jTUyX3TM/qyiVXPeBRgDAwSdnZ20qCnDBXoU11fGlXxeWCeE02i2e/6v/UVDMhnHLZ5riH2wcLFlXikrdFRw7FZ2Qm5ySkaefb60rrppxgcgLqwljZsetombZod8sbHHBji4ZlVJ/UluWrCwfwwWbNkVDHUPCdWgO4qEsrxSq+e1v49DDg+89WZvUQGYA2P1361CAcTz5WPwCY7xbbGCshfGN1aQXlq1k9vHzk5Ofgzp9N853LEyLsZPteVhn6kh6QeF0gQRVEuBejguOKqyqjD31PRSb3yICX08ejO+awkKl2XCSyvpbxG77zAFtWjE4VAMshoULyo5EUX0h1htbceDE7LIM7YeH4YEBa9bGNzEXlotJcrTXgYleG57sbsLb1zanZDLbUtaFY1eiW4QnpnKQZ5jvki2qnjFjSFLyM6ASYfPbV0CGB4f2LWzphI6hPNTlatv7ci6NdSqueMsx0Zf4fGYfEp+PJW/+ZFS+TJT8aJ5agW/cfwqVW7Wt/B4MvVmP22ub8XTbqrhbl4z3ig1MQVF8ZlSjQUUhG12w3+nqoqtoGUpeT08/3MtxYrQWTVUL3+omVWTIEptZDJwbwhi3YmWjdtcsXG5FrdSDE2fjC3wV7Tsyw0JVc00FcjGB5jPajNeuBM8qSiW7G67g1eGVUFwzQu/cX0Vq+ppr40tkKKwUFp3R/ik88ZVTcMKMdz2U/F1vMLasdqLVvSyqRXjCk4O8nPkWxOLlM+7ydI+hMhWZsMHUhkPntXHxR0vnZBnqSrXbuAVj5UYhdC6+1JPwtRwjwhJpzp2/9CypEwL6uvxTePAX1yX8WtFy110Mg7wUh35+Lq7nj/WK+CtraXyC6B3vzcH/d/OpuJ4bD6tqnGh11SS9913f8X4M8RI0bUhdF4GFhgRVEvD3Slq1VdvCkE2lvTgZZ6sElevSPg7Fj07WYa3lMs50abM42b3GoFlFqeT6m/SYRB5O/q51+rFzh8XEvPqW+IKbi6rF/TZ61Y1fPmbGcrlL8+rS0bJltxkcOpx8PLILbEIxIc80X1AFtlKR5PS2UAHA+ophtIwn36rixzXmQq93KZZXJ3dhbNwprBkXXk/cYmwfEZZIS8H8yWjDfQ34+3X78cgT1gXt2HDrP66FDA+eeiS+elTjV4VILCiLz412x5e34XMv7InrufGwaq2EKRhx6eXEBXI4Tj4trr/pJm1bBqUzJKiSgL9X0qo92hZQa1rpxAX38rgyUhTIGRNDBQDrq0ZwZrxmVgmAeLFzMyym9BJUu98nXLgHHptx15y7IKFW14Xc+vhEc2GtEKDnm1W8ONKEd+7oSHoMSig23yvKPkRTMX1CNSM3yPcjG2UUQNSvkdLcQgUADcsU9HqXLljF9EuvippldSuT6ypquLEaDF60NiceyDwjqOaP2ZBrwPfP3ID6mxa2QKO1tgDXF57Bkyfiy6Ieuyrek3Vp6hrLx8Kqa6wAgJYDyXUVn3hZrFMb7lqW1NdJJ0hQJYELLV6Y4EDVNm13q007TeDQofmp2APTM8lCBQDr1nAM82IMnEvM/+5VvHDCHDSrKJVUbC5HvXwZBw7PTMLnrlhFD784MvwAIL8yDwxe/PzoOngh4V2fXfg0fj9Lm5Zgqa4fx05FvukmuQV5luCCt0gWgkrOAAtVwxrhju84qF1V8XB0HhUWlbqm5LoZjVYjauVeXOhMXLg5xoUl0hxEUKWSu/ZM4NxUA9pejD0RZnxYuO0LlianFpjWrLpZCMeWY8kt7nmyJQcN+kuaZbpnAiSokkBLtwUrTV2am62b7hC1ifzNJmMhk2KoAGDdTpGmfeaZxArQ+a0FwbKKUs31y7vw8tUGeBUvVIWjxV6NNTXxx8PoZB2sbBxDvASbTeex+o46DUcbO1tKunC8L7yVVnEpcMGEvBBZ+cUGEfCbCS6/+i1WAEDbocRbmURD+xmRMbd8R/Jr/DQWXEXrYOKuG/uYEFSWwoUvghqOOz8m0vqf+s/YN6tjw8Llaq1euFpviVBUX4hiNoyL7cld/k9crUBTmXaZ7pkACaok0DK6BKtKtS+cVrurEgUYx8mTsT9XTfP2HXNZf3s1AKD5tcQCbu2DYtGx5Kbfgnz99QzDvBjn/9yBzkMDcMGENWsT+0kWSsLd/K43XtViiAmxZbUDLVPhXdQTV4RgyssP/v0UmcT3J+vT7/ubS8P1Iju17UzyXX4j7aP49h/rsEzuRvmG5AuqlZV2XHBUJ+yCd0wI8WG2ppegqttTg3U5F/Hk/tiLSY2Pic8kvzIzBBUA1BoH0D2UPBfleNc4OpRabFqTeC/bTIIElca4xly4pFRh5XLtC6cxHUNTQSdOdsW+U1Qgp32mVCBla0tRygbRfC6xW9Qx6ovZyE8/Nbn7nUI0Hni0D+deFDu5eDP8/BQa7GDw4h1fWpXw+BJly3UmeCHh5GPtIc+Z6BdiK68g+PdcnCu+v0ywUBUut6KIjaC9M7nTqlfx4j0729CrLMGjPxhfkDi5xkZgEnnoP51Y3I3dJgSVpdioxbA05a4tvTg4th4j7bEF34+NM+TBBsmQfnNMKKoLbOiyWZN2/VN/ugQAaLo2zWItkgwJKo25+GIXOHRYtSE5O7Cm5eM4PVkXc8qrCjmjLFQAsK6gB2d6ExMY9mFfmnaQujeppm5PDSp0V3DwVQnnDgtLTbwZfn62LhvCW6tfR8Xmhe0oH4zN94j3cuyvoReoyUFhzckNkvUFAEX5Ij4lEwQVANSbr6DtSnIXkX+99QCeGdyG77z9Nez44MJkca7cIjJIW/cn5sKxT4hYOUtJ+gVw3/WBEqiQ8ey3YyufMDahQ4EUXzHeVFFT5kLXVPIsmyf3jQEANt2dujjOVJB+q0yG0/KKiJ9YdW1yCqdt2irBAUtMwZNeRUximSao1tfacNa+bHr88RAuqyjVMB3D9VWdONBTh7MtEqp0vSioL0nomj84ez1+27VLoxEmRsXmcizRDeDYydA33sSgELx5RcG/n+JC4U6RDZkxVTWUjKHNVpq06//l347hiy9ej3ctewV/9+vrk/Y6c2ncLTJPLxxJrB2Uwy6+T3Nx+gmqbe9bgyW6ATz5dGzifdyuh1VOboC31tRUc9hQgPGu8aRc/8RpHcrY4IK4o9OJzJilMoiWU2IBb3xDdVKu3/RGMVmffK4/6uf4rVmZJqjWbWCwIxeXX40/a8o+KlyvFmv6CSoAuH6XSLV/obNBZPgtIpiOYUvxZRzvDV0GYmJYfD95xcEtusUlYnHLFAtVQ40Hl5VKuCe1d/l3vdaL+z+3DGtz2vHDQ00LWhKjekcFjHCitSWx8iN2O8DghdGafi4/nazDnSta8Gz3upi+vzFnDgoMC1shP1FqVojfW/ex5JROONlbiqaiyykr25IqSFBpzIUOPWqkHphLkpNWtvr25dDDjROHov/B+6txZ5yguk64+848H7/QcNjEe0+3rCI/u98mSmsMeEuxpiaz3AbRsGWVHeem6qZ7uM1lWlCVBl9gi8pE4F8mBKUDQP1KGV5IuPyatuLYNebCW984CjfX47E/ybCULWxsik7WYYWxGxe6E5vXHE7ADEfaLrR3vdWICeTjwH9F3yx5fMoIq2l+L8p0pmatKGXQdXpM82u7J90466zDpobFN59FggSVxrQMFGKVNXrrUawYcg1Ya+rAybboq7D7LVSZFJQOAGtvFwX+mo/Ev/uz++vepFlWkZ81d9ajiImM0DXrFt/Pccu1Rngh4dTjwQPTJ0aF4A0lqIqXiu9N0mfGZ9OwWSxUba8NanZN1a3inWtO4rB9HR75p3NovGW5ZteOhZXFw2gdTcydaXfoYGHpa815w8fXwQgnnvxV9NnFYx4zrOb0ab4eDdVNIiSl64L238W5P3fCAwOatqfnnJtMMmOWyhBEU+RqrKpKrj+9qXIQJ0ejD/abdvllmKDKr8pHrdSDMxfi/2Hax9M3qwgQO//dSy4CANbssqZ2MElgOjD9L8HLiEz6sr5yy4JbPra8eRmuLziJ9bfFV8V6oWnYLSyObaeDW+RihXs5PrLhFTxx5Rp85979uO+b12hy3XhorJ1Ch6cKHkf84sExpYNFSl9BZS4x4/ris9jXGn1R5nE1FwW56dN8PRrKN5RBhgddl7TvIHHieeFGbLo19YkxCw0JKg3pO96PSeRhZZIz1pvWe3HVWxZ1CrPq8Qelp6eZPRzrivvQfDX+XbFj0pdVlKaCCgBuvXEKZtix9o5lqR6K5lRtW4pSNojjp4JPNRPjIkg5rzy4C6tsbSn2jzVhaVN87XgWmrI1JbBgEu2hK0XExD/v3o+fXLgen792Hz7++A3aXDROGtfIUKBH58H4e8DZXTLMUnrXJtq5bhLNrgbYeiIH4HMvxxgvgDU/c4omA4BkkFAl96P7iva77KNHvMjFBFbcvLAthNIBElQa0vKSSCletS25pfabbhDF504+2RXV+ZkalA4A6+scaJlaFneQr30yfbOK/Dz4i+vQcdoOa23sRQXTHRGYfgnHuoNn+0xMADqoMBWl7/cTC0zH0GDsRVtf4u/nO/fux7++ugcPrjqArx1IrZgCgJU7rACACy/H7860T8mwyGkuqN6YCw4dDv+6LeK5jiEHVMgoyMCfbo1lGF2j0YeORMuRzhJstbZlVF0urSBBpSEtR4TffdWNye04v/EeEUNx8uXogv6UKV8MVYYE9gaybpMeCvS4+GJ04nEudp/3NZ0XbJ2sw5L1ize9eMtKO8666oM2DZ6YZMjDZNoGKcdDfdEo2sYSK3/xy797BZ/84w24r+J1/Nepa9Pi82m8UbS+aj0ZvzvT4dHDrE/veKMd714BAHjt+cgWqrEucY61KPOW0pqiSXTZtS3v455045S9AdtWJKccQ7qTeXdBGtPSAuRiIunuCWttAZbJ3Th5LrrYommXX4bFUAHAuj1iYWreG196r90OmGHXvK8iET1brjVChYzTT8z3g004dMjVaRNvlC40VLnQ6a6Mufiun9HOMXzoB1uwx3oCvzrblDY7/aL6QpSwIVxoi/+3ZPcYYDGkt6Cy1hZgTU4bXj8TOZNyvE/s2AqKM29yrVmqoEcpj/s+Dcbpx9vgRg62XZej2TUzCVplNORCby5WmbsXZDfZVNqLk1ejC/qbcfmlfpcbKyvfVAsJCpqPx+fyc7h0sLDFtWBnGpvvEgHlx/4yv2nwpFNGnry4vp+GlTq4kYOeI/FVFX/6G82YghHf+HdD2tVrWm6+iq7B+EsnOFQDzAbtFvBksbP2Cl4fqo/Yu3DsirC6WssyL6OtulYHBfqE2wkFcuTZIQDAtvuSU4cx3SFBpSEt4+VYtUT7psjB2LTKhVb3srCNZ/3MWKgyT1AZrUY0GLrQ3B7fwmJ36mDWpXfMxmKnZmclitkwjp+YP91MuGTk6TOrhk8k6jeKJrltr8a3UD3+pIwqqQ9b37Nay2FpQkXeJHon4w8YsqtGWIzpnxG3cycwwovQ+nxn2PPGr4p7t2BJegnfaKhZKcIguo4PaXbNI8cYStgQandVanbNTIIElUZ0HuhGt1qJjWsWZrJo2mkChw5nngz/gwcyO4YKANaVXkXzUHwpuPYpCRZ5cS3YmQbTMWwp6sSx7vnZmhNTOcgzLC7B27BLxMO1n4q9sKF9wI7nrmzEvWsvpqWburLEhT53/HE3dq8JFpP2qfpac829Ig72tcfCF2gdGxTuS2tFcgo5J5OaDVYAQPf56GtuReJIVzm2lXSmRcxfKki/X2yG8uuvifiQt362YUFer+lvhBvlxIuRLWKZbKECgHUNU2j31ISsth0Ohzv9s4qyga0rJ9HsnB+YPuHJQV5OesfUxErVtqXIgQttrbELh+e+dRoumHDfA+mZNlZRzjHCi4ImGESDg5tgNqZ/iYHVd9ShAON47ZXw3+HYkNhAF1QsbOV6LajZJmJ9uy5q0yZpsn8S56bqsG11ZvU11BISVBrAvRy/PFCN3fmnUHvtwhQgrN5RgUI2ipMnI5+b8YJqSw44dGh5PvqG0H7sbj3M8uJasDOR7TeYoECPE7+fnYo+oZiQmwEuoFjQyTosN/SirSd2N9Djv/eihA3huo+sS8LIEqeyVgRfXzkde+kE1a3CBRMsGaA9dLIOO4ov4rVL4S3j46NibrXWJLdUTjLIr8pHAcbR1a3NunD89+3wQsK2GzLPWqcVJKg04MRvWtDirse771y4VFGmY2gquIST3UURz814QfUGsZNq3j8/qDkSmZBVlA1sf9syAMDh52ZbVCdVE/LM6R+kHCsN1mG0jxbG9Jwp2xSevrwOd684D9mYnlljFfUi7qa3eTTm5/qtWuYMWW+jKfA5Ngbo4U675IFoqc4ZQNeANmM/8oK4J7a9LTWtkdIBElQa8Mt/vwo93HjLV9Yv6Os21Y3jtL1+uvlxKBS3EFSZGkPVcFMNDJhC88nYLRl2JQeWnMVlAclEljYtQbXUi0PH9bMen+C5yLOkf0xNrDRUOtHmqoqYJRbI3u+chg0FuO+d6bs4V64Rrsi+i7G7dexDQlBZ8jJjHoqmwOf4hA5WNp6xMUM1+WPoGtfGunbklAE1Ug+WrEus32MmQ4IqQVS3ikdPrsLt5SdQVB/bjjRRNm6W4YIJbXvDF72ctlBlSIPZuchGGauNl9B8KXZfgUPNgTln8VlAMpHt5V043DeT/aO4FLhgQl5eCgeVJOrrAQcsMaWkP/EbJ/Jgwxs+uSGJI0uMig2iLlzvpdjjbmYEVXrU1YpENAU+xyZlWOXYkw/ShZpSJ7pc2hQVPnKlEtvKuzW5VqaSmStsGvHSd07hircc737nwu+y6zeJncXlE+ED0zPd5QcA68qH0DxSEfPzRFYRCap0YMfGKXQotRg8L9K0J66IhSgvP3Pvy1A0bBTiv/3Vq1Gdr7pV/PHCatxR04yc/PQtimitLYARTvT1xv5cx6hIDjFniKDyF/h8LUyBz3GnHgX69G32HImaKi+GeXFcCT+BDF8cQYdSi23rszsBiARVgvzyRw7kYxx/84VNC/7a1RtF/FR3a/gftKoIt0NGC6qVHnSrlRjvii1Ozc7NsJjSP6soG9j+JisA4MjvRKmPiX7hNsrNX3zTUMNO4fZoOx65fQkAvPLDZgzyUtz35vT+jTIdQ6U8gL4hfeST52AfEYutpSA948OCIQp8NsCrBN8wjzmNsBozWFDVi++x+0h/Qtc5+rsOAMC2m9MzO3WhWHwz2QLiHHHi8fYNePOK0ykJSqzYtAQMXvRcDm+BmY6hMmTu171uu4hkPfts9D39vIo3Y7KKsoEtb2+ADioO7RVCanJQLER51sywWMRC7c4KSFDQ1hJd/N7jPxtDDly47dMLG4cZDxXmMfSOxeF+HxfJIeaC2MVYqti5ExjlhWh94VLQ4+MeEwpM2pQdSAXVq0Vz5K5TsScZBHJ4r7A2b3lrXcJjymQyd4VNA5762glMIB/v/lvtO3ZHg96sR7luAN194RekTI+hAoC1N4tCe80Ho//h+83YmZJVtNjJLc/FWmM7Dp8Ti/HEoCi4mleUOQtstOjNetTKvWjvjtyShHs5Hj/TgFvKTyG3PDVzSSxUWu3oc1hjfp59TAgqS2HmtGnZeZ+vwOcfgvs4xzwWWC2Zm/RSs0kUae1qSczld+SsCSsNHSioIQsVESe//I2ECt0V3PDR1AWRVpuG0D0cXjEsBpdf7a5KWDCJs83Ru+8yLasoG9hR24/Dw6JH2sSw2NnnFWfOAhsLDQWDaBuyRjzv2C/Po1utxH1/kxnlPSpK3ej1lMWUwQgAjgkhPDJJUK26vQ5WNobXXgv+Xse9eSjIy9wYzcrNwsvR1Rn/e+BejiODy7CtMnxV+WyABFWcDF8cwbNXN+Odmy+ktBt8tXUC3ZPWsOcsBguVTtZhreUSmruiTwnLtKyibGD7dtEjrf2lrhlBVZq+ZQISob7cgTZn5ESK/b8XmYC3fWJlsoekCZWVgBNmjHdHFx/mxz4uFm1zUeZ83zpZhx1FbXitc+m8Yx6HB3bkwprBRhm9WY8K3VV0RfByhKP3WD/6vUuwfXPmCkutyNwVNsX8/kvNUKDHu/6/+T+0haSq1I1u95Kwu8VpC1UGCyoAWFcxiuax6LuYZ1pWUTaw4y5RefrQYz2YHBcWi9ySzFlgY6Gh3osxbsVIe3g3dXOLhHLdVZStzYz6PRW1wsLUezK2aun2CbGxsxRn1ve9c/0kzk7Vz0uIsfWKHngF1sy2gNeYh9A9HH+g6ZE/iA4W226Nv8fjYiGzV9gU8ugz+VhtaMfGtzamdBzVVRx25IbdLSoeIagyOSgdANatUTHASzFwNrqJPBOzihY7a/6mDmbYcfhVBRNjYkebt2RxBrnVrxVVxdsOhHeFnOkrxjprz0IMSRMqG8Xi23c+toxbh13MQ+Zik+ZjSiY735QXtMDnWLcQVNbizN6wVRdOoGsy/hqKRw66IMODprcsTB/bdCazV9gUMXB2EAfH1+Ot13SnvEJudYPYLXYfDV3vRlUy3+UHAOuuEe6+s89Ht/hMB8FaF1/Qc6YiG2Vszb+IQ23FmBgXC2xe+eJMw2zYIXbsbUfHQp6julWcdSzH+mUTCzSqxKlYYwUA9LbFVi7A7iuubirKLEF1zXtWQAcVB/48+zsa6xOB3AUlmT2/1Cxxo8uzNOaYOD9HLuRhvaktY9vvaElmr7Ap4o9fPw8vJLz5o7EXmtSa6tVCZHQ3h94tLhqX362i8XTzq9HFbvjTtDMpCDYb2N44hhP2FRgeBnRQM26BjZa63ZXQQUXLmdDB5h37u+GCCes3Zo6Vo6JJVNbu64otu83hAMywQydn1jyUX5WPrZbzeOnU7L6p41dFlqp1SfoWYo2GmlqGKRinC+7Gglfx4uhoPbbVxt4sezGSWXd2mvDYc2bUy5ex/r4VqR4KqjaKXXDPxdC7RdU372W6oCrfUIYiNoLms9FZBe2+GB2zlQRVOrF9dw7cyMErLUXIw2TKrbzJwlRkwpqcDhxtCW2BO/MXUVBx3Q2ZE39iKjKhkI2i90ps35vdqYOZZWYRzBvXDeHQxGpM9s+0mRm7KkIKCsoze0NQ0ygsS13HYhdFF57rxBi3Ytv2xfkbjpWoVljG2K2MsQuMsTbG2MNBjn+KMXaOMXaaMfYiY6xW+6GmB6OdY9g7vBFv3tyZFgvB0o1l0EFF9+XQrW8UX5afnJM5u+BgMB3DuvwunO21RnW+3SZidDItCHaxs+OtNQCAQxNrkKtLrP5NurO1uh9HhpaHdKc0H3WBwYu1dyxb2IElSIVhCH3DsVlm7E4dLDpXkkaUXG68MxcK9Hjlpy3Tj40PCcujtTKzXdY160WaYvfZ2LI2PQ4P/u7dEzDCiZs/vDwZQ8s4IgoqxpgE4PsAbgOwBsD9jLE1c047AWAr53wDgD8A+KbWA00Xnvq6yO5780fSIyNHNsqokK6i+0rowOvFYqECgLVVNjRP1M5aoBSXgu+/bT/OP90+69zprKKSzN5BLjaqd1RgiW4AKmTkyYtbUG3b4sUQL0HXa8ELQ55pzUG9vgvmkswKzK/MHUevLbau1o4pCWYpM3u9Xffh1ZDhwUtPBVioRsSGzVqd2d29a7YKF27Xxdi+m8/sfgX7x5vw448cx7LrqpIxtIwjmhV2O4A2znkH59wN4FEAdweewDl/iXPunxlfB7BoP93HntKjSurDtvfN1ZSpo9o0jO6R0BPyYomhAoB16zjGUYDeY8JVMtI+itsqT+Gh39+Azz8422SdqVlFix2mY9hRJvr55ekz02IRLdtuExuvI493Bz1+ZnAJ1pUk1kctFVQUOtHnLIp8YgB2twyLnJmCylJmwY6889jbPLORHh8T/89bmv7V7cNRVF8IExzo6oo+KP03H30V/3F8Dz66YT/e/d/XJnF0mUU0K2wlgMDZoMf3WCg+CODZRAaVrkz2T+L5/o24b93FtHD3+amyTqInTNrrohJU11oBAM3P9+Lck23YvsqGAyPr0GRqwQtX1sE1NrNA2+0Ag3fRBj1nMtvX+fr4GTJzgY2WDffWQw83jrw8/326xly46K7F+obME5WVS1T0e0uhuqMv5uhw62HWZ27fuxs3juCYfdV0PaqxcYZ8jKe0sLMWMB1DjaEfXf3RuXBP/6EVH/xeE3bnn8K3X9uV5NFlFpqusIyxdwPYCuBbIY4/yBg7yhg7OjiYeVkBz3zjNKZgxJs/aE31UGZRvWQK3Z7QxT0Vn6CSjZlfj2ntraKw5/f/04tr7i7DpNeEfT9sxb98ZgJ25GLf95qnz7U7ADMcaSV+CcGON+YDAPJyMqPdSrzk5Odgo7kNR1rnl9M+/+wleCFh/dbMyxKrqGJQIWPgXPSZYXaPARZD5n7fN91bAC8kHPzJBQDA+KQOBdJkhGdlBjW5o+gai+y6HO0cw33358Cqs+F3B5dCb87skhFaE42g6gUQWJ66yvfYLBhjNwP4PIC7OOdBt52c8x9xzrdyzreWlqZHDFIsPPYYUMYGce3frkv1UGZRXc3ghDlkRebFFENVvKIIS3X9eHpgOxrNPTj6uoqdD67HTR9fDzPseOq39ulzHRmcVbTY2fr2egBArjFzG8tGy9ZlQzg2VgevMjtx5MxLQoysu6ksFcNKiMo6kejR1zwS9XPsSg4shsz9vnd+YDVy4ML/396dh1dVnwkc/743CyEBcgMJSxZZLjsBARMKFRUFlVbBTm0HbV2qPnWrM3bspuPUaWs7Uzu102mn1dpWq9atFe2EavWxKhWXKotCQkDggpCF1SxAAgm5+c0f5wCBLPcmdzn3nLyf57lPbs459+Z9c5J73/s7v+X1F63eLQ1NafjTmsI8yh3OyG1m15Hw78l3L9nArrZRLH9gPyNnuO/vNt4ieYddDUwQkbEikg5cAZR1PEBEZgG/wiqm9sU+TOcdqTvCC1Uz+IfJm5Kuiff45J7V73fd6heyW+WTLe6+umXBZm4t/hurqsZSWGot/ZPhz+DCkRWs2DT+REtd01EfWSnuu5zSH/hHZ3Nt4E0WLezbZIJuUjpHOEg2W1/56JTtFR+0kU4LExa5b1B0/iSrNaNmU+Qjw5pDA8gc4N713jL8Gczzb+K1Smv5pMYjA8hO98YHtjMKQuxpH0HLwe4vwbe3tfPcpslcfsYa5t04PYHRuUfYgsoY0wbcBrwMbAL+YIzZKCLfE5Gl9mH/BQwC/igiH4hIWTdP51qv3L+BJgbx2auTb4hs4eSeJ/f0Uh8qgG+/uoBflJ/XqW/UkotbqQoVsOHZLQA0HU3VgiqJ/W7bfL70m/lOhxF3pZeOAGB12e5TtpfvyGJKxkeuvBSfP83qs1m7I/I+cE3tGWQN7H56Fze4YHYj649MpC5YT0NLBv4Mb/QBLBpjfdiuWdf9ihurH61kb/twli7t9pB+L6J3WGPMi8aYicaYgDHmB/a2e4wxZfb9RcaYEcaYmfbNc7/y5U8fI0fqOf/2GU6H0knRrFwAqrZ2XTy02a3sbnzh7o1L7pgEwIqHrDeuphb3jipS3jHlEmv9wtXvnHq5q6K+gOmj3NeXFGBEcR4+QtRURV4gNZuBZGa4u6A6//KhGHz87aEPaTyWSXame/uEdTSx1Orj995z3S/rVfbwAVJoY/EdyTPCPdl4o8kizloPt1K2o5il4zYmZSe8EcV5pHKs28k9vXbJrzsjZwxnTlYFK/5uFZjNx9LITPPGC55yr9SMVGYP2cbq4MlpBup3NFAdymf6ZHf2KUrNSGWEbz+1eyN7TWlva6eZLLKSr4G/V+ZcM5lMmnjtLy00hAbjH+zO83e6uTdMozCllt8/3f2H7rK1BZzrLydnrD9xgbmMFlQRWPnzchqMn8uvTM4lTFLSUyhI2Uv13q7/GfpLQQWwZO4B3msqZs+Gfa4fVaS8oyTQwPuHx9N21HoDrnhhJwDFn3BvhVGQUUdNXWRTkhyfzsTtBVX6oHTmD9vEa1sKaDRDyB7sjT6AKekpXFW6hZf2z2ZvRedW0+0rd1HRMoGlC3o3m3p/owVVBF4vO0QarVz4teS73HdcYWYdVXVdv1r1q4LqRquT+gs/+ZCm0ACyBnjjE6Ryt9J5qRxlIBvLrNn8K96y+jtOX9zTlH7JLX/IIWqbhkR0bNN+a2RcZpb7pzA5v+QwlS3jCZGK3+90NLFz9V2FhEjlqW9Xdtq34mfWRLxL/mlMgqNyFy2oIrCtagBj0mrI8CfvmnBFOYepOtz1zMVtbeAj1C/mY5rxuYkUpdSw4uV0148qUt5R+hmrcFr9gjUIurwcsmk8MUrVjQqGtVDTkhvRsU0f2y1Ug93/lnPBspPTC2TnuD+f46YuHc9ZmZU8/nLn6RDKVg5m2oCtBC5w34jURPLOX0McBev8BLIjn8DOCUUjWqlu63pyz1AIUugfhYX4hCVTtvHKnmIaQoNdP6pIecP4haPxSwOr37P+P8ursikevNPVH3LyR7ZTZ4aesjpBd5rrrGMyB7u/lXz2lZMYjHXpy5/nrYE+1yzez7ojU6h4fuuJbfU7Gvhb/QyWzu56PUp1khZUYZh2Q/BIPoFRyb2Ia9EZQgsZHPjw4077+lNBBbBkWRbNZHGIIWQN9EYfB+Vu4hNKcoKs2ZmHaTdUHBrN9KIGp8OKSn6RVRzt3hB+pGJTvbXkTFa2+wuQ1IxUzh2+GQD/cPfNct+TK743lVSO8fgPTxZPL/2kkhCpLPnSMAcjcwctqMKoC9ZzkGwC45L7jbkwYP1jV63r/OIWau9fBdWC24rJwloSwu2dYJV3lEw8xIYj49m+chcNxk/xtOR+TQmnYLzVIb2mousVGjpqbrALKn/yjZLuiwvmWh+wsz1WUA2flsfi4e/zxJpJJ9ZpLCuzVgiZ8yWdLiEcLajCCL5pzWkUmJbcC+wWTbM6h1Zt7DwKIxSSflVQZfgzuGiUtaZfZqbDwShlKz0ngzbS+P29Vgff6ef4nQ0oSvmTrdec2q3h17NrarBG22Zme6OguvqHxdxx1kpmLZvodCgxd80XQ9S0j+L1n66n9XArf9k1jUvHb+4Xg5qipQVVGMF11micwJzkbu4smm11lOxqcs+2EKRK/ymoAJYstl7AvdAJVnlD6eVnAPC7N611DIs/fYaT4UStYKb1mlOzozXssU2N1mjbrKHeaNHJm5LL/WsWkD4oOafSicaSe2aRTSOP/aqZVQ9U0Eg2Sz/nvTzjQd9twghusl4sxp6d73AkPcubPIx0Wqiu6qpTev9qoQJY8q2pTErfzoxz/U6HohQAhaWjGOHbx0dtReT7djM0kON0SFHJGetnAEepjaCvcvMh6/UnM8cbBZWXZfgzWDZ5Pcu3z+LJXzeRwREWfbXY6bBcQQuqMII7Uxjl20NmbnJfO/Kl+ihI3UvVns5N6qF2SJH+Ndotd9IwNreM4+xbknfuMNW/iE8ozf0IgOk57h8xJT6hIHUvNfvDX8ZrsguqrNzk7jqhLNf8s59msnh46zksGl5O1nDtjBoJLajCCO4bQmBQ9wtGJpOirDqq6gd12m61UPWvgkqpZFQy1erMPH1s+H5HbpCf2UBtQ/g32+bDVsu5FlTu8MmbpjMu1ZrNf+nFusB8pLSgCiN4eDiBvENOhxGRopwmqps7X0ZoC0m/60OlVDIqXWAVH8Uz3T99AEBBdhM1zf4ej2k93MqqtQPxEWLgUC2o3EB8wnXn7SCNVi61F51X4WlB1YMjdUeobR9FYLQ7li8pGnmM6raRtLed2hoVahdStKBSynGLvnYm/3HRSj773TOdDiUm8vNaqT2W1+WEwgD7Nx1gUcEmyvZ8gn8/f5WOFHORb5WdTeVfdzNq5ginQ3ENLah6sH2V1c8hMNkdQ30Li4RjpLOv8tRZ3a2CSi/5KeW09EHp3PXyAgbnD3Y6lJjIHwXNZNFY1Xm6lvV/+JDS6UdZfXAiT972Nve8tiDxAao+S8tMY/xCXWqmN7Sg6kHwPWvW8cDsbIcjiUzRBGutwar3taBSSsVfwVhrOH3t+lMnFF7+jXf45LJC2kwKqx7dwZU//6QT4SmVUN64kB8n2yutzniB+e5YwLSo2Cr8qisPUtphu9WHSgsqpVRs5Y+3Rj/ffl0jxqyjtimb2tZcGpnH3EHlPP/WCEbO0Bm2Vf+gBVUPgkEYQiPDJgx1OpSInJjcc1vLKdtDRluolFKxN21xEUUpNWxtHEH+wHqm5u3jwtxqxo+HGx+ey4AhOu+U6j+0oOpBcE8mgYG1iM8dl/yGTRhKBkeo2nVqB1G95KeUiofcScPYdWLMTqGToSjlOO1D1YNgQy7jhjY4HUbExCcUpu2lau+pywSE2oUUnxZUSimlVLxoQdWNUGuIHccKCBS0hD84iRRl1VPdcOrknm3tPu1DpZRSSsWRFlTdqF69m2OkE5jgrl/RjDEHeffQFN79bcWJbaF2n7ZQKaWUUnHkrmqhF9rb2nnt/vc52tC3afODf7eGAQfO7LyUSzL7zp9mUpi6h2U3+anf0QAc75Te9cR7SimllIqeZwuqNx8oZ+HXZ/HsXWv79Pjgemu5mcC84bEMK+78o7N55qGD1IaGc/3ZmzHtRluolFJKqTjzbEF1zldmMDFtBw8+0bcZiYNb2kmjlaI57piDqqM5103jvsve5k+75/Lzz79ByAipWlAppZRScePZgkp8wk2f2slbh2ZQvnxLrx8frB7AmLQa16499dXnzmPpyHf5+nPzCDaNJMWnl/yUUkqpePFsQQVw7Y9nMICj/Oq7u3v92O11fgLZB8IfmKTEJzzy5kRGpexjv8nTPlRKKaVUHHm6oBo2YSj/OG4Nj5XP4vCewxE/zrQbgkfyGTeyOY7Rxd/QQA5P/7KeFNpIT9VLfkoppVS8eLqgArj5m9kcYghPf+v9iB9TF6ynkWwC49zfqjPvxun8+d4P+Nf73DHbu1JKKeVGni+o5n25mOkZW3jw2WERPyb4pnWJMDBtYLzCSqjF/1bCWVdNcToMpZRSyrM8X1CJT7j5st2sbZ7KmscqI3pMcF0jAIFSdyyKrJRSSilneb6gArjqx7PI4jAP/uDjTvs2v7idtx7YQHvbyT5GwU2tAIw7pyBhMSqllFLKvfpFQTWkcAhfmLyOp7bMpmGn1fpUvXo3109cxdRLxjD/1hlMytzFfZ9ayd6K/QR3pjDKt4fM3EyHI1dKKaWUG/SLggrgprvzaCaLX375fe4+eyUT52TzxNY5fK3kDR798pvkZzZw50sLKJzuZ/m2MwkM2ut0yEoppZRyiVSnA0iUs66aQunNG7n7lQUAfGH0W/zg96MZM9/6/pqHrMt/v75nF4+vm8a5xfXOBauUUkopVxFjnJkaoKSkxKxZsyahP/OvP1rHr//3KN/4vp+Sa6Ym9GcrpZRSyr1EZK0xpqS7/f2mhQpg0Tdns+ibTkehlFJKKa/pN32olFJKKaXiRQsqpZRSSqkoaUGllFJKKRUlLaiUUkoppaKkBZVSSimlVJS0oFJKKaWUipIWVEoppZRSUdKCSimllFIqSlpQKaWUUkpFSQsqpZRSSqkoaUGllFJKKRUlLaiUUkoppaKkBZVSSimlVJQiKqhEZLGIfCgi20Tkzi72DxCRZ+z974rImJhHqpRSSimVpMIWVCKSAvwC+BQwFbhSRKaedtgNQL0xZjzw38B9sQ5UKaWUUipZRdJCNQfYZozZboxpBZ4GLjvtmMuAR+37zwILRURiF6ZSSimlVPKKpKAqAKo6fF9tb+vyGGNMG9AIDDv9iUTkRhFZIyJr9u/f37eIlVJKKaWSTEI7pRtjHjLGlBhjSvLy8hL5o5VSSiml4iY1gmNqgKIO3xfa27o6plpEUoFs4OOennTt2rUHRGRnL2KNp1zggNNBxJnm6A2aozd4PUev5weao1f0JsfRPe2MpKBaDUwQkbFYhdMVwBdOO6YMuBZ4B/gc8JoxxvT0pMaYpGmiEpE1xpgSp+OIJ83RGzRHb/B6jl7PDzRHr4hljmELKmNMm4jcBrwMpAAPG2M2isj3gDXGmDLgt8DjIrINqMMqupRSSiml+oVIWqgwxrwIvHjatns63D8KfD62oSmllFJKuYPOlG55yOkAEkBz9AbN0Ru8nqPX8wPN0StilqOE6eqklFJKKaXC0BYqpZRSSqkoebagEpGHRWSfiFR02HamiLwjIuUiskJEhtjb00XkEXv7ehFZ0MXzlXV8LqfFKj8RWWmv0/iBfRue+Gy6FsMc00XkIRHZIiKbReTyxGfTtVjkKCKDO5y/D0TkgIj81JGEuhDD83ilvX2DiLwkIrmJz6ZrMcxxmZ3fRhFJqiW8RKRIRF4XkUo7vtvt7UNF5BUR2Wp/zbG3i4j8TKw1XjeIyOwOz3WtffxWEbnWqZxOF+McXxKRBhH5s1P5nC5W+YnITPtve6O9fZmTeXUUwxxHi8g6+zV1o4jcHPaHG2M8eQPOBWYDFR22rQbOs+9fD9xr3/8K8Ih9fziwFvB1eNxngSc7PpfTt1jlB6wESpzOJ845fhf4vn3fB+Q6nVusczztOdcC5zqdWyxzxBpAs+/4uQN+BHzH6dxinOMwYBeQZ+97FFjodG4d8hkFzLbvDwa2YK3v+iPgTnv7ncB99v1PA38BBJgLvGtvHwpst7/m2PdznM4vljna+xYCS4A/O51XHM7hRGCCfT8f2A34nc4vxjmmAwPs+4OAj4D8nn62Z1uojDFvYE3h0NFE4A37/ivA8ZaKqcBr9uP2AQ1ACYCIDALuAL4f34h7J1b5JbMY5ng98J/2vnZjTNJMVBfr8ygiE7HepFfFJ+Lei1GOYt+yRESAIUBtXAPvhRjlOA7Yaow5vi7XXzs8xnHGmN3GmHX2/UPAJqxlxzqu5foo8Bn7/mXAY8byd8AvIqOAi4FXjDF1xph6rN/N4sRl0r0Y5ogx5lXgUALDDytW+RljthhjttrPU4v1YScp5paMYY6txpgW+5gBRHBFz7MFVTc2cnJh589zcgb49cBSEUkVawLTszrsuxe4H2hOZKB91Jf8AB6xmzW/bb9ZJbNe5Sgifnv/vXbz7R9FZERCI+69vp5HsOaAe8bYH6uSWK9yNMYcA24ByrEKqalY898ls96ex23AJBEZI9aKE5+h8/lNCiIyBpgFvAuMMMbstnftAY7/f3W3Dmwk68M6Lsock16s8hOROVitOcF4xtsX0eZoXz7cYO+/zy4eu9XfCqrrgVtFZC1WU2Crvf1hrF/iGuCnwNtASERmAgFjzPOJD7VPepWfve+LxpjpwDn27epEBtwHvc0xFWu5pLeNMbOxZvP/cYJj7q2+nMfjrgCeSkyYUent/2IaVkE1C+sSwwbgrgTH3Fu9ytFurbkFeAarhfEjOp9fx9mt9suBrxpjDnbcZxfyyV7Mh+X1HGOVn90a9zhwnTGmPeaBRiEWORpjqowxM4DxwLXhPoxHNLGnVxhjNgMXwYlLI5fY29uAfzl+nIi8jXXd9TygREQ+wvpdDReRlcaYBYmNPDJ9yA9jTI399ZCIPAnMAR5LbOSR60OOH2O1Lj5n7/ojcEMCQ+61vpxH+/szgVRjzNqEBtwHfchxpr0/aG//A1Y/iKTVx//HFcAKe/uNJFlBZRe2y4EnjDHH/6f22pdIdttvsPvs7d2tA1sDLDht+8p4xt0bMcoxacUqP7EGWbwA3G1fKksasT6HxphasQacnAM8293P7VctVGKPYBMRH/BvwIP295kikmXfvxBoM8ZUGmMeMMbkG2PGAPOBLclaTEHv87MvOeTa29OAS4GkGcnYlT6cQ4P1BrXAfoqFQGWi4+6N3ubY4aFX4o7Wqb7kWANMFZHj/TQuxOobkbT6ch47PCYHuBX4jQOhd8nuDvBbYJMx5icddh1fyxX76/912H6NWOYCjfYll5eBi0Qkx87zInub42KYY1KKVX4ikg48j9X3qNsCwwkxzLFQRAbaz5mDVQN82OMPN0nQKz8eN6w3lt3AMazm9RuA27E+CW4BfsjJiU3H2L+oTVgdQUd38XxjSK5RflHnB2RhjTDagNXf43+AFKdzi/U5xFoh/A07z1eBM5zOLR5/p1ijpSY7nVMcz+PN9vYNWEXyMKdzi0OOT2EV/JXAFU7ndVqO87Euk2wAPrBvn8YanfgqsNXOZ6h9vAC/wOpbU06H0cRYl0O32bfrnM4tTjmuAvYDR+y/iYu9kh9wlf23/kGH20yn84txjhfaz7He/npjuJ+tM6UrpZRSSkWpX13yU0oppZSKBy2olFJKKaWipAWVUkoppVSUtKBSSimllIqSFlRKKaWUUlHSgko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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'AGWO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER BASET" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'BASET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### PERLND PWATER CEPE" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'CEPE', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IFWI" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'IFWI', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IFWO" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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qOcOSMeYXJI1Ya++dY7trjTHbjDHb9u/fv2ANBHB8mB6zFHNDAGCWTipLF0t6rTHmSUn/KulyY8w/z97IWvtZa+0Wa+2W1atXL3AzAfS6gLAEIKHmDEvW2j+y1m601p4i6U2SvmetfeuitwzAcYUxSwCSinmWACRCLSxVqzE3BABmSc1nY2vtVklbF6UlAI5rVJYAJBWVJQCxs4GVrY1ZCkzMrQGAmQhLAGLne9PlJCpLAJKGsAQgdjPCErO5AUgYwhKA2M2sLNENByBZCEsAYhdUp8tJVcISgIQhLAGIHd1wAJKMsAQgdn5lOiFxNRyApCEsAYgdY5YAJBlhCUDsqCwBSDLCEoDYzRyzRFgCkCyEJQCxq68sVQlLABKGsAQgdnTDAUgywhKA2NXPs+QHHJYAJAtHJQCxo7IEIMkISwBiNyMsWcISgGQhLAGI3czKEoclAMnCUQlA7GZeDcdhCUCycFQCEDu64QAkGWEJQOz8qp3+nsoSgIThqAQgdjMrSxyWACQLRyUAsQv8sLKU1STdcAASh7AEIHa1ylJaFSpLABKHoxKA2NXGLGVMRVXrxtwaAJiJsAQgdrXKUsZQWQKQPByVAMSuVlnKEpYAJBBHJQCxm6osOYQlAMnDUQlA7KbGLDlVwhKAxOGoBCB2M8MSA7wBJAthCUDsavMsZRxfVRGWACQLYQlA7KYqS65PNxyAxOGoBCB2M8ISlSUACUNYAhC7qbCUorIEIHk4KgGInV8bs+QGVJYAJA5hCUDs/Gr4byZFWAKQPIQlALGb7oYLVFUq5tYAwEyEJQCxmwpLaSpLAJKHsAQgdr4f/ptNW1k5soGNt0EAUIewBCB2tUkp06nwX9/z42wOAMxAWAIQu1plKZMmLAFIHsISgNhNTR2QiX4mLAFIEMISgNhNTR0QhaXqZDW+xgDALIQlALGb6oarVZYqQXyNAYBZCEsAYjd1NVw2+pluOAAJQlgCELupylLWhD9TWQKQIIQlALGrhaV0JgpLVJYAJAhhCUDsgkAyCpRKU1kCkDyEJQCx833JlS83utNJtUxlCUByEJYAxM73JUeBUhkqSwCSh7AEIHbTlSXGLAFIHsISgNj5QRSWUlSWACQPYQlA7HzfyFVAWAKQSIQlALHzA8k1dZWlqo25RQAwjbAEIHZhZWk6LHE1HIAkISwBiF0QSK4JlMqEhyS64QAkCWEJQOz8YNaYJbrhACQIYQlA7PxAckwgN01lCUDyEJYAxM4PjFxDZQlAMhGWAMRuauoAKksAEoiwBCB2sytLVY+wBCA5CEsAYlcLS1NXw9ENByBBCEsAYjdVWUoTlgAkD2EJQOwCS1gCkFyEJQCxa6wsMWYJQHIQlgDEzrdGjrFUlgAkEmEJQOxmV5aqHmEJQHIQlgDEzg8cuU6gVNYNf/YJSwCSg7AEIHa+NXJndMPF3CAAqENYAhC7WmWJMUsAkoiwBCB2jZUlwhKA5CAsAYhdYE1YWcrUxizF3CAAqENYAhA73zpynenKUrVCZQlAchCWAMTODxw5xirVlwp/prIEIEEISwBiN7uyxJglAElCWAIQO9864QBvxiwBSCDCEoDYTVWWCEsAEoiwBCB2hCUASUZYAhC72WGpygzeABKEsAQgdr4cua6Vk3JkFFBZApAohCUAsQsnpQyvgHPlE5YAJAphCUDsfOvKMeH3hCUASTNnWDLG9BljfmSMud8Ys90Y86GlaBiA40etG04iLAFInlQH25QlXW6tLRpj0pLuMMb8p7X27kVuG4DjRDjAO/zelS8/MPE2CADqzBmWrLVWUjH6MR19Mb0ugAXjy52uLJmAq+EAJEpHY5aMMa4x5j5JI5Jusdb+cFFbBeC44lt3qrKUUpXKEoBE6SgsWWt9a+1mSRslvdAYc87sbYwx1xpjthljtu3fv3+Bmwmgl80Ys2SYOgBAsszrajhrbUHS9yW9osm6z1prt1hrt6xevXqBmgfgeODLZcwSgMTq5Gq41caYwej7fklXSHp0kdsF4DgSyJEbTt4dVpaCeNsDAPU6uRpunaR/NMa4CsPVV6y131zcZgE4nvhy5dQqSyagsgQgUTq5Gu4BSectQVsAHKfCq+HC710FqvqEJQDJwQzeAGJlAytb1w2XchizBCBZCEsAYuV74aVvM8csEZYAJAdhCUCsCEsAko6wBCBWhCUASUdYAhCr5mGJQxOA5OCIBCBWQTWcVMmNrs11TaAqlSUACUJYAhArvxKGJccJA1LKobIEIFk4IgGIVWM3nJVvqSwBSA7CEoBY1SpLbioMSC6VJQAJwxEJQKyoLAFIOsISgFhRWQKQdByRAMSqMSxZVS2HJgDJwREJQKymw1L4c8oJ5BOWACQIRyQAsZqaZ8mdriwRlgAkCUckALGammeJsAQgoTgiAYhVszFLhCUAScIRCUCsCEsAko4jEoBYzQ5LKdeqat04mwQAMxCWAMTKr1pJVJYAJBdHJACxauyGE2EJQKJwRAIQq6mwlA4PR65j5YtuOADJQVgCEKvAn9UN51JZApAsHJEAxKo2ZmnGPEtUlgAkCGEJQKxmd8OlUuJqOACJQlgCEKumV8NRWQKQIIQlALFqGODtirAEIFEISwBiNVVZIiwBSCjCEoBYNXTDEZYAJAxhCUCsmlWWrBwF1SDOZgHAFMISgFhNzbNUdzWcJPmeH1eTAGAGwhKAWDXMsxT1wBGWACQFYQlArJp1w0mEJQDJQVgCECu/1g2XCVMSYQlA0hCWAMTKr4b/TlWWoqviavMvAUDcCEsAYkU3HICkIywBiNXssJRKh5WlapmwBCAZCEsAYuVHmYgxSwCSirAEIFYN3XCMWQKQMIQlALEKokzkpAhLAJKJsAQgVg1TB9Rm8CYsAUgIwhKAWDVMHRDN5M2YJQBJQVgCEKvZA7xTmehqOI/KEoBkICwBiFXD1XCMWQKQMIQlALFqDEvhYYmwBCApCEsAYkVlCUDSEZYAxMr3JaNAxglDEmEJQNIQlgDEKggkR9PBaCosRZNVAkDcCEsAYuX7kqvpaQJSmfCwxNVwAJKCsAQgVrPDUm2+JbrhACQFYQlArPxgVliiGw5AwhCWAMTK943c+jFLVJYAJAxhCUCs/EByDZUlAMlFWAIQq7Cy1GTMEmEJQEIQlgDEKqwsTXe5pbLh5JRcDQcgKQhLAGIVBIZ5lgAkGmEJQKxmV5bohgOQNIQlALHyA0NYApBohCUAsWqYOiC6oa7vE5YAJANhCUCsWleW4moRAMxEWAIQq9lhaepquAqVJQDJQFgCECvGLAFIOsISgFj5dlZYYswSgIQhLPWY2z91v/7ubbfF3QygY0Fg5DBmCUCCEZZ6zOc+cUR/9sUz4m4G0LGwsjRdRZquLMXVIgCYibDUY8oVRxWbirsZQMcYswQg6QhLPcarOqrYdNzNADrmB45cp+5quL4w7FfphgOQEISlHuNVHXkiLKF70A0HIOkISz3G8x15ysTdDKBjsytLhCUASUNY6jGe78pXSkE1mHtjIAGoLAFIOsJSjylXw/EelfFKzC0BOjO7smQcI6OAsAQgMQhLPcYLwk/lXtGLuSVAZwIZOWbmlW+ufMISgMQgLPUYL4gqSxNcSoTuEFaWZoallKpcDQcgMQhLPaYWlrwS3XDoDr5tDEuufPkMuwOQEISlHlMOwmkDCEvoFr51ZgzwlmrdcCamFgHATISlHkM3HLpN08qSYYA3gOQgLPUYL5q92xsnLKE7tO6Go7IEIBkISz2mFpYqk3wsR3egsgQg6QhLPaY2ezeVJXQLX45cd/bVcL6qjFkCkBCEpR5iA6uyspIkb4KP5egOvnXkzMpFrqEbDkByEJZ6iO/5stFLSjccukXQqhuOqQMAJMScYckYc6Ix5vvGmIeNMduNMe9aioZh/upn7aayhG7RrBsuDEtUlgAkQ6qDbaqSfs9a+2NjzDJJ9xpjbrHWPrzIbcM81c+t5E3ysRzdIRzgPXMZYQlAksxZWbLW7rHW/jj6/oikRyRtWOyGYf7qK0uVMmEJ3cGXS2UJQKLNa8ySMeYUSedJ+uGitAbHpFysryzRDYfu4Fu3obKUMr6qPkMqASRDx0cjY0xe0tckvdtae7jJ+muNMduMMdv279+/kG1Eh2Z2w9k2WwLJwZglAEnXUVgyxqQVBqUvWmv/vdk21trPWmu3WGu3rF69eiHbiA7Vz61ENxy6ha/GypJrrHxLWAKQDJ1cDWckfU7SI9bav178JuFo1Yclr0xlCd0hHLM0cxmVJQBJ0kll6WJJvybpcmPMfdHXqxa5XTgK5RJhCd0nkCNndmXJCeQHjFkCkAxzTh1grb1DEh/xukD93EqVCmEJ3aF5ZYluOADJwUe3HlIflrxyjA0BOmQDKyunISylnEBVKksAEoKjUQ+ZWVmKsSFAh3wvfM82VJbohgOQIByNesiMypLXZkMgIVqGJbrhACQIYamHlCempwsgLKEbtK4sWfmWwxOAZOBo1EPq7wdXqbbZEEiItt1whCUACcHRqIfUhyWvQhcGks+vhO9Zd9Z1uVSWACQJR6MeUj+3EmEJ3SCohmHJcWa+X1OOVTVwmz0EAJYcYamH1MJSTkVVqoQlJB9jlgB0A45GPaQc3Tw374zLq/DSIvmmu+FmhnvCEoAk4WjUQ2pXwOWcCXlVXlokX8vKkmvlc3gCkBAcjXrIVFhKlVXxeWmRfFSWAHQDjkY9xPOktDz1uRV5hCV0gdZhSYQlAInB0aiHlD0pI09px6eyhK7QauqAlGtVtXPe5xsAlgRn1B7ieUYZU1HG9eX5XHaN5JseszSrssSYJQAJwtGoh3iVMCylnYCwhK4Q+OEVnM7ssORIvngPA0gGwlIP8apRZSnlq8KEfugCLccsuYxZApAcHI16iFdxlHUqyriBvIDxHki+tlfDUVkCkBCEpR5SrjrKOFWlU4QldIe2lSXCEoCEICz1EC8KS5lUQDccuoJfDccszQ5LqZRUFYEfQDIQlnqIV3WjsGTl2XTczQHm1L6yRFgCkAyEpR7i+a4yrq90ysoLCEtIvqmwlJ55KKrd/iSoBkvdJABoQFjqIZ7vKuv6yqStKnwqRxdo1Q1XC0u1eZgAIE6EpR5S9lPKpMKwRDccukHLeZYISwAShLDUQ7zAVcYNlE5LFRGWkHxzdcMRlgAkAWGph3hBSplUoExG8pSVDWzcTQLaank1XJT1q5PVpW4SADQgLPUQL0gpm/aV5kSDLtG6smRmrAeAOBGWekg5yCiTsspkwp8r45V4GwTMYaqyRDccgAQjLPUQz6aUSVtlsuGncq9EWEKytbwaLkVlCUByEJZ6iGczyqTtVDecV/TibRAwBypLALoBYamHeEqHlaW+8FN5ZYIxS0i2lmGJyhKABCEs9RBPGWWzUiYbvqzeOGEJydZqnqVUOvy5WqayBCB+hKUe4Xu+fKWUyUjpDGOW0B2oLAHoBoSlHlEbn5TJSJm+8GWtTPKpHMnmR5UlN+POWE5YApAkhKUeMRWWstNhiW44JJ0fvUUbK0vResISgAQgLPWIWpdbJmOUro1ZmqCyhGSjGw5ANyAs9YhaWMr2G2X6wy4NuuGQdK3DUvgzA7wBJAFhqUeUi1FlKeso3ReGJSpLSDo/eovOHrNUuxquFqYAIE6EpR5RG5+U6XOmK0tlujCQbHTDAegGhKUeMR2WprvhqCwh6WqVJSc1KyxF4YmwBCAJCEs9ohaWsv3udDfcJCcaJFsQzDF1AN1wABKAsNQjyqWostTvKjMQXndd8TjRINlaTh1AZQlAghCWekStyy3T7yqTC++kS2UJSddqgHetslT1eA8DiB9hqUfUh6V0f1hZ8hjgjYRreTVcJqos0Q0HIAEISz2iVkWiGw7dpGVlKU1YApAchKUe4UUTUGZzKWXymXBZOc4WAXObMywxZglAAhCWekR5PKosDaTquuH4VI5k833JKJBxzIzlVJYAJAlhqUfUglEml56qLFUqcbYImJvvS44aq0dMHQAgSQhLPWJqzNJASqm+qLLkxdkiYG5BILlqnDy1VlmqVghLAOJHWOoR9ZUl4xil5VFZQuL5fvOwlMqGY5ioLAFIAsJSjyhPhieV7LKwCy4jj8oSEs+fo7JEWAKQBISlHlELRrXxSmlTlVcxbR4BxM/3jdxmY5YyVJYAJAdhqUfUwlJ6IJy9O6OKKlXCEpLNDyTXtKkscS9oAAlAWOoRnie5qk59Is84FSpLSLywskQ3HIBkIyz1CM+TspqehTJtqvKoLCHhwspS6244roYDkASEpR5R9owyZvryt4xTVaXKy4tk833TdJ6lqavh6IYDkACcTXuEVzHKqC4smao8whISLrDtK0u+T2UJQPw4m/YIr2qUcabDUtrx5fm8vEg2PzDNw9LUmKWlbhEANOJs2iO8ijOzG86tqkJYQsLNOXUA3XAAEoCzaY/wqo6yzvTH8LQTyPPdNo8A4teyskRYApAghKUeUa46ytSFpYzrq0JYQsLNFZaqdMMBSADCUo/wqo4ybl1YSvnyAsISko3KEoBuQFjqEZ7vKuNMn1nSbiDPT8XYImBuvm0eloxj5MgnLAFIBMJSj/B8Vxl3+syScQNVbPPK0mRhUj/50qNL1TSgJT8wcpqEJSm8wS5hCUASEJZ6RNlPKZuq74YL5AXNK0tffPc9euGvnqbCU4eWqnlAU4E1ck3zuZQISwCSgrDUIzw/pUxq+hN6OmVbhqWRPb6qSqvwzJGlah7QVKsxS1IUlpqvAoAlRVjqEV6QUsadPrNk0oEqtnlYKpWifw9OLkXTgJb8wJHrtA5LVe5vCCABCEs9wguaVJZsuum2pfHwBFQaLTddDywVv003XMpQWQKQDISlHuHZlLKZ+sqSWoalYi0sjXlL0jaglbkqS75PZQlA/AhLPaIcZJRJTX9Cz6StKmpRWZoMr5IrFSpN1wNLpV1lyTUBlSUAiUBY6hGe0sqkp0866bTkKdN021I5HMtUOsT0yIhX+8pSQGUJQCIQlnqEZ2eGpUxGCuTK9xqvvS6Ww4pT6TDXZSNevnXktKws+fIDwhKA+BGWeoSnjDJ1haTa95Xxxq62kheuLB2hjwPxCqyR67TuhqtSWUKXePquZ3VkN9Ox9CrCUg8IqoGqSiubnV6WjoYrecXGQdylarhhqdj8JAUsFd86LcNSisoSushFL3H04dffG3czsEgISz2gFohmVJay4UmmMtE4Lqno90manm8JiItvnTkGeBOWkHwHd4zq2WCd9h7kfpy9irDUA9qFJa/UpBuuFpbGOREhXu0qS4QldIsdt+6WJBUnCEu9irDUA2qBqBaQJCmdaR2WijYnSRqf4ESEeBGW0At2bCtImr54Br2HsNQDmoWlTF/40lYmZ17xFlQDTWhAklSa5OVHvAhL6AWPbw+HOxS95tO1oPtxtuwB5WIYlrL90y9nq8rS+IHxqe9Lk5SMES9fjly3VViyqhKW0AV2PBWGpGI1O8eW6FaEpR7QrrLkTcysLBVH6sKSR1hCvMJ5lpqvSzm+/IBDFJJvx4EhSVKx2hdzS7BYOBL1AG88LAHXApIkZfrDW5rM7oYrHZiY/p6SMWLWvhvOyrdUlpBsNrDaMbFBklT0+2NuDRbLnGHJGPN5Y8yIMeahpWgQ5q9WPaoPS+lsVFkanzl1QGm0PP19lbCEeAXtuuGcgMoSEm/k4QM6ouXq1/jUxTPoPZ0ciW6Q9IpFbgeOQS0QZQfcqWW1ylJDN9zBMCwNmbGpySmBuISVpebrqCyhG+y4bY8k6fm5n2pCA01vMYXuN2dYstbeJml0CdqCo1QejypL/Y1hqVKeeUuT0lg4J9Pa9OjUfEtAXHy5VJbQ1XZsOyRJOu/k8DRZfxENegdHoh4w1Q1XF5bSfc0rS6VDYRVqTf8RlYKBJWoh0Jxv3baVparlEIVk2/Gor5QqOvusMPTXX0SD3rFgRyJjzLXGmG3GmG379+9fqKdFB6bC0sD01W2tKkvFQhSW8hMqibCEeLWbOiDlUllC8u14OqvnpHdpcFV4/C3un5jjEehGC3YkstZ+1lq7xVq7ZfXq1Qv1tOiANxkGohndcFFwqq2rKR0Og9XaYU9VpZveaBdYKr7aVJYcK5/KEhJux8FhbRrar/xgFJYOTMbcIiwGjkQ9oBaIsvnpqfbT/VFYml1ZOhz+vGZV+Gm+tJ+SMeLjy5XTdoA3hygklw2sdk5u0KYNE8oPhcff2kU06C2dTB3wJUl3SXquMWaXMeY3Fr9ZmI/yRFRZqu+Gi76vlGd2cZRK4b9rTghf+vp5l4ClFg7wbr6OyhKSbs99+1RSXpvOkPLD0Szeo1Tre9GcUzhba9+8FA3B0atVjzK5ZpWlxrCU1aSWD4VnqNJBSsaITzjPUvN1hCUk3eO37ZV0gjZtziu/MpyKpTYuFL2F+130AG8yDEQzKktRcJodlorjRnlTUm5FuO34GCVjxMMGVnaOsMTVcEiyHT8+LEna9JK1skF0NRxhqSdxJOoBnheFpfz0jNy1sFTxZlWWJlzlnAnlBsP1tXmXgKVWm7yvVVhKuVa+bbESSIAdjwbKqKwTX7hO+dXhrU5q40LRWwhLPaAc9aRll02HpfRAVFmalYVKk65yblkDKwhLiNdcYcl1rXwOUUiwHbv6dHr2GbkZV/m14a1OikeaT4WB7saRqAfUAlF9ZalVWCqWU8qnJ5UbCretTVIJLLU5wxJjlpBwO0ZXatPQQUlS32CfHPkqFmNuFBYFR6Ie4HmSI19uZvqs42ZcuaqqUpm5bcnLKJf2lFsZ3uqkdJiwhHjMHZZENxwSK6gGeqK8UZs2hlcUG8cor6JK49zPsBcRlnqA50kZNXanpVVp7IarZJTPVOrCEv3rWHx3fvoBfetD98xY5lfC955DNxy60K579mhS/dr03On3aN4ZV3Gc92wv4lXtAV7FKNskLGXkqVKd+SmnWO1TLltVblU4GLF0hLCExfff/6ysP/jI0Ixl05Wl5p/EXUeqWi7YRTLtuGOfJGnT+cumluXdSRUnqIb2IsJSDyh7RhnTJCyZirzZ3XB+n3J9vnJrwsGItUkqgcU0NtGn0cqyGcuCahjUW14Nl6KyhOTa8ZNwcNKmS06YWpZPTapYJuD3Io5EPcCrGGVM49ijtKnKq8yqLAUDyg8EcjOuspokLGFJFLwBjQaDU3PRSNPdcG6qdWXJF5/SkUw7Hg/Ur3GtP2/t1LJ8pqxiOdPmUehWhKUe4FWNMk6lYXnGVFWpznyJSxpQbiA8YeXMuEoTDEbE4jtUzclTVhOj07fXmXvqAMISkmvHrn6d3rdLTqpuzFKmomKFsNSLCEs9wKs6yjhNKktOVV7dmCWv6KmqtHJhD5xyzoRKE7wFsPgKwXJJ0tiTh6aWzVlZIiwhwXaMrdKm4dEZy/J9FRWrfTG1CIuJM2UP8KqOss0qS05VXl1lqbgv7HPLLwtPTjl3UqVJ+texuMqHy5rQgCRp9KkjU8s7C0upGV13QBJUJ6t6wjtRm06ceW/NfJ+vYrU/plZhMRGWekC56irj+A3LM05VFX/6JS4dCLtAcsvCZblUWSUGI2KRHXrm8NT3Y7vruuGmwlLzx9W652oDwYGkePru3aooo03Pm1n5zPUHKgYDMbUKi4mw1AO8qquM26wbzp9RWSodDD8F5ZaH/8FzaU/jFcISFldh1/SUxqO7pz+J18YsOU7zylIqNXM7ICl23DkiSdp0wfIZy/M5q6JyVEN7EGGpB3i+q4zbrLLky/OnP/kUD4QnqvxgeBYaSFdUYjAiFllh9/jU92P7pqe46KQbTiIsIXl23BcOaTjj0nUzlufzYddx+XA5jmZhERGWekDLsOT6qtSFpdpNc3OD4X3jctmqStXs0jQSx63C3ulq0uj+6fdp4IefvglL6DY7dkh5HdHac1bPWF4bD1raP97sYehihKUeUA5SyqYaTyhpd2ZlqVQIB4Hnh8NqUi7rq8SVG1hkhZHpT9ljY9PL56ws0Q2HhNq5e0Cn9z8rM6sLOb88PKUWRwhLvYaw1AO8IKVMqnEQbMYN5AV13XBRWMoNh9WkXH+gUkBYwuIq7J8eTzdamD7kzN0NZ2ZsByTF7uIynbj8UMPy/GB4vK0NeUDvICz1gFZhKe0GqgTTA7hLh8JP6LWb6Ob6A5UsV25gcRVGw/fmOmevxo5Mvx/9amfdcNXJxosXgDjtKw9qzYrGW0zloyEOhKXeQ1jqAWFYarz6IpMK5NWFpeLh8KSVXx3OA5LLSRMa4NJsLKpCQUqpoo39BzVamr6gYK7KUipNZQnJE1QD7Q9Wau2qxu7h2hCH4mhjkEJ3Iyz1AM+mlU036YZLB6rYujFLxeg2J6vDalJtJu/xA/SvY/EUDjsaNIc03DehscnpCfumwlK6+WFoaswSYQkJMvazgqpKa83axpA/FZbGGicJRncjLPWAss0ok26sLKVdKy9IT/1cKklGgfoGo2642pUbByYaHgsslENFV4OpoobzZY15uanltW44x51jzBIDvJEgI4+FVyms3ZhuWJdfFR5biwW6jnsNYakHeDatTKZJN1zayrN13XAlo7yKU1dw5JaFVSfCEhZTYTyjwfS4hpZVNVqdnsRv7qvh6IZD8ow8Ed6yZ83Jjbc1qQ1xKB4i4PcawlIP8JRRpvFDjjJpq4rqKksTRjlnOhjVZvKuzewNLIbCZFaDfRMaHrQq2BVTY+Sm5llq2Q1HWELy7HsyHLaw9vRlDetyq6KwdJj3bK8hLHU5G1hVlFGmyUTc6ZSVZ+vDkqucMx2McivCqlNtskpgMRS8AQ32exoalgK5Ovxs+Ml8zqvhouXVMp/SkRwju8LxSGvOGGxYl1sTdjMXiw2r0OUIS12uMh7+x802mYg7kwmrTjXFckr5VF1YGgrXEZawmAqVnAbzFQ2vDsP52FPhjXXnGuDN1XBIon17rRz5Gj5tqGFdqi+lPk0QlnoQYanL1e5B1KyylMlIVaWnbupYKqeVS0/PpjywIqw61Wb2BhZDIViuFflAQ2vC99vo0+GZZKqyRDccusjIAUernYNyM27T9XlTUmmCU2uv4RXtcl4pDDqZbGNXRjrqgatVn0qVtPKZ6SpSbSbv8SN0c2BxeEVP48ppcFAaWhdeKTS2Oxw312k3HGEJSbKvkNWaTKHl+rw7oSJhqefwina5dmGpVm3yimFAKlb6lMtMX9Jam8m7dJiwhMVx6Jmwy21wyGh4Yzi/1+iesCu448pStfFKTyAuI8UBrR040nJ93p1UcSLVcj26E2Gpy7WtLGXCZZWJMCCV/KxyfXVhKbpyo3SET+5YHIVdYZfb4KqUhk7MS5LGRsL3IN1w6EYjk8u1ZlnrK4jz6UkVy00uT0ZXIyx1uXIxGuDd3/hSZqJB37VAVfT7le+fPvHUZvKuzewNLLTC7vAy68HVaQ0/Z1CSNHogfA/OOSllFKKqHmEJybGvOqw1w60nncxnPBW9JoNI0dUIS13OGw//02b6moWlcNlUZckOKFcXlrLLs3Lkq1RagobiuFTYE45PGjyhT/3D/cpqUmPhBMhzzrOUyoTLqSwhKcYPjKuoZVq7pvUHzHy2omK1yeXJ6GqEpS7XLizVuuG8UkVBNdC4clP3g5Mk4xjlVFJpvPkne+BYHdofXn05uC7s8h12Cho7HIWgWlhqcVURY5aQNCOPjkqS1qxr/p6VpHxfVcVq31I1CUuEsNTlvIlwcHbTylK0zBuvTt0sN5+fuU3OmVBpgrCExVE4EL4/BzeGb7yhdFGjR8IuCj/qyWg5ZilNZQnJMrLjkCRp7cmtw1C+P1DRb7wVCrobYanLTYWl/sZPOpm+6QHetfu/1W6eW5NzJlWaaP0pCTgWhYNRWDoxvDXEcLaksfGwi4Kr4dBt9v00HLOw5tRcy21y/YGKtvV6dCfCUpcrl8KP59lc46Wq6WjMhzfh14WlmcEol5pUqcxlrlgchYLkqjp1G4ih/kmNToYXFswZlmqVJcISEmLkmbBbec3py1tuk89LExqQ7zElSy8hLHU5bzLsomhaWYqWeeNVFQ+El7rmB2eHJU8lj7CExVE4bLTCHJZxwirRcL6isUoYnPzoXNJyzBJXwyFhRvaEb9o1Z65suU1tqENphCtneglhqctNdcMNNAaeWliqlAOVRsNPRLkVM+f/yGU8lbjMFYukcCSlQXd6Ar+h5b5G/RWS5q4sTV0NR2UJCbFvxGiZDqt/uPWYpPzy8H1bHBlfqmZhCRCWuly7ylI6W9cNF93/LT88MxgNZKoqVQlLWByF8bQG09MnjeEhq6KWqTJemaosOSm64dAdRsZSWpsebbtNfkV4LC4dbD1xJboP/S9drjwRhqVsvnHG2KluuAl/KlTlhmYGo1y2qhKXuWKRFCb6NNg3MfXz0HDYHTf2s8LcUwcQlpAw+w73a03f4bbb5AfD02pt6AN6A5WlLueVwxNJJtcYltJ9dd1wh8KB4LWb59bk+nyVAsISFkfB69dg//TNm4dWhyeSsaePKKiNWWKAN7rEyPgyrc23717LD4XH4uLB8lI0CUuEsNTlvHLUDdckLNXGMXmTgYqHwjNTfvXMvvZcv9U4YQmLpFDJazBXmfp5+ISwsjn6TKnjAd6EJSTFPm9Qawa9ttvUhjoUR9tvh+5CWOpyXvThpV1YqpQDlYpRN9yqWWFpwKqknGzACQkLrxAs0+Dy6Uuoh9aH77+xPZNzh6VoebXCexPx8z1fB+xKrVnV/urM/Mqwel8stL5/HLoPYanLte2G609NbVMKb/4+Nd9NTS4n+UrJK/IpCAurMl5RSXkNrpheNnxi+P4b3evNGZZS2XB5bWwTEKeDO0Zl5WjtCe3veFCr3hOWegthqcuVo8pSdnnjjRtndMMVpawmleqbOaY/lw//45f2c5krFtbhZ8MpAwaHpk8uQyeFM3mP7a/OoxtuERsJdGjfo+EdoNdsbH/18FRYOsz8YL2EsNTlPE8yCpqecGrVpopnVZowypnGQJRbFr4FajN8Awul8EwUllZNvzeHTh2UJI2NWvl++N6tTVg5G2OWkCQjPw3L82tPHWi7XX5tWD0tHuF920sIS13O86SMvKYnnPRAOtrGqjThKOc0BqLccuYEweIo7A7D+YqV013Eqb6UlumwRseMfF9y1PrTd+0DgM9dI5AA+54Mj59rTlvWdrvs8qwc+SoWl6JVWCqEpS7nVYwyaj7eqFZZ8spScSKlvNsYiKbC0iiXuWJhFfaEJ5fBE2ZebTnsHtbYYVe+L7lqnYSmwxKf0BG/kd1hf/Ca5w613c44RnkVVSy1H9uE7kJY6nJeRcqYStN1mXzYt16pSCUvpVyqMRDlBsNAVRpjgDcWVmEkfL8Nrpt5BeZQpqjRYkZBMEdYqt0brvnbG1hSI/usUqpMdSW3k3fGVRzn9NpLeDW7XNlzlDXNg07tk7nnSSUvrXymSViKZvQmLGGhFfaHn8QHN8y8AnO4b1xjE33y5whLtYsR6IZDEuw74GqNc6DlGLt6eXdSpcnmFy6gOxGWupxXNco4zS8XMo5RRmV5nlT0ssplGj+iDwxGYekQlxxhYRUOhiln8MSZYzyGBsoaLefk+0YuY5bQJUYOZbU2W+ho23xqUsUydxPrJYSlLudVHGVM66CTVkWVqlTys8plG7er3f6kdJgzEhZWoSA58pU/IT9j+fCyisaq+bCyZDoZs7SYrQQ6s6+U05qBUkfb5jNlFcvcoLyXEJa6nFd1WlaWpHA8k+cZlfw+5fsazzq1Gb1LRzgjYWEVDhmtMIflpGYeZoaWBxoNBqPKUuv3Xe1xhCUkwcjkCq1Z0dlVw/lMRcUKYamXEJa6XLnqKuu2HgGbMRV5FaNiMKBcf2OXx3RY4oojLKxC0dWge6Rh+dCQ5CmrI+OuXNO6G844Ro58whJiZwOrff5KrR3ubLhCvq+iYpV7bvYSwlKX83xHGaf12SRtqqr4RiU7oNxAYyAaWBVOsDbOBN5YYIVSRoPpxm6L4VXhYefAkWzbeZakcAB4leF0iFlxb1GT6teaNZ1tn+/zVaz2z70hugZhqct5vquM2zosZUxFpUlXFWWUzzeudzOu+jShUmdd8UDHCpNZDWYbuy2G1oTTVRyYGGhbWZKklKpUlhC7kUdHJUlrN3Q2aDs/EKgYtJ/pG92FsNTl5gxLTlVjpXAQd+0+cLPlzLhKE0yghoV1yOvXiv7G6SqG14XvxwPl5XOGJVe+fG6xhZjt23FYkrTmpM661vI5q6JysgHDG3oFYanLeX5KmVSbbjjH19hkWA7OLWsRlpwJlSaYEwQLq1DJaTDXOJ5uaH34fjzgD7adOkCSXAXyfYI84jXyZDhOYe1pTcrzTeRykq+Uyoe5M0KvICx1uXKQUjbV+oSTcaoa88JJAfMrmpeQc26ZCdSw4Ar+Mg0ua3xvDp8czrtUUn7uypKhsoT47Xs6DD1rNq3oaPt89MG0uI/xDb2CsNTlvCClTNuw5GvMD09OtfvAzZZLlVXymEANC6c6WdURLdfgisZuiKGTpiep7KgbjsoSYjayN3yfrn7eyo62zy8PT63F/Y03L0d3Iix1OS9Itw1LaddXwYafhvLDzef9yKU9lbx003XA0Tj8bDhlwOBQY9BZvnG5XIWXuM1dWQpUZYA3YrZvv9GQGZu63+Zc8oPRDcoPdjYvE5KPsNTlPJtSJt2msuT6ChT+x63dNHe2XKaiUhdPoFYaKekPLtyqwlOH4m4KIoVnorC0srGaaRyjQRO+VnNeDWd8+QGVJcRrZCyjNemxjrfPR8fa4gHCUq8gLHU5z6aVSbe+4iLtTp+Marc2mW0gU1Wp2nxdN/jWRx/QX227TP/6R/fH3RRECs+GYzUGVzcP6MOp8OoiZ85uOAZ4I34jR/q1tv9wx9vXqvjFUW5Q3isIS12ubDPKZlqHpUxdWMqvbj5JWq7PV8nv3tlm77kjHHx5y63dWx3rNYW94SfqwbXNQ/hQJgxTrml/abVLZanr7PzuU/r+X/8k7mYsqH0Ty7Qm3/n4o6mwNNb67groLoSlLucpo0yb4Ub145lyK5sHoly/r1LQvbPN3rMjHJP1vT3Pk+8xwCUJCvvCADu4rvn7arg/PPF0MmaJsNRd/vDX9ug1v7eppy6bH6kMac1Q51Wi/KrwWFssMP18ryAsdTEbWHnKKtOmoDKjG2518xllc/1WJduds80G1UD3Fk7TemePCnZQ2/7pkbibBEmF/eEn6sENuabrh3Lhicd1CEu9xAZWd+49TSXlddfne+P/YmW8olE7rLWrO59gslbFLx7iw1uvICx1sepk+KmlXViqDf42CtQ/3KIbLieV1deVVZnHbvqZjmi53vOqx2QU6JYvHYi7SZBUGA3fSys2Lmu6fmhZ7Wq4ubrhAlUZs9Q1nvj+0xqxqyVJN3+lEG9jFsiubXslSWvXdX66zK8JP3wWDzNJWK8gLHWxWpk722ZsdiYVnoxyKsk4LWbwjj78l0a6bwK1e76+R5L0it/cqPP6H9Mt2wbjbRAkSYWxMKAv39A8LA0Phu/LuSpLKRPIt4SlbnHnvz4jSVrn7NXN93d419mE+/4/PClJuugXT+j4Mbk14UG1WFyMFiEOhKUu5pXCro5MtvXJJB1dKZdzWg9OzC0L3wbjo913mes9d/vKqajnvfJUXfH8ffrBobN1ZPeRuJt13Dt02Gi5jshJNT/EDA2H/3ZSWaIbrnv84I5Ag6ag3770Uf14/Hna/0j3V3q//V1X6509OucNmzp+TO0G5YSl3kFY6mKdhKXatAL5DsJS6UD3zTZ7z09X6oIVO+VmXF3xS8tVVVq3/m1vjJXoZoUjrgbd1qF1eHU4Y/ycY5YcwlI3ufNn6/TiVTv0il9bLStH3/3043E36Zj4nq9bdp2pK5+zs2VlvpW8Kak4zim2V/BKdrGOKkvRXUxyqdZVo9yKaLbZ0e66esUrerqvdLouPL0gSbr4t85SnyZ0y9e7L/T1msJ4WoPp1t26Q2vCSzidjipLHKa6QeGpQ9pe3qSLnl/SBW95nobMmG6+qfvGQdbb9k+PaMwO6apXzv/emXl3QsUJ3ru9gleyi3nj0QDvvjaVpWjwdz7dOgjlVoQnrm4LSw/d+ITK6tOFF4c72TfYp5eu3K5bHtkYc8tQmMhqMNs6tA6vDy+tdp25wpJlzFKXuOsfwyrSxa9aITfj6uc3PKqbnzhdNuj8KrKk+fYXD8go0BW/+7x5PzbvTqo0yT03ewVhqYuVi2FlKdvf+mWshaVcuvXkaLXboJQK3TWB2j3f2i9JuvAN0+HoihcV9Yh3mnbdsyeuZkFSodyvwf7W4XtoQ3i10JxhyQlUpbLUFe68uSRXVb3wrWdIkq68vKpng3V65JtPxNyyo/ftbcPakntEKzcNz/ux+fSkimXuudkrOAp1senKUusScTr6v5rLtglLQ2Gi6rqwtM1opTmoU1964tSyK962TpL0nc90zwE6qPgq7en8VgrdoFDJaTDX+v00fHJ4ldxcA7xTDt1w3eIH21do88DjU1eCXXHtqZKkm//h2TibddQKTx3SD4+cpavO239Uj89nPBU97irQKzgKdbHpsNSmshRNK5Dvaz2T7MBQuFHpUHfNNnvP02u0ZfhnMwZenvuLm7TG7Nct3+merpv3XHiblq3P64W5h/T+i76nrX/9466f/bjgL9PgstbjVYZOCWddpxuuN1TGK/ph4QxdvGk6WJx88UY9N/NT3Xxnd054+91PPSxfKV315vlXlSQpn62o2MX33MRMhKUu5k2EJ6NMf+vKUiYTnmhyfa2vOqrdBqV0pHsGY44fGNf2ydN04Zkzr811Uo5+/qTH9Z2nz1BQTf6EcI/f9FN96v5LdMmKB5VJBfrYXS/Vy37vfA2vqOpPL/l+3M07Kr7n67BWaHBF6yDUP9yvPk101A3nWw5TSffAv+/UuHK66NKZ3U5XPu8Zbd1/dleG/29/s6LlOqSf+/Uzj+rx+b6qitXuvecmZuIo1MU6CUvpWlgaaBOWVoUze5eOdM9AzJ98dad8pXThSxtnJb/i561G7Go9+O87YmjZ/Pzxb+xTvyb01TvX645Dz9forgnd+Cf36PK12/XhO16mn3zp0bibOG+Hnw2nDFgx2H67IedQB2HJztkNt/3Gnbp4+QO689MPzKeZWEB3/seIJOnit546Y/mVr+vXhAZ05989HEezjpoNrL694zl6+bpHlB44unFH+f5ARb9777mJmQhLXaw8Hoal7ECbylI0rUC++S26JE3fM65U7J6wdM/NY5KkC3/5lIZ1V/z2aZKkW76Q7EHed//dg/ra7hfrD152r9acHd4iYvmGZXrthy/UP/3wuRo2o3rvdd03q3rhmTAsDQ63v9z6j3/xMf3ab7bvpnAd27ay9MwPd+sVvzSgHxx5vt7+zhUaPzA+/wbjmN15T1onubu08cJ1M5Zf9o6zlJanm796KKaWHZ3HbvqZnvY36qqXdX7z3NnyA4GKts2BF12FsNTFvMmwWpQZaH15am08U67N/9lMPiNXVZW66Lx8z09S2uDs0brNaxvWbdiyTmdmntAtd+djaFlnbGD1h7/va60zovd86cKG9YMnr9CfvPYB3TJ6gW756L0xtPDoFZ4N30iDq9t/Ir/uq5fqFX+ype02rrE6WFmmw7saB8CP/aygV15a0mE/p0/+0q16onqyPvCKHx19w3HUfrD7FF204emG5fkT8rpoxcO6+YHG/6dJ9u2/D2/bctXvPOeonyOflyY00JX33EQjwlIX8yajbrg2YSkdVZZy+daDZI1jlFNJpfHuGUh7z+71unDtUy3XX3HmLt128OzETiHwzT/9kW4/vFl/9iuPKr+2eZJ9xxderFNSz+i9fz7QFeOvag7tCydAHVx77INbf/F1vnb7a/X8Uw7rtv99/9TyycKkXn/ek3q8fLL+469+qt/9t0v1X8+8TZ+49xL98HMPHfPvReeevutZ7fLX6+IXNr/68coXFvSTiTM1sn3mVWVJvhflt+8Y0Bnpn+mUlxz9nG356LNakvcTnesoLBljXmGMecwYs9MY877FbhQ6402G3WbtK0thV0h+RfsukZwzoVKXzDZbeOqQdlRO1ZazW89KfvUfnaC0Kvq5F0n3ffmxJWzd3PxyVe/7q5U6I/0z/ebnXtxyu+zyrP7it57WTybO1JfeedcStvDYFPaFg3kH1x37eI23fvpi3fGZh5Uyvi5757l6789t1cTohN56zk9026HN+qd3btPlv3eeJOkvb96s9e4+XfPf+rpyQHG3+sGXwg8tF72++Y1zr3xruPybf/Wobv7IvXrPBVt1dt9O5dfm9Ib1d+vAYweXqqkdmSxMauv+s3XVmY2Vsvmo3UaqOELXcC+Y8+xojHEl/Y2kV0o6S9KbjTFnLXbDMLfyRFhtyOZbd3eks1E33PI5wpI7qdLk/Kf0j8O9XwnnULrw8uZ3tJekzW98ru746l45xuolb9qgb33onqVq3pz+8bd/oIfLp+t/vGvfnINH3/zJF+u8/kf0J393UtcEgML+sMIwuGFhxmu8+Npzdd8zK/Vbz7tDf/mjy3TiqnF97dkX6/97/a164/+6aGq75RuX6zMfeFYPl0/Xf/+F7gmX3e7OrRXlVNTzf6n5jWbPe9NztdIc1G/ccImu+uML9Dc/frHW5w7punNv1bf2nKdzz6rqpr/YtsStbu32v92uCQ3oqjcc25QHtQ+oxf3cfqkXdFJKeKGkndban1prPUn/Kul1i9uspVE+XNaz2/Zo30P7dWT3EVUnu2ueIa8cVZZyrU+4tTFL+aH2J+WcW9a41x1h6Z7vhuNXtvxK+/EEz/8vZ+iHP3J0Rv8zes0Hz9f/edOtS9G8GaqTVR16+pD2/GSvnvjuk7r/y4/qT7+wSS/KP6hf/NjPzfl4J+XoY386rierJ+rTb797CVp87AoHw+7hwRNbh9n5yp+Q12ceeam+8YEfacCZ1B9ftFXv/o9LG7Z71Z9dqLeeeoc+cvvFuv8ryakolg+X9cwPd+vef35Ed376AW2/cad2/3ivxg+MywZW+x7ar3//w7v1+1u26sXLHlS/mdD5A4/ovT+3Vbd89F5NjCb3hHvnzjV60dDjSvU1r3C7GVcf//WH9a7Nt+r/ffAeje6r6paDF+h/P3CpfvTlJ7UyfViv/MAW/e7zb03Efn77344oo7Iue8ex1QTyg+Hfo9tuI4XmjLXtr4AyxvwXSa+w1v5m9POvSfo5a+11rR6zZcsWu23b4n1SeMc5t+mJvY2pv5MRN2Xf1b7x5dpbGdaYHWpYn1FZA2ZCOTOhfGpC+dSk8mlP2VRVNpocb/ZfrPZ7jbEdtWGhPHVkSI96p+ngzjENn9a4L1I4nuDll1b03VvTOunFG1o+18XLH9ADR07VSdl98oJU+GXTMrJKm6rSxlfK8ZU2vtJOVRnHV9r1lXF9pZxgwfY7sEZl39VkNaWyn1Y5SKlqXTmyMsbKkdWeykqtdA9pZ+Xkjp6zuLeoN7/gYX1z5IV6yfL729765VhYSeOVtMbKAypU8ioEy1RS80Hmt37yfr30d1/Q8XNfsfLHunt0k16w7GdynUCusXKdQM4Sv+easZImqylNVlOa8DPaUx7WAbtK1bIvN7P0AfzgjlGd9VxfWcfTWYMLM2bNSqoGjvzAUTX6stKM16E2gabnuyr7KZWDtMp+Wgf9FSrYwZbPnVFZnsLxXVlNasuyx3XeKWN68OkV+sGhs1RRRllN6sLljy3ae7dTtWOftWbq+++Nbtb7L7ldf37bZUf1nJOFSb3vZT/U/7rvUj0n9ZQ2rTi6GbNn6/Ta3tn/f7aNnqoXDD6l746ef0y//zt/+WNd8d7zdXr6SQ2mx5Vxq8q64XFzMf/Per6rI15Whyv9OuL363CQl5FVnymrz/HU75SVdapyTTB1TK2du1KOr7QTKBV9zXWj66WQTfu6cc/cHyyPlTHmXmttyytOFuwuf8aYayVdK0knnXTSQj1tU8UJR4fLMweP2g5n+U27vs5aPaKXDe3SCWusVq91FARWEyWr8XGFXxNGpQlHxQlXxXJKxXJGhyb7ZoQhE72J6gNUp21YKCvSE/qVtT/Q4MkvarnNSS/eoB0dXP36X990WP/29YeVTQXKpAJl0oHSKStrpUrVUdU3qvhGlaqjiu/I8x1VfFee76q0gFP6G2OVdX0N9U0qmy4pmwqUcgNZaxTY8G98lh3R637Bl9RZWMqfkNf/feYC/enLtuq7969SwV+8E/hAuqIzhg9qKL9Xg8t9rVgu5ZdJubyjgWWOBpaldNqWIW1+Y+dBSZL+z78O6w/e9rCOlNPyA0eVwNFkNaUgIbNb96WqGu6fUF+6qHMy+7X5rIfkZi6LpS0rNw3rix/9sT74FykVJhduUsDaCaQvVZUbfUDwrVFgzdRr4hqr5dmysqlxZVKBsqlAw8uf1No1VmtOcLT2pKyyA64O7fdUOFDV2MFAY2PS6tXSxa9dqfPfdIayy58/9TuLe4u6/bP365YbS/rRjuEF3Z+jVTv2mej7Swcf0Jt+/+gHQvcN9ukTP7lUr/7ovfofH3MWdB/NHCf7ZsfsTbndetfvHHsofeGvnq5r/v52jRbTKlddedXweDleWdz7xaWcQKtzJZ3WV9DyXFXLcuFwjcmy0UTZ0aTnaMJzFVgjGx1Tg+j4Wv9hYKKaWvJzWjPZajJ6fDqpLL1Y0gettVdFP/+RJFlrP9LqMYtdWQIAAFgoc1WWOhmzdI+kTcaYU40xGUlvkvT1hWogAABAks3ZDWetrRpjrpP0bUmupM9ba7cvessAAAASoKMxS9bab0n61iK3BQAAIHG6YxZCAACAmBCWAAAA2iAsAQAAtEFYAgAAaIOwBAAA0AZhCQAAoA3CEgAAQBuEJQAAgDYISwAAAG0QlgAAANogLAEAALRBWAIAAGiDsAQAANAGYQkAAKANwhIAAEAbxlq78E9qzH5JTy34E8/fKkkH4m7EImMfewP72BvYx97APvaG+ezjydba1a1WLkpYSgpjzDZr7Za427GY2MfewD72BvaxN7CPvWEh95FuOAAAgDYISwAAAG30elj6bNwNWALsY29gH3sD+9gb2MfesGD72NNjlgAAAI5Vr1eWAAAAjknXhSVjzOeNMSPGmIfqlr3AGHOXMeZBY8w3jDHLo+UZY8w/RMvvN8Zc1uT5vl7/XEmwUPtojNlqjHnMGHNf9LVm6femuQXcx4wx5rPGmMeNMY8aY35p6femuYXYR2PMsrrX7z5jzAFjzCdi2aFZFvA1fHO0/AFjzE3GmFVLvzfNLeA+vjHav+3GmI8t/Z60Zow50RjzfWPMw1H73hUtHzbG3GKM2RH9OxQtN8aYTxpjdkb7dH7dc7092n6HMebtce3TbAu8jzcZYwrGmG/GtT/NLNQ+GmM2R+/v7dHyN8a5X/UWcB9PNsb8ODqmbjfG/Pacv9xa21Vfkl4q6XxJD9Utu0fSpdH310j6cPT9f5P0D9H3ayTdK8mpe9wvSvqX+udKwtdC7aOkrZK2xL0/i7yPH5L0F9H3jqRVce/bQu/jrOe8V9JL4963hdo/SSlJI7XXTdJfSvpg3Pu2wPu4UtLTklZH6/5R0svj3re6/Vkn6fzo+2WSHpd0VvRavC9a/j5JH4u+f5Wk/5RkJL1I0g+j5cOSfhr9OxR9PxT3/i3kPkbrXi7pNZK+Gfd+LdLreIakTdH36yXtkTQY9/4t8D5mJGWj7/OSnpS0vt3v7rrKkrX2NkmjsxafIem26PtbJNWqC2dJ+l70uBFJBUlbJMkYk5f0Hkl/sbgtnr+F2sckW8B9vEbSR6J1gbU2MZOsLfTraIw5Q+FJ+PbFafH8LND+megrZ4wxkpZL2r2oDZ+HBdrH50jaYa3dH233nbrHxM5au8da++Po+yOSHpG0QdLrFAY7Rf++Pvr+dZK+YEN3Sxo0xqyTdJWkW6y1o9baMYV/m1cs3Z60toD7KGvtdyUdWcLmd2Sh9tFa+7i1dkf0PLsVfphpOVnjUlrAffSsteVom6w66GXrurDUwnaFfxRJ+mVJJ0bf3y/ptcaYlDHmVEkX1K37sKT/KWl8KRt6DI5mHyXpH6JS4weik1GSzWsfjTGD0foPRyXVrxpj1i5pi+fvaF9HSXqTpC/b6ONQQs1r/6y1FUm/I+lBhSHpLEmfW9omz9t8X8Odkp5rjDnFGJNSeCCf/domgjHmFEnnSfqhpLXW2j3Rqr2Sav+3Nkh6pu5hu6JlrZYnyjHuY1dYqH00xrxQYRXmicVs79E41n2MuvQeiNZ/LAqGLfVKWLpG0juMMfcqLM150fLPK/zjbJP0CUk/kOQbYzZLOs1a+x9L39SjNq99jNa9xVp7rqRLoq9fW8oGH4X57mNK0kZJP7DWni/pLkl/tcRtnq+jeR1r3iTpS0vTzKM23/+LaYVh6TyFJf8HJP3RErd5vua1j1GV5XckfVlhVfBJNb62sYuq7V+T9G5r7eH6dVFAT3JI7wj72Pk+RpW0f5J0tbU2WPCGHoOF2Edr7TPW2udLOl3S2+f6oJ06hvYmhrX2UUlXSlNdFa+OllclXV/bzhjzA4V9nJdK2mKMeVLh32CNMWartfaypW15545iH2WtfTb694gx5l8kvVDSF5a25Z07in08qLAy+O/Rqq9K+o0lbPK8Hc3rGP38Akkpa+29S9rgeTqK/dscrX8iWv4VhWMOEuso/y9+Q9I3ouXXKmFhKQqtX5P0RWtt7f/TvqjLYk904hyJlj+rmZWxjdGyZyVdNmv51sVs93ws0D4m2kLtowkvWvh/kt4fdV8lxkK/jtba3Sa8gOMSSf/W6vf2RGXJRFd5GWMcSX8i6W+jnweMMbno+yskVa21D1trP22tXW+tPUXSSyQ9nuSgJM1/H6OugFXR8rSkX5CUqKv+ZjuK19EqPAFdFj3FyyU9vNTtno/57mPdQ9+s5FeVjmb/npV0ljGmNibiCoXjEBLraF7DuscMSXqHpL+PoelNRd3zn5P0iLX2r+tWfV1S7Yq2t0u6sW7520zoRZIORV0g35Z0pTFmKNrPK6NlsVvAfUyshdpHY0xG0n8oHOvTMjzEYQH3caMxpj96ziGFOeCxtr/cJmCE+3y+FJ4w9kiqKCx5/4akdyn8BPe4pI9qerLNU6I/wCMKB1We3OT5TlHyroY75n2UlFN4Nc4DCsdY/C9Jbtz7ttCvo6STFQ62fUDSdyWdFPe+LcZ7VeGVRc+Le58W6TX87Wj5AwrD78q4920R9vFLCoP8w5LeFPd+zdrHlyjstnhA0n3R16sUXsX3XUk7ov0ZjrY3kv5G4TiWB1V3xa3CLsqd0dfVce/bIu3j7ZL2S5qI3hNXxb1/C7mPkt4avd/vq/vaHPf+LfA+XhE9x/3Rv9fO9buZwRsAAKCNnuiGAwAAWCyEJQAAgDYISwAAAG0QlgAAANogLAEAALRBWAIAAGiDsAQAANAGYQkAAKCN/x8bWf8edI4zAAAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'IFWO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IGWI" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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ydJ3/5T8g6aikvRFRu2sg6V5JX5T0Tsl1lCkkfdf2fttbs5zAzUQMje33S3pU0hci4udl1zNsEbEQEVepvV/O1bZrNRVm+3pJRyNif9m1lOwjEfEHau/x/5ed6dFlFRnUbOaEd3XmZR+VtCsidpddT5ki4rikJyRdV3Ipw7ZR0g2dOdqHJW2y/WC5JQ1fRLQ6349KekztaeJlFRnUz0u6zPbv2T5b0mckfbPAz0OiOjfS7pd0OCLuKbueMtietL2m83pC7ZvsL5da1JBFxPaIWBcR02rnwfci4paSyxoq26s7N9Rle7Wkj0nq2RFWWFBHxElJ3c2cDkt6pNdmTqPI9kOSvi9pve3Xbf9F2TWVYKOkz6k9gjrQ+fpE2UUN2UWSnrD9otqDmL0RUcv2tJq7UNLTtg9Kek7Sf0XEd3qdxMpEAEgcNxMBIHEENQAkjqAGgMQR1ACQOIIaABJHUANA4ghqAEgcQQ0Aift/rU53lgpxAJgAAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'IGWI', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER INFIL" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'INFIL', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER LZET" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'LZET', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'LZET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERC" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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uoWyYeDxecX3ARjFQEVFoFAMVi+tEGyIWi2Hv3r3tHkYocK9ERKHBHioiCirulYgoNNhDRURBxb0SEYVGacqPyyYQUbAwUBFRaBQClaMYqIgoWBioiCg0XEefus0KFREFDQMVEYUGe6iIKKi4VyKi0GAPFREFFQMVEYUGp/yIKKgYqIgoNFihIqKgYqAiotBwFhmoiCiYGKiIKDQKU34KBjzHa/NoiIhKGKiIKDQKU35A6TI0RERBwEBFRKFRqFABDFREFCwMVEQUGoUeKoCBioiChYGKiEKDFSoiCioGKiIKjYpAZbMpnYiCg4GKiEKDFSoiCioGKiIKDccuBarCdf2IiIKAgYqIQoMVKiIKKgYqIgoN9lARUVAxUBFRaLhlRSkGKiIKEgYqIgqN8h4qBioiChIGKiIKDfZQEVFQMVARUWhwyo+IgoqBiohCw3U55UdEwcRARUSh4dhlXy8yUBFRcDBQEVFocMqPiIKKgYqIQoOBioiCioGKiEKjIlCVnfFHRNRuDFREFBqOU/qaFSoiChIGKiIKDVaoiCioGKiIKDTYQ0VEQcVARUShUR6ouGwCEQUJAxURhYZblqE45UdEQcJARUSh4ThS/JqBioiChIGKiEKDFSoiCioGKiIKDdctr1Cxh4qIgoOBiohCgxUqIgoqBioiCg2nokLVxoEQES3BQEVEoeF6pUDlcB0qIgoQBioiCg3XFZjQpSlWqIgoSBioiCg0XE/QgUX9NXuoiChAGKiIKDQcT9ABGwADFREFCwMVEYWG6wk6xa9QuSs8mIhoAzFQEVFouJ6gw2CFioiCh4GKiELD9Qx0ih+oWKEiogBhoCKi0HA8QYfhn+XnskJFRMHBQEVEoeF6BjpNXaFy7DYPhoioDAMVEYWGq8orVG0eDBFRGQYqIgoN1zPQYeokxUBFREHCQEVEoeEwUBFRQDFQEVFouEoQM/Q1/BioiChIGKiIKDRcZcA0FCzYDFREFCgMVEQUGjpQeTDhMlARUaAwUBFRaDieCctQMOHCcdo9GiKikhUDlYjsEpH/FJHHRORREfmNKo8REfm4iBwRkYdE5LL1GS4RRVlhys+EC9eTdg+HiKjIauAxDoDfVErdLyJJAPeJyG1KqcfKHvPTAM72//wEgE/5fxMRtUwxUInHKT8iCpQVK1RKqZNKqfv9r3MADgMYXvKwawB8Xmn3AOgVke0tHy0RRVplhardoyEiKllVD5WI7AFwKYAfLrlrGMDxsn+PYHnoIiJqiqNMmKaCCQ+uyyk/IgqOhgOViCQAfBXAu5VS2bX8MBG5QUQOicih8fHxtXwLIoowFwYsU8EShxUqIgqUhgKViMSgw9QXlFJfq/KQUQC7yv6907+tglLqs0qpA0qpA4ODg2sZLxFFWEUPFZvSiShAGjnLTwD8LYDDSqmP1njYNwG8wz/b74UAppVSJ1s4TiIiuMqEaQCmeHA45UdEAdLIWX5XAfhFAA+LyAP+bf8LwFkAoJT6NIBbALwGwBEAswCua/lIiSjyHLCHioiCacVApZS6E0DdPZdSSgH49VYNioioGleZsExwyo+IAocrpRNRaLgwdIWKgYqIAoaBiohCw0Wph4qBioiChIGKiELDgQXTBCzDhasYqIgoOBioiCg0XJiwLFaoiCh4GKiIKBSUp+DBhMmmdCIKIAYqIgoFz9FLo+tApeB43H0RUXBwj0REoeDMOwD8QGV4cBmoiChAuEciolBwF10A8HuoFJvSiShQGKiIKBQKgYoVKiIKIu6RiCgUXNvvoWKFiogCiIGKiEKh1EMlsEwPruLui4iCg3skIgqFQoXKivkVKk75EVGAcI9ERKFQ6qESmIaCwwoVEQUI90hEFAqlHiodqDjlR0RBwj0SEYVCMVCZYKAiosDhHomIQsFZ8Neh6mCFioiCh3skIgqFpT1UDFREFCTcIxFRKJT3UFmmgqvMNo+IiKiEgYqIQmFZUzp3X0QUINwjEVEoOIv+OlQdBkyTU35EFCzcIxFRKFRWqACHU35EFCAMVEQUChWBylRwwUBFRMHBQEVEoeA6CkCpQsWmdCIKEgYqIgqFZT1U3H0RUYBwj0REoVCc8osZsExwyo+IAoWBiohCoWLKj4GKiAKGgYqIQqG8QsVARURBw0BFRKHg2LpCpXuoABcWlKfaPCoiIo2BiohCYWmFCgA8x2vjiIiIShioiCgUij1UZYGqcMFkIqJ2Y6AiolBY2pQOMFARUXAwUBFRKBR6qFihIqIgYqAiolAoVKisThNWzL+NgYqIAoKBiohCobKHSvRtNpvSiSgYGKiIKBSKgarDLE75OfNOG0dERFTCQEVEoeCUV6gsVqiIKFgYqIgoFFy/GGV1mjAt/zYGKiIKCAYqIgqFqj1UbEonooBgoCKiUHD97GR2mJzyI6LAYaAiolBwyprSrRgDFREFCwMVEYVCZQ8VAxURBQsDFRGFAqf8iCjIGKiIKBSqBSpngU3pRBQMDFREFAqOP+XHChURBREDFRGFQqFCZVhlC3v6jepERO3GQEVEoeC6gAkHYggrVEQUOAxUEfWzu+7Gtz90b7uHQdQwHah0mcqM6V0XAxURBQUDVQQpT+HLIy/Cnd+ZafdQiBrmOKVAZXX4gYpTfkQUEAxUEWTP2vpvu80DIVoF1xNY0J3pnPIjoqBhoIogZ14flByecU4h4rqAKTpAFab8nEUGKiIKBgaqCCpUqBxH2jwSosa5XlkPFc/yI6KAYaCKIHuuUKFioKLwcByBicoKFQMVEQUFA1UEFVaXtp02D4RoFVxPYInfQ8Wz/IgoYBioIogVKgoj11veQ8UKFREFBQNVBDFQURi5nhQDFZdNIKKgYaCKoMKUn+Py5afwcF32UBFRcPGIGkH2fCFQsUJF4eF4AsuoXCndsRmoiCgYGKgiqBCobFaoKETKp/xYoSKioOERNYKKU34eK1QUHhWBqsPUtzFQEVFAMFBFUGnKjy8/hUfVChVX+yeigOARNYLsBX1Qcjy+/BQejmfA4pQfEQUUj6gRVLj+mc1ARSFSsWxCpz/l5zJQEVEw8IgaQcUpPwYqChHXM2AaS3uo2jkiIqISHlEjiFN+FEauEpiiK1LFQMUeKiIKCB5RI6iwdo/jmW0eCVHjHM+AZVT2UHEdKiIKCgaqCCpWqBRffgqPqlN+rFARUUDwiBpBhUBle1abR0LUOE75EVGQMVBFkL3oT/mxQkUh4ioDpsFARUTBxCNqBBV7qBR7qCg8HM/klB8RBRYDVQSVKlQMVBQerjJg+RUqMQQGXAYqIgqMFQOViHxORMZE5JEa918tItMi8oD/5wOtHya1UiFQ2Yo9VBQe5VN+AGAyUBFRgDRyRL0ZwCcAfL7OY+5QSr2uJSOidec4rFBR+FQLVA4X9iSigFixQqWU+gGAzAaMhTaIvaj/dhrK00TB4FSrUHltHBARUZlW9VC9SEQeFJFvi8gFLfqetE5sW//NChWFiatMWObSKT9p44iIiEpaUaK4H8BupVReRF4D4F8AnF3tgSJyA4AbAOCss85qwY+mtShMk9iItXcgRKvgwoBZHqjEYw8VEQVG0xUqpVRWKZX3v74FQExEBmo89rNKqQNKqQODg4PN/mhao2KFilN+FCJVm9I9VqiIKBiaDlQisk1ExP/6Sv97TjT7fWn9FAKVCwvK47XQKBwcZcIs22NZwrP8iCg4VixRiMg/ArgawICIjAD4A0DPFSmlPg3gzQB+VUQcAHMA3qqU4lE6wJyyg5C76MKKs1JFwefChGWVV6g8VqiIKDBWPJIqpd62wv2fgF5WgULCtksHIWfeYaCiUHCXVKhMceGwKZ2IAoIrpUeQ7ZQOQvas3caREDWualM6l00gooBgoIqg8ik/Z4FNKBQODqwlFSpO+RFRcDBQRZDtlF52Z55LTVM46B6q0r8ZqIgoSBioIqh8yo8VKgoLFybMsrVoGaiIKEgYqCLIKTsI2XOsUFHwKU/BWxKoLOE6VEQUHAxUEVQx5ccKFYWAu6jfp6xQEVFQMVBFkO0yUFG4FAJVZQ+VgutxF0ZEwcC9UQSVT/kxUFEY1KpQOaxQEVFAMFBFkO2Wjkr2PAMVBV/VQGV4rFARUWBwbxRBdtlByFnkyogUfIVKqrl0yk+xQkVEwcBAFUGOxx4qCpdSD1UpQLFCRURBwr1RBNmeCQv6kjOsUFEYuLZ+n7JCRURBxUAVQbZnIo55AAxUFA6lHqpSgLJYoSKiAOHeKIJsz0SX6EBlLzBQUfCVeqjKp/wUXMVdGBEFA/dGEeQoE13Ggv6aFSoKgcKUnxWr7KFyGKiIKCC4N4og2zPRZS4CYKCicKjaQ8UKFREFCPdGEWQrqxSobNXm0RCtrFoPFQMVEQUJ90YR5CgTXaY+y489VBQGhUoqe6iIKKi4N4ogW1mIWw4AVqgoHIo9VB0MVEQUTNwbRZCtYuju8NehslmhouAr9VCVdlmWyUBFRMHBvVEEOTDRFdM9Kc4iK1QUfKVAxQoVEQUT90YRZCOGeIcfqBwGKgq+6oFK9wMSEQUBA1UE2Yihq1MfoGxWqCgECk3pVkdpl2UaCi4YqIgoGBioIsZzPCgY6OrUQcqx2zwgoga4fiW1okJlglN+RBQY3BtFjD2rE1RX3A9UnPKjEChO+cVYoSKiYGKgiphioOrS/2aFisKAFSoiCjrujSKmcJHZQqCyGagoBIoLe8aWLJvAChURBQQDVcQUKlTxLv1J33HaORqixhQqVBVN6SYYqIgoMBioIsae0wmqMy4w4DJQUShU7aFioCKiAGGgipjClF+sQ2DBYaCiUCj2UC0JVA6sdg2JiKgCA1XEFCpUsU4dqNhDRWFQuObk0qZ0BQPK45mqRNR+DFQRY8/rCpUVM3SFypUVnkHUfsUeqs7SFJ/pf+kuuu0YEhFRBQaqiKmY8hMXDo9FFAK1pvwABioiCgYGqogpVKhinQZi4sBxWKGi4GOgIqKgY6CKmOKUX4cBCy6n/CgUij1UHaUpP8vvR2egIqIgYKCKmPIKlSUubFaoKARct0oPld+gXlhSgYionRioIqaw4nQhULFCRWHg+st7VJvyc+a59gcRtR8DVcTYCzpQWR0GYoYDx2OgouCr2kNVmPJjhYqIAoCBKmKKU35xE5Z4cFy+BSj4CgvQlvdQmaY/5cceKiIKAB5NI6bQ3BuLm7AMFzan/CgE2ENFREHHQBUx5VN+lnhwPL4FKPjcqhUq/z4GKiIKAB5NI6YQqGJxEzHD5ZQfhYLrz+pVLJvQwSk/IgoOHk0jpjjl12XBMlihonCo20PFChURBQCPphFjL5Z6USzDg81ARSFQqFBZcat4G3uoiChIeDSNGLuwDhUrVBQihUBlWOXLJuhAVbg+JRFRO/FoGjGOrf+OdVmwTA+OZ9Z/AlEAuC5gonIBz2KFyl+jioionRioIqZ8yi9menAU3wIUfI4DmKisRHHKj4iChEfTiCkEKj3lp1iholBwXcBaWqHyV01noCKiIGCgipjC2VKx7hgs04OtGKgo+FxPWKEiokBjoIoY2++hsuKsUFF4uC5gSmVwsjr8ChV7qIgoABioIqY8UMUsBYcVKgoBx2WFioiCjYEqYhwHsGBDDIFlMlBROLguYMmSQOX3UDmLDFRE1H4MVBFj26XmXstUsJW1wjOI2q9uDxWn/IgoABioIsZ2BDHoeT/LUnDAChUFn+st76HiWX5EFCQMVBHjOEBMdIUqZoFTfhQKjiu1AxUrVEQUAAxUEWM7AsufOrFMBQec8qPgcz1Z3kPFKT8iChAGqoixHSlWqCwLDFQUCq63vEJlderqKgMVEQUBA1XEOK4gZpQClY1Ym0dEtLJqgYpTfkQUJAxUEWO7pakTywIUDHgOm3op2BzXqBmoHJuBiojaj4EqYmzHQMwPVDG/OOXMO3WeQdR+VXuoWKEiogBhoIoY2zUqpvwABioKPlcJTKkMTgxURBQkDFQR43iCmOFP+fkVKnvWbuOIiFbGHioiCjoGqoixXQOWf2Cy/NPOnQW33lOI2s7xDJjGkkDV4Z/l5zJQEVH7MVBFjO2aiJl+D1UHAxWFg+sZy6b8SssmtGNERESVGKgixvEMxPxP+hab0ikkXCWwllaoOOVHRAHCQBUxtmcUD0yFKT97nhUqCja37pRfO0ZERFSJgSpibM9EzPQDFaf8KCTqneXnsEJFRAHAQBUxTlmginX4ByQGKgo4xzNhGksCVQd7qIgoOBioIsZWJqxChSrGChWFg6uM4vu2gFN+RBQkDFQRo6f89Cd9q1ChWuSlZyjYXLX8LD8GKiIKkhUDlYh8TkTGROSRGveLiHxcRI6IyEMiclnrh0mt4igTMauyQsWmdAo6Vxm1p/z49iWiAGikQnUzgFfXuf+nAZzt/7kBwKeaHxatF1tZsJZWqDjlRwHnVAlUhuUvm8C3LxEFwIqBSin1AwCZOg+5BsDnlXYPgF4R2d6qAVJr2coqTvnFOjnlR+Gge6gqA5UYAhMOAxURBUIreqiGARwv+/eIfxsFkKNMxGLsoaJwcdXys/wAwIQLh2f5EVEAbGhTuojcICKHROTQ+Pj4Rv5o8ukpP/11IVDZCwxUFGwuDJhm9UDFChURBUErAtUogF1l/97p37aMUuqzSqkDSqkDg4ODLfjRtFo2YohZrFBRuDh1KlQu375EFACtCFTfBPAO/2y/FwKYVkqdbMH3pXXgwELMv4ZfLK5LVQxUFHS6h2r57SY8uK5s/ICIiJawVnqAiPwjgKsBDIjICIA/ABADAKXUpwHcAuA1AI4AmAVw3XoNlpqjPAUbHbD8V93q9AOVzUt3ULC5MKtP+QkrVEQUDCsGKqXU21a4XwH49ZaNiNaNu+gCZRUq9lBRWOim9OW3W3BZoSKiQOBK6RHizOvToYqBihUqCgmHFSoiCjgGqgixZ20AKE75xbr0FwxUFHQuzOo9VOLBYYWKiAKAgSpC7Dm/QtWhD0CsUFFY6B6q5bezKZ2IgoKBKkKKU34d+t8MVBQWNQOVuHA9Bioiaj8GqggpVKgsq7JCZS8yUFFwKU/BqxmoPAYqIgoEBqoIsef1ktKFKb9Yt+5O56U7KMj02aml3r9yDFREFBQMVBFS7KHyL4rMKT8Kg0KgqlahshioiCggGKgixFnwP+nH/Cm/uH+WHytUFGD1AhUrVEQUFAxUEVKc8uusDFS23bYhEa2ocDIFAxURBRkDVYSUeqj0y252+FN+rFBRgLm2XrmzUFktZxoeHAYqIgoABqoIKU75+YFKDIEFm4GKAm3lKT/uxoio/bgnipDCNfsKTekAYMFhoKJAK1SozKpn+Sm4ihUqImo/BqoIKU75xUsf9S04cNx2jYhoZaUequpTfqxQEVEQcE8UIc6i34vSUVahEhe2zU/4FFx1e6hYoSKigGCgipBqU34x2Ly4LAVaacpv+fvUYoWKiAKCe6IIKQaq8ik/cTnlR4FWt4fK8FihIqJAYKCKEMeuFah4QKLgKpydWr2HSsHxqpz+R0S0wRioIsRe0JeYKVxyBvB7qBwGKgquYg9VR/VA5Sruxoio/bgnihDbb0qPdZXmTmLiwnH5NqDgqtdDpZvS+f4lovbjnihCnEVdoaqY8jM45UfBVgpUy3dXrFARUVBwTxQh9mL1KT9euoOCrLDcR9UKFQMVEQUE90QRUghU5VN+lniwOeVHAVZ32QSTgYqIgoF7oggpXGIm1h0r3qan/Pg2oOAqNaXXmPLjboyIAoB7ogipNuUXMzw4XBiRAsx19Pu26pSfqeAoLptARO3HI2mE2Lb+u7JCxUBFwVbsoYqxKZ2Igot7ogipPuXHQEXBVnfZBANwWaEiogDgkTRCChUqo+z0c8vwYDNQUYAVpvyq9lCZ7KEiomDgnihCbBuIYRFilD7px0yPl+6gQCv2UFWd8gNc8P1LRO3HQBUhjgPEYFfcZpkeHPagUIAVp/yqBCrLYg8VEQUD90QRYjsCC07FbZbBs6Qo2BybFSoiCj4GqgixHSAmSwKVqWBzyo8CrH4PFQMVEQUDA1WE2I4sC1Qxy2OFigKtbg+VCTiwlt1ORLTRGKgixHEFlrgVt1lcGJECbqVA5TJQEVEAMFBFSLUKFQMVBV3dHir/res53kYOiYhoGQaqCLEdA7FlFSrAVvyET8FV7KHqXB78C4HKXXSX3UdEtJEYqCLE8QSWUWXKj1MmFGCu61eoOhioiCi4GKgixHaXV6hiMU75UbC5/ix19XWo/McwUBFRmzFQRYjtGogtq1DxLCkKtro9VAxURBQQDFQR4rjG8ik/i4GKgs3137JWfPn71DT1ZZScBQYqImovBqoIsT0DMaPybCgdqGJQnmrTqIjqK/ZQ1TnLjxUqImo3BqoIsV0TMXNpD5X+mwckCqpiD1W1pnRLV6gK1/sjCpLJY1P8sBohDFQR4ngGrCoVKgBw5p0qzyBqP6deoGKFigJq7NFxbN8Xxz/fdHe7h0IbhIEqQmzPRMxkoKJwqdtDxQoVBdSRO09hAXF89WvS7qHQBmGgihBbVQlUMf3Lbs8xUFEwFQJVtQpV4f3LQEVBM/pEHgBw2+h5/MAaEQxUEeJ4Jiyjcj6/0EPFX3gKqkKgMqxqyyYwUFEwjR5bBABMqV7c+/nDbR4NbQQGqgixlYmYVb1CxdPOKagcBzBRPfAXAxV7qChgRkcULNgw4OLWL0y0ezi0ARioIsT2LMTMygoVAxUFnesCVs1Apf92FlmhomA5MR7DLuskrkw8hlvvG2j3cGgDMFBFiKNMxKzqgYo9VBRUrguYqB74OeVHQTU61YPh7km8+sAE7p05HxNPZdo9JFpnDFQRYisLFitUFDKuJ3UCld6FMVBR0IzO9mJ4ywwOvn0ACgZu+6vH2z0kWmcMVBFiw1pWoYp1MlBRsDkOYEr1wMQKFQWR8hRG7SEMDy3iinechz6ZxK238D262TFQRYijTMRiSytU+i3AHhQKKteTOj1UDFQUPFPPTmMO3Rge1st9vGrnYXzn2NlcNX2TY6CKEBsxWEuW8qk35fcb+7+PP3rF7es/MKI6XLd2hcrq8Kf8HB6oKDhGHxgHAAzv6QAAHPwpF6e8rXjoK0+2c1i0zhioIsRGrLjuVEHhgGTPLw9U//74ML7/49RGDI2opvo9VKxQUfCMPjYNABh+QQIAcPDGswEA37n5ZNvGROuPgSoilKfgwloWqGKdtaf88k4c+cWOjRgeUU2OK7V7qDhlTQE0emQOADB8YR8AYMdl23Bx/AnceveWdg6L1hkDVUQUVkK3llwOrVChqhqovG7knc51HxtRPa4HWLJChYpTfhQgo8/p9+v2iweLtx286CTunLoA+VP5dg2L1hkDVUTYszYA1JzyqxqoVA/yTte6j42oHtdbuULFKT8KktGTBvplAvHeePG2V//cFtjowH/+9WNtHBmtJwaqiCgGqiUzeMUeqoXKA9JifhGL6ETeY6Ci9qobqFihogAanYhjuPNMxW1X/Y/z0Y0Z3Povc20aFa03BqqIKJzFZ/kHoIJYXJ/2t7RClT89AwCYUd0bMDqi2hzXWLlCxUBFATKaS2I4ma24rTPViZcPPYpbH9/TnkHRumOgiojCpWViHZWByur0A5VdeUDKj80CAObRVey/ImqHehWqwvuXgYqC5MRCP4bTyytRr37ZHI46u3H09ufaMCpabwxUEVEzUNXoocqPl3YGM2Mz6zw6otpcTxpoSmcPFQWDPWtjzBvA8Lbl78lzr0gCAI4/yOv6bUYMVBFRnPKLNVahyo3PF78uVKuI2sFVAlOqV6BKyyawQkXBcPLBMSgYGD5r+eE1OaDPms5P2hs9LNoADFQRsdKUn720QpVZLH09ziZKah/2UFGYjD6sq0/Dz1t+Qk+iXweqXIaBajNioIqIwkrohYshF5Sa0pf0UJV9gspPLKzz6Ihqc5XANGoEqg6/h8ploKJgGH1CrzM1fN7yq0wkt+qTfHJT7EvdjBioIqI05Vf5khen/JZ8ws+X/cLPTC6CaCNkR7LwlvRDuZ4Bq1agKlao1n1oRA0ZPab3l8OXDCy7L7mtBwCQz7LnbzNioIqIUoVqSaCK66XTnSUV6Px0qQm4fPqPaL3MnpnFzl3AF268q+L2RnqoOOVHQTE6otCJefSfnV52X2KrDlS57LK7aBNgoIqImoGq2EO1pCl9uvQJKj/F+X5af2eemkQOKdz/o8oz+hzPqDnlx2UTKGhGx2LYYY1BDFl2nxW3EMcccrk2DIzWHQNVRBSWRSgsk1AQ6/IrVEun/MouN5Wfqn7KOlErZU/ps0mPnYxX3O4qo3aFqthDtb5jI2rU6FQPdnRN1bw/KXnkZnjo3Yz4qkZE4dIyDU/5lQcqzvfTBsiO6aU6jk31VtzuegYsk2f5UTiMzvZiuLf2BZCT5izyc+YGjog2CgNVRBSn/OKVv8jFQLWkqTc/a6BXpgAAM3kerGj9Zcf12aTH5rdDeaX3nKsMmEb9CtXS9y9ROyhPYdQewvBg7b7ThDWP3Ly1gaOijcJAFRGFhTuXTvkVApW9pEKVmzXRb07Dgl1RrSJaL9kJfRDKIYXM05PF2516U36sUFGATB/PYg7dGN5R+zHJ2AJy8x21H0Ch1VCgEpFXi8gTInJERN5b5f5fEpFxEXnA//PfWz9UakZxym9JhcqwDBhwl1eoFiwkY3PowSzyM8ubK4laLZspNUIdu/tU8etGKlTsoaIgGH1gHAAwvLd2YEp2LiBvM1BtRisGKhExAfw1gJ8GcD6At4nI+VUe+iWl1H7/z9+0eJzUpFqBCgAsOFUCVQyJ2AISxizysyxk0vrLlp388MyD08WvXWXAMhmoKPhGH9Pv2+Fzemo+JtHpIGfHa95P4dXIkfJKAEeUUkeVUosA/gnANes7LGq14pRfZ4OBarEDiY5FJKw55OfZQEnrL1vKUDj2eGl1flaoKCxGn9Jnqg5f2FfzMcluBzmne6OGRBuokUA1DOB42b9H/NuW+hkReUhEviIiu1oyOmqZFStUbuW0Xs7uQqLTQcKaR34+tiFjpGjL5oAEckhLBseeLe2aXGUyUFEojD6n34g79g/VfEyy20PeY6DajFo1l/MtAHuUUhcDuA3A31d7kIjcICKHROTQ+Ph4i340NaKwcGdh3alylriwl1ao3DgSXQ4SsUXMLDJQ0frL5k2kjDz2xE/j2OnShWUdZcKsMeVnWAYEHgMVBcLoSQP9MoF4b+0pvWRCIYdExZmstDk0EqhGAZRXnHb6txUppSaUUoUa/d8AuLzaN1JKfVYpdUApdWBwcHAt46U1qjflFxMHjlNZocp73Uh2e0h0LrKBkjZEdtZCyprF3vQUjmX7i7e7qN1DBQBmlZMqiNphdKITw51n6j4mkQA8mJjLzG3QqGijNBKo7gVwtojsFZEOAG8F8M3yB4jI9rJ/vgHA4dYNkVqhboUK7rIpv7zqQaJHoafTQd5hAyWtv+xcDKnYHPZuX8AzizuKF0nWPVS1n2fCZYWKAmE0m8Jwsv6F+pIpva/NnZrZiCHRBloxUCmlHAA3AvgOdFD6Z6XUoyLyIRF5g/+wd4nIoyLyIIB3Afil9RowrY3tV6hi3cun7yypDFSL+UXY6EAiASTiLvJO17LnELVadqETqc4F7H2eYAFxnHpoDADgovaUH8BARcExutCPHX3zdR+T7NWzBPmx2Y0YEm2ghpZrVUrdAuCWJbd9oOzr3wPwe60dGrWS7S/cW/UsP3Fhl0355U7mAaSRSAoSbKCkDZK149iemsHe8/X77dgPx7Djsm26h2qlCpXHtdKovexZG2PeAIa3PVb3cYlefdjNjdcPXhQ+XGAoIgo9JtUqVDHDgVN2QCp8ckpuMZDoUZhBNxsoad1lnW6kum3sPaD7p449lAOgK1SWVadCJWxKp/Y7+eAYFAwM76p/WE2m9T6YgWrzYaCKiMKlZapP+Xlw3NJbIX9G/6Inei0kEoCDGBbzta9NRdQKWTeBVI+HPS/W1+145in9pnVRv0JlwYHL63dTm40+nAEADD+/fotEcqATAJDPcJ+62TBQRYRtAwZcGNbyl9wy3MoKVXmgSurb86fZQEnrR3kKWSSRSirEe+PYbpzCsef8NaZgwqyztqyuUHHKj9rrxFP6oqfD56XqPi45qE/yyU3adR9H4cNAFRGOoz/JV2OJB7usQpXzL1KbSHegJ6lvZwMlraeZsRkoGEj5x6I93eM4Np4AADiw6geqKmepEm200aN6vzl8cX/dxyUGCoGK89SbDQNVRNgOEEP1T0Qxw62c8vM/OSX6O5EonJFyhvP9tH6yJ/Sn+1Svfh/u7c/iWH4AylNQMGDVOX3GFI9TftR2Y6cVDLjoPztd93HJbfo6f/ks37SbDQNVRNi2ICY1KlSGB8crC1RT+nHJoS4kenXPFQMVrafsKV0BTaV1ctq708ZxZzsWsnq94BWn/HiWH7VZZspAn0xVbasol9iqA1UuyxN9NhsGqohwXKk95bc0UE3rUnRisAuJtF4lfWaK8/20frKn9arRqX4d4Pc+34QLC8/cdQLACoEK7KGi9stkLaSt+ot6AkBHogMdWEAutwGDog3FQBURtoOGK1S5aV2KTgx1FwMVz0ih9ZQd15Wo1IB+v+29SPdPHblHX8aDFarN54EvPYHp56bbPYyWmZztQLqjsZN3kpJHfpbv2c2GgSoibMeoHahMD7ZXOmLldTsLuge60ZP2T/Gd4sXSaP1kz+jAnhrSDbt7rxgAABx5WFeu6vVQWQYX9gwbz/Fw1Vt34i/f8eN2D6VlMnPd6Otq7Pp8SXMWudk6nxIolBioIsJxBZZUP6skZnpwVNmU3wyQQA6GZSAxqNdUKUwDEq2HbEYH9tQ2vUr6riu3w4SDI0/r+02rdmBihSp8po9nMYseHD+xeUJFZrEH6Z7GKvkJcx65uYYuVEIhwkAVEbYriBnVQ5FlKDjlFaoZAwlDNwknhvQBLp/jGSm0frL+KeSp7bph14pb2GWdxJET+t8rTvkpBqowyRzTU32npzvbPJLWmXRTSKcaq+QnY/PIzXes84hoozFQRYSe8qsRqJZUqHJzJhKmLl33DOkD2kx+/cdI0ZWd1mc8JbcnirftSZzBkelBAIC5wrIJ5ct+UPBNjuheo7GZnjaPpDXcRRdTagvSfY2duZfsXEB+kYFqs+FeKCIcT2DVqVDZXumIlZ+3kLD0MglW3EIcc8W+KqL1kMsBccyhI1E6yOwdzOMZZxgAYHHKb1PJjOoPbKfnt7R5JK0xfTwLBQN96cbeh8m4jZwTX+dR0UZjoIoI2zVqTvnFLAVHlU35LXQgEVso/jshMzwjhdZVNm8gJZWpfe8uFy500K/fQ6U45RcymZN6/3LaHdgUF16ffFYvl5AebKwnLBF3kXPqX/OPwoeBKiJs16zdQ2UuCVR2B5KdpebKHmMeeZ6RQusoO2MiZVWecr73nNKFvOsGKsOD63FXFiaT47rXaAFx5E6Ef0GmzHH93k1va2waL9ntIu91r+eQqA24F4oIxzNgGdUbyy1TwUF5oIoj0VlqrkxYc8jP84wUWj/ZuRhSVuUp53svTha/rt9DxQpV2GTOlPZFpw9n2jiS1siM6JN4+rY3No2XTCjkVGJTVOeohIEqImzPQKxWoFoy5Zdzu5DoKg9UC8gvMFDR+skudCDVWXl5o70/MVT82jRrByaLFarQmZwsfT12ZOXVxYNu8rSu6Kd3NdZkn0gADmLFSyvR5sC9UETYnomYWauHCrBVWVO6141EVyl8JToWMcMzUmgdZRfjSMUr1/DZdvEQOuGfHNGxwpQfK1ShksmWPsCdPjbbxpG0RmZMX5orvSfV0OOTKf1+zZ9ubGV1CgcGqojQU37Vy8t6yk8HKuUp5FUPEj2lxyY6beTtzbNeDAVP1u5CqqvyepGGZWBPh38tv7o9VJXrqFHwZXIdGBB9WaHTx8N/WavMGb2/7NvT2FmLyV79fs2dDn+YpBIGqoiwPQsxs9aUH4qBajG/CAcxJEvtK+jpdJDfBKf4PvqNI/jm+37Y7mFQFVm3B6me5RXUvakJAIBp1d5VsYcqfCbnOvGChA7LY6fCv2jw5BTQg3zFsh/1JPv8QDXW2KVqKBwYqCLCViZi1sqBKndSn7qeSJYOUIkuF3kv/Kf4/vl7TuGX/uScdg+DqsiqJFKJ5RXUPUP6gLNShcpV3JWFSWa+B0OJWaQlg9Pj4X/tMtMm0mbjF3pO9OozWHPj8ys8ksIk/O9kaojjmbWn/CzAgwnP8ZAf1wewRKr01kj0eJviFN/T03FMqj7kT3GV0iBZyC5gEZ1IVWk/2btbfwiwYgxUm0nGTqAvYWNrbBJjU7GVnxBwmXwH+mKN71eSA/5F5zPhn+6kEu6FIkJXqKoHqpi/P3PmnVKg6i01qSd6gFl0w3PCXZofm9Vn4Iz+eKzNI6Fy2VG9DlGhUbfc3nP1gceM1ZnyY6AKnUlvC9JbXAx15XA6F/4Pa5OzcaTjjfdDFQJVLmOv8EgKE+6FIsJWVt0pP8APVBP6NN5kuvSpMZEAFAzMZcI93z++qBtGjz881d6BUIXsSX2mU6pveWP5Vb+wFwe6H8P5P7Wj5vMt02OgCpH5qXnMoRvpNLA1NYuxucbOjAuyzEI30t2NL4GQGNQtFLnJxi6mTOHAxYUiwlYWrBonQlllFarcGb1TSKRLzZWF6b/82GzxYslhozyFMbcfADDyJM+sCZLsaR3UU/3Lp352XLYN985sq/t8VqjCZfKZaQBx9PUb2Npn4/TxdLuH1LSMnURf4lTDj09u1VW5fDbcVX+qxL1QRDiwak75FS48a885yE/qEnSiv7RMQk+yFKjCKncih0XobTp+jJ8KgyQ7phtzUwNrW+vMNFCxMC0FW+ZZPcWb3mphaFBhGlswPxXu5uzCFGajktsTAIBcliulbyYMVBFhKwuxWI0eKn/RRGfBRX5ah43EQGmZhEI/Vf5MeHd640+WlmYeOcG3fZBkz+jG3NTg2tY60xUqBqqwKFz3rm9rJ7bu0L+L40+E9/Izc5k5zKML6VUU2jpTnYhhEbnwX8aQyvDIEhE2Yg1N+eWndQm6MMcPAIk+/YBCf1UYlV/eYmQi/EtAbCbZCV0VTW1d2+timgoud2WhMXlSfzBL7+zG0E4dok8/MdXGETUnc3QKANDXv7r3YEJmkJ/h+mmbCXuoIsKBVTybb6nClJ+z4Bbn9JPbSr1ShX6qmanwnpEy/qyerhw2TuJ4rrHVjGljZCf1VElq+9r680wD7KEKkcxp/zItZyVgz+vXfuxYeC/BMnlcL5eQ3rq65R+Sxgxys6ysbiYMVBHgOR48mLUDVdmUXy4HCDx0pcsqVH4/VaG/KozGRvS00mWDz+HOMS7uGSTZKR3iUzsSa3q+rlDxwBQWk2d0W0Hf7hSUp9sQTj8b3naCzIj+sJbevrop66Q1h9wcD8GbCT/WRYA9q4OQVeN3N9ah3wb2vIv8DNCDGRhll/roSfuBaiq8zdzjp/Qn4UtfMIdJ1YeZsfB+It5sslnAhFMR4lfDMsEeqhDJTAAGXKSGk9h6vj7zduxk4w3dQZM5ocNg347VvX8T1gJy8+Ff1JRKGKgiwJnXQahmhSpWNuU3ayBhVJ7NlxgqnOIb3p3e2LgggRzOuUD/J4zcd7rNI6KCbE6QkhzEWFs/CXuowiUzJeiVaRiWgZ6hHvQgj9MhXmt38rSufqd3J1d4ZKVk5wLyi2s7s5WCiXuhCLDn/EBV43fX8itUzqKH/JyJpFkrUIX3FN/xSQuD1iR2vkD36Yw8MtXeAVFRdsZEylh7xdA0wCm/EJnMWUhbpZNEhqwMTk+Et1KTGdcfNNN7VrdAabLTRs4O/0XnqYSBKgIKU36xGtdDK69Q5eZiSFiV/Qxd6S4IPMyEeJZsLBvHUGcWOy/qAwAcfyK8a2ptNtk5C6nY2l8P0yxd3JuCL5PvRLqjdN27rfFpjOXCGywyGT1lndyxygpVl4OcwzOONxMGqghwFvQnqFoXmLXKe6gWY0jEKi/YaVgGejCDfIgD1fhcDwZ7ZjF82VYAwMgz4e0H22yy8x1IxdbelGyarFCFSWa+C33x0us9lJjF6dnVhZEgmZw20CdTq56yTnS7yHsMVJsJA1UElKb8qv/CxzrLpvwWO5HoXH4F9IQxi/xMeN8uYwtbMLRlAfHeOAZlnIt7Bkh2IY5UfO1rnJkm4MEsnjFGwTa52IN0ovR6b+1dwNhib/sG1KRM1kLaWv0KnckehZxa25mtFEw8qkTASoGqoofK6USic3n1pseYR34unFUA5SmMe/0YTOtK3c74GRw/E75PhosTObjz4V26opas3YVUfO3bZfpvS8/hddHCIOOkkE6V9jFbBzyMe/1wF8N50ktmphN9Hasv3yeTwCI6sZhf/gGWwomBKgIanfJzFj3knG4ku5YHqoQ1j/xCOPtUpo9nYaMDQ3q2D7u2ZDGSC98V7i/aPo4/+G/fb/cwWi7rdiPVs/Yp2EKgCusBOUo8x8OU2oK+LaVq4tBWgQcTmacn6zwzuCbnu5Dunlv18xJJvT/Onw5xLwVVYKCKgMJqxIWpvaWKPVQLHvJeNxLdyz/pJ2ILyC+E80ycwnX8BrfrQLhzYB7HF4baOaRVyz43hSftffj8vedBuZurEpP1Ekj1rH2bCuurMVAFX3Y0Bw8m0v2l27bu0vuV04+HM1BlFnuQ7ll9lSm5Re93c6cYqDYLBqoIWClQxeL6I7694CGPHiR6lveiJDoWMRPSNVMK1/Eb2qXPJNo1rEK3uOexu08BAI67w7jvHx5r82hax5l3MIsepJooGLJCFR6ZY9MAgL6BUrV7aLdeluX0kXBeKTjjbkFfcvUV1mSf/j/Ija2+ukXBxEAVAc6i/vRfc8qvUx+RZqYduLCQqNInmYjbyDuru7RCUIw/p3dYg3v0GlQ79+pPxKM/Ds9qgkfvK316//pnwzPuleRO6tPnU1vWfpFY0z82F6a2KbgmR/SHmPLr3m19vj7Db+y58F1+xl10Ma1SSPet/oSIRK8fqMbDt91UHQNVBDQ65Tc1oT9lJVPLD249nS7yIV0zZey4PqNo6JxeACgu7nn8ofBMMRx9TO90L+t+HF87tBtQm+OMtuwJP1D1rn1XZJr6/coKVfAVr3s3XNqXDL1Arw13eiR8J1xMH89CwUC6f/UfCJID/iW9MmxK3ywYqCKgGKji1c/SK1SoJif0QTqxZfnjwrxmyvhpXaEbfEEaALDrYr0DH3kyPIt7Hn3GQFoyuO5143jcfh4Of+tIu4fUEtlT+jVIpdd+wgOn/MJj8rT+cNM33F28rW9vLyzYGDsdvg8JmWd0O0HfwOrPgC4EqlwmfEGSqmOgioDilF9HjR6qLn0wm/QLNtUDlUJe9azPANfZ2LgghWl0pvQOLIyLex491Y29Xafxxt8+GwDw9b8aafOIWiM7pitvqYG19+eZll+hsjdXs/5mlDmtf+fKr3tnWAaGjDM4fSZ8y7IUpzC3rf79mxzSH1Bzk+HZD1F9DFQRYC/oA03NKT+/QjWV038n+pafzZdIAAuIFy+0HCbjUxYGraniv+O9cQzIGRwfDc/b/2i2H/v6p7DzwDZc2fMovn5XuM5SrCU7risWqcG19+cVeqgYqIIvc0a/Rn17tlTcPtQ5jbHp8PVoVpvCbFRiUD8nP83K6mYRniMKrVkxUK0w5Tc1o49MifTyT1sJ/wNlmM6MKxjLdmEonq24bVd8HCMT4bh+mLvo4hl7GPuGda/Fm37yDA7NXoDn7gp/lSo7oac7UkNrfy0siz1UYTE5CXRhFvHeytd7a3cep2fCVwHPnNK/k+VTmI1Kbtdn/+RCfNF5qsRAFQHFKb/OFXqoZvUnxMLcfrlESr9V8mPh6TsqGJ/rwWCictw7U1kcz26p8YxgOXH/KSyiE/uer1+Da2/aAwD4l78Ifx9V1p/uSG1f+8GUU37hkZk2kTaml90+tGUep+fD8ftYbnJcfyBI71n9uh/x3jhMOMiFc7UIqoKBKgLsxRUqVHG/h2pel6ATA8urBT1J/dz8ePjWTBlb7MXQlsprxe0anMfIwmCbRrQ6R+/RyyTsu0iHjnNeuRsXdD6Fr38vfAegpbKT+r3ZikDFZROCL5OPoS+WX3b71rSDMbc/dNdjzJzR4106hdkIMQQJzCA/s/YlQyhYGKgiwF7Qv/S1AlWhKX3K1ge1xNDy8nVhzZT8xNovYtsOnuPhjJfGYLqyerFzh0JGpTF7JvgVt6MP6QPQvp8oBcBrrzyBH0xfjPHDZ9o1rJbI+jOxiW1rv0gsK1ThMTkbRzq+vG1gaAiYRxdyJ8JVrslMAj3IoyOxtpMqkuYMcrM8DG8WfCUjwF7UgarmlJ9foZpydaNU1UDl91WFLVBNPTsNBzEMba38FLhzr97mkftOt2NYq3L0SQcmHOy6cnvxtjf92jZ4MPGtPw/3qunZnCCJLAyriXWoGKhCI7PQjb6u5fuQrcP693HsifCsDQcAk1kTaXP5FGajkuYccrPhvEYqLcdAFQGO7Veouqr/4hYDldoCgYfugdqBamYqXGumLL2OX8Guc3VFZOSRqY0e0qodHenAWdaJitdv/8+eg93mCL72b+ForK8lmzeQMpo70YGBKjwm7QTSyeULWW7drd/Hp59cezhph0y+A+kqU5iNSsbmkJsP5zVSaTkGqggoVKhqBSqzQ1euFAwkkIcYy+f0E/3+qr4hC1RjT+sphKGzKoPHzov04p7HHw/+WYtHJ1LYl6qc2hND8KZLjuC28UuQG83WeGbwZWctpKzmpl0ZqMIj425BOrW8121on/6AM/ZM8Kfgy2Vm4+iLr33MiY5F5EN6jVRajoEqAlaa8hNDYEEHpYRRfedQXDNlKlyNv8Xr+O2t7NEZvlSv4xSGxT2PzmzDvqHlwe/a69NYRCdu/cijbRhVa2TnY0jFmjvRoRionHA1NEfNQnYBs+hBX9/y+7a+oBcAcPp4uC7DklnoQbp77W0QyU4bOTt8629RdQxUEeA49StUAGBBB4uEWf3g1jPgB6psuKoAYyN6Bz10duVZOF3pLgzIGYycCPavQP5kDmNqEPv2LA+yL/rl89GFWdx1e7gOQuWyC51IdTbXl1e4AgArVME2+YyezksPLP+dGzy3HwBw+mS4XsNaU5iNSnbZyIX0Gqm0XLCPJtQStv/7HuuuPVdfDFRW9SufJ7bqMwDzuXBVAQrX8Rs4J73svp3xMzh+Jtg9SMfuOgkA2Hfu8k+xVtzCpckjOPR07waPqnWydhdSXc0FQk75hUPxuneDyz/YxbpjSEsGY2fCs4SA8hQyXi/6Umt/3yW6PORdBqrNgoEqAmy/7anQfF6NJboCkuyoXi3oSHTAgo2Z4LccVRgbF/TKVNXTmnelpjES8MU9jx7KAAD2XdZb9f4Dz5vE/dnnh/KSQACQdbqR6m5u7GZM78YKC9hSME2O+pdp2V59imsoNonTk+HpJ5rLzGEBcaSXf1ZrWLLHQ06tfckQChYGqghw/ONVvQpVrNBD1VG96VwMQULCtwjd+FQMg1b1U7F3DixgZGFgg0e0Okcf0xXDfVdtr3r/FS+0MIseHP63oxs5rJbJuj1I9TQXhNhDFQ6ZE/q9XOu6d1u7chjLrf4SLu1SbwqzUcmkXn8rrB+IqBIDVQTYNmDCqXr2XkGhQpWI1z6LL2HMIh+yRejGcl0YildfLHDnDg8Tqj/Qi3sePSbYgmn07e2tev+BN+wAABz6t+Cvp7WU53jIIYlUsrkgVKhQccov2IrXvdtZfVX8ralZnJ5b/SVc2iXzrN6v9A2tfdmDZErvk/OnQ1b6p6rCdXSkNbHtUo9ULaVAVfssvh5zHvn56mcKBtX4XGLZdfwKdu3TU6CjPx7byCGtytFTXdjXdQJSIwuf88rdSGEa9/4ofNWZmbEZKBhINXkMZYUqHCbP6H1Lem/1afahXhtjTpVTAAMqM1J/CrMRhWuk5k4xUG0GDFQR4LilKb1aioGqu/an/IQ1j3zIFqHT1/Gr3vS88xz9Sfn4Q8FdnfnodD/2padq3m9YBi7vPYpDx/o3blAtkj2hF0RM9Ta3GypWqBioAi0zoSDwsGVX9QS9dUhhSvViIRuOqzFMntLjTO9c+zRlsld/QM2dDm6VnBrHQBUBti2ISWMVqmSi9kEpEVtEfjE8gcpzPJxRaQz2Vw+Juy7R3aQjTwTz06HneDi2OIx9O+ofYA6cPY0HZ5+PxVw4DkQF2VP6IJJKN3fpDS6bEA6ZKUGvTNe8zNDQNn372OGJjRzWmhWnMHetvak8mdb709x49bOrKVwYqCLAdmTFKb+Y4Veo6uwbEp2LmLHDcxZO5ulJeDCXXcevIOiLe5788SksII59z6//a3rFSzqxiE489PWnN2hkrZE9rdc8S/U3F9JZoQqHyayFtFl7Vf+tZ+mps7GnwnH5mcy4P4W5Z+1z1sVrpGbCu5YclTBQRYDjNl6hSiRrN64nOh3knWCv21Ru/KkpAMDgjuoH7K50F/plAsdHg/lrcPQe3du176LqTbwFB67dBQA4dOuZuo8Lmuy4rqilBptbKbq4bILNQBVkmZkO9HXUrgZv3aff57954wJe1X8fLus+jN3WCC7vPoz5qeBVcCYn9ck+yR3JNX+P5IB+7+cy4bqkF1UXzCMJtZTtCGJS/5IxlujpksSW2k3niS4X+RCt6lvrOn7ldsXH8dTJYK4Dc/RBPf69V9Rf2mHPVcPolwnceyhcS1pkJ/Sn8tRQcyGdFapwmJzrQrqrdq/Qua/chXM7nsbobC+yC53Ykczh8qER3D93Hv7ptw5t4Egbk5ky0CdTdc+eXklySO9Pc5MMVJtBc80LFAq2K4gZK1So/Cm/ZF/tQNXT5SHvhWedmFrX8Sv3ustP4X/f+ZN48jvHcM7BvRs1tIYcfcqFwMPuF1Zfg6pADMEV/Udx7/GtGzSy1shO6Pdkaltz7ykGqnDILPZgb3/tKb/e3VtweKHyDEDlKVzc/RT+7xcH8M7PqqbCS6tlchbSVg7A2teyS27V7/38NPv/NgNWqCLAcY3ilF4tMcOvUPXW7mdJ9Cjk0QPlhePANTbqX8fvnN6aj7nxUxegA4v4y/cc36BRNe7ocQu7zBNVV3lf6sC5M3h0/nmBXlNrqeyUfs+lttef0lwJA1U4ZJwU+pKr61cUQ/Cunz2JB+bOxZ2ffGidRrY2kzOdSHfmm/oeiSEdqHIMVJsCA1UE6ArVClN+hUCVrn3wTiQAFxYW8+FooBw/rQ+w/c+vvbbN1gsH8Y5zf4SbH7sCY4+Ob9TQGnL0TAr7ko2N6Yqf7IIHEz/+8pF1HlXrZKf165Pc3tyUq9mhq6orBap//J934a1n3RWa9+9m4jkeJlUv0r2rDw5v/+gBpCWDj/9psD4sZOa70NfVXG9X90A3DLjIVV97mEKGgSoCbNdYuYeqEKj6azcIFxrWw7Kq79gZQVoydS+5AwDv+chOzKMLn/z1RzdoZI05OrMV+4Ya+wR84Gd2AwDu/W5w19RaKpsFujC74uuzEqvTD1R13uJP3fYMfvkT+/Gl4y/G/3ndXU39PFq93IkcPJjoW8O6nd0D3fgfVz6Er49egefuHm394NYos5hAuqe5cC6GIIF86C7pRdUxUEWA4xrFHqlaioFqoHaDcGFV3/xYsD4p1jI+1YHB2NSKjzv3Nfvwhm0/xCd+cFFgpsxmz8zilLcV+86q/7oV7LhsG3YYJ3HogfC0RWbzBlJGc1MmwMpTfu6ii3e+KYe4LOB1Qz/C//7+VXjoK082/XOpcZPP6RJMenBtV1r4tb88GwqCT970VCuH1ZRJN4V0qvklVxLGLHIzPBRvBnwVI8D2jGKPVC0xU99faJKspsc/AzB/JninMFdT7zp+S/3W++KYUP34+/8ZjLOJjv3XCQDAvnMbX/friqHncO/ojvUaUstlZy2kzOarncVA5VYPVB+99g7cnb8If/Urj+HmO5+PtEzh+nc6vCDtBipc9y69bW3r2J31omFcO/wj/L8fXRyIDz3uoosp1Yu+3ub79pLWHHJz4bqkF1XXUKASkVeLyBMickRE3lvl/k4R+ZJ//w9FZE/LR0prZrsmYuYKFSo/UCW21m4QLjSshyVQjc8nMJiYa+ixL/m1i/ETPY/gI1/ZDXexsarQejp6KAMA2Le/8UUDD1wwhyftvZh+LhwLI2bnYkjFGnt96in0UDlVzjx/9BtH8Pu3vAjXbr8HP/+JF6P/7DQ+8e4juG/2fHzk2jub/tnUmMyofp37tq99iYx3/W43MiqNL/7mfa0a1ppNPat/x9L9zU/VJa155EJ2SS+qbsVAJSImgL8G8NMAzgfwNhE5f8nDfhnApFLq+QD+EsCftXqgtHa2ZxSn9GqxDH2dra507XWmwraq7/jiFgz1NjZWMQS/9f/l8LSzG9/4/XvXeWQrO/qoPgDte/G2hp9zxX/Tzd33ffnouoyp1bILHUh1NH+5nGJT+pIKlT1r450/v4iU5PDp255XPOX+zX/xQrxpxz34g1tfiMdvCcf/Vdi14rp3L/31i7G/63F8/J+3tv1M4+IU5lDzlaVExwLyC+G5AgXV1kiF6koAR5RSR5VSiwD+CcA1Sx5zDYC/97/+CoBXiAi77ALC8czilF4tlqmQQL7uOi+FQDUzFfxF6NxFF2dUf83r+FVz7Z9ciX3Ws/jwp9q/NMTRo0ACOQy8oPGLHh/42X0AgHv/PSQVqsU4kvHmw3msS/eNffKWPfi9F92O733kx1jILuBPXvdfuG/2fHz6N5/C0AWDxceLIfjrb+9Dt8zhl9+aD0RFcrVyJ3J47JtH8KO/exQj954M/PRl5rTeZzRz3TsxBO966zgenj8H3//4g60a2ppkntO9f31DzQehZOcicnZzVwugYGikg3UYQPkiPSMAfqLWY5RSjohMA+gH0LZrYTz9vWfxK2/RP74QEURUxb9rUdDTZHOOhTmnA/NeDI5notO0ETdsxC0bccuBZXgrfq8geGL2HOxIHa77GMv0kDBmAdSeYio0rL//o7345GeC0WtUi+MZULgMg0ONv0Jmh4n3XPsMbvzyy/BTA/ev2He2VoWoppRgaWwT6PfpQ5PnYl/8BMR4QcPft//sNPZaz+ETt52D/xwI9usDAE/Nn4+Lu5pfqqJnqAd/9ebv48u3bcFf3HMV/vSeGLp+axaLeAnetvu/8DMfvmrZc7ZdPIT/e8OdeMdnXoKX9D+MLZ3Bv7C04xk4NZvE8YUhZLEFQOmSJwZcbDNOYrgrg774XOD2S8ey+vJI6X29TX2ft330CvzOzWdw/W+ncc4ft+89PjGnK23p4eavHJGMO3jy9C68egN/ZxUATwlcz4Dr/+0pgSEKpuHB9P82RAXuvVTL6/7bDG788svaOoYNPSVIRG4AcAMAnHXWWev6szxXYdaOQSn9dig/iDUiZrpIdixiKDGLeMyFZSgsOgbmbRPzjol5x8LMYjjKtOf3PIdrX1u/qnT9jT14yX1PAqg9xbT7RTvw+q0/xFi+B1Pzwb+m30tTD+Llvzi8qudc98kr8J0f6G1cT+XhvvB1+Xt1d9c43v7qCQCNByoAePcbjuGL3+kPxetzSeJpXPvm1uyCbvzyy3AjdOXm9k/9GLd9cw7PjsXxV7edV/M5v/DJq/Dw/bfjB48NhOL/yxCFs9MTePngCewcVtj1vA4kei2cPDaPkec8jJ4ycXyiG9MB3Ja+jhn80u470JV+aVPfJ94bx5+981589st9bX3NTPFwsP8QLnztOU1/rze9xcDTnzq24dtTHp46LQeGqGLIsj0D844Fr8HjZRDMzjR/xnCzRKn6Uxsi8iIAf6iUOuj/+/cAQCn1J2WP+Y7/mLtFxAJwCsCgqvPNDxw4oA4dCv6naCIiIiIRuU8pdaDW/Y30UN0L4GwR2SsiHQDeCuCbSx7zTQDv9L9+M4Dv1QtTRERERJvJivV2vyfqRgDfAWAC+JxS6lER+RCAQ0qpbwL4WwD/ICJHAGSgQxcRERFRJDTUwKCUugXALUtu+0DZ1/MA3tLaoRERERGFA1dKJyIiImoSAxURERFRkxioiIiIiJrEQEVERETUJAYqIiIioiYxUBERERE1iYGKiIiIqEkMVERERERNYqAiIiIiahIDFREREVGTGKiIiIiImsRARURERNQkBioiIiKiJjFQERERETWJgYqIiIioSaKUas8PFhkH8GxbfvhyAwDOtHsQ64zbuDlwGzeHzb6Nm337AG7jZrGabdytlBqsdWfbAlWQiMghpdSBdo9jPXEbNwdu4+aw2bdxs28fwG3cLFq5jZzyIyIiImoSAxURERFRkxiotM+2ewAbgNu4OXAbN4fNvo2bffsAbuNm0bJtZA8VERERUZNYoSIiIiJq0qYNVCLyOREZE5FHym67RETuFpGHReRbIpLyb+8Qkb/zb39QRK6u8v2+Wf692q1V2ycit4vIEyLygP9naOO3proWbmOHiHxWRJ4UkcdF5Gc2fmuqa8U2ikiy7PV7QETOiMjH2rJBVbTwdXybf/tDInKriAxs/NZU18Jt/Dl/+x4VkT/b+C2pTUR2ich/ishj/vh+w789LSK3ichT/t99/u0iIh8XkSP+Nl1W9r3e6T/+KRF5Z7u2aakWb+OtIjIlIv/aru1ZqlXbJyL7/ff2o/7tP9fO7SrXwm3cLSL3+/vUR0XkV1b84UqpTfkHwE8CuAzAI2W33QvgZf7X1wP4I//rXwfwd/7XQwDuA2CUPe9NAL5Y/r3a/adV2wfgdgAH2r0967yNHwTwx/7XBoCBdm9bq7dxyfe8D8BPtnvbWrmNACwAY4XXDsCfA/jDdm9bi7exH8BzAAb9+/4ewCvavW1l27MdwGX+10kATwI4338t3uvf/l4Af+Z//RoA3wYgAF4I4If+7WkAR/2/+/yv+9q9fa3cRv++VwB4PYB/bfd2rcNreA6As/2vdwA4CaC33dvX4m3sANDpf50A8AyAHfV+9qatUCmlfgAgs+TmcwD8wP/6NgCFSsX5AL7nP28MwBSAAwAgIgkA7wHwx+s74tVp1fYFWQu38XoAf+Lf5ymlArNQXatfRxE5B/ogfcf6jHj1WrSN4v/pEREBkAJwYl0Hvgot2sZ9AJ5SSo37j/v3sue0nVLqpFLqfv/rHIDDAIYBXAMd/uD//Ub/62sAfF5p9wDoFZHtAA4CuE0plVFKTUL/37x647akthZuI5RS/wEgt4HDX1Grtk8p9aRS6in/+5yA/rBTc8HLjdTCbVxUSi34j+lEAzN6mzZQ1fAo9H8eALwFwC7/6wcBvEFELBHZC+Dysvv+CMBHAMxu5EDXaC3bBwB/55c13+8frIJsVdsoIr3+/X/kl2+/LCJbN3TEq7fW1xEA3grgS8r/WBVgq9pGpZQN4FcBPAwdpM4H8LcbO+RVW+3reATAC0Rkj4hY0Dv8pa9vIIjIHgCXAvghgK1KqZP+XacAFH6/hgEcL3vaiH9brdsDpcltDLxWbZ+IXAldzXl6Pce7Fs1uoz99+JB//5/54bGmqAWq6wH8mojcB10KXPRv/xz0f+IhAB8DcBcAV0T2A3ieUurrGz/UNVnV9vn3vV0pdRGAl/p/fnEjB7wGq91GC8BOAHcppS4DcDeAv9jgMa/WWl7HgrcC+MeNGWZTVvu7GIMOVJdCTzE8BOD3NnjMq7WqbfSrNb8K4EvQFcZnsPz1bTu/av9VAO9WSmXL7/ODfNDD/Io2+za2avv8atw/ALhOKeW1fKBNaMU2KqWOK6UuBvB8AO9c6cO41cR4Q0cp9TiAVwHFqZHX+rc7AG4qPE5E7oKed30ZgAMi8gz0/9WQiNyulLp6Y0femDVsH5RSo/7fORH5IoArAXx+Y0feuDVs4wR0dfFr/l1fBvDLGzjkVVvL6+j/+xIAllLqvg0d8BqsYRv3+/c/7d/+z9B9EIG1xt/HbwH4ln/7DQhYoPKD7VcBfEEpVfidOu1PkZz0D7Bj/u2jqKyw7fRvGwVw9ZLbb1/Pca9Gi7YxsFq1faJPsvg3AO/zp8oCo9WvoVLqhOgTTl4K4Cu1fm6kKlTin8EmIgaA3wfwaf/f3SLS43/9SgCOUuoxpdSnlFI7lFJ7ALwEwJNBDVPA6rfPn3IY8G+PAXgdgMCcyVjNGl5DBX2Autr/Fq8A8NhGj3s1VruNZU99G8JRnVrLNo4COF9ECn0ar4TujQistbyOZc/pA/BrAP6mDUOvym8H+FsAh5VSHy2765sACmfqvRPAN8puf4doLwQw7U+5fAfAq0Skz9/OV/m3tV0LtzGQWrV9ItIB4OvQvUc1A0Y7tHAbd4pIl/89+6AzwBN1f7gKQFf+evyBPrCcBGBDl9d/GcBvQH8SfBLAn6K0sOke/z/qMHQj6O4q328PgnWWX9PbB6AH+gyjh6D7Pf4vALPd29bq1xDAbujm4IcA/AeAs9q9bevxPoU+W+rcdm/TOr6Ov+Lf/hB0SO5v97atwzb+I3TgfwzAW9u9XUu28SXQ0yQPAXjA//Ma6LMT/wPAU/72pP3HC4C/hu6teRhlZxNDT4ce8f9c1+5tW6dtvAPAOIA5/z1xcLNsH4Bf8N/rD5T92d/u7WvxNr7S/x4P+n/fsNLP5krpRERERE2K1JQfERER0XpgoCIiIiJqEgMVERERUZMYqIiIiIiaxEBFRERE1CQGKiIiIqImMVARERERNYmBioiIiKhJ/z+yyo0iPaFhKgAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PERC', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERO" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'PERO', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PERO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERS" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PERS', 'last')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PET, Monthly" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'PET', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SUPY" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'SUPY', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SURO" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'SURO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER TAET" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot('PERLND', pls, 'PWATER', 'TAET', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'TAET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER UZET" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'UZET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER UZI" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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OperationActivitysegmentFrequencyShapeStartStop
RCHRES_HYDR_001_4RCHRESHYDR1Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_021_4RCHRESHYDR21Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_022_4RCHRESHYDR22Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_023_4RCHRESHYDR23Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_011_4RCHRESHYDR11Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_024_4RCHRESHYDR24Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_031_4RCHRESHYDR31Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_071_4RCHRESHYDR71Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_043_4RCHRESHYDR43Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_041_4RCHRESHYDR41Monthly(108, 17)1993-11-012002-10-01
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" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape Start \\\n", - "RCHRES_HYDR_001_4 RCHRES HYDR 1 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_021_4 RCHRES HYDR 21 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_022_4 RCHRES HYDR 22 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_023_4 RCHRES HYDR 23 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_011_4 RCHRES HYDR 11 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_024_4 RCHRES HYDR 24 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_031_4 RCHRES HYDR 31 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_071_4 RCHRES HYDR 71 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_043_4 RCHRES HYDR 43 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_041_4 RCHRES HYDR 41 Monthly (108, 17) 1993-11-01 \n", - "\n", - " Stop \n", - "RCHRES_HYDR_001_4 2002-10-01 \n", - "RCHRES_HYDR_021_4 2002-10-01 \n", - "RCHRES_HYDR_022_4 2002-10-01 \n", - "RCHRES_HYDR_023_4 2002-10-01 \n", - "RCHRES_HYDR_011_4 2002-10-01 \n", - "RCHRES_HYDR_024_4 2002-10-01 \n", - "RCHRES_HYDR_031_4 2002-10-01 \n", - "RCHRES_HYDR_071_4 2002-10-01 \n", - "RCHRES_HYDR_043_4 2002-10-01 \n", - "RCHRES_HYDR_041_4 2002-10-01 " - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rchreskeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='RCHRES')]\n", - "rchreskeys[0:10]" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
1955182.86335182.86340.00000.0000
525755.3912755.3912-0.00000.0000
1934381.47274381.47300.00000.0000
50472021.945372021.95190.00000.0000
50219465.156219465.15910.00000.0000
952709.6678709.66800.00000.0000
0421649.16521649.1648-0.00000.0000
964754.5003754.50050.00000.0000
40124895.396524895.40350.00000.0000
0114362.42334362.42490.00000.0000
064659.7577659.7574-0.00000.0000
4214785.92634785.9245-0.00000.0000
40254092.238354092.2170-0.00000.0000
52127894.384827894.39570.00000.0000
50358696.613358696.5834-0.00010.0001
0432826.30082826.2993-0.00010.0001
431122787.2812122787.35030.00010.0001
5141164.70911164.7084-0.00010.0001
5132387.71952387.7180-0.00010.0001
4224786.96584786.9627-0.00010.0001
08210818.158210818.1500-0.00010.0001
54246246.496146246.4583-0.00010.0001
524502.1086502.1082-0.00010.0001
0411284.56181284.5606-0.00010.0001
0655130.60355130.5989-0.00010.0001
1011838.95951838.9578-0.00010.0001
307628905.2500628904.6303-0.00010.0001
201222791.8594222791.6388-0.00010.0001
09210395.042010395.0314-0.00010.0001
0457854.15677854.1480-0.00010.0001
4433280.68973280.6860-0.00010.0001
0014438.92584438.9206-0.00010.0001
051549.0590549.05970.00010.0001
0445409.58255409.5752-0.00010.0001
526534.6501534.6494-0.00010.0001
5018593.09188593.0796-0.00010.0001
44221559.509821559.54060.00010.0001
00215997.407215997.3832-0.00010.0001
4418057.06158057.0494-0.00020.0002
04616087.815416087.7906-0.00020.0002
0524096.20214096.1956-0.00020.0002
510737.4306737.4294-0.00020.0002
311567.3906567.3896-0.00020.0002
41113728.829113728.8047-0.00020.0002
523520.5114520.51230.00020.0002
306427589.5625427588.7750-0.00020.0002
1076026.49516026.4840-0.00020.0002
500897.5441897.5425-0.00020.0002
54119720.740219720.7013-0.00020.0002
404214783.8281214784.26460.00020.0002
2316698.25786698.2442-0.00020.0002
42329856.003929856.06510.00020.0002
405241551.7031241552.21360.00020.0002
081894.3212894.32310.00020.0002
2338076.36728076.3495-0.00020.0002
2414744.51424744.5037-0.00020.0002
505142266.2656142266.58460.00020.0002
408282911.0625282911.71190.00020.0002
2326702.08546702.0697-0.00020.0002
2434841.02644841.0147-0.00020.0002
06150.780950.7808-0.00020.0002
407254031.4219254032.03470.00020.0002
2424738.84034738.8287-0.00020.0002
5118180.42588180.4057-0.00020.0002
52242176.175842176.28190.00030.0003
0912232.94342232.9375-0.00030.0003
506180278.1719180278.65840.00030.0003
406252074.4375252075.12520.00030.0003
0313580.31983580.3100-0.00030.0003
1032069.97312069.9670-0.00030.0003
10913218.149413218.1088-0.00030.0003
1021839.22421839.2185-0.00030.0003
40389014.484489014.76320.00030.0003
5128044.95468044.9289-0.00030.0003
2127844.98937845.01480.00030.0003
010124638.4375124638.0076-0.00030.0003
1042070.18122070.1739-0.00030.0003
008109942.2969109941.8991-0.00040.0004
305417478.4688417476.9523-0.00040.0004
009110430.3828110429.9814-0.00040.0004
1063680.53323680.5196-0.00040.0004
1089737.87409737.8358-0.00040.0004
1052075.32712075.3186-0.00040.0004
063298.5320298.53320.00040.0004
00783588.648483588.2946-0.00040.0004
301168875.0625168874.3195-0.00040.0004
304437196.8750437194.9168-0.00040.0004
00667333.710967333.3843-0.00050.0005
192438.8760438.87830.00050.0005
19416856.970716857.06230.00050.0005
00546529.046946528.7898-0.00060.0006
0214114.19094114.1670-0.00060.0006
53117607.769517607.87530.00060.0006
00329524.980529524.7953-0.00060.0006
00433555.156233554.9251-0.00070.0007
90432689.837932689.6056-0.00070.0007
202225417.1562225418.95080.00080.0008
0232359.88962359.8698-0.00080.0008
0722016.15102016.1322-0.00090.0009
204232862.0000232864.75230.00120.0012
203224703.8750224706.53470.00120.0012
024218.4370218.43980.00130.0013
205234785.3594234788.74850.00140.0014
302160585.4531160583.0851-0.00150.0015
0257859.83507859.7125-0.00160.0016
303150679.0156150676.4391-0.00170.0017
206261748.9688261753.67350.00180.0018
06258.455858.45710.00220.0022
207205014.4062205019.82370.00260.0026
0223784.81743784.7093-0.00290.0029
071333.4920333.4770-0.00450.0045
2116395.64216396.13280.00770.0077
22310950.780310951.64990.00790.0079
2279763.13189763.93440.00820.0082
1917558.62167559.51050.01180.0118
2224994.42684995.35780.01860.0186
2215000.51125001.44450.01870.0187
1909016.99519018.73640.01930.0193
2256016.86826018.11280.02070.0207
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "195 5182.8633 5182.8634 0.0000 0.0000\n", - "525 755.3912 755.3912 -0.0000 0.0000\n", - "193 4381.4727 4381.4730 0.0000 0.0000\n", - "504 72021.9453 72021.9519 0.0000 0.0000\n", - "502 19465.1562 19465.1591 0.0000 0.0000\n", - "952 709.6678 709.6680 0.0000 0.0000\n", - "042 1649.1652 1649.1648 -0.0000 0.0000\n", - "964 754.5003 754.5005 0.0000 0.0000\n", - "401 24895.3965 24895.4035 0.0000 0.0000\n", - "011 4362.4233 4362.4249 0.0000 0.0000\n", - "064 659.7577 659.7574 -0.0000 0.0000\n", - "421 4785.9263 4785.9245 -0.0000 0.0000\n", - "402 54092.2383 54092.2170 -0.0000 0.0000\n", - "521 27894.3848 27894.3957 0.0000 0.0000\n", - "503 58696.6133 58696.5834 -0.0001 0.0001\n", - "043 2826.3008 2826.2993 -0.0001 0.0001\n", - "431 122787.2812 122787.3503 0.0001 0.0001\n", - "514 1164.7091 1164.7084 -0.0001 0.0001\n", - "513 2387.7195 2387.7180 -0.0001 0.0001\n", - "422 4786.9658 4786.9627 -0.0001 0.0001\n", - "082 10818.1582 10818.1500 -0.0001 0.0001\n", - "542 46246.4961 46246.4583 -0.0001 0.0001\n", - "524 502.1086 502.1082 -0.0001 0.0001\n", - "041 1284.5618 1284.5606 -0.0001 0.0001\n", - "065 5130.6035 5130.5989 -0.0001 0.0001\n", - "101 1838.9595 1838.9578 -0.0001 0.0001\n", - "307 628905.2500 628904.6303 -0.0001 0.0001\n", - "201 222791.8594 222791.6388 -0.0001 0.0001\n", - "092 10395.0420 10395.0314 -0.0001 0.0001\n", - "045 7854.1567 7854.1480 -0.0001 0.0001\n", - "443 3280.6897 3280.6860 -0.0001 0.0001\n", - "001 4438.9258 4438.9206 -0.0001 0.0001\n", - "051 549.0590 549.0597 0.0001 0.0001\n", - "044 5409.5825 5409.5752 -0.0001 0.0001\n", - "526 534.6501 534.6494 -0.0001 0.0001\n", - "501 8593.0918 8593.0796 -0.0001 0.0001\n", - "442 21559.5098 21559.5406 0.0001 0.0001\n", - "002 15997.4072 15997.3832 -0.0001 0.0001\n", - "441 8057.0615 8057.0494 -0.0002 0.0002\n", - "046 16087.8154 16087.7906 -0.0002 0.0002\n", - "052 4096.2021 4096.1956 -0.0002 0.0002\n", - "510 737.4306 737.4294 -0.0002 0.0002\n", - "311 567.3906 567.3896 -0.0002 0.0002\n", - "411 13728.8291 13728.8047 -0.0002 0.0002\n", - "523 520.5114 520.5123 0.0002 0.0002\n", - "306 427589.5625 427588.7750 -0.0002 0.0002\n", - "107 6026.4951 6026.4840 -0.0002 0.0002\n", - "500 897.5441 897.5425 -0.0002 0.0002\n", - "541 19720.7402 19720.7013 -0.0002 0.0002\n", - "404 214783.8281 214784.2646 0.0002 0.0002\n", - "231 6698.2578 6698.2442 -0.0002 0.0002\n", - "423 29856.0039 29856.0651 0.0002 0.0002\n", - "405 241551.7031 241552.2136 0.0002 0.0002\n", - "081 894.3212 894.3231 0.0002 0.0002\n", - "233 8076.3672 8076.3495 -0.0002 0.0002\n", - "241 4744.5142 4744.5037 -0.0002 0.0002\n", - "505 142266.2656 142266.5846 0.0002 0.0002\n", - "408 282911.0625 282911.7119 0.0002 0.0002\n", - "232 6702.0854 6702.0697 -0.0002 0.0002\n", - "243 4841.0264 4841.0147 -0.0002 0.0002\n", - "061 50.7809 50.7808 -0.0002 0.0002\n", - "407 254031.4219 254032.0347 0.0002 0.0002\n", - "242 4738.8403 4738.8287 -0.0002 0.0002\n", - "511 8180.4258 8180.4057 -0.0002 0.0002\n", - "522 42176.1758 42176.2819 0.0003 0.0003\n", - "091 2232.9434 2232.9375 -0.0003 0.0003\n", - "506 180278.1719 180278.6584 0.0003 0.0003\n", - "406 252074.4375 252075.1252 0.0003 0.0003\n", - "031 3580.3198 3580.3100 -0.0003 0.0003\n", - "103 2069.9731 2069.9670 -0.0003 0.0003\n", - "109 13218.1494 13218.1088 -0.0003 0.0003\n", - "102 1839.2242 1839.2185 -0.0003 0.0003\n", - "403 89014.4844 89014.7632 0.0003 0.0003\n", - "512 8044.9546 8044.9289 -0.0003 0.0003\n", - "212 7844.9893 7845.0148 0.0003 0.0003\n", - "010 124638.4375 124638.0076 -0.0003 0.0003\n", - "104 2070.1812 2070.1739 -0.0003 0.0003\n", - "008 109942.2969 109941.8991 -0.0004 0.0004\n", - "305 417478.4688 417476.9523 -0.0004 0.0004\n", - "009 110430.3828 110429.9814 -0.0004 0.0004\n", - "106 3680.5332 3680.5196 -0.0004 0.0004\n", - "108 9737.8740 9737.8358 -0.0004 0.0004\n", - "105 2075.3271 2075.3186 -0.0004 0.0004\n", - "063 298.5320 298.5332 0.0004 0.0004\n", - "007 83588.6484 83588.2946 -0.0004 0.0004\n", - "301 168875.0625 168874.3195 -0.0004 0.0004\n", - "304 437196.8750 437194.9168 -0.0004 0.0004\n", - "006 67333.7109 67333.3843 -0.0005 0.0005\n", - "192 438.8760 438.8783 0.0005 0.0005\n", - "194 16856.9707 16857.0623 0.0005 0.0005\n", - "005 46529.0469 46528.7898 -0.0006 0.0006\n", - "021 4114.1909 4114.1670 -0.0006 0.0006\n", - "531 17607.7695 17607.8753 0.0006 0.0006\n", - "003 29524.9805 29524.7953 -0.0006 0.0006\n", - "004 33555.1562 33554.9251 -0.0007 0.0007\n", - "904 32689.8379 32689.6056 -0.0007 0.0007\n", - "202 225417.1562 225418.9508 0.0008 0.0008\n", - "023 2359.8896 2359.8698 -0.0008 0.0008\n", - "072 2016.1510 2016.1322 -0.0009 0.0009\n", - "204 232862.0000 232864.7523 0.0012 0.0012\n", - "203 224703.8750 224706.5347 0.0012 0.0012\n", - "024 218.4370 218.4398 0.0013 0.0013\n", - "205 234785.3594 234788.7485 0.0014 0.0014\n", - "302 160585.4531 160583.0851 -0.0015 0.0015\n", - "025 7859.8350 7859.7125 -0.0016 0.0016\n", - "303 150679.0156 150676.4391 -0.0017 0.0017\n", - "206 261748.9688 261753.6735 0.0018 0.0018\n", - "062 58.4558 58.4571 0.0022 0.0022\n", - "207 205014.4062 205019.8237 0.0026 0.0026\n", - "022 3784.8174 3784.7093 -0.0029 0.0029\n", - "071 333.4920 333.4770 -0.0045 0.0045\n", - "211 6395.6421 6396.1328 0.0077 0.0077\n", - "223 10950.7803 10951.6499 0.0079 0.0079\n", - "227 9763.1318 9763.9344 0.0082 0.0082\n", - "191 7558.6216 7559.5105 0.0118 0.0118\n", - "222 4994.4268 4995.3578 0.0186 0.0186\n", - "221 5000.5112 5001.4445 0.0187 0.0187\n", - "190 9016.9951 9018.7364 0.0193 0.0193\n", - "225 6016.8682 6018.1128 0.0207 0.0207" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" + "outputs": [], + "source": [ + "delta[\"Percent diff\"].hist()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.988802Z", + "iopub.status.idle": "2024-04-28T16:45:36.989038Z", + "shell.execute_reply": "2024-04-28T16:45:36.988956Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.988948Z" + } + }, + "outputs": [], + "source": [ + "pls = delta.index[-1]\n", + "print(\"WORST PERLND SEGMENT IS\", pls)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER AGWLI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.989418Z", + "iopub.status.idle": "2024-04-28T16:45:36.989600Z", + "shell.execute_reply": "2024-04-28T16:45:36.989539Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.989532Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"AGWLI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.989900Z", + "iopub.status.idle": "2024-04-28T16:45:36.990011Z", + "shell.execute_reply": "2024-04-28T16:45:36.989959Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.989953Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"AGWLI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER SURLI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.990302Z", + "iopub.status.idle": "2024-04-28T16:45:36.990429Z", + "shell.execute_reply": "2024-04-28T16:45:36.990370Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.990364Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"SURLI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.990850Z", + "iopub.status.idle": "2024-04-28T16:45:36.990981Z", + "shell.execute_reply": "2024-04-28T16:45:36.990922Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.990917Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"SURLI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER AGWO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.991545Z", + "iopub.status.idle": "2024-04-28T16:45:36.991766Z", + "shell.execute_reply": "2024-04-28T16:45:36.991687Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.991679Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"AGWO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.992181Z", + "iopub.status.idle": "2024-04-28T16:45:36.992368Z", + "shell.execute_reply": "2024-04-28T16:45:36.992281Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.992273Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"AGWO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER BASET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.992843Z", + "iopub.status.idle": "2024-04-28T16:45:36.993042Z", + "shell.execute_reply": "2024-04-28T16:45:36.992958Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.992949Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"BASET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.993552Z", + "iopub.status.idle": "2024-04-28T16:45:36.993775Z", + "shell.execute_reply": "2024-04-28T16:45:36.993690Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.993682Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"BASET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### PERLND PWATER CEPE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.994194Z", + "iopub.status.idle": "2024-04-28T16:45:36.994455Z", + "shell.execute_reply": "2024-04-28T16:45:36.994370Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.994362Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"CEPE\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.994937Z", + "iopub.status.idle": "2024-04-28T16:45:36.995163Z", + "shell.execute_reply": "2024-04-28T16:45:36.995055Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.995045Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"CEPE\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IFWI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.995828Z", + "iopub.status.idle": "2024-04-28T16:45:36.996111Z", + "shell.execute_reply": "2024-04-28T16:45:36.996025Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.996016Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"IFWI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.996587Z", + "iopub.status.idle": "2024-04-28T16:45:36.996871Z", + "shell.execute_reply": "2024-04-28T16:45:36.996784Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.996776Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"IFWI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IFWO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.997269Z", + "iopub.status.idle": "2024-04-28T16:45:36.997472Z", + "shell.execute_reply": "2024-04-28T16:45:36.997371Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.997363Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"IFWO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.998122Z", + "iopub.status.idle": "2024-04-28T16:45:36.998299Z", + "shell.execute_reply": "2024-04-28T16:45:36.998217Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.998209Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"IFWO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IGWI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.998691Z", + "iopub.status.idle": "2024-04-28T16:45:36.998856Z", + "shell.execute_reply": "2024-04-28T16:45:36.998778Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.998770Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"IGWI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.999380Z", + "iopub.status.idle": "2024-04-28T16:45:36.999630Z", + "shell.execute_reply": "2024-04-28T16:45:36.999546Z", + "shell.execute_reply.started": "2024-04-28T16:45:36.999538Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"IGWI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER INFIL" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:36.999998Z", + "iopub.status.idle": "2024-04-28T16:45:37.000247Z", + "shell.execute_reply": "2024-04-28T16:45:37.000160Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.000152Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"INFIL\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.000650Z", + "iopub.status.idle": "2024-04-28T16:45:37.000917Z", + "shell.execute_reply": "2024-04-28T16:45:37.000833Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.000825Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"INFIL\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER LZET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.001315Z", + "iopub.status.idle": "2024-04-28T16:45:37.001550Z", + "shell.execute_reply": "2024-04-28T16:45:37.001466Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.001459Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"LZET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.001972Z", + "iopub.status.idle": "2024-04-28T16:45:37.002187Z", + "shell.execute_reply": "2024-04-28T16:45:37.002105Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.002097Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"LZET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERC" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.002587Z", + "iopub.status.idle": "2024-04-28T16:45:37.002823Z", + "shell.execute_reply": "2024-04-28T16:45:37.002735Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.002726Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PERC\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.003287Z", + "iopub.status.idle": "2024-04-28T16:45:37.003525Z", + "shell.execute_reply": "2024-04-28T16:45:37.003409Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.003398Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PERC\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.004060Z", + "iopub.status.idle": "2024-04-28T16:45:37.004264Z", + "shell.execute_reply": "2024-04-28T16:45:37.004183Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.004175Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PERO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.004906Z", + "iopub.status.idle": "2024-04-28T16:45:37.005098Z", + "shell.execute_reply": "2024-04-28T16:45:37.004998Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.004991Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PERO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERS" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.005703Z", + "iopub.status.idle": "2024-04-28T16:45:37.005947Z", + "shell.execute_reply": "2024-04-28T16:45:37.005861Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.005853Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PERS\", \"last\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.006387Z", + "iopub.status.idle": "2024-04-28T16:45:37.006622Z", + "shell.execute_reply": "2024-04-28T16:45:37.006538Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.006530Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PERS\", \"last\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PET, Monthly" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.007054Z", + "iopub.status.idle": "2024-04-28T16:45:37.007356Z", + "shell.execute_reply": "2024-04-28T16:45:37.007262Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.007253Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.007772Z", + "iopub.status.idle": "2024-04-28T16:45:37.008009Z", + "shell.execute_reply": "2024-04-28T16:45:37.007925Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.007917Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER SUPY" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.008419Z", + "iopub.status.idle": "2024-04-28T16:45:37.008682Z", + "shell.execute_reply": "2024-04-28T16:45:37.008596Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.008588Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"SUPY\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.009186Z", + "iopub.status.idle": "2024-04-28T16:45:37.009429Z", + "shell.execute_reply": "2024-04-28T16:45:37.009347Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.009339Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"SUPY\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER SURO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.009923Z", + "iopub.status.idle": "2024-04-28T16:45:37.010099Z", + "shell.execute_reply": "2024-04-28T16:45:37.010015Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.010007Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"SURO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.010596Z", + "iopub.status.idle": "2024-04-28T16:45:37.010783Z", + "shell.execute_reply": "2024-04-28T16:45:37.010697Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.010689Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"SURO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER TAET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.011331Z", + "iopub.status.idle": "2024-04-28T16:45:37.011562Z", + "shell.execute_reply": "2024-04-28T16:45:37.011478Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.011470Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"TAET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.011934Z", + "iopub.status.idle": "2024-04-28T16:45:37.012096Z", + "shell.execute_reply": "2024-04-28T16:45:37.012019Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.012011Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"TAET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER UZET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.012726Z", + "iopub.status.idle": "2024-04-28T16:45:37.012955Z", + "shell.execute_reply": "2024-04-28T16:45:37.012868Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.012859Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"UZET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.013475Z", + "iopub.status.idle": "2024-04-28T16:45:37.013861Z", + "shell.execute_reply": "2024-04-28T16:45:37.013768Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.013760Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"UZET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER UZI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.014356Z", + "iopub.status.idle": "2024-04-28T16:45:37.014535Z", + "shell.execute_reply": "2024-04-28T16:45:37.014453Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.014445Z" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"UZI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.014943Z", + "iopub.status.idle": "2024-04-28T16:45:37.015125Z", + "shell.execute_reply": "2024-04-28T16:45:37.015037Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.015030Z" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"UZI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RCHRES" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.015657Z", + "iopub.status.idle": "2024-04-28T16:45:37.015825Z", + "shell.execute_reply": "2024-04-28T16:45:37.015745Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.015737Z" + }, + "scrolled": true + }, + "outputs": [], + "source": [ + "rchreskeys = summary[(summary.Frequency == \"Monthly\") & (summary.Operation == \"RCHRES\")]\n", + "rchreskeys[0:10]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.016313Z", + "iopub.status.idle": "2024-04-28T16:45:37.016489Z", + "shell.execute_reply": "2024-04-28T16:45:37.016408Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.016401Z" } - ], + }, + "outputs": [], "source": [ - "delta = monthlyoutflow(rchreskeys, 'ROVOL')\n", + "delta = monthlyoutflow(rchreskeys, \"ROVOL\")\n", "delta" ] }, @@ -5822,166 +2524,51 @@ }, { "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 119.0000 119.0000 119.0000 119.0000\n", - "mean 60604.2668 60604.4235 0.0009 0.0013\n", - "std 109767.5969 109767.6913 0.0039 0.0038\n", - "min 50.7809 50.7808 -0.0045 0.0000\n", - "25% 2607.0101 2607.0087 -0.0003 0.0001\n", - "50% 8044.9546 8044.9289 -0.0001 0.0002\n", - "75% 56394.4258 56394.4002 0.0002 0.0005\n", - "max 628905.2500 628904.6303 0.0207 0.0207" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.017047Z", + "iopub.status.idle": "2024-04-28T16:45:37.017336Z", + "shell.execute_reply": "2024-04-28T16:45:37.017251Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.017242Z" } - ], + }, + "outputs": [], "source": [ "delta.describe()" ] }, { "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.017767Z", + "iopub.status.idle": "2024-04-28T16:45:37.018023Z", + "shell.execute_reply": "2024-04-28T16:45:37.017940Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.017932Z" } - ], + }, + "outputs": [], "source": [ - "delta['Percent diff'].hist()" + "delta[\"Percent diff\"].hist()" ] }, { "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST RCHRES SEGMENT IS 225\n" - ] + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.018392Z", + "iopub.status.idle": "2024-04-28T16:45:37.018605Z", + "shell.execute_reply": "2024-04-28T16:45:37.018524Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.018516Z" } - ], + }, + "outputs": [], "source": [ "rid = delta.index[-1]\n", - "print('WORST RCHRES SEGMENT IS', rid)" + "print(\"WORST RCHRES SEGMENT IS\", rid)" ] }, { @@ -5993,46 +2580,34 @@ }, { "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.019128Z", + "iopub.status.idle": "2024-04-28T16:45:37.019390Z", + "shell.execute_reply": "2024-04-28T16:45:37.019308Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.019300Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'IVOL', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"IVOL\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.019845Z", + "iopub.status.idle": "2024-04-28T16:45:37.020156Z", + "shell.execute_reply": "2024-04-28T16:45:37.020062Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.020053Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'IVOL', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"IVOL\", \"sum\")" ] }, { @@ -6044,46 +2619,34 @@ }, { "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Uu0s9ppLuvBsBnJJSDkkpcwD+F8C1AFqt7j0A6AFQdNIFKeWXpZS7pZS7Ozs7K9kOIqI8uxuP3XlE5DSVhKgzAK4SQoSEEALA8wA8BeBOAK+xfuZNAH6yOE0kouXMYIgiIoeqZEzUQ1Ddd3uhpjfwAPgygPcBeLcQ4jjUNAdfW8R2EtEylZ9sM1fnhhARzVDRPFFSyo8A+MiMm08CuLLmLSIiKqAb0/8mosUnpYTqfFoeyo0PL4XLvhCRo7E7j2hpBQIBjIyMVB0s3EZKiZGREQQCgXk/lsu+EJGjGXYlSl8+Z8VE9dTT04Pe3l4MDQ3VuylLJhAITFuPr1IMUUTkaPmr89idR7QkfD4fNm7cWO9muAK784jI0ViJIiKnYogiIkczOLCciByKIYqIHE03xLS/iYicgiGKiBxtqhLFEEVEzsIQRUSOZoeonM7dFRE5C/dKRORohqn+1k1WoojIWRiiiMjRpsZEcXdFRM7CvRIROZphhyhWoojIYRiiiMjR8t15rEQRkcNwr0REjmaHJ93k7oqInIV7JSJyNA4sJyKnYogiIkczTHtMFHdXROQs3CsRkaOxO4+InIp7JSJyNLsSlTO9dW4JEdF0DFFE5GhT3XkMUUTkLAxRRORodjeeLrm7IiJn4V6JiBzNkFYlSrISRUTOwhBFRI6W785jiCIih2GIIiJHy3fncUwUETkMQxQROZoh7TFRDFFE5CwMUUTkaPnuPDBEEZGzMEQRkaPZ3XisRBGR0zBEEZGj2d15OanVuSVERNMxRBGRo+WnOABDFBE5C0MUETma3Y3HEEVETsMQRUSOlr86jyGKiByGIYqIHM0OUSa8MA1Z59YQEU1hiCIiRzMK1swzskYdW0JENB1DFBE5WuHUBno6V8eWEBFNxxBFRI5WWInSM3odW0JENB1DFBE5mlEwU7k+ye48InIOhigicrRp3XmsRBGRgzBEEZGjGfDCjwwAIJdhJYqInIMhiogczZAe+DEJgN15ROQsDFFE5Gg6NPhFVv2bIYqIHIQhiogczYAXAQ9DFBE5D0MUETmaAS/8HjU/FEMUETkJQxQROZaUgAGNlSgiciSGKCJyLFM3AQABLytRROQ8DFFE5FjGpJoXyu9Vf+tZs57NISKahiGKiBzLrjz5vepvhigichKGKCJyLCOrwlPApypRuUmGKCJyDoYoInIsO0T5NRWeWIkiIidhiCIix8p35/kYoojIeRiiiMixprrzOCaKiJyHIYqIHCvfnddkVaJysp7NISKahiGKiBzLyFnzRPlVeNKznCeKiJyDIYqIHMvuvgs02SGKlSgicg6GKCJyrHx3nl/9n915ROQkDFFE5FgMUUTkZAxRRORYdmjyBwQAIMfuPCJyEIYoInKs/BQHQRWidJ0hioicgyGKiBzLvjrPH1S7Kj1Xz9YQEU3HEEVEjmVfnee3K1EcE0VEDsIQRUSOlZ8nyq5E6fVsDRHRdAxRRORY+RAV9gJgJYqInIUhiogcK391XsgKUaxEEZGDMEQRkWPlB5YzRBGRAzFELRNSAr1n2RVC7mKHKM3vhRc6QxQROQpD1DLx8089jo3rdAweGa13U4gqZnfneX0eaNCRY4giIgdhiFomzh+LQ4cPY6fH6t0UoooZ1uSamk9Agw5dF3VuERHRFIaoZcI+o9cnjTq3hKhydneeqkQZ0PnxJSIHYYhaJvIhypq8kMgN8t15TV5ogpUoInIWhqhlwl5zjJUocpN8d16TB5pgJYqInIUhapnIV6I4WSG5iB2i8t15rEQRkYMwRC0T9sKtepan8uQe+RDV5IVP6NANhigicg6GqGXCnl9Hn+SYKHKPaVMceAyGKCJyFIaoZSIfojiwnFxk1pgokyGKiJyDIWqZyOW78xiiyD0Ku/M0YSBncJdFRM7BPdIyYV/VZM+7Q+QGdgXV2+SF5jGhM0QRkYNwj7RM2Fc18eo8cpPp3Xkmu/OIyFEYopYJjokiNzKsCqrXr6mB5SZ3WUTkHNwjLRN2dx4rUeQm+e48n4fdeUTkONwjLRPsziM3ynfn+a0xUaxEEZGDcI+0TLASRW5U2J3nY4giIofhHmmZsCcpZIgiN5l1dZ7kLouInIN7pGWCIYrcyK5EeTQPNC8rUUTkLNwjLRP2JIX2GBMiNzAMwAsdwiOgeSR06a13k4iI8hiilgn7qiZWoshNdAPwQpWjNK9EzmSIIiLnYIhaJvLdeXqdG0I0D4YOaFAfWs1rshJFRI7CELVM2GNJWIkiNzHM6ZUohigichKGqGWClShyI90Q8Ao1yz5DFBE5DUPUMpGvRDFEkYsYhijozmOIIiJnYYhaJhiiyI0MA/lKlI8hiogcpqIQJYRoFUL8QAhxWAhxSAhxtRCiXQjxayHEMevvtsVuLFWPIYrcSDfE1JgoTUKHVucWERFNqbQS9c8A7pBSbgWwHcAhAO8H8Fsp5WYAv7X+Tw6VD1FGnRtCNA+GWTgmCqxEEZGjlA1RQogWANcD+BoASCmzUsoxADcB+Kb1Y98E8MrFaSLVQs46+BisRJGLGCagCVaiiMiZKqlEbQQwBOAbQoh9QoivCiHCAFZJKfutnxkAsKrYg4UQbxVCPCqEeHRoaKg2raZ5m6pEiTq3hKhyRuHVeZpADr46t4iIaEolIUoDcAWA/5BS7gSQxIyuOymlBFB0AiIp5ZellLullLs7OzsX2l6qkt0NwjFR5Ca66SkIUYABDdLkXGdE5AyVhKheAL1Syoes//8AKlSdF0KsBgDr78HFaSLVgm4tl8FKFLnJ9O4867acWccWERFNKRuipJQDAM4KIS6ybnoegKcA/BTAm6zb3gTgJ4vSQqoJXbI7j9xn2sByK0TpGZZTicgZKh2l+VcAvi2EaAJwEsDNUAHse0KINwN4GsBrF6eJVAv57jyGKHKRmd15AKCnc0CLv46tIiJSKgpRUsr9AHYXuet5NW0NLRqGKHIjwxTQ7Mk2rTHl+iTn6SAiZ+CM5cuELlVeZogiNzFMAa/HqkT5rPUf2Z1HRA7BELVM6LDmiTIZosg9VHeeuhov353HShQROQRD1DKRYyWKXMgwPdA81tV5diWKIYqIHIIhapmwZ3rWWYkiFzGkgNdjVaKa1O4ql2GIIiJnYIhaJqZCFN9ycg/d9E5157ESRUQOwyPqMpEPUQbfcnIPQwpoMweWM0QRkUPwiLoMmLoJab3VrESRmximZ6o7jyGKiByGR9RloPCScIYochNdemaNiWKIIiKn4BF1GZgWoiTfcnIPQ3ry3Xm+JqsSleXaeUTkDDyiLgOsRJFbGaxEEZGD8Yi6DBQedAyGKHIRXXrh9c4YE8VKFBE5BI+oy0Auze48cqeilSiGKCJyCB5Rl4HCSpS9EDGRG6gxUVaI8qvPbm6SIYqInIEhahmYFqJMhihyD0N64bU+svlKVE7WsUVERFMYopYBXp1HbqXDO9WdZ1Wi2J1HRE7BI+oyYFeimjDJ7jxyFUN6oHlnjIliJYqIHIIhahmwz9yDSEOXWp1bQ1Q5AwXdeflKFKc4ICJnYIhaBuxKVEBkoYOVKHIPvWBMlM9vX53HShQROQND1DJgV6ICHnbnkbsY8E5159mVKHbnEZFDMEQtA/Yl4QFPDgZDFLlI0e48higicgiGqGUg353nZXceuYsOjSGKiByLIWoZsLvz/F4dOjiwnNzDgDbVnRdQn91crp4tIiKawhC1DOTHRGkMUeQepq4+t15NrZlnhyhWoojIKRiiloHCEGVAgzR5ECLns7uhZ3Xn6aUeQUS0tBiiloF8iPKpg5KR44zP5HzGpEpLmja9O0/XeRJARM7AELUM2N0fQStEFS4DQ+RURtauRM3szqtbk4iIpmGIWgZmVqIYosgN8t151jC+qUpUvVpERDQdQ9QyYFeiAk0qTNndJERONrMS5dE88MBgiCIix2CIWgZy1jIZAb/62z7DJ3IyO0RpBReUatAZoojIMRiiloF8JSrAEEXuYXdD21McAAxRROQsDFHLgB2i/H51MOKYKHKDfHfezBBliFIPISJaUgxRy8BUJcr6PytR5AL2VBzTuvOEgZzOEEVEzsAQtQzkQ1TQ+j9DFLlAvhLlK6xEGdD58SUih2CIWgbsyQkDQfV222NNiJwsPybKWxCihA6dlSgicgiGqGXAnpwwGLLGRDFEkQvkr84rrEQJg2OiiMgxGKKWAftqpkDIqkSxO49cwB4T5WWIIiKHYohaBmaGKPsMn8jJ7LF8Xm1qN+VjiCIiB2GIWgZyVndeU9ALgN155A5T3XlTt2keA7rJEEVEzsAQtQzoBqAhB83PEEXuke/OK6hEqe487raIyBm4N1oGdF1NUqg18eo8co98d56vIER5TFaiiMgxGKKWAV0XDFHkOvnJNqcNLDeRM7z1ahIR0TQMUcuArqtuEIYocpOpq/NYiSIiZ2KIWgZ0Y0YlyuomIXKy0t153G0RkTNwb7QM6AbgEzq0Jk62Se5RtDuPIYqIHIR7o2VAN4TVnWddncdKFLmAYS1X5G2aGgPFEEVETsK90TKQD1HWFAf2GT6Rk01NtjlVifJ5TegmB5YTkTMwRC0DOd0DTRj5sSWsRJEblBxYLrnbIiJn4N5oGdBNAU2YU5NtshJFLmB359kXRACA5pXQJStRROQMDFHLgG54oHmMghnLWYki58t35xWOifJKducRkWMwRC0DM8dE6TpDFDlffmB5YXee10SOlSgicgiGqGVANwU0jwktoKn/5+rcIKIKsDuPiJyOIWoZ0E0PfIXdeXqdG0RUAb3YFAcMUUTkIAxRy4BuetTAcs5YTi5iFJux3AuGKCJyDIaoZUA3PdO68wyOiSIXMAz1t11BBaxKFLQ6tYiIaDqGqGVANz3QvAVjotidRy5QbMZyn8buPCJyDoaoZSBneqF5JLx+hihyD/tzOm1MlAZWoojIMRiilgHd9ELzmvmDEUMUuUHRq/M0ducRkXMwRC0DuvRA80gIj4AXOkMUuYI9JsquoAKApgmGKCJyDIaoZUCXqhIFABpDFLmEboeoGd15Eh4uok1EjsAQtQzo1pgowApRhqhzi4jKM6ywP+3qPKsIpWd4JkBE9ccQtQzo0gufxkoUuYvdnefxMUQRkTMxRC0DqjvPqkQJg5UocgVdBzwwIDxTn1fNZ93HEEVEDsAQtQzomB6i7DN8IiczDFU5LaRpKlAxRBGREzBELQO69Oa7Qbww8gN2iZzMMNTntZDPrkRN8kNMRPXHELUM5KQGzRpWwu48cgvdELNClOZjJYqInIMhahnQoXFMFLmOqkRNn8ogH6JYiSIiB2CIWgZ0aPnuPE2Y0A2+7eR8hgloYsaYqCaGKCJyDh5Nl4FpIcrDShS5g+rOm1mJUrus3CQn2ySi+mOIanCmbsKEt6ASZUA3+baT8xkG4BUlxkSxEkVEDsCjaYMzsupg49PsMVEmdJOVKHI+wxTQGKKIyMEYohqcfRWTPUmh5jFgMESRC+iGB14xozuvSe2y9Cy784io/hiiGlw+RFmTFGoeDiwnd+DVeUTkdDyaNjj7YGMffLxCckwUuUKx7jyfn5UoInIOHk0bXC5tV6LU/zWPyRBFrmCYAl4Pu/OIyLl4NG1wMytRDFHkFropOCaKiByNR9MGNytEeU3okm87OV/Rq/P8av0ihigicgIeTRvc1NV5hZUobz2bRFQRw/TAK+S021iJIiInYYhqcHYlytdkhyjJShS5gm4WmeLAqkTlsrLYQ4iIlhSPpg2uaHceK1HkAoYpoHlmdOfZlagcK1FEVH8MUQ3O7vaY6s6TMFiJIhcwpIDXM6M7Lz8mipUoIqo/Hk0bXL4SZZ3Be73sziN30IuNibJDFCtRROQAPJo2OHu1eztEaV4JXbI7j5zPMD2z5omammyTlSgiqj+GqAaX785jiCKXMaSANnOyTbsSpTNEEVH9MUQ1uNkhCtClVs8mEVVEl97ZY6IC6rOr5+rRIiKi6RiiGtzMMVGaV0IHK1HkfKo7r1SIYiWKiOqPIarBzapEaWB3HrmCIT3sziMiR2OIanD2Gbs9IFdVotidR86nSw+8M/ZQdiUqlxN1aBER0XQVhyghhFcIsU8Icbv1/41CiIeEEMeFEN8VQjQtXjOpWrMrUQxR5A6GnKM7j5UoInKA+VSi3gngUMH/Pw3gn6SUFwIYBfDmWjaMasOeT8fuBvF6BQyOiSIXKNqdx4HlROQgFYUoIUQPgJcC+Kr1fwHguQB+YP3INwG8chHaRwtkz6djhyhNAwxokCbP5MnZdOmFd0be92jWPFF6HRpERDRDpZWoLwB4LwD7tHAFgDEppb0r6wXQXeyBQoi3CiEeFUI8OjQ0tJC2UhVyRUIUABhZo9RDiBzBKDLFgfAI+JBliCIiRygbooQQLwMwKKV8rJoXkFJ+WUq5W0q5u7Ozs5qnoAWwB5bPDFF6hkchcjYDHmje2RVTDTpDFBE5QiUjjK8F8AohxEsABABEAfwzgFYhhGZVo3oA9C1eM6laDFHkVob0zOrOA6wQxUIqETlA2UqUlPIDUsoeKeUGAK8D8Dsp5RsA3AngNdaPvQnATxatlVS1WSHKpy4NtyfhJHIqHdqs7jwA0IQBXecUB0RUfwuZJ+p9AN4thDgONUbqa7VpEtVSyUoUQxQ5nCHn6M4zGKKIqP7mNWGQlHIPgD3Wv08CuLL2TaJasseO+ILqrWaIIrcwMPvqPEBVonKsRBGRA3DG8gZXqjvPmOSYKHI2HVrJEMVKFBE5AUNUg7MrUfYkhV6NY6LIHQx4oWklxkQxRBGRAzBENbh8iAr61N9NDFHkDqo7b3ZYYogiIqdgiGpwOWt5DG+T3Z1nzfjMEEUOZuomJIpPceBjiCIih2CIanC6DnihQ3jUQSc/xUHWnOthRHVlz6hfdEyUx4BuMkQRUf0xRDU43VCXhNs4TxS5gR2itCLXD2vChG5w10VE9cc9UYPT9RkhqsnqzmMlihzMDvmsRBGRkzFENThdF/AVq0QxRJGD2VNweItVojwmdJO7LiKqP+6JGpxuAJpgiCJ3MXLq86kVrUSZyBlF7iAiWmIMUQ1O1wU0MTX+yb5Kzz5IETlRvjtPKzLFgceELrnrIqL6456owenG9BDFMVHkBvmr80qFKHbnEZEDcE/U4BiiyI3y3XlFx0RJhigicgTuiRpczvAwRJHrzNWd5/Ma0E2OiSKi+mOIanCsRJEbzd2dJzkmiogcgXuiBqebApqYCkyaX53B67nZC7sSOUW+O89XJER5JXTJShQR1R9DVIPTDQHNU6QSxRBFDmZXSotWoryS3XlE5AgMUQ1ONz3wFevOY4giB5uzO4+VKCJyCIaoBqcbHmgedueRuxi6+nyW6s7LySKX7RERLTGGqAanm55p3XmcbJPcwP58en2zd1GaV0IHK1FEVH8MUQ1OhaipqlO+EqWzEkXONeeM5Rq784jIGRiiGpwKUQXdeQHVDaLn6tUiovLm7s4DQxQROQJDVIPLmV5oXo6JIneZqzvPp0no4JgoIqo/hqgGp8sSA8vZnUcOZof8omOiGKKIyCEYohqcbnqnj4lidx65QL4SVXSKAzBEEZEjMEQ1OF16oHmLDCw3Sj2CqP7yM5Y3FalE+QRMeGHqvMKUiOqLIarB6dILn5cDy8ld5u7OU3/bE3ISEdULQ1SD06V3WiXK47PmieLxhxxsznmirBCVS+tL2SQiolkYohrczBAlPAJe6NB5/CEHm3OKAytE6Rl+iImovhiiGtzMEAUAGkMUOZx99ag9w34hO1jZE3ISEdULQ1SD06UXmlZZiJqcyOFPL38IA0/Flqh1RMUZFYyJ0tMc2EdE9cUQ1eBy0gdtxsm8BgO6Mbub5MmfnsBXDz4Te754eIlaR1RcvjuvxNV5ACtRRFR/DFENTkeRSpTQi05xkB7Pqr8neHCi+pqrO8/XZP0MQxQR1RlDVIPToc2uRAkDuj67EpWKqz6+dIqzmVN9zdmdx0oUETkEQ1SD06Hlx5DYSnXn2SEqk+YkhlRfhjFXd566jSGKiOqNIaqBSVPCgAbfjO48rygeotIJuxK1JM0jKsmeDNbrn728i9bEShQROQNDVAOzZ3SeVYkSBowixabUhLoxnV7slhHNzR5YXrw7z6pEZVkxJaL6YohqYPZkhDMnLNSECd2Y/dbbA8rTmdlVKqLF8PhPT+PPdjwE05heLbVn1LfXeixkf55zrEQRUZ0xRDWwfIiaWYnylBgTlVQHsszkojeNCADwiy+expcPPBPDh4en3W6PiSo62WaTPSaKlSgiqi+GqAZmjxmZXYkyoJtFQpQ1Fio9yY8FLY3khPo7PjB9IF5+TNScIYqVKCKqLx4tG5i9QOvsMVEluvOssVDpydkHLqLFkEypMB8/P30gnt2dN2eI4pgoIqozhqgGVrIS5SlRiUqr29JZhihaGvZnLjGUmXZ7fkxUYPbVeT776jyGKCKqM4aoBlZyYLnHhG7OfutTGXVbJscQRUsjaX3m4iPZabfbazsWrUT5WYkiImdgiGpgdiXK55t+uyaKhyh7LFRan332T7QYkhn1WYuPTF8R2zAAARPCM7tiqllzR+k5zqxPRPXFENXASnXneT2yeCUqqw5Oad036z6ixZC0PnOJ0dkhSoNe7CEcE0VEjsEQ1cDyIWrG0hmax4QxR4jKGAxRtDSSWfVZi49PryrpBuBF8avv8iEqxxBFRPXFENXApkLUjDFRXhO6LNKdl7MqUUbT4jeOCEAy5wcwO0QZc4UoawLOXJbdeURUXwxRDczu7tB8sytRRbvzrG68tOlf/MYRAUjq6rOWmJge9A1DlO7Os0KUzhBFRHXGENXA8iFqVneehC5nX/WUsg5oDFG0VFLWZy2enP551A0BryjeXZcPURxYTg5jmkAmzc/lcsIQ1cBypeaJ8kro5uwQlTZVN15GMkTR0kiaQQBAPDX9itBKuvMYoshpvvSm+7GheQjZZK7eTaElwhDVwOy1xYoNLC82JiplBgAAaQQhTR6gaPElZQgAkMhMv5jBMNXyRMX4AgxR5Ez7HzNw3lyJJ28/Ve+m0BJhiGpgJbvzvMW78+xuPAkPz6Ro0ekZHVlY3XnZ6dVP3fCwO49cp29EnYju/eVQnVtCS4UhqoHZIcrnn/42e4uEKCmBFEIIQi0EmxmdvpYZUa0lh6YWHY5ng9PuU915JUJUUFWt9OLjzonqpi8RAQDsfZSLYy8XDFENbK5KlDGjOy+XysGAhhWeMQBAemxySdpIy1dyeCqoJ4wZIcoUJbvzWIkip+rLdAAAHju1os4toaXCENXA8iHKP73qpHkBXU4fyJseUVWB9qaE+v/49LXMiGotOaIWHV4hRhA3wtPu0805rs6zFiVmJYqcZDKRxZDsgBc6Dkxsys/TR42NIaqB2Wfqs0OUhI7pt6Vi6oDW7ldhipUoWmz2Z2510wgSiEy7mMGYa4oDK0TlOGyPHOTcATUO6vqWx5FBEId/+XSdW0RLgSGqgdnLYszqztMwa0xUalSFphVhdWDLxFmJosWVHFWfsa5wAhIeJAeT+fvm6s7zNlndeaxEkYP0HYwBAF5+3RgAYO/P++vYGloqDFENLGfloOKVqBndeVblqT2iTu/TcZ7m0+KyQ9TqFlX9jPcXhCgp4PUUr0QJj4AXOkMUOUrf0QkAwHPfsBohJPHYQ+zOWw4YohpYvhI1M0RpmBWiUuMqNLW3qsekEzxC0eJKjqvPWFeHOtjEB6au1ptrigMA0BiiyGH6TqqTgnXPWIUdzSew92RrfRtES4IhqoHZa4tVUolKjakdwArropL0BI9QtLiScRWeular/ycGp67WM+YYWA4APuSg80SfHKSvDwgihdaNbbhiYwz74ptg6qU/w9QYGKIaWMmB5RpgwgvTmBrIa3fftXeoj0RmgkcoWlx2iFq9Vs37FB+aupjBkAJaie48ANBgQNdFyfuJllrfkA/dvkEIj8Cu3R4k0Yxjvz1T72bRImOIamB2iLKXybB5NXXwMbJTQSmVUP9esVqtn5dmiKo7I2fioe+cgmzQ6ZCSCRWSVl+gln6JD09dzKCbHnhF6Q3XhM5KFDlK31gY3aFRAMAVL+wEADx2OweXNzqGqAZmjxmxLwm3adZ/jcmpLjs7RLWvsdbPSzXokdtFfvWZ/bjq9RvxP+9+uN5NWRSppPqMdW2JAgASsamLGQzTU3JgOaDW1WMlipykN9WO7lY1rm/byy6AHxnsfYgX6DQ6hqgGlu/OKxGi9MxUiLIrT+09qiqQSbEvv97OHVdXq733/1ubn5iykSSTgA9ZrNioQlR8bOozV7Y7TxjQDYYocgZpSpzTV6J7pQpNvnATLg+dwN7jkTq3jBYbQ1QDK1mJ8qmDT+GMunZVYMUG9aVnJar+RodViOgzVuMzv/9InVtTe8mUQBgpRNaoz1x8fCo0le/OM5AzuPsiZxg+Noos/Ojpmbpt1/oh7B3bNG0SWWo83As1sHLdedMqUVZoat3Qqv7P9YfrLhaT8ELH67rvwWfu3I0zj5yvd5NqKpn2IORJwx/1w4csEvGp+wzpgdczd4hiJYqcom+/mq28e2NT/rYrrhAYly04eU9fvZpFS4AhqoHZy2LYMzzbilaiUoCAiUBrAAGkkW683iPXiY150C5G8envrIOAxHtfe6reTaqpZMaLsDcD4RGIigTiE1O7I0N62J1HrtF3SJ0BdG+d6r674gVqMeK9P2OIamQMUQ1M1wEPDHi02cu+ADNCVFoghBSERyAoMshkGuMA9YmX3IdH/vtYvZtRldGEhnYtgXXPWo/3Xns/vnv6Ktzzpafq3ayaSU5qCGtqWoOIN4V4cirs66a3TCXKZIgix+g7oc46uy9rz9926U0XwIcs9j7AM9JGxhDVwHRdzew8U7FKVDqjwhMABEUG6Un3H6D0SQMf+sW1+Oan3HmZcSwZQLvfGlz+w2eix9OHd/21Z9r8Xm6Wyk6FqKiWQiI91e1crjvP59Ghm+7/jFJj6DtjQMBE1+Ur87f5WwK4NHACe48017FltNgYohqYrquZnWfyFuvOy3gQ8qgQFfBkkZ70znqc28T7EgCAs0OBOrekOrFMEG1BNTgttCqCT7/lOPYmt+K2P3+wzi2rjWTOh3CT+nxGmzKIZ6bGkxjSA807V3eeCd3k7oucoXdAwyrPEHwh37Tbr1g7hL2x9Rxc3sC4F2pguiFKVKLU2z5tss1JL0JeVRUIerPI5Nz/0RjvVSGqN+7Oy4xj2Wa0h6cmoHz9v1+Hq8MH8Ldfu6AhlpNI6n6Em9TnM+LPIp715+/TpRfeOT6CmseEzqvzyCH6YgH0BIZn3X7FDhPDsgNnH22si0JoCvdCDUw31ADcmfLdedmpA3E660XQqw7YQW8W6aw263FuM3ZOTXx3Nt1Z55ZUZ1SPor1lKgQLrwe/d8MozpsrkRxM1rFltZHU/Qj71fZFAzkkcsH8fWWvzvOwEkXO0ZdoQXckMev2Xc9XY6T2/pjLvzQq7oUamK6LuUNUYXdeTkNIUyEqoOlI59wfosYHVFfYkOxAZnyyzE87iz5pYBwtaG+dHiRCzeq9S8XcP1g1aQYRCqggHw3piBuh/H0GPNC8DFGNZP8PT+DK6GEkBtx/AjBTX7YD3R2z9zGXv+oCeKFj732cM6ZRcS/UwFR3XpEQ1aTe9sJKVCrXhKBPVQWCmo607pv1OLcZOz+1U+t9dKCOLZm/safHAQBt7dMHT4eb1XvXKCEqHFKfwUizibg5NQBXl154y4SonOn+cXvLycM/6sMjia049ruz9W5KTaVjaYzKNnSvnt3FHuwIY5v/JPYeDhV5JDUChqgGphuVV6LSug8ha3xK0KcjYzRAJWp4alD92cdH69iS+Rt9Ws07075y+vsQiqjgkIy5q7I2kzQlkggjbB1bos0SKYTz4/RUd17px2teVqLcJmHNSD/8dGNVovr2DQIAutcX32de3DmMY6MdS9kkWkLcCzWwXKkQVawSZTRNhagmA2mjadbj3GZsZGrbzx521447dla1t71r+vsQalEVwtRYdtZj3GQyPgkJD8JhVW2Ktqhgn+ifAAAYKF+J0iV3X24St2akH+p19wnATH1PjgEAujcXrza1Nk/vqqbGwr1QA9MNDzRPZQPLU2YAQb/6f6DJbIgQNT42dRA+e9Jdq6nH+tQYirY1wWm3h6LqbNftISo5pAb9h60xXpFWVWGL96vwqEsvtDl66zSPhM7uPFdJTKj3erjfXd/FcnqPqM9s98UtRe+Pzuiqpsbi/j4bKqlUd569DMy0q/NMf36Qb9BvIm26c26lQmPjAs1IICAmcfacu84XYgMqJLWvDU+7PdxqVaLG3X0gSg6rkBiOqPcl2qY+k4nzKlyVq0T5vKxEuU0iqd6vocHGmjOp77T6LvbsLH4VcCSCfFf1zCW4yP24F2pguingm6s7Lze1M0vJIEIB9f+g30RGNkAlKuFBqzeBHv8wzg4Fyz/AQUYH1Y65ff30Oa5Crep9ScZnz//lJvaYrlBEncdFV6hwGB9UA+YNlJknyiuhSx6Q3CSRVu/X8GhjHXb6zgERxBHpjha9f2ZXNTWWxvo00zQlu/OsEGXkVOXJ1E1kEETQyhmBAJCGu0JHMWNJH1q0JNa2jONsonip3aliIyrQtm1snXZ7qF1VCFOJ2e+rm9ghKtyiQlSkQ020GR9Stxvw5td4LIYhyn0SaRWUh8bcf4JWqG/Ij+6mIUAUX4Yo2qr2t/FzDFGNiCGqgemmgOaZfdntzIHlmTF19h+yxj4Gg4AOH/SMu6sd4+kmtDalsLYjg7OTK8s/wEFiowIRxKEFp081MRWi3D1jeXJUdVfa3ZPRlWq7EiPqdh0avHONiWKIcp3EpApPw0n3DxUo1DfejO7wWMn7o+3WeL/znCuqETFENTDd9BQPUX5rTJTVnWfPORSyht/YFSk7XLnV2GQALYEs1vaYGJOtmDjvniv0RuNetHvHZ90eXmGFqAmXh6gx1V2ZD1Gr1IcuPmpAmhISHoaoBpPIqWrjcKaxBln3pdvQ3VY6IEVXqPAYH2SIakQMUQ2sZIjKj4lS96VHVVgKhtVBKRgS0253q/FcCK2hLNZuVAdqN61fFUs2ob1pdvk/uEKVC5PuyYNF2QPjw23qABNZrQ6s8VEjP1fUnN15GkOU29jL+gxlW+vbkBoycib6jZXoXlX6Qo9op91V7e4raqk4hqgGVrYSlZ1RibJmww6E1N/pcXd/6cf0ZrQ0G1i7TR2g3TThZiwVQFtg9pmrFtDQhEmkXH5Sm4yroGRX1uwQlYjLfDfy3JUoICfdP6v+cpKw5koakW0NsYA2AAweGoEOH7p7Sh9K81XWYXfvT6k4hqgGljO9ZSpRVoiyqgL2bNjBsBWixtw7KZ40JcZlFK1RA2u3q0VAzx5N1blVlYtNhtEeKv77D4k0Uqnig1jdIpmYHqJ8IR+CSCGeEPlK1JwhSpPQwUqUm8RlM/zIwIQXo6dnd1W7Ud+BYQBAzwX+kj8TWaXCY2LU3WNMqTiGqAamm15ontlzsswcE2VXnILW5ebBZnV/Ju7eM6f0aAY5NKGlRaD7ilUQMHH2tHvOfkf1CNojxbsIwiKNVMbdX92k1VMZ6piayTkikohPTIUobY5Ck+ZVg8/JHfSMjgyC2OA7BwAYPj5W3wbVSN/hBACge2uk5M9EV6vBpvExd19RS8W5e09Mc9KlB5p3dnDIT7ZpnRjlK1HWkiIBa2xUOu7eCR3Hz6o1JlrbBZoifqzyDOHsOXdULqQpETNb0d5afKcb8maQzLhjW0pJTqgAXxiioloSiZQ3v6aj11u62ubTJEOUiyQG1CC+TS2qcjN0MlHP5tRM3wk1FKL78hUlf6a5yxrv1xjFN5qhbIgSQqwVQtwphHhKCPGkEOKd1u3tQohfCyGOWX+3LX5zaT500wtfkRClBdTBJ9+dZ03caIeoYFT9nU64t/w81qd22i3talvXBoZxdsQdc18lh1LIoQltbcVDRMibRSrr8hCVEggiBY82tQuKamnE000VducBBjRIs7Fmv25UdojauEoN5hs+6/JBfZa+sya80LHykuKzlQPqpLUZCcQT7u6Cp+IqqUTpAP5aSnkxgKsA/KUQ4mIA7wfwWynlZgC/tf5PDqIqUaW78wzd6s6zwlKwRV0pZXfrZRIurkT1q/FPrSvVNq1tjeNsorWOLaqcPV6kvaP41zOkZZHKursKk0oDYTF9jFqkaRLxTFN+Etg5r86z1n+0Axc5W8K6vH/TRrXPGepz71CBQn3nNaz2DpZdziXqmUB8gh0/jajsuyql7JdS7rX+nQBwCEA3gJsAfNP6sW8CeOUitZGqpBZxnWNMlBWi7DmHQm1qcGS+EjXh3gPU2Hk1KLtlldqmtSsncTa7CtIFhYvYGTVgqH1V8UFBIV8OqZy7r0xLpr0Ie6ZXI6KBSSRy/qnuPF/pM3c7YLl9QtjlIjGkur02brXmihp0776lUN9oCN2BWNmfi2opxFPuPvGh4uYVjYUQGwDsBPAQgFVSyn7rrgEAq2rbNFqokiEq352n/p9Oqh2aHaICUVW9cXOIGh9UIap1tRpzs7YHSKIZ42ecPzAh1qsqNO1ris/sHG7KIZkrfTWQGyQzXoS9068+jAZziOdCBd15DFGNwg5RnetDCGMCw8N1blCN9E20oLul/PiuqC+NeNrdJz5UXMUhSgjRDOCHAN4lpYwX3iellACKnuMLId4qhHhUCPHo0NDQghpL81M2RNkDy61BvsF2NWYo2KoO0Omke65mm2lsRB2IW9aoK2PWXqCC4dnHBuvWpkrFzqkDTlt3qOj9Ib+BlOHu9ceSWQ0hbXqXTiRkIm6Eprrz5ro6z6pS2VUrcrZETJ2xRTv96PSOYmi0MQLFmB5Ge3P5YQ+Rpmx+2RtqLBWFKCGEDypAfVtK+b/WzeeFEKut+1cDKHp0klJ+WUq5W0q5u7Oz9OA7qj0VombfPitEWUNT8iHKGhuVSbk3RI3H1MG1dZ1aWX3txdaEm084vxI1Oqh2yu3rii+PoUKUu9cfS2Z9CPumh6hos4mEbM6v6ejVSu+efNYxeDLRGGNrGp09R1JkZRAd/jiGE40RKBJmGJFw+f1kNJBFPOfu7ywVV8nVeQLA1wAcklJ+vuCunwJ4k/XvNwH4Se2bRwuRg69oJcq+IsoOUek04EM2H64CrerLnk65YABRCWPjgIZcfpmUtTs6AABnjzr/qqDYsNopt29sKXp/KGAiJd29Q07mmhBumn4GH41ITCKQn7fMq5XuzmtZoT6r432zl8Yh50lYcyRFVoXQGUphKBmuc4sWztRNTCCCSHP5/WQ0pCOeK15ZJnerpBJ1LYA3AniuEGK/9eclAD4F4PlCiGMAbrT+Tw6iSy80bfYXXHgEvNCnKlFpgRCmwoVdkUo7P2+UNB4XaBXjEB51IF69fSW80HH2tPO7f2IxCR+yCHUWP9CEQyZS0h3TNZSS1P0I+6ePZ4q0qN3RaJ8qjc4VouxB96O9Ll9EcJmIx9V+KLK6GR2RSQxnS09O6RbJIfU5bY6Un7ogGtYRN90fHGm2spcLSCnvBVDqU/K82jaHakmHBl+REAUAGnToVp5IZTwIedIAVOXD2+SFD1mkXbz+8NiEhhZvEoCqQHn9GtZ4+3B2wPlXyIyOedDuGYPwrCx6fygkMIkAjKxR9tJqp0oZs0NUtE1ty+iAGnCuzXF1Xps16N4eP0bOlkioyrC/JYCONh1Dp9w/raCa+6o5H/7nEm2WiMsIpCnzJ3bUGDhxRQPToZWca0eDDsPuzpv0IOiZfqVUEGlkMu79so+nfGhtml6lWBsawdkR558NxhI+tGvxkveHrF6B1LB71gKcKWkGEQ5OH0uSD1HWmLC5KlFt3ep9HD3PMVFukJjwICImIDwCnR0SSTQjPeruADwxqL5/kdbyJzLRFjU5rNu3mWZjiGpQ0pTQ4YNW4kCkwYBuqPtSk16EvNMPRgGRRdrFIWosE0BL0/Qd1trWCZxNOv8MOJbyo91fupsq1Gy9bzH37pCTMoRwaHqIiqxQg43HRlS69/pK757a1qnuoNEhTnHgBomUBxGP+kx3rFKhY/jYaD2btGD2tA2RtvLV7ahVrYqf4xi+RsMQ1aBMfe5ZnzVR0J2X0xDSZlSiPJNIZ9378RifDKIlOD0Yrl2VRW9uleOXCollQmgLTpa8P9ys3he3higjayCDIEKh6SE92qmm1hi15i6csztvg+p6Hh1x7xWky0kirSGiqUGWnWtUWB4+Wbra6gaJYfUdjbSXn67BDlr28jfUONx7lKQ52ZMQlg5RBnRdHaTSOQ1BbfoZfdA7iYyLQ9SYHkZrePrVX2vXAhkEMXy0/AzD9TSabUZ7c+luqlBEncknY6WDlpOlRtTBNDyjZzW60hrnNKY+d3NVopoifoQxgdGxRWki1Vgi40PEp0J/x1p1UcTwaXdXZRIx9R2NdJSf+Da6QgWt+HkXX61DRbn3KLnIXrP+YXzqZffWuxlVKxuiCrvzck0IzbjcPODNIe3iRW7HjWa0RKZXKdZuVgfps3udPelrzIiiPVq6m8peKDo16s4QlRy2QlRk+u4n0qVS1VhCfe7mGhMFAG3eOGLjzr9QgIDEpB+RJhU6OjeprtihXnd+fm2JmPqONneWv1I22qGqb/FBd1aPqTSGqBLu7d2AO+4rPtmhG+RDVIlKsyYKQpTRhJBvZiUqh3TOnQcoI2sggShaozNC1MVq5332Sed2I+RSOSQQRdscQ7dCUfW+pMbduUB0qRAVXW0NFk+pA47WNPfuqU2bwOhEY8x83egSegDRgApRHReortjhfnd+fm35ua9WVhCirCprfMTd20yzMUSVEDebcSzeVe9mVC2XUV/wkgPLC0JU2mhC0D99/qSgL4e07s4DVLxPrWXV0jb94732CjVj/tljzj0bHHtazajevqJ0FSbcalWiXBqi7LFc4ej0SmdzlzppiaXVQWmu7jwAaAukMJp29xqCy0VCDyISVCdqbRtb4YGBoUFnj00sZ2LcClFd5a/4ZYhqXAxRRegZHWmEcM7syl/G6jZTlajiB2OvMKcqUWYAIf/0qk1Q05HR3VmJGutVYy1a26d/vDu3daAJkzh7xrmDkWOnVZWsfWXp332oVVVqknF3XpmWHFUViXDL9G30aB40I4GxrJrDoWx3XnASo5OcBdoN1PIoKnR4fF6sEDEMx9x9+ElY6w43r6ogRFlV1vio8yf7pflx96d4kST6pwY8Ht/TW8eWVM9emNVXqjvPY0A31dufNv0IBaYHi0CTgbRLF7kdP6eugGnpmL7xHs2DHm0AZwecu12xXhXa27tKtzHUrs5qU3F37pDtEGWHwUJRzwRGc6rbVfPPPSavvTmL0Zx7u9yXC2mqiSYLl0fp8MUxNO7c72ElEhNAGBPw+CqYJ6pbfabj4849gaPqMEQVUTiXx7GHRurYkurZIarUuBJNGDCs73MKIQRndOsHXRyixvrVmJvWlbPbvzYcw9lR5064GetTbW9bU3qcRT5ETbhzh5wcU10a4bYiIUpLISZbAVTQnRc1EDOKry9IzpEezcCEF5GC5VE6AwkMT7h7/cdEcmruq3L8UT98yCLh3OGYVCWGqCIKL0M9etCdMyLnQ1SJ7jxNmNAND3KpHHT48rNg24JNJjKmO0PU+KC66qela3YQWduWxNnkiqVuUsXsGbjb15YOeq4PUVYFLdw+ezxTxJeBDlVBLNud1yqRQhjZCXd+R5cLu7IfiU69nx3NGQxl3F1FTKQ0RLwVDvcQAlGRQHzCvRMYU3EMUUXYM9ECwLGT7rzMv2yI8hjQTYF0TAXGmSEq4JdIS3eeKY4Nq0pH65rZ42XWrs6hz1iVn4zUaWLWDNztG6IlfybUobYr6dJ5+/IhasXsz1e0aeqy97JX562wFiw+PV7D1lGtJc7PXh6ls2USwzl3VxETGR+atcovUol6k4gn3Xk8odIYooqID1tjNpDEscHSBzMnKx+iTOimJ3+lVDA8/aMQDLg3RI2PqG1v6Zm9UnzPOg90+HD+CWfOFRUbVuNGWteXPsBoAQ1NmETKpfP2JRMqwBYNUYGpqlK5xZXbOtXA9NEziRq2jmotMag+qIXLo3S0S4yYbY49manExKQPkabK57qKamnEU+684plKY4gqwg5ROyPHcXRiTZ1bUx09ay37UmpMlB2irAkbQ80zQlQQmEQApuG+y5DHRlWbi4WotZtVF9/Z/c4c6zY6JtCCcXj9c18ZGRJppFLu7BpIJdX7E+6cXSm0L4MHyo+Jsgffx3pdWpJbJvLLo6yYGh7Q2akW5B07495BQomsHxF/5V3J0aY04hl3DpGg0hiiikiMqh35ro2jGJYd+bl73KSiMVGmB+mxUiFKHegmx507p1Ip43F11YwWnH3Wt/YSVVl06oSbsbgX7Vr5z1tIpJHKuPPrm0wCXuhoisweExUNT11xWLY7zxp8P3rOfZ/R5SQxooKGPWs3AHSsVt9NNy9CnNADiAQqn/cp6s8inuW8Zo3GnXvhRRYfU1WcXVeq7oRje/rq2Zyq5CbnrkR5PVJVosbUDi4YmV75CASt6Q9G3XeAGkt40eop3sWzcksrAOfOlhyb8KO9qfyaYmFvBsmMO8dXJFMCIaQgPLMDfrRgqZ5y1bi2blXJsgfjkzMlYuq7Fumc6r7t7FFhYuiUe9fPSxghRIKVTzMSDeYQz5Wf3ZzchSGqiPi4qsJc8aKVAICjD4/VsTXVKTvFgdeEbnrzs17b67HZgiFrNnMXhqjxpIYWX/EunrYNaqxRbNiZcyzF0kG0BcoPdgp5s0i5dG3DZFog7Cm+jYWXwZed4mC9qiqODrlz0tHlIjGm3p/Iqqnu24716t/DZ9w5mTFgTyBa+ZiuSMhAwuDksI2GIaqIREJ1B22+cT0ETBx70n1nuvaYKF/THAPLpQfpuApRMytRQat7Lz3uvm0fTzehtan4zjnYHkQQKYzGlrhRFRrNhtAeLj9YNaRlkcq6c0b5ZMaLsKd4OI+2Vh6i7MH3ozH3jdtbTuJj6v0pDFGd1vp5Q33u278AgKmbSKIZzfOYpSHabCJuuntaB5qNIaqIeNKLqGcC/pYA1nv7cPS0+wYD5geWl5j1WfNIGNKDlLV0yMzZowMh9bhM3H07ubFMEC2B0kGkzTOO2LgzqzixXATtkfJdjSFfDqmcO6/0SWY0hEtcGh4tuAxeC8wdEn0hHyKIIzbqzgH2y0UirkJU8+qpCz1WXKhW2B4+78yKcDkT51WlOzL72pWSolEghXB+SS5qDAxRRcRTXkS8qrthc8sgjg211rdBVSh7dZ5Xqu68hNqJhdqmD3gMNquDmV2pcpPxXBCtwdLhr903gdiE8wKINCVisg3treW7CMJNOaR094V7AEhlNYS14u9PpH3qfSlXiQKANm8cowlnBmJSEhMCISSnTVkR6gghhCSGht0ZgPMhqqXyQ2i0RW1r4bJi5H4MUUUk0j5Efao7aMuaCRxLdUOa7uoy0HOqvSUrUV6rOy+pQlSwdUaIsrr33BiixvQIWppLn+G2+5MYTTnvKpmJgQkY0NDWVv7AEvIbSOrO24ZKJHM+hJuKh6jCK7jKzRMFAG2+JEYn3Bkml4tSy6N0emMYHnNnAC42gWg50VZ1uI33c0qORsIQVUR8sik/c/LmCyXG0YKhw86cV6iUiipR0ovUhApb9lIiNjtEZSbcVXqWEhiXEbRGS4eottAkYhnnDfCMnVJTG7R3lt8xh/wGUoY7J0NN5vwINRX/XEU7p4Jhue48AGgLpDCadmeYXC4SKW/R5VE6/AkMxd353tmrWhROIFpOtF39bHzAvYPpaTaGqCIS2an5P7bsUAfbY3f317NJ81a+EqVCVDpVPEQFIqpbJZ1wV4jKjGWQhR8tLaWrOe2RLGK5eQxmWCKxs+oMtX1V+a7GUMBEyqUzyicNP8L+4p+ryMqpS8ArqkQFJzE66bxATFMSGQ0RbfbVmJ2hJIZT7nzvik0gWk50hfpexwfdd8UzlcYQVURcDyIaVCFq87VqmoNjj7prws18iCo5Y7lViUoBAib8LTMqUS1q55CecNfAz/GzahLN1jm6xNqjBmKG89btivWqM9S21eXDUThkIiXdOedM0gggHCj+uYqunlp4uZIQ5dRATFMSk01Fl0fpiExieNKd750991XzisorafY8WXYAo8bAEFVE3AgjYs2cvOHabmjI4eghd1Vkctm5K1FeL1SISgsEkZ418aE9RiqddNfaVmN9qprT0lG6mtPeJpFCGJNxZ+3MRvvVGWp7T/mz81BIYBIBGFl3hVwASJpBhIPFxxjaIUrAhEerYGB51MSo6bxATFMSWT+iRZZH6WzVMaS31aFFC2evalE4gWg50ZXqZ+Mj7rvimUpjiCoiIZsRbbZCSNCHTb6zOHbGXX33Zac48Ero0JDOqCVEZrIrUZmUu0LU+DkVolo7S4eotg71Oxk97azqYuy8OrttX1d+LpmQlbNSw+4aXyElkEQY4VDxEBVcEYIHBryoLBy2tQEZBJEZYxeJUyX0YNHlUTo6gAlEkBl31slMJSaKTCBajn2CEI+578SHSmOImmEyPoks/IhGp3bym1uHcXR4RR1bNX92d54vUCJEaVDzRGU8CHpm78QCLVYlymUhauy82paWVaXPENtXqgGesaeLLw1TL7ER9btu39Ra9mdDzapymIq5KzzkklkY0EqGKOERiIpE5SFqhdqFOS0Q05SEEUIkNPv97Fyl3rvhow6d+XYOiXH1XY10hcv85JR8iBpjiGokDFEzxM+pOTwi0alfzebuFI5n3DXNga5blbQSVzjZlajUpIaQd3aICrar8TZpdxU6MD6ktqV1denxQu1dqso22uusS41HY4Afmfzvfi4hax4vt4Wo5JD6QIWbS49Zi3omoKGy7vO2TvX5Hj3jrEBMU+Jmc9HlUTrWqO/h8ElnLgY+l4T1cQuvrDxENXepCnOceb+hMETNkBhQB9Zo21QFZ8tFAimEcW7f+Xo1a950q3peMkRpUN15WU/REOUL+eCBgYy7jtEYs9bEa1lTeudmL1wbO+esjYuNe9DuGQNE+XmiwhH11U3G3NUVkhxWXcehSOldT0RLV1yJsgOxPSifnEWfNJBGqOjM3h1r1cnC0GlnncxUIjEBNCNR0bg9m0fzIII44gl3TjBKxTFEzRA/r3by9pweALB5pzqDOHr3QF3aVI18JarUmCgrRKWyPgS12eMVhEcggAzS5dfCdZRxa7xB69rSV/3YY45i5501wDOWaEK7r7KKir1gdGrUnSEqHCl95V3Ul4FXVNaN3LZGHYhHB5wViEmZGLAr+7Pv69yovofDve577xJJb9EJRMuJepJIJBmiGglD1Az2HB6F839suW4VAODYXvd0GVRSiTLhRTLnQ8hXfFbyoMggPemuL/zYGOCFjlBn6UpU+wa1R48NOmtsQizlR7u/sh1zKKre19S4u2aUtytn4ZbSkxRG/ZOVd+etVQfi0QFnBWJS8jN7F1kepePCVgDAUL+7PsMAkEh70eyd/xlmREshnnLnwuFUHEPUDAnr8lP7clQA6LlyDQJI49gR9wyy1q1j0FxjogAgkQsg5Ct+wAp6JpGedNeyDOMJgVYxPmvKhkLRnig8MDAac9YYt9FMCG2hyipL+UqU20LUmGpvuLX01ZORQK7yStQ6VXEcHXZWICbFHh4RaZ29H2rb2AoPDAwPOut7WImJjIZIiUW05xL1pRFPO2/dTqoeQ9QM8RG1ky8MUR7Ngwv8vTh61j0zROfKVKK8mgoZcT2EYFPxA1DQM4lM1mWVqISGFu/cC3x6NA9axThiY87atliuGe3NlVVUwm2qUpqMu2v+sqkQVfpsfH1XBiubxip6vtb1ao4opwViUvLLo7TPDg7eJi/axSiGY+47DJWaQLScqH8S8Ul3TZdDc3Pfp3eRxUdVoJg5/8eW9hEci3XUo0lV0fW5JyzUrGNY3GhGqMTs0QFvDumsyypRKR9afeUHGbdrccTizjojjBktaJ9jzb9C9jI9qbi7KjB25SzcVvpA8vc/fwZ+91hrRc/nbfKiBWOOC8Sk5Cv7K4p/1zp9Yxgad9b3sBKJrB+RIhOIlhMN5BDPunOlASqOIWqGhDWHR3TN9AkPN69N40S2xzUzROs64EPprh7Npw46CTQj5C/edRL0ZpHOuqv/fizjR4u/fJm9vWkCo0nn7LyzE1kk0Yy2CidwzoeoCfd0MQNTlbOZazUWCq1sxoqLV1X8nG1aAqPx4mE/djqOTJzjperFDlGlZvbuCCQxPOGeCr+t1ASi5USDOcR1hqhGwhA1QzyuKjgz5//YstWLLPw485A7FiLWdcw5ONeuRJnwIhgoMXu0lkNGd1eIGs8G0RosX2ZvC2QQSztnZ2ZPFtneUVlFxb0hSrU3vKJ2B8423wRGk8UXgt29eQx//+IHavZaND/llkfpbE5hKF1+hn6nKTWBaDnRZgNx033bS6UxRM0QTwhEkJg1MHnzLnVF17F73TFXlG6IuUOUb2r7QiVWLghoBtIuC1FjuTBawuXPENubJxHLOmdnduqhQQDAmg2VjZcIdag3LemyKXaSCStEddQuwLYF0hhNzz5IDx8ZwSl9HY6dKR6waPHZlf1SM3t3RHMYyLbnr+Jzi4QZRnORCUTLiTZLJGSzqyZuprkxRM2QSHoQ9c4+Mm2+rgsAcHSfO45aug5oovSZUmGICpY4ngWbdKQNdx2Axo1mtDaXP0Nsj+gY1Z2zgvwjd4wAAJ7x6nUV/bwW0NCESaTcdezJh775zPRcTntoErHJ2c936Dd9AIChhHMqjstNPK7CQmR18ROWyy4xMCJXoKdLx7t234Pje3qXsnlVMXImUggjUsU5WCQqYEBDOuayCfioJIaoGeIpDVHv7CNT1+Ur4UMWfWfd0X2iKlGVhahQuHgXUrDJcFWIMnIm4mhBS0v5n21vNTEqW2Hqzng/H37MizWefnTvXl3xY0IijVTaXQOqkym1tI23qXYXLLQ154oG4sMPqS7SwbRzwvJyk0ioedsCrcW78/7yezfggf/Yj5etO4B/e+wqbHnOGry061Ec/c2ZJW5p5ZLnrQlEq/hYRVvVIddeXozcjyFqhnimCRHf7IHJwutBl3cIA8PuuFpNNwBNVNid11z8YxBsMpEx3ROiEufUZKgtreV/tm2FgAkv4n3OmED14d41uHLl0xUt+WILiTRSGXd9hVMpgbCobfmsrcXEqNkyq4vk0JMqIA/lKkjVtCgSEwIRMVFy3jbhEbjqbTvw7aevw5lHh/DhZ92Ju85vxYff3LfELa1cfu6rIhOIlmMvJxbvd0ePBpXnrj3wEkhMNiHqLz4wuSswhv4xd3QN6IaYszvPnicKAILh4h+DgN9E2nTPnCZjZ1Ugam0vH3TbrYVrY6frv/jp6OlxHM1txJWXz6/EH/ZmkMy4I9TbkhkPwp7admW0tQFZ+Gd1kRw+q8aNjch26JPuuKq20cxneZTVu9bgo/c8D7tbjuPcWImBmg6QGFSfs0jb/MeL2lM92MuLkfsxRM0QzwVKXrra1TyBgQl3dA3kdE/FY6JCJdYxC/ol0tI9lx+Pn1M765aO8lMXtK9SPzN6tv5l9Ue/ewIA8IznFllgbA4hbxYpl83jlcx4iy54vRBtK9RuzL7C0XZoVI1jlPBg5Fispq9JlUmkNUS0+QWGrmgKA+n5fReWUn4C0bb5f/eineqkND7krjUvqTSGqBkSehDRUPEQtbptEv3Z9iVuUXVUJar0eJ9pISpa/IwqGATSCLrmSpIxaxHa1lXlq2f2wrWx3vqPzH7kd6oatvsPLpjX40JaFimXzeOVnNQQrnGIal9pVRXPTAXi1EgaT+vduNR/FAAwdGyspq9JlUlkfPNeHqVrRQ4DuRWL1KKFSwyrz2+kff5DHfIhaphzlzUKhqgZ4mYzouHiFZyulSaGzBWu6BrQTQGfZ44xUU1Tb30wWrxyEwios/hcyh3rs42fVzvrllXlq2ftPaq7IOaAhWsffjyIi3wn0bqhdV6PC/lySOWcM2FoJZJZH8K+2v7O27rUgWm0byoQH/vtGUh4cP2Fal63wZP1rzguR4ls6eERpXStkkggiuRQ/U9wipmIqc9vc8f8q/TRVerkLTFa/33qT/7uEXz+9+6tdzNcjyGqgDQl4jJS8tLV1WsEJDwYOjS8tA2rgm54Kq9EtRQ/EAetYQluuRx3bFiFxtY15cdTtK+3Fq4drO/OTErgocENuLLn3LwfG27KIaW7Z+A/ACRzTQg31ThEdav3e7R/quJx6D41ZcT1z1NVqqEz7vgMN5pELoBIYH7vd1ePes/OPzWyGE1asHITiM7Fni8rHqv/ifiXvgx8/MeXuqanwakYogqkY2mY8CJaoju+a7064+1/anQJW1Ud3RTQPHOMiSqoRIVaix+IgyH1M+kx5/XfZ8Yn8V9vfxA/eN/DuOvfnsBTv3gaZ0+rnVtLd/kJXNo2qCu2YsP1neKg79F+DJircOWu+e9UQ34DSd09A/8BIKn7EfbXdtHkth51YCoMxIcPZOGBgWvfsBEAMHjOXQs1N4qEHkQkOL/Ptr2fHTgytggtWrj8BKKr5j/4PdqtTt7i4/UPLn2JKMZkK84/6fyigJO5a0DFIlNzd4QQbSl+OW7XhergPHDMGZfFz6VsJaqwO6+1+IE4GFK/ByeuPfbTj+3DG//tqhm3rocHBlrWlh+U6m8JIIQkYnUeb/zwD84AWI0rXzz/MSAhv4GU4Z6B/wCQMvwI+2t7Ft62Xr3fo8NTQenQST82ar1Ys7MHHhgYOu+M+cCWm7jZPO/lUbo2q6AxcMKZ3XmJcfVZKjUL+1z8UT+aMIl4/S8KRt9kBwDg8G/70HVZZ51b414MUQXiA+pLW+rS1dVbVfVi4PT8BkrWg256oHkqC1GlFoMNhNXVJ06sRD19VLXpgf/Yj+RoFkNnMxjq19G1zgdf6LqKnqPdO45YvL5fgUfuTsOHLLa/+sJ5PzYUMJFy0dWTAJA0AggFahtoWtZGIWAiVtD7c3ioHVvbzsPjW48OMYTBYRbdl5o01RInkeb5VV26tqlVuAeedt5+B1ATiAqYCHdWNw1DVCQQn6jvJLmT8UmMSHXiduihOG6oa2vcjSGqgD3/hz2Xx0yrLlVpvb+3/v3Z5ZQPUQVjotpKVKKarRA17rxKVG8fEMU4rnrbjqqfo92XwOhEfb8CDx+JYnvoGPwtl8z7saGgREq6Y94yW1KGEA7WNkR5NA9axShGx9Vn2sgaOJJZjxdc+iAAoLNpDIPj7ho71ggy45MwEJj3zN4dF62AgImBc86sHiYmBJoxAeGtbhqGqDeJeLK++51z+wcBrAUAHDpU/65FN+PpWYH4oKowlQpRgdYAWsUYBs47f6mNciHK65ua4yTYXvxAHIyoL3o64bzxJH1DTehuWlhffps/jViqfpUcUzfxyOiFuHJjddsRDgOTCMDIOj/UA2p7UwgjXLtl8/LavHGMWlXFp+/vwyQC2Hqx2r2tDCYwNOGusNkI7BUEItH57S+1gIZOMYLzQ848PCWSHjR7qu9qjGppxNP1DVF9T0yN6z3c65yF2N3ImZ/SOomPqIGpc111sdo3jP6Y8wfz5kxvRd15PmShBUuExmb1Rc8k6n857ky94xH0NI8t6DnaQxnEMotwRK/QkV+eRgJRXHlVdV/DkNWbkBp25tiRmeyrPBclRDUlMZpS1aZDe84DALZd3QoA6IxkMOjgyRsbVeK8NTyidf6TUnb5YxgYc+Z+diLtRcRb/dWe0aYMEpn6Vkb7jqqJiXcGD+HQWOXrddJsDFEFEjEVFqJdpfu6u0IJDCScuySBTTc90LxzhCi/2rGFUPoAbM8f5cRKVG96BXraFxYe2iNZjObqdxb28E/UtAZX3lTdTizUrM7wUzHnj9EDkJ/3J9xc+0puWyCN0bQ6+Tn8mDpAbL2xBwCwsjWHIb215q9Jc5ua2Xv+VZeucAIDifqd4MwlkfEh4qs+REUCWcSz9Q2I506r8WbPu3gAvcYaJPo5j1q1GKIKxK35P+wJ0YrpaklhIOX8BU116YFvrhBlVaKCntKDN/MhasJZ3UV6RseA0YnuroW1qy1qImbW7718+AETEcRx0Ys2VvX4kDVmzTUhKqY+a+FI7Xc77aFJxCZVID501IuVYgjtF6rVBTo7JEZlm2smjW0UdogqNTxiLl0tGQxkWmvcotpITDYh0lT9oPdoMId4rr7dy329QABpXP0cdeJx5Ddn69oeN2OIKmDP3RFZU3ok5OoVOfTrHZAOH4unSy80T+lG5itRntIHYDtEZVLOClHnnxiCAQ096xb28W1vB9IIIT1anxDyyKkV2N16HB5fdevf2WHEDidOZ4e9cLT26/21RXSM6ipEHe5vwdZIX/6+lV3q9zR8lOvnLaXEiLogJdIx/6pLV4c6UXLiRJCJnB8Rf/UX20RDBuJGfatsfUNN6NYGse16dbHU4fv53agWQ1SBRBzQkEOgtfSYqK4uIIUwJvqdPVeUbnqheSsIUXOsYxZoUTu/9ISzrpLpfVx94XsuXNig8PaO4gvXLoXJ+CT2Jzfjyouqf217pvnUqDtClB32Ss2QvxBtLSZGZSukKXFoogfbuqd+ryu71esNHh2r+etSafbwiGpm9u5aDWThx9gZB0yoNEMiF0QkUP0Qh2izibhZ38HcfWNhdIdGccFz1sELHYceZ5W2WgxRBeIJgahIQHhKj9lYvVb17w886cwlCWy6rGxMVFAr/eUJtqmdXzrlrLPBvsMqwHZfvLCuOHvh2tEzSx+ID/zvCeTQhCuvqz4I2gtHp8bdsQNMjqqz93DrIoSoNkCHD6fv60NMtmPrRVP3da5XYxgHTyVr/rqL6X/e8QB+r+ehejejaguZ2burR31GnLifTZghREILCFFRVQHPpes31rQv1Ybu1iSamptwoe8MDp1213xzTsIQVSCe8iJS5tLVrk1qh9B/eOmrF/OhyworUS4MUb0nVEWjZ0fHgp6nbbXavtjZpT+4PvxzNa3Blb+/vurnyFeiXBKizp1Qg3FXXTjPiYMq0GZVFe//zhkAwLbdU90lKy9Qr+e29fP+53te/KjvmTjz4PzXVXSC+Fj1M3t3bVRjhgaOOq8SNWGG0Byqfp9oLytWr8Hc0pQ4p3diTafab2xbMYjDw5yxvFoMUQUSKQ1RX5kQZS9JcNLZZ7XlQpS3yQpRvtIHYH9UdedlHDZuubdXwo8MVmxuX9DztHerHXWsf+m7wx5+zIsuz3l0767+8uJwm7pMOhl33tWTxZw8rCpRG5/VXfPnbl+pAuX9d6vfxdYbuvL3dW5RM2C7bf28fcPq6sL7/+d0fRtSpURc7X+aV1URoraopDFw0lnTdxhZAymE5z2BaCF7yod6hajRU2PIIIhu9fHC1g1pHMuu44UXVWKIKhDPNCHimzsxrL5EHbgHzjj7A6dLDdoc43fz3XlNpQeNezQP/Mgg7bAT+L7zPnRr5+fsdq1E+zo1LmH0/NLPyL63byV2dzy9oG2wl+tJxZ018L+Uk2c0dHv65xxzWC27qvjAiU6EkMTaZ67J39e6vgUachgadFZFdS7DR0bQa6htuG+Ps/c1pSQSQBApaIH5T3Gw6mK1JMn5Xmdt+8SACj6RBUw7Fl2hfh/2MmNLre+AqoJ3b1QnYdsu06DDh5N38Qq9ajBEFUhkmxD1z12VaNvUBh+y6D/n7B1yDlpl3Xn+uc/OgyKDdMZZM7T3joXREx4t/4Nl2AvXxoaWtkJhZA0cn1yLbesXthPNhyiHDfwv5eRQMzY1Dy7Kc7etUVXFx9ObcVHwDDza1K7No3nQ4YlhcMQ9u7t9PzoNAGhGAvcdW1XfxlQpkfQgIqqr2LdtbIUPWQz0O2s/m59AtKX6z1J0hQov9goZS63vkOoi7d6sKoRbr1aFgUN3D9WlPW7nnr3KEojngogG5z7z8WgerPIOY2C49pdp15IuvfBpc4Qo6+ww6J/7ABwUGaQnnfUx6U22o6d14d2p0Z4ovNCnLVy7FM4+3I9JBLBl68J+r64LURMrsalzcQbxt61VVUUDGratnH259sqmMQyNO3MG7GL23a1+T398yV4cSG/OV0DcJJH2IuKt7kRBeAS6vEMYGHbW8q5Ts7BX365op/ocxofqc1XtueNqG7ovU+HJnpT28D6HdTm4hLOOjnUW10OIBMt3jawOjKJ/zNlrcenQoM3xPbdDVCgw95lewJNFJuucSpQ0Jfr0leheufAyv/AItIkxxMaW9mtw9B61LMmW3QtbiiTUoS5ySDp7eB4AIDOWQZ/RhU3rFqfq175+apDK1gtmfzY6g0kMTjhnpYGff/wx/Owjj5a8f++TTVjvPYuX/0EIJrx46L+OLWHraiORXtjM3l2BMQyMOeuqscSwCj7VzMJusydztpcZW2p9Z9QxbvX2lao9a1uwxtOPQ8edFVjdgiGqQMIMI9pcPkR1NU9gYKL2VxjVUsUhKjh3iAp6s0hnnVN1GzkWwyQC6Flbm2DXrsUxmljancfRvaqqsOXZC1uzSgtoaMIkUs4ae1vU0w+cg4QHmy6q/fQGABDpVlVFANi2Y/a6ZCujaQxOOmf9vPf8vxa86x9Wlrx/X/9q7Ozsw1V/vAUCJu7/hbOvBi4mMdmEaJkxpnPpap7AQNJZ+9mJERWimturX/vOXlbMXiFjqfX1e9AhhvMXDgHAtpZzODTQVpf2uB1DlMXUTSQQRbSC7+zqtkkMZJ39gSsXojyaB6/segDXvWjuK2dUiHLOGUrvfjUosmdTbRbwbGtKIZZc2sVAjx4DIohj1WWlD6KVCok0UmnnVApLOfmI6jPdtGNxgozwCLQKFTS2Pmv25dor23IYyrUuymvPV3IwicOTG3FSX4eBg7PHoUwMTOBYbj12bk2jdX0LLvEfx32P13dyxmoksn5EAtVftNHlwP3sQmZht0VXq31ufKw+4736YgF0+4en3batZwKHk2sdOUO80zFEWfJXXVQQorpWmhg0O6BPOvOqKFM3IeGZM0QJj8CP+q/Giz/8jDmfK+DVkdGdU4nqfcoaFLm1Nmeo7aE0Yuml7eY52hfGllDvgq8uBKwQlXH+1/jkE6pctunqxRsk3aYl4IGBzc9bN+u+zg4gjhZMxus/u/uBH5+ECfWduu9bJ4rcfwoSHuy8Vn0ur93UjweGN8PU3TH2zZbQAwua2bur08SQuQJG1jn72YRVPYqsrH44R3hVMzwwEBupU4iKR9EdmT7/1tatQAJRnNt3vi5tcjPn732XSGJADSyJtpX/lXSt8UDCg6FDw2V/th70jPqizxWiKhX05ZDOLU4XTDX6jqsxFj3bV9Tk+drDWYxml3Ydq6NjK7GlY+FXFwJq2Z6Uwwb+F3PypEQISay6dPEm9WtrSmKT7+y0bgqbvX7e0JH6rxG299eqDV7ouO93s0Pdvt+pz8bOm1QYvOZZXsTRgid/OjtwOZWRNdCbW4WuFdWP++laLWDC64j3zLaQWdhtHs2Dzb6n8dSp+oz3OjfZjjXt07tZt12pTkoP/86dE7vWk/P3vkvEnrMjWsGAwdXrVffPwKHaHAhrrbYhSkfacE6I6j1jwgsdXZfV5mDcFtERM5ZurMxkfBKn9R5s3lCbQaVh7ySSk87pbi3lRF8Qm/x9Nam+lfKG5w/hz194quh9nT0qWDlh/by9BzzoFEO4JvoE7jsye9b9ffsFOsQwunepCUOv/QN19dR9P+xf0nYuxLHfPI00Qtixq/oqdtc6tZ89f8hBIWq8+lnYC21fNYADQ2vK/2CN5VI5DJod6O6aXtXc+lzVlkOPuO8q0HpjiLLEz6sKR6S9fGDoulCNT+g/6sxFiPMhqgbZJ9hkIG0s7ZihufQOaOjyDMHrr01waG+TGJMtS9ZVcuKuXkh4sOWS2gTTkJZFykFj1ko5OdaGTa2Le9Lxzh/dgHf/7DlF71u5QVUOhk7X/1LGx86uxK4Vp3HtxWPYm9yC1PD0KwP29XZgZ9vURKybnrMeqzyDuP9B53Srl7P/lwMAgB03Vr8006pNKqgMHHPOfjaRAATM/JWx1dq+dRKn9HWI9y7tsjb9BwYh4UH3uumH/tU7ViGKcRw+zDFR88UQZbEHDNpzeMyla2srAGDgtMPWQ7HYC1tq2sLP+gM+ExkHhai+WBA9wdpN7NS+QkDCg/GzS7MzO/aA6gLe8szaDJgN+XJIOai7tRhpSpzMrMGm1fWbh6Zzk+quGDxb3+9sZiyDJzMX4IotE7j2+SHo8OGRbx/N35+dyOKJ9AW4YvPU51F4BK5ZdRL3nVlbjyZXZf/DWfiQxbaXbqr6ObouUguMO2k/O5EUaMbEgiuql1+tAuLjPz1dg1ZVru8JdSLTvWl6V6LwCGwNn8WhXmddDekGDFGW+PA8QtSl6uyqv9c5Ax4L2QPefU0LD1FBv4m06ZxJCnsnWtHTUrsz0/ZOdXYfO7U0l5AfPaCCxOYbarN+XKgph5TunJBbzNDhESTRjE0X1K8NKy+y18+r73f24E9OwoCGK64J4Jo3bQYA3Hv7WP7+J28/hRyasPOZ09/Ta3dlSl7N50QHjodxceAUmpqr/2zaS78M9DpnzcNE0oOIZ+HVzO0vVV20j9+9tENCzlm9J2u2tcy6b1vXGA6NL30Xo9sxRFniMeuqiwoGDAZaA2gVYxg478xLy2vanReQSEsHhahsJ7o7a7fWXdsqtZOPnV2abp6jJzxYKYbQun72TqwaYb+BpO6c96eYk/errp1Nl9RvsstoTxQ+ZOu+ft5jv1KVyF2v6EH7BW24uOk47jswNb5m369USNr54ulziF3zchUo7v+vk0vU0oXZH1uHHd0LC3zNXc1oRsJR+9lE2ouItvCKas8zVqNNjOLAgaXdtr6Tat/ZffnsC3O2bc6h3+zC+Bn3zUlWTwxRFvuqC3sOj3K6fCMYiDmzAmBXomrSneeXSCNYtxXHC8V740ggip7u2h0I27vVpcqxvqXpajo6EMWWSO2ugAn5DaQMZ83qPNPJfWqnvOkZtbmishrCI7DSM4LBWH3Hj+3dK9AmRrH+WlWJuHbjuWnTF+x7zEAzErjwxg3THnfF67bAjwzu/63zl+YYODiEAXMVdly68ApSl28EAyPO6a5OZHyIaAvvXhQege3R0zhwtr0GrapcX69EEybRcdHs7+LWneok5/Bvepe0TW7HEGWJj6sDc2R1ZZParQ7F0Z9Y2kvjK5UPUTXoztt9rR86fNjUncE/3nQX0qP1G5/Qt1+d2fZsrN1OtX2teg9HB5Zm/qCjidXYsqp2469CARMp6fAQdURdibjhmvp2FXT6xzE0Xt8Tn71nVuCK1lP5MTXXPktgTLbiqdtVhWnf6TZsj5yatoAyAPijfjwjeqTo1XxOc+BnZwAAO5698GprV3AcA3HnLLGVmGxCpKk2+4rtG8dxMLkRRm7p5v/qG/RhjTZYdEzXtuvVFc+HH3DmVedOxRBliScAPzIV9+F3taQwkKpNl0yt5UOUb+Fv76s/dzUe/MpB7Gw7jb/56bNxQccY/v11d2MyUbsutUr1PjEGAOi+qHazN7etUwMpY4OLv45VvDeOAXMVtlxQuzEeoaBESjrnIFPMyTNerPH0I9he33auDE1gMFm/LsXsRBYHUxfgigunQvS1r1ODxe/7QT9M3cSB+Ebs3FD8IHbN1lE8NrEFmTHnDLQu5sC9atzN9ps2LPi5uiIpDKScs1xPIhtY0CzshS7f4UUKYZy480xNnq8SfWMhdAeLTxmx6YZ18CGLQwedMwbNDRiiLIkJD6Ki8gHLq1fkMKDXr3tiLnpWndlovtr0tz/zLZfhVyO7cdcX9uHC5gH85Xevxw1rji75TML5iTYvq91SEG0bVBCODS/+WJlje/oAAFsur12YCIeBSQQcNavzTCcHI9jUPFjvZmBlJIOhOq6f9+Ttp5CFH7uunqqkXvDc9VgphnDfAwLHf/s0JhDBzl3Fd8vX3hhEDk149L+PFr3fKfY/1YR13l60bVr497SrPYuBnHP2swk9iEigNidc25+nqoqP/3Lp5v86l2zFmpbii21qAQ2XBU/gG49cgvu+9MSStcntGKIs8aQXEW/lK7l2dQFJNCNxzjlzmNgyCfUlr1WIsl3/zp24a3Q7vvyGu/DgxKX46i331/T5y+k9rc6Q1uxY+JpztqbmJjQjgdGxmj1lSUcfUhWGLVfX7qAQsgorM+cacpKTE53Y1FH/70lnu45BfWnHoBTae4cKkle8bOrKTOERuLbrBO47sxb7fq4OpjtfUHwi2av/SF3eeN/tzpl8spj9/auwo7OvJs/VtUpiTLY6YrkeAJgwgmgO1qb77ZKXbYQXOg48vDTbJk2JvtzcF+b813c0RL1JPOdtW/DVm+9dkna53bILUUbOxD+96m6cvnf64Ll42oeor/JBm11r1QDVgSdrN2dRrXzug6PwIYvLX9BV8+cWHoG3fOt6PLtlHz743xdj9NRYzV+jlN5zavXxQGttxwC1e8cRG1/8iQyPPpGFgIkLnt1Ts+cMNaugnIo5s4tnMj6JXmM1Nq2rfxfByk514rOYgXP/d4/gdesfQHJo9mvsfcxEBHFc8Jzpa/up6QvW4+f/Z8KHLC55efG5lTq3deDipuP41YP17d4ysgaSg8WvZk3H0jiS3YAdm2vzO+5aow5R5590xhJbCRlGJFybEBVoDeCiptM4cGxpurnjvXEk0YzuNaWr7ttesRkPH27Bc1Y8jj+97Vl4++V3I5da/KEObrbsQtTXbrkP7/7x9fjzV00voSYmfYg2VX4gWr1JlQD6DzvrctCffPBhfOfMNfjQc+7DBc/bsCivITwC//LlIEZlKz7yygOL8hrF9I0E0BOo/c60zZdEbGLxBxwfPeXDOu85BNpqt9MMNavw59QQdfr+c5DwYNNF9Z9VvbNL/a4Wcy22f/67IXz3zNX40lsennXfY6dX4IqWE7MGjV97k+rW+c6JZ+DS4Ik5x2W+avdZ3DV6OYYO1+/k7WM33oMLV08UHZv1xM9OwYQX26+qzWd81Xp1wjRweKwmz7cQekZHGqGKFqmv1OVdgzgwXJs548rpO6D2nd0b5r4wp21TG37etwPv2X0n/u3g9XhB9xMYOc7B5qUsqxA1fGQEH/j2JWhGAncMPwP3f+lg/r74ZAARf+UDBrs2q2/SwMn6LyNhG3t6HH/+qXW4PHAE7//ZtYv6Wpe/divedsm9+PfHr8XB/z22qK9l603MXn28FtoDKcRSi3+F29GhNmxpqe0q6eGI+gonR5wZok4+og72m7bXf3DwyrXW+nnHF2d2+uxEFj8+cSkA4DO3X4zUyFRlW8/oODBxAa64YPZJ1xWv24IA0sjCj509c58kvOavVsOAhp988qnaNr5Cpm7iG/dvwYC5Crd/fN+s+/f/Vr3fO15Smysx7SW2Bo7Xf4qVifNqXx+p4Ud5+7Yszhg9GD29+Cfj5w6p11izufxV5V6/hs888hz815/dg/vHLsZ7XsIxUqUsqxD1/lc8hbiM4HffOIOVYggf+sBUmTKhBxANVl627LpYja0YOOOcUudfv+BxDJod+PpXTPjCi19Z+fsfXYYWEcc73zwBaS7+wOzeTAd6VtQ+LLSHMxidXNyrtqQpcTTVjS3dtT0YhFrUWWVqbOmvlqzEyYPqwLPp6lV1bgnQuX5x18/77ecPYEy24r1X3onz5kp8uaAadfgXp5BBEFdcObsK0NTchCujRwAAO7fP3VW0/bUXYZP2NH748/pMa3HvfxxEr6EC0n/+9+zDx/59ElGMY8OzatNl3bVNDU4feLr+Y6ISA1aIaqld1//2a1SgOfiz0zV7zlL6jqku1u5LKx/w/4YvXoc3X/IQvn3sSpx/wh2z5S+1ZROiHvzqE/ja0evwrt334Rl/cgk+8Ion8bvRK7DnC/sBAHEjjGio8iuc2i9ogw9Z9J9zxoKNv/7UY/j60evwnqvuxa4/2rYkr7liczs+/tqDuHNsJ3743ocW9bUyYxkMyw70rKn9nCptzTnEcou7ZtTgU8OIowVbNtf2eUNR1U2WGndOmC908qREAGl0XV67iwGqtfJCVUIYPLs4B+Tv/eckohjH3//6GtzQug+f/unW/Lxqe3+hKpBXvLh4mLz2EtVdsvO5cx/ghEfgNVecwm+GdyzpeETbf39xHCEk8baL78bPB67A8NHpXaP7n27F9ujsea6qtXKbtfTLuaWbS6mUxKC1SH1rDUPUy9QUFwfuGqvZc5bS97Qal9i9c37fxXd9rgdZ+PHvf/nkYjTL9ZZFiDKyBv7iHRq6Pf348E92AQDe9o1nYo2nHx/6iIA0JeJm87wGDHo0D1Z5hzEwXP+V1ScGJvCnf7cKFzWdxEd+cdWSvvZbb7sWlweO4K+/0LOoA3bP7VdXNnWvq/3vu73FRMxsrfnzFjp6lxqDt2VnbSdozVeinBqizgWwyd+34AVba6FziwooQ/21H+SeTebw4xOX4qZNB+GP+vGRjwgMmKvwlT9VJxePPWIghCQuetHGoo9/04fW44833Yvdb7io7Gu95s87ocOHn35yabtYcqkcfnDoErxi3X687SOroMOH739kqg2mbuLxxEZsX1+7rqmm5iasECMYGFzcQ1UllfSJYRWIm9tqN9nv6h2r0CGGceDg4h+K+/rVbPnzna9ty4s24WUrH8Z/3HOJ4+coq4dlEaK++Ef3Yl96Kz7/jlOIrFEVh0BbEB98zVHcG9+OX3z8UaQRQnSefd2rA6MYGKv/bNEfeOFjOGOswdf/eaLmV66VowU0/MsnUzhj9OAzr5k9mLZWeg+qM/WeLbXvdrtgsweTCOD2Dy9e+489qg4sW55V24pMqFV12ybj9b/6rZiTo23Y1OKMS/Kbu5oRQBqDizBlld2V9/t/qN6PG961A9e37Menf6Qmx9x7shU7IifgbSp+EnDRizfhmyeeBX+0/DqIu//4Yqzz9uIHP13a2dd//bkDGJEr8Po/0nD5a7bgUv8x/Nf/tebvP3nXWUwggh1X1Paw0tUUW9QltvZ/9wg2NvXhN5/ZO+fPJYZVBTOyonZtER6By1vP4EDv4s+F1TccwJqm6i7MufU9GoZkJ779rkdq3Cr3a/gQdf6JIXzw+ztwY/tj+P1/vHrafW/+ylVY5+3F3/yDGt8UbZnf2XJX8wT6J+o3YFaaEh959h786+PPxjt23I1r3nZ5Xdrx7HftxGt77sen73omzjxQm/lhZuo9osYj9FzaWvPn/pMvXoXL/EfxZ/9vLcaeXpwBnkcPGfAhi/XX1PZKnPAKFZpHBpxXiZKmxMnMGlywxhlzWAmPwErvCIZGa3+l4Pf/M40oxvGC92zP3/aRvzNxzlyNr7zlIeyLX4ArSsxEPl/CI/Dq7cfxq/PbEe9dnEHyxfzPbRm0ijG88H07IDwCb3xuL+5PXI4Tv3saALD/F6rauuPG2i5N0xVKYGBicZbYMnUTb3tzDk8bPfirD7Ugly59MpKIqe9YpKO2C35v3xjHE6mN+ZUmFsu5RDO6m6vbvz3n3TtxeeAI/uk7XUsy/tVNGi5EGVkDp+/txa8/9Rj+/XV34XXX9SKFIP71v9pmdSn4o3586A9P4lBWTWIXaZnfr6OrbRID2drNnj0fekbHn267F39/9w24+cJ78Nn7FvdqvHI++1019817/uDpRXn+vlPW6uM7ik9EuBBNzU34xld0nDc78e7nP17z5weAo2cCuLDpbMlKRLXWXbUGW3yn8MnvbnLc6uvDR0YwgQg2Fe/BqotOfxyD8doeBHOpHH58fKorz/acd+/Es6IH8MEf7kQSzdj1jNrtbl/z1hXIwo/bP3mw/A/XQGo4hR+f2o5Xb57axtd/5CIImPj2J04BAA48lIEXOi55WW3f8K6WNM6nF+dk9StvuhcPJS/FH224F4ezF+ArN99X8mcTo1aIWlnbeZ22X6EhgyCO/3Zx9p22vnQ7uturW8BaeARufcMQnpzcXLZit9w0VIj622v2IOTXsfG6HrzgA7vwl999Nh4e24JPv+J+XPTi4hPYvemLV2OTpj680fb5naGuXmli0OxY9DOImZKDSdy0bh++dvQ6fOhZd+JrR54FX6i+K52vu6YH73v2Q/je2Wtw1z/vr/nz9/YJRBBHtGdxdqa73ngx3nfNPfjGsevwi48/WvPnPxpbgS3ttb+6RQto+Oa/J9FrrMa7b1ycAFitk/cPAAA2XVq/9epmWhlOYjBZ26rGbz9/AKOyLd+VZxMegQ9/QEcC6jNbalB5Na568yVY4+nHD360NGMy/+8fDmACEbz+LVO/u7XPXIMbWg/gv+5dD2lK7D8Wwlb/qZoPKehakcOA3lHzCsjgk0N4//9cjue07sO3TlyLG1r24SPfu6RkNToxpvbzkVW1/Txvv1GdGB745UBNn7eQntExYK5E96rqj1Wv//wzsMoziM//IytRhRoqRO261o93PuMBfPmNd2PPP+1D36P9mDBCuPUnN5R8jC/kw0dvOQsA6Fw3vzOMrjUeSHjwkjX78ZaL7sGHr9+DL/7h3Xjoa4s34HPo0DCes+k07hi6Al/8w7vx9/c8xxGDdgHgvT+4Emu9fXjn+4M1X8utd8iPnqbFvcT2w7+4Bhf7j+OtH1tT06qOkTVwfHItNvcszqDMq95yKd539T34+rHrFnVc13yd3K+6mjbtrt9SKzN1RiZrvn7e9781uyvPduN7r8DVzQcRQBrbXlK7Co1H8+D3LjmKX/Rvx8TA4s+h9N/f8aDLcx43vHP6Nr7xVRM4ltuIh7/xJPYP92DH6toPOFu1CkghXPPtfM9NR5CUIfz7t1sgPAL/+G8BjMh2/MPvz57/CgAS4yo8RLpqG8K3vXgDNORw4JHFm6bk/BNDMOFF99rqD/n+qB9/8eyncMfwbhy6/UQNW+dyUsqq/wB4EYAjAI4DeH+5n9+1a5d0ItMw5X1ffFwaOWNejzt1z1n5e2vul7tDT8g1nnPSA10CUgJSvvfKO2UunatpO+/8p32yx9sng0jKn/ztgzV97lr57jvvk4CUX/zDu2r6vM8MH5Q3tj9a0+cs5qGvPyE90OWfbq1d+0/dc1YCUn75jbX9nRTKjGfkZYEjssszIIePjiza68zHJ268UwJSJoeS9W5K3t/svlMGkJKmYdbk+bLJrGwTMflHG+8p+TMn7zojf/XJ2n9293xhnwSk/O677qv5cxcaPT0mm5CR79yxZ9Z9Y0+PyQBS8vXr75WAlJ996Z01f/1v/dk9EpDy6K9O1ew59/zzfglI+bfX3Dnt9j+58G7ZhIw8cefTsx7zd8+6U3qg1+yzU+hS/1H5ks6Ha/68todve1ICcsHHjcGnhqQfafl7ax6Qp+45W6PWORuAR+VcOWiuO+d8IOAFcALAJgBNAA4AuHiuxzg1RNWKnsnJvkfPyT+/5C4JSPnsln2y/8D5BT9vNpmVH7j6TilgyC2+E/LRbz1Zg9YuDtMw5fUt++QKMSxjJ0dr9rzdnnPyTy68u2bPN5f3PEMd/Gt14PvlPzwqAXXQW0z7vnNYasjK161b3INqpW7ZfLdc7emvdzOm+fSL1Xub6E/M63GH/u+E/MDVd8ovvGqPHDkey9/+i088WpODUzX0SV2uFIPy93vuX9TX+frNd0tAyge/erDo/a9de1/+5HExwuKvPql+x3f/f/tr8nyTiUl5sf+Y3KCdmRXw+x7rlyFMyNd0z/6dvnPHHhnFWE3aMNMbNtwruz3nFuW5H/jKQfm8tsckIOX+7x5e8PP9ze478+/3Ft9J+Vfb98jbP/KwTAxM1KC1zrOYIepqAL8s+P8HAHxgrsc0eogq9K0/u0cGkZRdnoEFffmP/ea0fEb4CQlI+ZYtd8mJgfnt/Oth33cOSw90+Y7ts89cSxl7ekz+6pOPyo895075ks6H5au775f/+Io75QNfOShTIynpgS7/7ll3LlqbC6VGUvKiphPSi5y8oXWv/PxNd8pjvzld9fP9f6/ZIwEpz+0bqGEri/v48+5ckuqETZ/U5ZkH++Q9/3ZA3vfFx+XZh89JfVKXUqqTiGsjB5akHZX6xptVVaNYpWGmbDIrv3fr/fI5rXslIPOVZj/S8g0b7pV3/ct+efPmu2UE4zI9ml6C1s/2tovvkmEkZHIoKYePjsjffOYx+bmX3Sn/6vI98rMvvVP+73sfkAe+f0ROnK/+APf89kflJu10yQrMT//uofxB9fwTg1W/TimP/+CIBKT83q0LD4uZ8Uz+O/KzDz1U9Gc+9hx1/z3/Nv2ze8vmuxct6HzmJeo1a1lF3vOFffLGdhVAV4hh+bmX3VmTKpppmPKpnx2X//TKPfJFHQ/LIJISkNKLnLwy/IR8z5V3yts/8rAcPjoij/3mtPy/jz4sP3/TnfLPtt0lX9H1oPzA1XfKn/ztg3LgYO0/K4uhXIgS6mfmTwjxGgAvklK+xfr/GwE8U0r59lKP2b17t3z00doP2nWqgz88ile/3oeTubV4TvsBeMX8ftcSwH0jW9EkcvjKuw/j1Z+7uuxjnOJtF9+Nrx66Bs9bsR/lRmydnWjFoclNkPBAwMTF/hNIGX6c0tUVf02YRBZ+/Mfr78bb/vv6xW88gDMP9OFLf3MUP32sG09MbgEAbG06gfWR+V+mfnR8JYb0NsSN5kUfv6ZndFzTcQRHkz24asXirWmY1jWcSa5Ar94FHdMvavBCR493AANGB1676VF868SzFq0d8/V/H30EL/vYM3B180FE/XPPXP74aA/6zS6s9/biz553HLf84yUYeCqGr3xiAP95cAfiaAEA/NHGe/GfJ+uzjb/5zF48/31XYIUYwYicmmsojAkk0TztZ9tFDM2eFMLeSTT7Mgj7svB5TOimBznTA930Qjc98AoTmkf98XpM7Bndjvdfcw/+3303FG1DLpXD6uY4/CKLPmN1zbdx6NAwVl7cgYv9x7G2eWzej0/mfDifjmIw145x6z175eoH8aNzxScmTg4mcdHqOISQ2NbSDwlASoEnxnvQpiVwaPKCBWxNcb/65GN44d/uquhzWYmhVBh709uwyjOIv3nxU3jbV3ejuau5/AOrkBnL4J4vPok9P0vgroPteDixFTnMnkurXcSwyjeKY9l1+X3Gem8vtrSch6fMsVECyOgakrkmJHU/kkYASTOI33x7EDtfv3UxNitPCPGYlHJ3yfsXO0QJId4K4K0AsG7dul1PP724l3E6zfiZcfzNCw7gYG91g2vXtSXwjz9Yj7XPrM2Cnktl+MgI/vQ5x9AfL//FXRFK46rLkrjq+RFc+YcXomWd2tH17z+P+799Evf9bhKHzoTx/31nJS583vrFbvosp+4+i5/980n84u4QRtPVXd783MuH8Q/331DbhpVw9Jen8PY/jCE+WdtL+Qs1eQ2sbZvA+jU5rN/owfpt6oqlM4dTOHPaxJl+DX2jIfzNuwy8+MPPWLR2zNfQoWG8/tozmMiWnzBxdXQCb36LBy/+u12zpqZIDibx/b/dh/+93YePfC66ZEstzaRndLzxoofhERI7L81hx/VRbH/5OnRu68DY0+M4cc85nHhsFMefzKKvXyCZ9iKZ8WJiUkMy24Sc6YHPMz00mVLAMD3QrT8+r4Fv/KxzzvXwvnHLPUgmTLz9+8+u+TZKU+KPNt2PE8MtVT0+oOlYFU1hVVsOq1ZKrO7x4rWf3DlnqPjNZ/bio5/QYEgBAUAICQHgFc+K4b0/v6GqdsxlYmACr738EGKp2kyfoHlM/MELRvGWL1857xnKFyodS+PB2w7jkd+Mo7PLiy3PaMFFz+1Gx0Ur8vfv/e4xPPjzGB7a78eZ0cqW3ApoOsJNOYT9OsIBHeGgib/+103YeP3axdycRQ1RVwP4qJTyhdb/PwAAUspPlnrMcqtEERERkXuVC1ELmeLgEQCbhRAbhRBNAF4H4KcLeD4iIiIi16h6/QMppS6EeDuAX0Jdqfd1KSWXeSYiIqJlYUGLSEkpfw7g5zVqCxEREZFrNNSM5URERERLhSGKiIiIqAoMUURERERVYIgiIiIiqgJDFBEREVEVGKKIiIiIqsAQRURERFQFhigiIiKiKjBEEREREVWBIYqIiIioCgxRRERERFVgiCIiIiKqAkMUERERURUYooiIiIiqwBBFREREVAUhpVy6FxNiCMDTS/aCc+sAMFzvRiyyRt/GRt8+gNvYKLiNjYHb2Bjms43rpZSdpe5c0hDlJEKIR6WUu+vdjsXU6NvY6NsHcBsbBbexMXAbG0Mtt5HdeURERERVYIgiIiIiqsJyDlFfrncDlkCjb2Ojbx/AbWwU3MbGwG1sDDXbxmU7JoqIiIhoIZZzJYqIiIioag0TooQQXxdCDAohnii4bbsQ4gEhxEEhxM+EEFHr9iYhxDes2w8IIW4o8nw/LXwuJ6jVNgoh9gghjggh9lt/Vi791hRXw21sEkJ8WQhxVAhxWAjx6qXfmuJqsY1CiEjB+7dfCDEshPhCXTaoiBq+j6+3bn9cCHGHEKJj6bemuBpu4x9Y2/ekEOLTS78lxQkh1goh7hRCPGW17Z3W7e1CiF8LIY5Zf7dZtwshxL8IIY5b23NFwXO9yfr5Y0KIN9Vrm2aq8TbeIYQYE0LcXq/tKaZW2yiE2GF9tp+0bv+Dem5XoRpu43ohxF5rn/qkEOJtZV9cStkQfwBcD+AKAE8U3PYIgGdb/74FwMetf/8lgG9Y/14J4DEAnoLH/R6A/y58Lif8qdU2AtgDYHe9t2eRt/FjAD5h/dsDoKPe21brbZzxnI8BuL7e21bLbQSgARi03zsAnwHw0XpvW423cQWAMwA6rfu+CeB59d42qy2rAVxh/TsC4CiAi6334f3W7e8H8Gnr3y8B8AsAAsBVAB6ybm8HcNL6u836d1u9t6+W22jd9zwALwdwe723a5Hexy0ANlv/XgOgH0BrvbevxtvYBMBv/bsZwGkAa+Z67YapREkp7wYQm3HzFgB3W//+NQC7GnExgN9ZjxsEMAZgNwAIIZoBvBvAJxa3xfNXq210shpu4y0APmndZ0opHTN5XK3fRyHEFqgD8z2L0+L5q9E2CutPWAghAEQBnFvUhs9DjbZxE4BjUsoh6+d+U/CYupJS9ksp91r/TgA4BKAbwE1QYQ/W36+0/n0TgG9J5UEArUKI1QBeCODXUsqYlHIU6vfyoqXbktJquI2QUv4WQGIJm1+RWm2jlPKolPKY9TznoE5wSk5CuZRquI1ZKeWk9TN+VNBb1zAhqoQnoX5ZAPD7ANZa/z4A4BVCCE0IsRHAroL7Pg7gHwGklrKhC1DNNgLAN6yS5YesA5STzWsbhRCt1v0ft0qz3xdCrFrSFs9fte8jALwOwHeldfrkYPPaRillDsCfAzgIFZ4uBvC1pW3yvM33fTwO4CIhxAYhhAa1k5/5/tadEGIDgJ0AHgKwSkrZb901AMD+bnUDOFvwsF7rtlK3O8oCt9EVarWNQogroao2JxazvdVY6DZaXYOPW/d/2gqMJTV6iLoFwF8IIR6DKvFlrdu/DvVLexTAFwDcD8AQQuwAcIGU8kdL39SqzWsbrfveIKW8DMB11p83LmWDqzDfbdQA9AC4X0p5BYAHAHxuids8X9W8j7bXAfifpWnmgsz3++iDClE7oboPHgfwgSVu83zNaxutysyfA/guVCXxNGa/v3VlVed/COBdUsp44X1WcHd6eC+L21j5NlqVt/8EcLOU0qx5QxegFtsopTwrpbwcwIUA3lTuBFxbQHsdT0p5GMALgHyXx0ut23UAt9o/J4S4H6oP9dkAdgshTkP9blYKIfZIKW9Y2pZXropthJSyz/o7IYT4bwBXAvjW0ra8clVs4whUJfF/rbu+D+DNS9jkeavmfbT+vx2AJqV8bEkbXIUqtnGHdf8J6/bvQY1rcKwqv48/A/Az6/a3wkEhygqyPwTwbSml/X06b3V99FsH1EHr9j5Mr6L1WLf1Abhhxu17FrPd81GjbXS0Wm2jUBdK/B+AD1rdYI5R6/dRSnlOqItGrgPwg1Kv29CVKGFddSaE8AD4OwBftP4fEkKErX8/H4AupXxKSvkfUso1UsoNAJ4F4KiTAxQw/220uhM6rNt9AF4GwFFXIc5UxfsooQ5KN1hP8TwATy11u+djvttY8NDXwx1VqGq2sQ/AxUIIe9zF86HGOjhWNe9jwWPaAPwFgK/WoemzWN38XwNwSEr5+YK7fgrAvsLuTQB+UnD7HwvlKgDjVlfKLwG8QAjRZm3jC6zb6q6G2+hYtdpGIUQTgB9BjSUqGSrqoYbb2COECFrP2QaVA47M+eLSASPra/EH6kDSDyAHVTZ/M4B3Qp3tHQXwKUxNLrrB+sUcghrIub7I822A867OW/A2AghDXRn0ONT4jX8G4K33ttX6fQSwHmqA7+MAfgtgXb23bTE+q1BXOm2t9zYt4vv4Nuv2x6GC8Yp6b9sibOP/QIX8pwC8rt7bVdCuZ0F1fzwOYL/15yVQVxT+FsAxa1varZ8XAP4NapzMQRRcAQzVzXnc+nNzvbdtkbbxHgBDANLW5+GF9d6+Wm4jgD+yPuv7C/7sqPf21Xgbn289xwHr77eWe23OWE5ERERUhYbuziMiIiJaLAxRRERERFVgiCIiIiKqAkMUERERURUYooiIiIiqwBBFREREVAWGKCIiIqIqMEQRERERVeH/B2FBQD76GxFlAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.020547Z", + "iopub.status.idle": "2024-04-28T16:45:37.020715Z", + "shell.execute_reply": "2024-04-28T16:45:37.020635Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.020627Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'PRSUPY', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"PRSUPY\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.021265Z", + "iopub.status.idle": "2024-04-28T16:45:37.021512Z", + "shell.execute_reply": "2024-04-28T16:45:37.021426Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.021418Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'PRSUPY', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"PRSUPY\", \"sum\")" ] }, { @@ -6095,46 +2658,34 @@ }, { "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.022045Z", + "iopub.status.idle": "2024-04-28T16:45:37.022220Z", + "shell.execute_reply": "2024-04-28T16:45:37.022136Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.022129Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'ROVOL', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"ROVOL\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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nkY3b+xk6eXrE9a+fGGphN2Y2GXl4p40NH7cvjhHqs7o6W9SZmU1WDv02VR7KKZ/ZF08MIUqfY11J57QO1i1b2LL+zGxy8vBOm6o0lBOAKmw7/b9N464brvSLuGY2Jp/pt6mRxucD6Onq9KWaZlYTh36bGmkMv6erk39f/6sT0JGZTQUe3mlT65YtpHNax1k1j9ubWb18pt+mykM2ftetmTWSQ7+NrVrS45A3s4aqeXhH0hxJ35X0gqT9kj6T6ndKKkrak24rMvfZIGlAUr+kZY14AmZmNn71nOmfAv4oIp5P8+TukrQjrftSRPxldmNJi4DVwPuAWcC3JV0RESO/xdTMzBqq5jP9iDgSEc+n5Z8ALwKjjUWsBB6LiHci4hVK8+ReXev+zcyseg25ekfSPGAJ8Gwq3SZpr6TNkqanWg/wWuZuhxnhj4SktZJ6JfUODg42okUzM6MBoS/pPcA3gNsj4i3gfuByYDFwBLin2seMiE0RUYiIQnd3d70tmplZUlfoS5pGKfAfjogtABFxNCJOR8QZ4Kv8fAinCMzJ3H12qpmZWYvUc/WOgK8BL0bEvZn6zMxmHwP2peVtwGpJF0qaDywAvl/r/s3MrHr1XL1zDfBxoE/SnlT7Y+AmSYspfUzMIeBTABGxX9LjwAuUrvy51VfumJm1Vs2hHxH/RuUPfXxqlPt8Efhirfs0M7P6+LN3zMxyxKFvZpYj/uydcfqTrX088ux/ciZNXdU57TzuuuGX/dk4ZjapOPTH4U+29vF3O//zrNrQyTN89ut7ABz8ZjZpeHhnFFt3F7nm7u+cE/hlZyh99LGZ2WThM/0Ktu4u8qf/uJ8fv31yzG1HmtbQzKwdOfSH2bq7yIYtfedMSj6SWV2dTe7IzKxxPLwzzMbt/eMO/PPA0xea2aTi0B9mvMM1ndPO497fWewXcc1sUsn18M6v3/uvHDj207NqF13QwU9/VvlMv3NaB3fdcKWD3swmrdye6VcKfICf/uw0Heed++kSXZ3THPhmNunl7kx/6+4iG7f3UxxlGOfMmaCnq5PXTwwxq6uTdcsWOuzNbErITehv3V3kc//wA352OsbcNoB/X/+rzW/KzKzFchH6Iw3ljKRDlT481Mxs8pvSoV9t2Jfd9IE5Y29kZjYJTcnQrzXsAX5v6Vz+76orG9yRmVl7aHnoS1oO/D+gA/ibiLi7kY9fS+ALeOXu32hkG2Zmbamll2xK6gC+DFwPLKI0teKiRu6jljP83106t5EtmJm1rVZfp381MBARL0fEz4DHgJUt7uEsHs4xszxp9fBOD/Ba5vvDwAeGbyRpLbAWYO7c5pyFX3P5JTz8yf/ZlMc2M2tXbflCbkRsAjYBFAqFsS+sr9Ihj9+bWU61eninCGSvh5ydai1x8YUdDnwzy7VWh/5zwAJJ8yVdAKwGtjVyByOF+qG7f4O9f7q8kbsyM5t0Wjq8ExGnJN0GbKd0yebmiNjf6P34bN7MrLKWj+lHxFPAU63er5mZ5fijlc3M8sihb2aWIw59M7McceibmeWIIhr+3qeGkjQIvFrDXS8F/qvB7TRKu/bmvqrjvqrTrn1B+/ZWa1+/GBHdlVa0fejXSlJvRBQmuo9K2rU391Ud91Wddu0L2re3ZvTl4R0zsxxx6JuZ5chUDv1NE93AKNq1N/dVHfdVnXbtC9q3t4b3NWXH9M3M7FxT+UzfzMyGceibmeXIlAx9Scsl9UsakLS+xfueI+m7kl6QtF/SZ1L9TklFSXvSbUXmPhtSr/2SljWxt0OS+tL+e1PtEkk7JB1IX6enuiTdl/raK+mqJvW0MHNM9kh6S9LtE3W8JG2WdEzSvkyt6mMkaU3a/oCkNU3qa6Okl9K+n5DUlerzJA1ljt1XMvd5f/odGEi9qwl9Vf2za/S/2RH6+nqmp0OS9qR6K4/XSPnQut+xiJhSN0of2XwQuAy4APgBsKiF+58JXJWW3wv8kNIk8HcC/7vC9otSjxcC81PvHU3q7RBw6bDaXwDr0/J64M/T8grgm4CApcCzLfrZvQH84kQdL+BDwFXAvlqPEXAJ8HL6Oj0tT29CX9cB56flP8/0NS+73bDH+X7qVan365vQV1U/u2b8m63U17D19wD/ZwKO10j50LLfsal4pj+hk69HxJGIeD4t/wR4kdLcwCNZCTwWEe9ExCvAAKXn0CorgQfT8oPAqkz9oSjZCXRJmtnkXj4CHIyI0d6B3dTjFRHPAMcr7LOaY7QM2BERxyPix8AOoK4ZfCr1FRHfiohT6dudlGaiG1Hq7eKI2Bml5Hgo81wa1tcoRvrZNfzf7Gh9pbP1G4FHR3uMJh2vkfKhZb9jUzH0K02+PlroNo2kecAS4NlUui39F21z+b9vtLbfAL4laZdKk88DzIiII2n5DWDGBPRVtpqz/yFO9PEqq/YYTUSPf0DpjLBsvqTdkr4n6dpU60m9tKKvan52rT5e1wJHI+JAptby4zUsH1r2OzYVQ78tSHoP8A3g9oh4C7gfuBxYDByh9N/LVvtgRFwFXA/cKulD2ZXpbGZCruFVafrMjwJ/n0rtcLzOMZHHaCSSPg+cAh5OpSPA3IhYAnwWeETSxS1sqS1/dhk3cfbJRcuPV4V8eFezf8emYuhP6OTrAJKmUfqBPhwRWwAi4mhEnI6IM8BX+fmQRMv6jYhi+noMeCL1cLQ8bJO+Hmt1X8n1wPMRcTT1OOHHK6PaY9SyHiX9PvCbwO+msCANn/woLe+iNF5+ReohOwTUlL5q+Nm18nidD9wAfD3Tb0uPV6V8oIW/Y1Mx9Js++fpo0njh14AXI+LeTD07Hv4xoHxVwTZgtaQLJc0HFlB68ajRfV0k6b3lZUovAu5L+y+/8r8GeDLT183p6oGlwJuZ/342w1lnXxN9vIap9hhtB66TND0NbVyXag0laTnwOeCjEfF2pt4tqSMtX0bpGL2centL0tL0e3pz5rk0sq9qf3at/Df7a8BLEfHusE0rj9dI+UArf8fqeSW6XW+UXvH+IaW/2J9v8b4/SOm/ZnuBPem2AvhboC/VtwEzM/f5fOq1nzqvDhilr8soXRXxA2B/+bgAvwA8DRwAvg1ckuoCvpz66gMKTTxmFwE/Av57pjYhx4vSH54jwElK46S31HKMKI2xD6TbJ5rU1wClcd3y79lX0ra/nX7Ge4Dngd/KPE6BUggfBP6K9K78BvdV9c+u0f9mK/WV6g8Anx62bSuP10j50LLfMX8Mg5lZjkzF4R0zMxuBQ9/MLEcc+mZmOeLQNzPLEYe+mVmOOPTNzHLEoW9mliP/H/hMRHPgdmi4AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.022686Z", + "iopub.status.idle": "2024-04-28T16:45:37.022847Z", + "shell.execute_reply": "2024-04-28T16:45:37.022770Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.022762Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'ROVOL', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"ROVOL\", \"sum\")" ] }, { @@ -6146,46 +2697,34 @@ }, { "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.023390Z", + "iopub.status.idle": "2024-04-28T16:45:37.023556Z", + "shell.execute_reply": "2024-04-28T16:45:37.023476Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.023469Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'VOL', 'last')" + "plot(\"RCHRES\", rid, \"HYDR\", \"VOL\", \"last\")" ] }, { "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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rL0bEAwWP1RG21zV2nMv2Okl3Scp8xFehoY6IDyUt3o/xjKQfluV+jLaflvQzScO237H9zaJn6qDtkr6hhS2qU42vLxc9VIfcIOmY7V9oYUPlaESU6jC1kvq0pOO2X5P0iqTDEfFC1hdzCjkAJK7opQ8AwCoINQAkjlADQOIINQAkjlADQOIINQAkjlADQOL+HypKtIOyDe7YAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.023936Z", + "iopub.status.idle": "2024-04-28T16:45:37.024097Z", + "shell.execute_reply": "2024-04-28T16:45:37.024019Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.024012Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'VOL', 'last')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"VOL\", \"last\")" ] }, { @@ -6197,73 +2736,40 @@ }, { "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.024606Z", + "iopub.status.idle": "2024-04-28T16:45:37.024837Z", + "shell.execute_reply": "2024-04-28T16:45:37.024756Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.024748Z" } - ], + }, + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'VOLEV', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"VOLEV\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:45:37.025221Z", + "iopub.status.idle": "2024-04-28T16:45:37.025440Z", + "shell.execute_reply": "2024-04-28T16:45:37.025359Z", + "shell.execute_reply.started": "2024-04-28T16:45:37.025351Z" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'VOLEV', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"VOLEV\", \"sum\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -6277,7 +2783,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/tests/test09/HSPFresults/Run HSPF.ipynb b/tests/test09/HSPFresults/Run_HSPF.ipynb similarity index 74% rename from tests/test09/HSPFresults/Run HSPF.ipynb rename to tests/test09/HSPFresults/Run_HSPF.ipynb index 06536fa0..2b7fe52f 100644 --- a/tests/test09/HSPFresults/Run HSPF.ipynb +++ b/tests/test09/HSPFresults/Run_HSPF.ipynb @@ -31,7 +31,15 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T02:08:34.662991Z", + "iopub.status.busy": "2024-04-26T02:08:34.662778Z", + "iopub.status.idle": "2024-04-26T02:08:35.135647Z", + "shell.execute_reply": "2024-04-26T02:08:35.135318Z", + "shell.execute_reply.started": "2024-04-26T02:08:34.662978Z" + } + }, "outputs": [ { "data": { @@ -60,35 +68,35 @@ " \n", " \n", " Python\n", - " 3.8.2 | packaged by conda-forge | (default, Ap...\n", + " 3.10.14 | packaged by conda-forge | (main, Mar...\n", " \n", " \n", " HSP2\n", - " 1.0.0\n", + " 0.11.0a1\n", " \n", " \n", " numpy\n", - " 1.18.1\n", + " 1.26.4\n", " \n", " \n", " numba\n", - " 0.48.0\n", + " 0.59.1\n", " \n", " \n", " pandas\n", - " 1.0.3\n", + " 2.2.2\n", " \n", " \n", " os\n", - " Windows-10-10.0.19041-SP0\n", + " Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", " \n", " \n", " processor\n", - " Intel64 Family 6 Model 142 Stepping 9, Genuine...\n", + " x86_64\n", " \n", " \n", " Date/Time\n", - " 2020-11-04 22:09:07\n", + " 2024-04-25 22:08:35\n", " \n", " \n", "\n", @@ -96,14 +104,14 @@ ], "text/plain": [ " version\n", - "Python 3.8.2 | packaged by conda-forge | (default, Ap...\n", - "HSP2 1.0.0\n", - "numpy 1.18.1\n", - "numba 0.48.0\n", - "pandas 1.0.3\n", - "os Windows-10-10.0.19041-SP0\n", - "processor Intel64 Family 6 Model 142 Stepping 9, Genuine...\n", - "Date/Time 2020-11-04 22:09:07" + "Python 3.10.14 | packaged by conda-forge | (main, Mar...\n", + "HSP2 0.11.0a1\n", + "numpy 1.26.4\n", + "numba 0.59.1\n", + "pandas 2.2.2\n", + "os Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", + "processor x86_64\n", + "Date/Time 2024-04-25 22:08:35" ] }, "execution_count": 1, @@ -112,225 +120,81 @@ } ], "source": [ - "from HSP2tools import readHBN\n", "from HSP2 import versions\n", + "from HSP2tools import readHBN\n", + "\n", "versions()" ] }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T02:08:35.136674Z", + "iopub.status.busy": "2024-04-26T02:08:35.136377Z", + "iopub.status.idle": "2024-04-26T02:08:35.138530Z", + "shell.execute_reply": "2024-04-26T02:08:35.138244Z", + "shell.execute_reply.started": "2024-04-26T02:08:35.136659Z" + } + }, "outputs": [], "source": [ - "wdmname = 'test.wdm'\n", - "uciname = 'test09bin.uci'\n", - "HBN = 'hspf.h5'\n", - "hbnname = 'test09.hbn'" + "wdmname = \"test.wdm\"\n", + "uciname = \"test09bin.uci\"\n", + "HBN = \"hspf.h5\"\n", + "hbnname = \"test09.hbn\"" ] }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T02:08:35.139193Z", + "iopub.status.busy": "2024-04-26T02:08:35.138944Z", + "iopub.status.idle": "2024-04-26T02:08:35.252943Z", + "shell.execute_reply": "2024-04-26T02:08:35.252385Z", + "shell.execute_reply.started": "2024-04-26T02:08:35.139179Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/bin/bash: line 1: C:BASINS45modelsHSPFbinWinHspfLt.exe: command not found\n" + ] + } + ], "source": [ "!C:\\BASINS45\\models\\HSPF\\bin\\WinHspfLt.exe {uciname}" ] }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-26T02:08:35.254051Z", + "iopub.status.busy": "2024-04-26T02:08:35.253911Z", + "iopub.status.idle": "2024-04-26T02:08:35.448237Z", + "shell.execute_reply": "2024-04-26T02:08:35.447682Z", + "shell.execute_reply.started": "2024-04-26T02:08:35.254036Z" + } + }, "outputs": [ { - "data": { - "text/html": [ - "
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OperationActivitysegmentFrequencyShapeStartStop
PERLND_SNOW_001_4PERLNDSNOW1Monthly(12, 22)1976-02-011977-01-01
PERLND_PWATER_001_4PERLNDPWATER1Monthly(12, 29)1976-02-011977-01-01
PERLND_SNOW_001_5PERLNDSNOW1Yearly(1, 22)1977-01-011977-01-01
PERLND_PWATER_001_5PERLNDPWATER1Yearly(1, 29)1977-01-011977-01-01
RCHRES_HYDR_001_4RCHRESHYDR1Monthly(12, 19)1976-02-011977-01-01
RCHRES_HYDR_001_5RCHRESHYDR1Yearly(1, 19)1977-01-011977-01-01
RCHRES_HYDR_002_4RCHRESHYDR2Monthly(12, 14)1976-02-011977-01-01
RCHRES_HYDR_002_5RCHRESHYDR2Yearly(1, 14)1977-01-011977-01-01
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RCHRES_HYDR_003_5RCHRESHYDR3Yearly(1, 14)1977-01-011977-01-01
RCHRES_HYDR_004_4RCHRESHYDR4Monthly(12, 14)1976-02-011977-01-01
RCHRES_HYDR_004_5RCHRESHYDR4Yearly(1, 14)1977-01-011977-01-01
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" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape Start \\\n", - "PERLND_SNOW_001_4 PERLND SNOW 1 Monthly (12, 22) 1976-02-01 \n", - "PERLND_PWATER_001_4 PERLND PWATER 1 Monthly (12, 29) 1976-02-01 \n", - "PERLND_SNOW_001_5 PERLND SNOW 1 Yearly (1, 22) 1977-01-01 \n", - "PERLND_PWATER_001_5 PERLND PWATER 1 Yearly (1, 29) 1977-01-01 \n", - "RCHRES_HYDR_001_4 RCHRES HYDR 1 Monthly (12, 19) 1976-02-01 \n", - "RCHRES_HYDR_001_5 RCHRES HYDR 1 Yearly (1, 19) 1977-01-01 \n", - "RCHRES_HYDR_002_4 RCHRES HYDR 2 Monthly (12, 14) 1976-02-01 \n", - "RCHRES_HYDR_002_5 RCHRES HYDR 2 Yearly (1, 14) 1977-01-01 \n", - "RCHRES_HYDR_003_4 RCHRES HYDR 3 Monthly (12, 14) 1976-02-01 \n", - "RCHRES_HYDR_003_5 RCHRES HYDR 3 Yearly (1, 14) 1977-01-01 \n", - "RCHRES_HYDR_004_4 RCHRES HYDR 4 Monthly (12, 14) 1976-02-01 \n", - "RCHRES_HYDR_004_5 RCHRES HYDR 4 Yearly (1, 14) 1977-01-01 \n", - "\n", - " Stop \n", - "PERLND_SNOW_001_4 1977-01-01 \n", - "PERLND_PWATER_001_4 1977-01-01 \n", - "PERLND_SNOW_001_5 1977-01-01 \n", - "PERLND_PWATER_001_5 1977-01-01 \n", - "RCHRES_HYDR_001_4 1977-01-01 \n", - "RCHRES_HYDR_001_5 1977-01-01 \n", - "RCHRES_HYDR_002_4 1977-01-01 \n", - "RCHRES_HYDR_002_5 1977-01-01 \n", - "RCHRES_HYDR_003_4 1977-01-01 \n", - "RCHRES_HYDR_003_5 1977-01-01 \n", - "RCHRES_HYDR_004_4 1977-01-01 \n", - "RCHRES_HYDR_004_5 1977-01-01 " - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" + "ename": "TypeError", + "evalue": "DataFrame.sort_index() takes 1 positional argument but 2 were given", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[4], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mreadHBN\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhbnname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mHBN\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readHBN.py:91\u001b[0m, in \u001b[0;36mreadHBN\u001b[0;34m(hbnfile, hdfname)\u001b[0m\n\u001b[1;32m 89\u001b[0m rows\u001b[38;5;241m.\u001b[39mappend(row)\n\u001b[1;32m 90\u001b[0m dfname \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00moperation\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mactivity\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mid\u001b[39m\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m03d\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtcode\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m---> 91\u001b[0m df \u001b[38;5;241m=\u001b[39m \u001b[43mDataFrame\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrows\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmapn\u001b[49m\u001b[43m[\u001b[49m\u001b[43moperation\u001b[49m\u001b[43m,\u001b[49m\u001b[38;5;28;43mid\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mactivity\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msort_index\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mindex\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 92\u001b[0m df\u001b[38;5;241m.\u001b[39mto_hdf(hdfname, dfname, complib\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mblosc\u001b[39m\u001b[38;5;124m'\u001b[39m, complevel\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m9\u001b[39m)\n\u001b[1;32m 94\u001b[0m summaryindx\u001b[38;5;241m.\u001b[39mappend(dfname)\n", + "\u001b[0;31mTypeError\u001b[0m: DataFrame.sort_index() takes 1 positional argument but 2 were given" + ] } ], "source": [ @@ -339,8 +203,15 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T02:08:35.448638Z", + "iopub.status.idle": "2024-04-26T02:08:35.448811Z", + "shell.execute_reply": "2024-04-26T02:08:35.448729Z", + "shell.execute_reply.started": "2024-04-26T02:08:35.448721Z" + } + }, "outputs": [], "source": [ "from pandas import read_hdf" @@ -348,201 +219,18 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OperationActivitysegmentFrequencyShapeStartStop
PERLND_SNOW_001_4PERLNDSNOW1Monthly(12, 22)1976-02-011977-01-01
PERLND_PWATER_001_4PERLNDPWATER1Monthly(12, 29)1976-02-011977-01-01
PERLND_SNOW_001_5PERLNDSNOW1Yearly(1, 22)1977-01-011977-01-01
PERLND_PWATER_001_5PERLNDPWATER1Yearly(1, 29)1977-01-011977-01-01
RCHRES_HYDR_001_4RCHRESHYDR1Monthly(12, 19)1976-02-011977-01-01
RCHRES_HYDR_001_5RCHRESHYDR1Yearly(1, 19)1977-01-011977-01-01
RCHRES_HYDR_002_4RCHRESHYDR2Monthly(12, 14)1976-02-011977-01-01
RCHRES_HYDR_002_5RCHRESHYDR2Yearly(1, 14)1977-01-011977-01-01
RCHRES_HYDR_003_4RCHRESHYDR3Monthly(12, 14)1976-02-011977-01-01
RCHRES_HYDR_003_5RCHRESHYDR3Yearly(1, 14)1977-01-011977-01-01
RCHRES_HYDR_004_4RCHRESHYDR4Monthly(12, 14)1976-02-011977-01-01
RCHRES_HYDR_004_5RCHRESHYDR4Yearly(1, 14)1977-01-011977-01-01
\n", - "
" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape Start \\\n", - "PERLND_SNOW_001_4 PERLND SNOW 1 Monthly (12, 22) 1976-02-01 \n", - "PERLND_PWATER_001_4 PERLND PWATER 1 Monthly (12, 29) 1976-02-01 \n", - "PERLND_SNOW_001_5 PERLND SNOW 1 Yearly (1, 22) 1977-01-01 \n", - "PERLND_PWATER_001_5 PERLND PWATER 1 Yearly (1, 29) 1977-01-01 \n", - "RCHRES_HYDR_001_4 RCHRES HYDR 1 Monthly (12, 19) 1976-02-01 \n", - "RCHRES_HYDR_001_5 RCHRES HYDR 1 Yearly (1, 19) 1977-01-01 \n", - "RCHRES_HYDR_002_4 RCHRES HYDR 2 Monthly (12, 14) 1976-02-01 \n", - "RCHRES_HYDR_002_5 RCHRES HYDR 2 Yearly (1, 14) 1977-01-01 \n", - "RCHRES_HYDR_003_4 RCHRES HYDR 3 Monthly (12, 14) 1976-02-01 \n", - "RCHRES_HYDR_003_5 RCHRES HYDR 3 Yearly (1, 14) 1977-01-01 \n", - "RCHRES_HYDR_004_4 RCHRES HYDR 4 Monthly (12, 14) 1976-02-01 \n", - "RCHRES_HYDR_004_5 RCHRES HYDR 4 Yearly (1, 14) 1977-01-01 \n", - "\n", - " Stop \n", - "PERLND_SNOW_001_4 1977-01-01 \n", - "PERLND_PWATER_001_4 1977-01-01 \n", - "PERLND_SNOW_001_5 1977-01-01 \n", - "PERLND_PWATER_001_5 1977-01-01 \n", - "RCHRES_HYDR_001_4 1977-01-01 \n", - "RCHRES_HYDR_001_5 1977-01-01 \n", - "RCHRES_HYDR_002_4 1977-01-01 \n", - "RCHRES_HYDR_002_5 1977-01-01 \n", - "RCHRES_HYDR_003_4 1977-01-01 \n", - "RCHRES_HYDR_003_5 1977-01-01 \n", - "RCHRES_HYDR_004_4 1977-01-01 \n", - "RCHRES_HYDR_004_5 1977-01-01 " - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-26T02:08:35.449405Z", + "iopub.status.idle": "2024-04-26T02:08:35.449669Z", + "shell.execute_reply": "2024-04-26T02:08:35.449585Z", + "shell.execute_reply.started": "2024-04-26T02:08:35.449577Z" } - ], + }, + "outputs": [], "source": [ - "read_hdf(HBN,'SUMMARY')" + "read_hdf(HBN, \"SUMMARY\")" ] }, { @@ -555,7 +243,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -569,7 +257,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/tests/test10/HSP2results/TEST10_hsp2_compare.ipynb b/tests/test10/HSP2results/TEST10_hsp2_compare.ipynb index 1f52aff4..c8616828 100644 --- a/tests/test10/HSP2results/TEST10_hsp2_compare.ipynb +++ b/tests/test10/HSP2results/TEST10_hsp2_compare.ipynb @@ -52,37 +52,132 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:32.329949Z", + "iopub.status.busy": "2024-04-28T16:45:32.329813Z", + "iopub.status.idle": "2024-04-28T16:45:34.245103Z", + "shell.execute_reply": "2024-04-28T16:45:34.244424Z", + "shell.execute_reply.started": "2024-04-28T16:45:32.329930Z" + }, "vscode": { "languageId": "python" } }, "outputs": [ { - "ename": "", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31mThe kernel died. Error: /usr/bin/python: No module named ipykernel_launcher... View Jupyter log for further details." - ] + "data": { + "text/html": [ + "
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version
Python3.10.14 | packaged by conda-forge | (main, Mar...
HSP20.11.0a1
numpy1.26.4
numba0.59.1
pandas2.2.2
matplotlib3.8.4
tables3.9.2
h5py3.11.0
osLinux-5.15.0-91-generic-x86_64-with-glibc2.35
processorx86_64
Date/Time2024-04-28 12:45:34
\n", + "
" + ], + "text/plain": [ + " version\n", + "Python 3.10.14 | packaged by conda-forge | (main, Mar...\n", + "HSP2 0.11.0a1\n", + "numpy 1.26.4\n", + "numba 0.59.1\n", + "pandas 2.2.2\n", + "matplotlib 3.8.4\n", + "tables 3.9.2\n", + "h5py 3.11.0\n", + "os Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", + "processor x86_64\n", + "Date/Time 2024-04-28 12:45:34" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "from pandas import options, read_hdf, DataFrame\n", - "from matplotlib import pyplot as plt\n", "import os\n", "\n", + "from matplotlib import pyplot as plt\n", + "from pandas import DataFrame, options, read_hdf\n", + "\n", "# Set display options for convenience, does't change the data\n", - "options.display.max_rows = 150\n", + "options.display.max_rows = 150\n", "options.display.max_columns = 20\n", - "options.display.float_format = '{:.4f}'.format # display 4 digits after the decimal point\n", + "options.display.float_format = (\n", + " \"{:.4f}\".format\n", + ") # display 4 digits after the decimal point\n", "\n", "%matplotlib inline\n", "\n", "from HSP2 import main, versions\n", - "from HSP2tools import readWDM, readUCI\n", - "versions(['matplotlib', 'tables', 'h5py'])" + "from HSP2tools import readUCI, readWDM\n", + "\n", + "versions([\"matplotlib\", \"tables\", \"h5py\"])" ] }, { @@ -101,6 +196,13 @@ "cell_type": "code", "execution_count": 2, "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:34.246207Z", + "iopub.status.busy": "2024-04-28T16:45:34.245792Z", + "iopub.status.idle": "2024-04-28T16:45:34.364011Z", + "shell.execute_reply": "2024-04-28T16:45:34.363366Z", + "shell.execute_reply.started": "2024-04-28T16:45:34.246190Z" + }, "vscode": { "languageId": "python" } @@ -110,8 +212,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "path exists, skipping /Users/aaufdenkampe/Documents/Python/limno.HSPsquared\n", - "completed operation for: /Users/aaufdenkampe/Documents/Python/limno.HSPsquared\n" + "/bin/bash: line 1: conda-develop: command not found\n" ] } ], @@ -130,6 +231,13 @@ "cell_type": "code", "execution_count": 3, "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:34.365805Z", + "iopub.status.busy": "2024-04-28T16:45:34.365551Z", + "iopub.status.idle": "2024-04-28T16:45:34.369158Z", + "shell.execute_reply": "2024-04-28T16:45:34.368654Z", + "shell.execute_reply.started": "2024-04-28T16:45:34.365787Z" + }, "vscode": { "languageId": "python" } @@ -138,7 +246,7 @@ { "data": { "text/plain": [ - "'hsp2_py38_dev'" + "'hsp2_310'" ] }, "execution_count": 3, @@ -148,13 +256,20 @@ ], "source": [ "# Confirm your active conda environment for this notebook.\n", - "os.environ['CONDA_DEFAULT_ENV']" + "os.environ[\"CONDA_DEFAULT_ENV\"]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:34.370155Z", + "iopub.status.busy": "2024-04-28T16:45:34.369905Z", + "iopub.status.idle": "2024-04-28T16:45:34.373436Z", + "shell.execute_reply": "2024-04-28T16:45:34.373069Z", + "shell.execute_reply.started": "2024-04-28T16:45:34.370138Z" + }, "vscode": { "languageId": "python" } @@ -163,7 +278,7 @@ { "data": { "text/plain": [ - "PosixPath('/Users/aaufdenkampe/Documents/Python/limno.HSPsquared/tests/test10/HSP2results')" + "PosixPath('/home/tim/programming/HSPsquared/tests/test10/HSP2results')" ] }, "execution_count": 4, @@ -173,24 +288,32 @@ ], "source": [ "from pathlib import Path\n", + "\n", "# get current working directory\n", "Path.cwd()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:34.374322Z", + "iopub.status.busy": "2024-04-28T16:45:34.374016Z", + "iopub.status.idle": "2024-04-28T16:45:34.376363Z", + "shell.execute_reply": "2024-04-28T16:45:34.376048Z", + "shell.execute_reply.started": "2024-04-28T16:45:34.374303Z" + }, "vscode": { "languageId": "python" } }, "outputs": [], "source": [ - "wdmname = 'test10.wdm'\n", - "uciname = 'test10.uci'\n", - "HBN = 'test10_hspf.h5'\n", - "hdfname = 'test10_hsp2_dev2WDM_6.h5'" + "wdmname = \"test10.wdm\"\n", + "uciname = \"test10.uci\"\n", + "HBN = \"test10_hspf.h5\"\n", + "hdfname = \"test10_hsp2_dev2WDM_6.h5\"" ] }, { @@ -202,8 +325,15 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:34.377318Z", + "iopub.status.busy": "2024-04-28T16:45:34.376932Z", + "iopub.status.idle": "2024-04-28T16:45:34.379517Z", + "shell.execute_reply": "2024-04-28T16:45:34.379059Z", + "shell.execute_reply.started": "2024-04-28T16:45:34.377300Z" + }, "vscode": { "languageId": "python" } @@ -211,7 +341,7 @@ "outputs": [], "source": [ "# Optional setting to testing Numba\n", - "os.environ['NUMBA_DISABLE_JIT'] = '0' # '1' turns off Numba for this session only" + "os.environ[\"NUMBA_DISABLE_JIT\"] = \"0\" # '1' turns off Numba for this session only" ] }, { @@ -225,6 +355,13 @@ "cell_type": "code", "execution_count": 7, "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:34.380243Z", + "iopub.status.busy": "2024-04-28T16:45:34.380104Z", + "iopub.status.idle": "2024-04-28T16:45:45.096128Z", + "shell.execute_reply": "2024-04-28T16:45:45.095570Z", + "shell.execute_reply.started": "2024-04-28T16:45:34.380230Z" + }, "vscode": { "languageId": "python" } @@ -235,7 +372,274 @@ "output_type": "stream", "text": [ "CPU times: user 2 µs, sys: 0 ns, total: 2 µs\n", - "Wall time: 5.01 µs\n" + "Wall time: 2.38 µs\n", + "ACTIVITY\n", + "PRINT-INFO\n", + "GEN-INFO\n", + "ICE-FLAG\n", + "SNOW-PARM1\n", + "SNOW-PARM2\n", + "SNOW-INIT1\n", + "SNOW-INIT2\n", + "PWAT-PARM1\n", + "PWAT-PARM2\n", + "PWAT-PARM3\n", + "PWAT-PARM4\n", + "MON-INTERCEP\n", + "MON-UZSN\n", + "MON-MANNING\n", + "MON-LZETPARM\n", + "PWAT-STATE1\n", + "PSTEMP-PARM2\n", + "PWT-PARM2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:395: FutureWarning: 'T' is deprecated and will be removed in a future version. Please use 'min' instead of 'T'.\n", + " + pd.Timedelta(int(d['SHR']), 'h') + pd.Timedelta(int(d['SMI']), 'T'))[0:16]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:397: FutureWarning: 'T' is deprecated and will be removed in a future version. Please use 'min' instead of 'T'.\n", + " + pd.Timedelta(int(d['EHR']), 'h') + pd.Timedelta(int(d['EMI']), 'T'))[0:16]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ACTIVITY\n", + "PRINT-INFO\n", + "GEN-INFO\n", + "ICE-FLAG\n", + "SNOW-PARM1\n", + "SNOW-PARM2\n", + "SNOW-INIT1\n", + "SNOW-INIT2\n", + "IWAT-PARM1\n", + "IWAT-PARM2\n", + "IWAT-PARM3\n", + "IWAT-STATE1\n", + "SLD-PARM2\n", + "SLD-STOR\n", + "IWT-PARM2\n", + "NQUALS\n", + "QUAL-PROPS\n", + "QUAL-INPUT\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ACTIVITY\n", + "PRINT-INFO\n", + "GEN-INFO\n", + "HYDR-PARM1\n", + "HYDR-PARM2\n", + "HYDR-INIT\n", + "NCONS\n", + "CONS-DATA\n", + "HEAT-PARM\n", + "HEAT-INIT\n", + "SANDFG\n", + "SED-GENPARM\n", + "SAND-PM\n", + "SILT-CLAY-PM\n", + "SILT-CLAY-PM\n", + "SSED-INIT\n", + "BED-INIT\n", + "GQ-GENDATA\n", + "GQ-QALDATA\n", + "GQ-QALFG\n", + "GQ-HYDPM\n", + "GQ-ROXPM\n", + "GQ-PHOTPM\n", + "GQ-CFGAS\n", + "GQ-BIOPM\n", + "GQ-GENDECAY\n", + "GQ-SEDDECAY\n", + "GQ-KD\n", + "GQ-ADRATE\n", + "GQ-SEDCONC\n", + "GQ-VALUES\n", + "GQ-ALPHA\n", + "GQ-GAMMA\n", + "GQ-DELTA\n", + "GQ-CLDFACT\n", + "BENTH-FLAG\n", + "SCOUR-PARMS\n", + "OX-FLAGS\n", + "OX-GENPARM\n", + "OX-BENPARM\n", + "OX-CFOREA\n", + "OX-REAPARM\n", + "OX-INIT\n", + "NUT-FLAGS\n", + "NUT-BENPARM\n", + "NUT-NITDENIT\n", + "NUT-NH3VOLAT\n", + "NUT-BEDCONC\n", + "NUT-ADSPARM\n", + "NUT-DINIT\n", + "NUT-ADSINIT\n", + "PLNK-FLAGS\n", + "PLNK-PARM1\n", + "PHYTO-PARM\n", + "ZOO-PARM1\n", + "PLNK-INIT\n", + "PH-PARM1\n", + "PH-INIT\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readUCI.py:98: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(pd.to_numeric, errors='ignore')\n" ] } ], @@ -248,6 +652,13 @@ "cell_type": "code", "execution_count": 8, "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:45.097002Z", + "iopub.status.busy": "2024-04-28T16:45:45.096753Z", + "iopub.status.idle": "2024-04-28T16:45:47.570764Z", + "shell.execute_reply": "2024-04-28T16:45:47.570312Z", + "shell.execute_reply.started": "2024-04-28T16:45:45.096987Z" + }, "vscode": { "languageId": "python" } @@ -258,8 +669,60 @@ "output_type": "stream", "text": [ "CPU times: user 1e+03 ns, sys: 0 ns, total: 1e+03 ns\n", - "Wall time: 3.81 µs\n", - "39 reading from wdm\n", + "Wall time: 3.34 µs\n", + "39 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "41 reading from wdm\n", "42 reading from wdm\n", "46 reading from wdm\n", @@ -280,6 +743,24 @@ "140 reading from wdm\n" ] }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2tools/readWDM.py:146: FutureWarning: Starting with pandas version 3.0 all arguments of to_hdf except for the argument 'path_or_buf' will be keyword-only.\n", + " series.to_hdf(store, dsname, format='t', data_columns=True)\n" + ] + }, { "data": { "text/html": [ @@ -595,8 +1076,15 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": { + "execution": { + "iopub.execute_input": "2024-04-28T16:45:47.571561Z", + "iopub.status.busy": "2024-04-28T16:45:47.571360Z", + "iopub.status.idle": "2024-04-28T16:47:35.789398Z", + "shell.execute_reply": "2024-04-28T16:47:35.787335Z", + "shell.execute_reply.started": "2024-04-28T16:45:47.571546Z" + }, "vscode": { "languageId": "python" } @@ -606,70 +1094,92 @@ "name": "stdout", "output_type": "stream", "text": [ - "2021-04-23 14:51:41.60 Processing started for file test10_hsp2_dev2WDM_6.h5; saveall=True\n", - "2021-04-23 14:51:46.93 Simulation Start: 1976-01-01 00:00:00, Stop: 1977-01-01 00:00:00\n", - "2021-04-23 14:51:46.93 PERLND P001 DELT(minutes): 60\n", - "2021-04-23 14:51:47.03 SNOW\n", - "2021-04-23 14:51:47.17 PWATER\n", - "2021-04-23 14:51:47.25 PSTEMP\n", - "2021-04-23 14:51:47.30 PWTGAS\n", - "2021-04-23 14:51:47.37 RCHRES R001 DELT(minutes): 60\n", - "2021-04-23 14:51:47.52 HYDR\n", - "2021-04-23 14:51:47.60 ADCALC\n", - "2021-04-23 14:51:47.80 CONS\n", - "2021-04-23 14:51:47.90 HTRCH\n", - "2021-04-23 14:51:48.09 SEDTRN\n", - "2021-04-23 14:51:48.52 GQUAL\n", - "2021-04-23 14:51:50.62 RCHRES R002 DELT(minutes): 60\n", - "2021-04-23 14:51:50.84 HYDR\n", - "2021-04-23 14:51:50.91 ADCALC\n", - "2021-04-23 14:51:51.02 CONS\n", - "2021-04-23 14:51:51.10 HTRCH\n", - "2021-04-23 14:51:51.20 SEDTRN\n", - "2021-04-23 14:51:51.51 GQUAL\n", - "2021-04-23 14:51:52.65 RCHRES R003 DELT(minutes): 60\n", - "2021-04-23 14:51:52.85 HYDR\n", - "2021-04-23 14:51:52.92 ADCALC\n", - "2021-04-23 14:51:53.02 CONS\n", - "2021-04-23 14:51:53.07 HTRCH\n", - "2021-04-23 14:51:53.15 SEDTRN\n", - "2021-04-23 14:51:53.41 GQUAL\n", - "2021-04-23 14:51:54.20 RCHRES R004 DELT(minutes): 60\n", - "2021-04-23 14:51:54.60 HYDR\n", - "2021-04-23 14:51:54.67 ADCALC\n", - "2021-04-23 14:51:54.76 CONS\n", - "2021-04-23 14:51:54.81 HTRCH\n", - "2021-04-23 14:51:54.92 SEDTRN\n", - "2021-04-23 14:51:55.53 GQUAL\n", - "2021-04-23 14:51:56.74 IMPLND I001 DELT(minutes): 60\n", - "2021-04-23 14:51:56.83 SNOW\n", - "2021-04-23 14:51:56.96 IWATER\n", - "2021-04-23 14:51:56.99 SOLIDS\n", - "2021-04-23 14:51:57.04 IWTGAS\n", - "2021-04-23 14:51:57.10 IQUAL\n", - "2021-04-23 14:51:57.18 RCHRES R005 DELT(minutes): 60\n", - "2021-04-23 14:51:57.43 HYDR\n", - "2021-04-23 14:51:57.51 ADCALC\n", - "2021-04-23 14:51:57.61 CONS\n", - "2021-04-23 14:51:57.66 HTRCH\n", - "2021-04-23 14:51:57.77 SEDTRN\n", - "2021-04-23 14:51:58.03 GQUAL\n", - "2021-04-23 14:51:59.79 Done; Run time is about 00:18.1 (mm:ss)\n", - "\n", - "\n", - " version\n", - "Python 3.8.8 | packaged by conda-forge | (default, Fe...\n", - "HSP2 0.9.1\n", - "numpy 1.20.2\n", - "numba 0.53.1\n", - "pandas 1.2.4\n", - "jupyterlab 3.0.14\n", - "notebook 6.3.0\n", - "os macOS-10.15.7-x86_64-i386-64bit\n", - "processor i386\n", - "Date/Time 2021-04-23 14:51:59\n", - " \n", - "*** Profile printout saved to text file 'NumbaProfile.txt'. \n" + "2024-04-28 12:45:47.57 Processing started for file test10_hsp2_dev2WDM_6.h5; saveall=True\n", + "2024-04-28 12:45:53.19 Simulation Start: 1976-01-01 00:00:00, Stop: 1977-01-01 00:00:00\n", + "2024-04-28 12:45:53.19 PERLND P001 DELT(minutes): 60\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-04-28 12:45:55.58 SNOW\n", + "2024-04-28 12:45:56.63 PWATER\n", + "2024-04-28 12:45:57.15 PSTEMP\n", + "2024-04-28 12:45:58.40 PWTGAS\n", + "2024-04-28 12:46:01.06 RCHRES R001 DELT(minutes): 60\n", + "2024-04-28 12:46:01.09 HYDR\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n", + "/home/tim/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/utilities.py:93: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " ts[stop] = ts[-1]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-04-28 12:46:12.15 ADCALC\n", + "2024-04-28 12:46:13.34 CONS\n", + "2024-04-28 12:46:15.37 HTRCH\n", + "2024-04-28 12:46:18.95 SEDTRN\n", + "2024-04-28 12:46:35.24 RQUAL\n" + ] + }, + { + "ename": "SystemError", + "evalue": "CPUDispatcher() returned NULL without setting an exception", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mSystemError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[9], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mget_ipython\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_cell_magic\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mprun\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m -l 60 -T NumbaProfile.txt -q\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmain(hdfname, saveall=True)\u001b[39;49m\u001b[38;5;130;43;01m\\n\u001b[39;49;00m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/IPython/core/interactiveshell.py:2541\u001b[0m, in \u001b[0;36mInteractiveShell.run_cell_magic\u001b[0;34m(self, magic_name, line, cell)\u001b[0m\n\u001b[1;32m 2539\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbuiltin_trap:\n\u001b[1;32m 2540\u001b[0m args \u001b[38;5;241m=\u001b[39m (magic_arg_s, cell)\n\u001b[0;32m-> 2541\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2543\u001b[0m \u001b[38;5;66;03m# The code below prevents the output from being displayed\u001b[39;00m\n\u001b[1;32m 2544\u001b[0m \u001b[38;5;66;03m# when using magics with decorator @output_can_be_silenced\u001b[39;00m\n\u001b[1;32m 2545\u001b[0m \u001b[38;5;66;03m# when the last Python token in the expression is a ';'.\u001b[39;00m\n\u001b[1;32m 2546\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(fn, magic\u001b[38;5;241m.\u001b[39mMAGIC_OUTPUT_CAN_BE_SILENCED, \u001b[38;5;28;01mFalse\u001b[39;00m):\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/IPython/core/magics/execution.py:313\u001b[0m, in \u001b[0;36mExecutionMagics.prun\u001b[0;34m(self, parameter_s, cell)\u001b[0m\n\u001b[1;32m 311\u001b[0m arg_str \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m \u001b[38;5;241m+\u001b[39m cell\n\u001b[1;32m 312\u001b[0m arg_str \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mshell\u001b[38;5;241m.\u001b[39mtransform_cell(arg_str)\n\u001b[0;32m--> 313\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_with_profiler\u001b[49m\u001b[43m(\u001b[49m\u001b[43marg_str\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshell\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43muser_ns\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/IPython/core/magics/execution.py:335\u001b[0m, in \u001b[0;36mExecutionMagics._run_with_profiler\u001b[0;34m(self, code, opts, namespace)\u001b[0m\n\u001b[1;32m 333\u001b[0m prof \u001b[38;5;241m=\u001b[39m profile\u001b[38;5;241m.\u001b[39mProfile()\n\u001b[1;32m 334\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 335\u001b[0m prof \u001b[38;5;241m=\u001b[39m \u001b[43mprof\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrunctx\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnamespace\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnamespace\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 336\u001b[0m sys_exit \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 337\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mSystemExit\u001b[39;00m:\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/cProfile.py:101\u001b[0m, in \u001b[0;36mProfile.runctx\u001b[0;34m(self, cmd, globals, locals)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39menable()\n\u001b[1;32m 100\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 101\u001b[0m \u001b[43mexec\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcmd\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mglobals\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mlocals\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 102\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 103\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdisable()\n", + "File \u001b[0;32m:1\u001b[0m\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/main.py:242\u001b[0m, in \u001b[0;36mmain\u001b[0;34m(io_manager, saveall, jupyterlab)\u001b[0m\n\u001b[1;32m 240\u001b[0m errors, errmessages \u001b[38;5;241m=\u001b[39m function(io_manager, siminfo, ui, ts)\n\u001b[1;32m 241\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 242\u001b[0m errors, errmessages \u001b[38;5;241m=\u001b[39m \u001b[43mfunction\u001b[49m\u001b[43m(\u001b[49m\u001b[43mio_manager\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msiminfo\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_oxrx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_nutrx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_plank\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_phcarb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmonthdata\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 243\u001b[0m \u001b[38;5;66;03m###############################################################\u001b[39;00m\n\u001b[1;32m 245\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m errorcnt, errormsg \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(errors, errmessages):\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/HSP2/RQUAL.py:225\u001b[0m, in \u001b[0;36mrqual\u001b[0;34m(io_manager, siminfo, uci, uci_oxrx, uci_nutrx, uci_plank, uci_phcarb, ts, monthdata)\u001b[0m\n\u001b[1;32m 218\u001b[0m \t\tts[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBINV\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m initm(siminfo, ui_plank, binvfg, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMONTHLY/BINV\u001b[39m\u001b[38;5;124m'\u001b[39m, binv_init)\n\u001b[1;32m 220\u001b[0m \u001b[38;5;66;03m#---------------------------------------------------------------------\u001b[39;00m\n\u001b[1;32m 221\u001b[0m \u001b[38;5;66;03m# initialize & run integerated WQ simulation:\u001b[39;00m\n\u001b[1;32m 222\u001b[0m \u001b[38;5;66;03m#---------------------------------------------------------------------\u001b[39;00m\n\u001b[1;32m 224\u001b[0m (err_oxrx, err_nutrx, err_plank, err_phcarb) \\\n\u001b[0;32m--> 225\u001b[0m \t\u001b[38;5;241m=\u001b[39m \u001b[43m_rqual_run\u001b[49m\u001b[43m(\u001b[49m\u001b[43msiminfo_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_oxrx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_nutrx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_plank\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_phcarb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mts\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 227\u001b[0m \u001b[38;5;66;03m#---------------------------------------------------------------------\u001b[39;00m\n\u001b[1;32m 228\u001b[0m \u001b[38;5;66;03m# compile errors & return:\u001b[39;00m\n\u001b[1;32m 229\u001b[0m \u001b[38;5;66;03m#---------------------------------------------------------------------\u001b[39;00m\n\u001b[1;32m 231\u001b[0m (errors, ERRMSGS) \u001b[38;5;241m=\u001b[39m _compile_errors(NUTFG, PLKFG, PHFG, err_oxrx, err_nutrx, err_plank, err_phcarb)\n", + "\u001b[0;31mSystemError\u001b[0m: CPUDispatcher() returned NULL without setting an exception" ] } ], @@ -680,86 +1190,21 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.789831Z", + "iopub.status.idle": "2024-04-28T16:47:35.790023Z", + "shell.execute_reply": "2024-04-28T16:47:35.789935Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.789927Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 14762134 function calls (14511012 primitive calls) in 18.269 seconds\n", - "\n", - " ncalls tottime percall cumtime percall filename:lineno(function)\n", - " 5 2.658 0.532 6.578 1.316 GQUAL.py:18(gqual)\n", - " 46083 1.165 0.000 1.165 0.000 {method '_g_getattr' of 'tables.hdf5extension.AttributeSet' objects}\n", - " 5 0.989 0.198 1.657 0.331 SEDTRN.py:13(sedtrn)\n", - " 258685 0.775 0.000 2.143 0.000 typeddict.py:147(__getitem__)\n", - " 18899 0.567 0.000 0.567 0.000 {method '_g_get_objinfo' of 'tables.hdf5extension.Group' objects}\n", - " 4700 0.516 0.000 0.619 0.000 {method '_open_array' of 'tables.hdf5extension.Array' objects}\n", - " 4869 0.428 0.000 0.428 0.000 {method '_g_get_lchild_attr' of 'tables.hdf5extension.Group' objects}\n", - " 5 0.356 0.071 0.476 0.095 HTRCH.py:39(htrch)\n", - " 430878 0.352 0.000 0.352 0.000 {built-in method numpy.zeros}\n", - " 418644 0.349 0.000 0.349 0.000 GQUAL.py:1329(light_factor)\n", - " 23258 0.347 0.000 0.419 0.000 GQUAL.py:1266(ddecay)\n", - " 23258 0.345 0.000 0.391 0.000 GQUAL.py:1149(adsdes)\n", - " 219600 0.271 0.000 0.310 0.000 ADCALC.py:131(advect)\n", - " 258685 0.266 0.000 0.339 0.000 typeddict.py:37(_getitem)\n", - " 5496 0.247 0.000 0.353 0.000 SEDTRN.py:518(colby)\n", - " 284191 0.231 0.000 1.033 0.000 dispatcher.py:677(typeof_pyval)\n", - "1112555/1112552 0.221 0.000 0.329 0.000 {built-in method builtins.isinstance}\n", - " 42547 0.204 0.000 0.204 0.000 {method 'reduce' of 'numpy.ufunc' objects}\n", - " 284201 0.202 0.000 0.780 0.000 typeof.py:25(typeof)\n", - "139245/138269 0.194 0.000 0.195 0.000 {built-in method numpy.array}\n", - " 51177 0.193 0.000 2.050 0.000 attributeset.py:295(__getattr__)\n", - " 131760 0.183 0.000 0.292 0.000 GQUAL.py:1205(advqal)\n", - " 284201 0.155 0.000 0.456 0.000 functools.py:870(wrapper)\n", - " 5 0.147 0.029 0.201 0.040 CONS.py:133(loopsub)\n", - " 284201 0.144 0.000 0.253 0.000 functools.py:814(dispatch)\n", - " 2 0.128 0.064 0.139 0.070 SNOW.py:88(_snow_)\n", - " 276 0.119 0.000 0.119 0.000 {method '_read_records' of 'tables.tableextension.Table' objects}\n", - " 5 0.117 0.023 0.117 0.023 ADCALC.py:86(adcalc_)\n", - "9821/4549 0.116 0.000 0.686 0.000 base.py:250(__new__)\n", - "591782/542710 0.105 0.000 4.804 0.000 {built-in method builtins.getattr}\n", - " 6969 0.098 0.000 2.362 0.000 attributeset.py:205(__init__)\n", - " 68485 0.093 0.000 0.496 0.000 file.py:391(cache_node)\n", - " 616250 0.090 0.000 0.090 0.000 typeddict.py:131(_numba_type_)\n", - " 308147 0.090 0.000 0.090 0.000 serialize.py:140(_numba_unpickle)\n", - " 241 0.088 0.000 0.088 0.000 {method '_g_flush' of 'tables.hdf5extension.Leaf' objects}\n", - " 8992 0.085 0.000 0.089 0.000 SEDTRN.py:745(toffaleti)\n", - " 1175 0.083 0.000 0.083 0.000 {method '_g_read_slice' of 'tables.hdf5extension.Array' objects}\n", - " 39543 0.083 0.000 0.324 0.000 fromnumeric.py:70(_wrapreduction)\n", - " 1841 0.081 0.000 0.081 0.000 {method '_g_get_gchild_attr' of 'tables.hdf5extension.Group' objects}\n", - " 284201 0.080 0.000 0.080 0.000 weakref.py:382(__getitem__)\n", - " 23828 0.080 0.000 0.340 0.000 typeddict.py:175(__contains__)\n", - " 68522 0.078 0.000 0.174 0.000 file.py:378(register_node)\n", - " 380 0.077 0.000 0.078 0.000 {method '_create_carray' of 'tables.hdf5extension.Array' objects}\n", - " 2783 0.076 0.000 0.076 0.000 {method '_g_close' of 'tables.hdf5extension.Leaf' objects}\n", - " 328425 0.075 0.000 0.105 0.000 generic.py:30(_check)\n", - " 67178 0.075 0.000 0.082 0.000 GQUAL.py:1122(adecay)\n", - " 84016 0.072 0.000 0.512 0.000 attributeset.py:61(issysattrname)\n", - " 284201 0.072 0.000 0.123 0.000 :1(__new__)\n", - " 764746 0.066 0.000 0.066 0.000 {method 'append' of 'list' objects}\n", - " 23828 0.062 0.000 0.102 0.000 typeddict.py:169(__len__)\n", - "61574/7490 0.062 0.000 5.149 0.001 file.py:404(get_node)\n", - " 504387 0.061 0.000 0.061 0.000 {built-in method math.exp}\n", - " 2426 0.061 0.000 0.061 0.000 {method '_g_close' of 'tables.indexesextension.IndexArray' objects}\n", - " 96358 0.060 0.000 0.065 0.000 group.py:838(__setattr__)\n", - " 300399 0.057 0.000 0.057 0.000 {built-in method __new__ of type object at 0x10ca176e8}\n", - " 1470 0.054 0.000 0.072 0.000 {method '_g_setattr' of 'tables.hdf5extension.AttributeSet' objects}\n", - " 83861 0.053 0.000 0.053 0.000 weakref.py:147(__contains__)\n", - " 76149 0.053 0.000 0.053 0.000 {method 'pop' of 'tables.lrucacheextension.NodeCache' objects}\n", - "50532/46801 0.051 0.000 0.450 0.000 {built-in method numpy.core._multiarray_umath.implement_array_function}\n", - " 5 0.049 0.010 0.601 0.120 ADCALC.py:20(adcalc)\n", - "Cum Sum 78.03%\n" - ] - } - ], + "outputs": [], "source": [ - "with open('NumbaProfile.txt', 'r') as f:\n", + "with open(\"NumbaProfile.txt\", \"r\") as f:\n", " for line in f:\n", " total = float(line.split()[7])\n", " print(line)\n", @@ -773,11 +1218,11 @@ " for line in f:\n", " sum += float(line.split()[1])\n", " print(line.rstrip())\n", - " \n", + "\n", " # Pareto rule, look for calls cumsum to 80% time, ignore the rest\n", " if sum >= 0.8 * total:\n", " break\n", - "print(f'Cum Sum {100.0 * sum/total:.2f}%')" + "print(f\"Cum Sum {100.0 * sum/total:.2f}%\")" ] }, { @@ -796,67 +1241,23 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.790785Z", + "iopub.status.idle": "2024-04-28T16:47:35.791030Z", + "shell.execute_reply": "2024-04-28T16:47:35.790925Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.790915Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2020-11-04 20:43:22.36 Processing started for file hsp2.h5; saveall=True\n", - "2020-11-04 20:43:27.86 Simulation Start: 1976-01-01 00:00:00, Stop: 1977-01-01 00:00:00\n", - "2020-11-04 20:43:27.86 PERLND P001 DELT(minutes): 60\n", - "2020-11-04 20:43:31.54 SNOW\n", - "2020-11-04 20:43:51.30 PWATER\n", - "2020-11-04 20:43:51.48 RCHRES R001 DELT(minutes): 60\n", - "2020-11-04 20:43:51.72 HYDR\n", - "2020-11-04 20:43:52.31 RCHRES R002 DELT(minutes): 60\n", - "2020-11-04 20:43:52.47 HYDR\n", - "2020-11-04 20:43:52.68 RCHRES R003 DELT(minutes): 60\n", - "2020-11-04 20:43:52.85 HYDR\n", - "2020-11-04 20:43:52.97 RCHRES R004 DELT(minutes): 60\n", - "2020-11-04 20:43:53.16 HYDR\n", - "2020-11-04 20:43:53.33 IMPLND I001 DELT(minutes): 60\n", - "2020-11-04 20:43:53.54 SNOW\n", - "2020-11-04 20:43:53.67 IWATER\n", - "2020-11-04 20:43:53.76 RCHRES R005 DELT(minutes): 60\n", - "2020-11-04 20:43:53.94 HYDR\n", - "2020-11-04 20:43:54.10 Done; Run time is about 00:31.7 (mm:ss)\n", - "\n", - "\n", - " version\n", - "Python 3.8.2 | packaged by conda-forge | (default, Ap...\n", - "HSP2 1.0.0\n", - "numpy 1.18.1\n", - "numba 0.48.0\n", - "pandas 1.0.3\n", - "jupyterlab 2.1.1\n", - "notebook 6.0.3\n", - "os Windows-10-10.0.19041-SP0\n", - "processor Intel64 Family 6 Model 142 Stepping 9, Genuine...\n", - "Date/Time 2020-11-04 20:43:54\n" - ] - } - ], + "outputs": [], "source": [ "main(hdfname, saveall=True)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [], - "source": [] - }, { "cell_type": "raw", "metadata": {}, @@ -916,28 +1317,21 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.791692Z", + "iopub.status.idle": "2024-04-28T16:47:35.791879Z", + "shell.execute_reply": "2024-04-28T16:47:35.791791Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.791782Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "ename": "FileNotFoundError", - "evalue": "File hspf.h5 does not exist", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msummary\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mread_hdf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mHBN\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'SUMMARY'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0msummary\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mFrequency\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\Anaconda3\\envs\\hsp2_py37\\lib\\site-packages\\pandas\\io\\pytables.py\u001b[0m in \u001b[0;36mread_hdf\u001b[1;34m(path_or_buf, key, mode, errors, where, start, stop, columns, iterator, chunksize, **kwargs)\u001b[0m\n\u001b[0;32m 393\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 394\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mexists\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 395\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mFileNotFoundError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf\"File {path_or_buf} does not exist\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 396\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 397\u001b[0m \u001b[0mstore\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mHDFStore\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpath_or_buf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mFileNotFoundError\u001b[0m: File hspf.h5 does not exist" - ] - } - ], + "outputs": [], "source": [ - "summary = read_hdf(HBN, 'SUMMARY')\n", + "summary = read_hdf(HBN, \"SUMMARY\")\n", "summary.Frequency.unique()" ] }, @@ -957,8 +1351,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.792607Z", + "iopub.status.idle": "2024-04-28T16:47:35.792790Z", + "shell.execute_reply": "2024-04-28T16:47:35.792705Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.792697Z" + }, "vscode": { "languageId": "python" } @@ -966,14 +1366,20 @@ "outputs": [], "source": [ "def hsp2key(hspfkey):\n", - " op, activity, segment, _ = hspfkey.split('_')\n", - " return f'RESULTS/{op}_{op[0]}{segment:0>3s}/{activity}' " + " op, activity, segment, _ = hspfkey.split(\"_\")\n", + " return f\"RESULTS/{op}_{op[0]}{segment:0>3s}/{activity}\"" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.793367Z", + "iopub.status.idle": "2024-04-28T16:47:35.793534Z", + "shell.execute_reply": "2024-04-28T16:47:35.793455Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.793447Z" + }, "vscode": { "languageId": "python" } @@ -983,20 +1389,22 @@ "def monthlyoutflow(keys, flowname):\n", " data = DataFrame()\n", " for key in keys.index:\n", - " hsp2 = read_hdf(hdfname, hsp2key(key))[flowname].resample('M').sum().to_numpy()\n", + " hsp2 = read_hdf(hdfname, hsp2key(key))[flowname].resample(\"M\").sum().to_numpy()\n", " hspf = read_hdf(HBN, key)[flowname].to_numpy()\n", "\n", " hsp2sum = hsp2.sum()\n", " hspfsum = hspf.sum()\n", "\n", - " segment = key.split('_')[2]\n", - " \n", - " data.loc[segment, 'HSP2 SUM'] = hsp2.sum()\n", - " data.loc[segment, 'HSPF SUM'] = hspf.sum()\n", - " data.loc[segment, 'Percent diff'] = 100.0 * (hspfsum - hsp2sum)/hspfsum\n", - " data.loc[segment, 'abs(Percent diff)'] = 100.0 * abs(hspfsum - hsp2sum)/hspfsum\n", + " segment = key.split(\"_\")[2]\n", "\n", - " return data.sort_values(by=['abs(Percent diff)']) " + " data.loc[segment, \"HSP2 SUM\"] = hsp2.sum()\n", + " data.loc[segment, \"HSPF SUM\"] = hspf.sum()\n", + " data.loc[segment, \"Percent diff\"] = 100.0 * (hspfsum - hsp2sum) / hspfsum\n", + " data.loc[segment, \"abs(Percent diff)\"] = (\n", + " 100.0 * abs(hspfsum - hsp2sum) / hspfsum\n", + " )\n", + "\n", + " return data.sort_values(by=[\"abs(Percent diff)\"])" ] }, { @@ -1008,51 +1416,71 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.793994Z", + "iopub.status.idle": "2024-04-28T16:47:35.794166Z", + "shell.execute_reply": "2024-04-28T16:47:35.794086Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.794078Z" + }, "vscode": { "languageId": "python" } }, "outputs": [], "source": [ - "def plot(operation, ils, activity, name, how='sum'):\n", - " hspf = f'{operation}_{activity}_{ils:0>3s}_4'\n", + "def plot(operation, ils, activity, name, how=\"sum\"):\n", + " hspf = f\"{operation}_{activity}_{ils:0>3s}_4\"\n", " tshspf = read_hdf(HBN, hspf)[name]\n", - " \n", - " hsp2 = f'RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}'\n", - " if how == 'sum':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').sum().shift(1,'D')\n", - " elif how == 'last':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').last().shift(1,'D')\n", - " \n", - " plt.figure(figsize=(10,8))\n", - " plt.plot(tshspf.index, tshspf, label='HSPF', color='r')\n", - " plt.plot(tshsp2.index, tshsp2, label='HSP2', color='b')\n", + "\n", + " hsp2 = f\"RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}\"\n", + " if how == \"sum\":\n", + " tshsp2 = (\n", + " read_hdf(hdfname, hsp2)[f\"{name}_{how}\"].resample(\"M\").sum().shift(1, \"D\")\n", + " )\n", + " elif how == \"last\":\n", + " tshsp2 = (\n", + " read_hdf(hdfname, hsp2)[f\"{name}_{how}\"].resample(\"M\").last().shift(1, \"D\")\n", + " )\n", + "\n", + " plt.figure(figsize=(10, 8))\n", + " plt.plot(tshspf.index, tshspf, label=\"HSPF\", color=\"r\")\n", + " plt.plot(tshsp2.index, tshsp2, label=\"HSP2\", color=\"b\")\n", " plt.legend()\n", - " plt.title(f'{operation} {operation[0]}{ils:0>3s}, {activity} {name}')\n" + " plt.title(f\"{operation} {operation[0]}{ils:0>3s}, {activity} {name}\")" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.794953Z", + "iopub.status.idle": "2024-04-28T16:47:35.795205Z", + "shell.execute_reply": "2024-04-28T16:47:35.795114Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.795106Z" + }, "vscode": { "languageId": "python" } }, "outputs": [], "source": [ - "def scatter(operation, ils, activity, name, how='sum'):\n", - " hspf = f'{operation}_{activity}_{ils:0>3s}_4'\n", + "def scatter(operation, ils, activity, name, how=\"sum\"):\n", + " hspf = f\"{operation}_{activity}_{ils:0>3s}_4\"\n", " tshspf = read_hdf(HBN, hspf)[name]\n", - " \n", - " hsp2 = f'RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}'\n", - " if how == 'sum':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').sum().shift(1,'D')\n", - " elif how == 'last':\n", - " tshsp2 = read_hdf(hdfname, hsp2)[name].resample('M').last().shift(1,'D')\n", - " \n", + "\n", + " hsp2 = f\"RESULTS/{operation}_{operation[0]}{ils:0>3s}/{activity}\"\n", + " if how == \"sum\":\n", + " tshsp2 = (\n", + " read_hdf(hdfname, hsp2)[f\"{name}_{how}\"].resample(\"M\").sum().shift(1, \"D\")\n", + " )\n", + " elif how == \"last\":\n", + " tshsp2 = (\n", + " read_hdf(hdfname, hsp2)[f\"{name}_{how}\"].resample(\"M\").last().shift(1, \"D\")\n", + " )\n", + "\n", " plt.scatter(tshspf, tshsp2)" ] }, @@ -1065,452 +1493,41 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.795724Z", + "iopub.status.idle": "2024-04-28T16:47:35.795951Z", + "shell.execute_reply": "2024-04-28T16:47:35.795866Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.795858Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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OperationActivitysegmentFrequencyShapeStartStop
IMPLND_IWATER_011_4IMPLNDIWATER11Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_021_4IMPLNDIWATER21Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_041_4IMPLNDIWATER41Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_051_4IMPLNDIWATER51Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_061_4IMPLNDIWATER61Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_071_4IMPLNDIWATER71Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_081_4IMPLNDIWATER81Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_101_4IMPLNDIWATER101Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_111_4IMPLNDIWATER111Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_121_4IMPLNDIWATER121Monthly(108, 6)1993-11-012002-10-01
\n", - "
" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape Start \\\n", - "IMPLND_IWATER_011_4 IMPLND IWATER 11 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_021_4 IMPLND IWATER 21 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_041_4 IMPLND IWATER 41 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_051_4 IMPLND IWATER 51 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_061_4 IMPLND IWATER 61 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_071_4 IMPLND IWATER 71 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_081_4 IMPLND IWATER 81 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_101_4 IMPLND IWATER 101 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_111_4 IMPLND IWATER 111 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_121_4 IMPLND IWATER 121 Monthly (108, 6) 1993-11-01 \n", - "\n", - " Stop \n", - "IMPLND_IWATER_011_4 2002-10-01 \n", - "IMPLND_IWATER_021_4 2002-10-01 \n", - "IMPLND_IWATER_041_4 2002-10-01 \n", - "IMPLND_IWATER_051_4 2002-10-01 \n", - "IMPLND_IWATER_061_4 2002-10-01 \n", - "IMPLND_IWATER_071_4 2002-10-01 \n", - "IMPLND_IWATER_081_4 2002-10-01 \n", - "IMPLND_IWATER_101_4 2002-10-01 \n", - "IMPLND_IWATER_111_4 2002-10-01 \n", - "IMPLND_IWATER_121_4 2002-10-01 " - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "implndkeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='IMPLND')]\n", + "implndkeys = summary[(summary.Frequency == \"Monthly\") & (summary.Operation == \"IMPLND\")]\n", "implndkeys[0:10]" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.796421Z", + "iopub.status.idle": "2024-04-28T16:47:35.796643Z", + "shell.execute_reply": "2024-04-28T16:47:35.796560Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.796552Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
291117.5699117.5699-0.00000.0000
281137.7904137.79040.00000.0000
101144.1288144.1288-0.00000.0000
021122.5966122.59660.00000.0000
051120.2708120.27080.00000.0000
081118.7938118.7938-0.00000.0000
041141.2890141.28900.00000.0000
271136.4228136.42280.00000.0000
251116.6337116.63370.00000.0000
201172.5608172.5608-0.00000.0000
191125.6937125.69370.00000.0000
221126.6460126.64600.00000.0000
071132.6849132.68490.00000.0000
111126.0203126.02030.00000.0000
141116.0248116.02490.00000.0000
131126.2947126.29470.00000.0000
121126.2947126.29470.00000.0000
161131.2695131.26950.00000.0000
211125.3008125.3008-0.00000.0000
011131.6821131.68210.00000.0000
151133.6036133.60360.00000.0000
061133.6036133.60360.00000.0000
301119.8081119.8081-0.00000.0000
171115.9610115.96100.00000.0000
181115.9610115.96100.00000.0000
241120.2066120.20660.00000.0000
231135.5890135.58900.00000.0000
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
count27.000027.000027.000027.0000
mean128.5445128.54450.00000.0000
std12.001212.00120.00000.0000
min115.9610115.9610-0.00000.0000
25%120.0074120.00740.00000.0000
50%126.2947126.29470.00000.0000
75%133.6036133.60360.00000.0000
max172.5608172.56080.00000.0000
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 27.0000 27.0000 27.0000 27.0000\n", - "mean 128.5445 128.5445 0.0000 0.0000\n", - "std 12.0012 12.0012 0.0000 0.0000\n", - "min 115.9610 115.9610 -0.0000 0.0000\n", - "25% 120.0074 120.0074 0.0000 0.0000\n", - "50% 126.2947 126.2947 0.0000 0.0000\n", - "75% 133.6036 133.6036 0.0000 0.0000\n", - "max 172.5608 172.5608 0.0000 0.0000" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "delta.describe()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.797835Z", + "iopub.status.idle": "2024-04-28T16:47:35.798053Z", + "shell.execute_reply": "2024-04-28T16:47:35.797969Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.797961Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "text/plain": [ 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "delta['Percent diff'].hist()" + "delta[\"Percent diff\"].hist()" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.798483Z", + "iopub.status.idle": "2024-04-28T16:47:35.798717Z", + "shell.execute_reply": "2024-04-28T16:47:35.798637Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.798629Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST IMPLND SEGMENT IS 231\n" - ] - } - ], + "outputs": [], "source": [ "ils = delta.index[-1]\n", - "print('WORST IMPLND SEGMENT IS', ils)" + "print(\"WORST IMPLND SEGMENT IS\", ils)" ] }, { @@ -1706,54 +1605,40 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.799127Z", + "iopub.status.idle": "2024-04-28T16:47:35.799401Z", + "shell.execute_reply": "2024-04-28T16:47:35.799320Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.799312Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'SURO', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"SURO\", \"sum\")" ] }, { @@ -1765,54 +1650,40 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.800364Z", + "iopub.status.idle": "2024-04-28T16:47:35.800525Z", + "shell.execute_reply": "2024-04-28T16:47:35.800472Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.800466Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'IMPEV', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"IMPEV\", \"sum\")" ] }, { @@ -1824,54 +1695,40 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.801179Z", + "iopub.status.idle": "2024-04-28T16:47:35.801281Z", + "shell.execute_reply": "2024-04-28T16:47:35.801232Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.801227Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'PET', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"PET\", \"sum\")" ] }, { @@ -1883,54 +1740,40 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.802034Z", + "iopub.status.idle": "2024-04-28T16:47:35.802140Z", + "shell.execute_reply": "2024-04-28T16:47:35.802088Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.802084Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'RETS', 'last')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"RETS\", \"last\")" ] }, { @@ -1942,4443 +1785,1392 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.802805Z", + "iopub.status.idle": "2024-04-28T16:47:35.802909Z", + "shell.execute_reply": "2024-04-28T16:47:35.802861Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.802853Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "outputs": [], + "source": [ + "plot(\"IMPLND\", ils, \"IWATER\", \"SUPY\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.803196Z", + "iopub.status.idle": "2024-04-28T16:47:35.803295Z", + "shell.execute_reply": "2024-04-28T16:47:35.803248Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.803243Z" + }, + "vscode": { + "languageId": "python" } - ], + }, + "outputs": [], + "source": [ + "scatter(\"IMPLND\", ils, \"IWATER\", \"SUPY\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [ - "plot('IMPLND', ils, 'IWATER', 'SUPY', 'sum')" + "#### IMPLND IWATER SURS, Monthly" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.803608Z", + "iopub.status.idle": "2024-04-28T16:47:35.803715Z", + "shell.execute_reply": "2024-04-28T16:47:35.803666Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.803661Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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Qvysz76lfXhv8mbk5Iv4yIk7JzOc6We+wqr02zXERLb1nwUg4ZFJST3Uy6iaArwA/zszPNWnzBuBAZmZEXEDlL4hftLvOYVZ/ZuvRFm7R6IgaSf3QyR79JcB/AHZFxI5i3n8FzgTIzNuB9wF/GBFHgClgTQ7jTWq7oNUzWwHO+Y0T2fpHl/W2IEkqdDLq5nvAtP0TmXkbcFu76xh2t4ztYuPDT7e09151ydknc9fvX9zDqiTpWF7UrE3XfunBlg62jkTwaqbj4iUNjEE/CzNdRrjewgUjXrZA0sAZ9C0a2z7Bjd/YyeFXZ+6mCXAPXtLQMOhnMNu9+JEInvjUqh5XJUmtM+inMbZ9gj+6ewevzuI9ay88o2f1SFI7DPoGqic+Tczy0gSXnH0yf7L6bT2qSpLaY9DXafWWfrUWLVzArVd74pOk4WTQ17hlbBd//dDPWm7vma2S5gKDvjDT5YTr/dn7VxjwkuaEeR307fbFf+CiMw15SXPGvAz62XbRBJV7JS5zbLykOWjeBf1sQx7gT+2mkTSHzZugr4ymeZSpw7MZFW83jaS5b14EfTsnPkHlcsKOi5c015U66Ns92DoSwdoLzzDkJZVCaYO+1csI1/vARWca8JJKpZRBP9sx8VWGvKQyKk3QtzOapspb+0kqs+M6eXNEXBEReyJiX0Tc1GD5L0XE3cXyhyPirE7W10y7IX/iCSP82ftXGPKSSq3tPfqIGAG+ALwH2A/8MCI2ZeaPappdD7yQmf8qItYAnwHe30nBjcw25L3zk6T5pJM9+guAfZn5ZGb+M/B14Jq6NtcAXy2m/xZ4V0RMe0PxXltwHIa8pHmlkz76ZcDTNa/3Axc2a5OZRyLiReDXgefqPywi1gHrAM4888wOymrukrNP5q7fv7gnny1Jw2poDsZm5gZgA8Do6OjMN2adBQNe0nzWSdBPALX3zTu9mNeozf6IOB74NeAXHaxz1rycsKT5rpM++h8C50TEmyLiBGANsKmuzSbgumL6fcB3M7Ore+sAT3363zadb8hLmu/a3qMv+txvALYAI8AdmflYRHwSGM/MTcBXgL+KiH3A81R+GfREs7CXpPmuoz76zNwMbK6b9/Ga6f8H/PtO1iFJ6kxHJ0xJkoafQS9JJWfQS1LJGfSSVHLRg9GOHYuISeCnbb79FBqceTtkhr3GYa8PrLEbhr0+sMbZeGNmLmm0YCiDvhMRMZ6Zo4OuYzrDXuOw1wfW2A3DXh9YY7fYdSNJJWfQS1LJlTHoNwy6gBYMe43DXh9YYzcMe31gjV1Ruj56SdKxyrhHL0mqYdBLUsnN2aAflhuTN6ntjIj43xHxo4h4LCL+U4M2l0XEixGxo3h8vNFn9bjOpyJiV7H+8QbLIyL+otiGj0bE+X2ub3nN9tkRES9FxEfr2vR9O0bEHRFxMCJ218w7OSK2RsTe4nlxk/deV7TZGxHXNWrTo/rWR8Tjxf/jvRGxqMl7p/1O9LjGWyNioub/clWT9077s9/jGu+uqe+piNjR5L192Y4ty8w596ByWeQngDcDJwA7gbfUtfmPwO3F9Brg7j7WdxpwfjF9EvCTBvVdBvzPAW/Hp4BTplm+CrgPCOAi4OEB/5//nMpJIQPdjsDbgfOB3TXz/gdwUzF9E/CZBu87GXiyeF5cTC/uU32XA8cX059pVF8r34ke13gr8F9a+B5M+7Pfyxrrln8W+Pggt2Orj7m6Rz/UNybPzGcz85Fi+mXgx1TunzvXXAN8LSseAhZFxGkDquVdwBOZ2e4Z012TmQ9Qub9Crdrv21eB1Q3euhLYmpnPZ+YLwFbgin7Ul5n3Z+aR4uVDVO4INzBNtmErWvnZ74rpaiyy5HeAjb1Yd7fN1aBvdGPy+iA95sbkQPXG5H1VdBmdBzzcYPHFEbEzIu6LiLf2tzIAErg/IrYVN2ev18p27pc1NP+hGvR2BDg1M58tpn8OnNqgzbBszw9R+UutkZm+E712Q9G9dEeT7q9h2Ya/BRzIzL1Nlg96Ox5jrgb9nBARvwr8HfDRzHypbvEjVLohzgU+D4z1uTyASzPzfOBK4CMR8fYB1DCjqNyq8mrgGw0WD8N2PEZW/nYfynHLEfEx4AhwV5Mmg/xOfBE4G1gBPEula2RYrWX6vfmh+tmaq0E/mxuTEwO4MXlELKAS8ndl5j31yzPzpcz8v8X0ZmBBRJzSr/qK9U4UzweBe6n8WVyrle3cD1cCj2TmgfoFw7AdCweq3VrF88EGbQa6PSPig8BVwLXFL6PXaeE70TOZeSAzj2bmq8CXmqx74N/JIk/eC9zdrM0gt2MjczXoh+bG5I0U/XdfAX6cmZ9r0uYN1WMGEXEBlf+Lfv4iOjEiTqpOUzlYt7uu2Sbgd4vRNxcBL9Z0T/RT072nQW/HGrXft+uAbzZoswW4PCIWF90Slxfzei4irgD+GLg6M19p0qaV70Qva6w9/vPbTdbdys9+r70beDwz9zdaOOjt2NCgjwa3+6AyIuQnVI7Af6yY90kqX2SAX6byp/4+4AfAm/tY26VU/nR/FNhRPFYBHwY+XLS5AXiMyqiBh4B/0+ft9+Zi3TuLOqrbsLbGAL5QbONdwOgA/p9PpBLcv1Yzb6DbkcovnWeBw1T6iK+ncvznO8Be4H8BJxdtR4Ev17z3Q8V3ch/we32sbx+Vvu3q97E6Im0psHm670Qfa/yr4nv2KJXwPq2+xuL16372+1VjMf/O6vevpu1AtmOrDy+BIEklN1e7biRJLTLoJankDHpJKjmDXpJKzqCXpJIz6CWp5Ax6SSq5/w8m3MGbDF/f9gAAAABJRU5ErkJggg==", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "outputs": [], + "source": [ + "plot(\"IMPLND\", ils, \"IWATER\", \"SURS\", \"last\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.804024Z", + "iopub.status.idle": "2024-04-28T16:47:35.804126Z", + "shell.execute_reply": "2024-04-28T16:47:35.804078Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.804073Z" + }, + "vscode": { + "languageId": "python" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'SUPY', 'sum')" + "scatter(\"IMPLND\", ils, \"IWATER\", \"SURS\", \"last\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### IMPLND IWATER SURS, Monthly" + "## Automate checking PERLNDs for PERO" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.804408Z", + "iopub.status.idle": "2024-04-28T16:47:35.804507Z", + "shell.execute_reply": "2024-04-28T16:47:35.804459Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.804455Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "outputs": [], + "source": [ + "perlndkeys = summary[(summary.Frequency == \"Monthly\") & (summary.Operation == \"PERLND\")]\n", + "perlndkeys[0:10]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.804766Z", + "iopub.status.idle": "2024-04-28T16:47:35.804863Z", + "shell.execute_reply": "2024-04-28T16:47:35.804817Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.804812Z" + }, + "scrolled": true, + "vscode": { + "languageId": "python" } - ], + }, + "outputs": [], "source": [ - "plot('IMPLND', ils, 'IWATER', 'SURS', 'last')" + "delta = monthlyoutflow(perlndkeys, \"PERO\")\n", + "delta" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Look at the statistics for the percent difference column" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.805199Z", + "iopub.status.idle": "2024-04-28T16:47:35.805309Z", + "shell.execute_reply": "2024-04-28T16:47:35.805260Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.805254Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "outputs": [], + "source": [ + "delta.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.805681Z", + "iopub.status.idle": "2024-04-28T16:47:35.805793Z", + "shell.execute_reply": "2024-04-28T16:47:35.805743Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.805737Z" + }, + "vscode": { + "languageId": "python" } - ], + }, + "outputs": [], "source": [ - "scatter('IMPLND', ils, 'IWATER', 'SURS', 'last')" + "delta[\"Percent diff\"].hist()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.806219Z", + "iopub.status.idle": "2024-04-28T16:47:35.806350Z", + "shell.execute_reply": "2024-04-28T16:47:35.806289Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.806283Z" + }, "vscode": { "languageId": "python" } }, "outputs": [], - "source": [] + "source": [ + "pls = delta.index[-1]\n", + "print(\"WORST PERLND SEGMENT IS\", pls)" + ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Automate checking PERLNDs for PERO" + "#### PERLND PWATER AGWLI" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.806740Z", + "iopub.status.idle": "2024-04-28T16:47:35.806886Z", + "shell.execute_reply": "2024-04-28T16:47:35.806814Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.806808Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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OperationActivitysegmentFrequencyShapeStartStop
PERLND_PWATER_011_4PERLNDPWATER11Monthly(108, 27)1993-11-012002-10-01
PERLND_PWATER_012_4PERLNDPWATER12Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_013_4PERLNDPWATER13Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_014_4PERLNDPWATER14Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_015_4PERLNDPWATER15Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_021_4PERLNDPWATER21Monthly(108, 27)1993-11-012002-10-01
PERLND_PWATER_022_4PERLNDPWATER22Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_023_4PERLNDPWATER23Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_024_4PERLNDPWATER24Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_025_4PERLNDPWATER25Monthly(108, 32)1993-11-012002-10-01
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" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape \\\n", - "PERLND_PWATER_011_4 PERLND PWATER 11 Monthly (108, 27) \n", - "PERLND_PWATER_012_4 PERLND PWATER 12 Monthly (108, 32) \n", - "PERLND_PWATER_013_4 PERLND PWATER 13 Monthly (108, 32) \n", - "PERLND_PWATER_014_4 PERLND PWATER 14 Monthly (108, 32) \n", - "PERLND_PWATER_015_4 PERLND PWATER 15 Monthly (108, 32) \n", - "PERLND_PWATER_021_4 PERLND PWATER 21 Monthly (108, 27) \n", - "PERLND_PWATER_022_4 PERLND PWATER 22 Monthly (108, 32) \n", - "PERLND_PWATER_023_4 PERLND PWATER 23 Monthly (108, 32) \n", - "PERLND_PWATER_024_4 PERLND PWATER 24 Monthly (108, 32) \n", - "PERLND_PWATER_025_4 PERLND PWATER 25 Monthly (108, 32) \n", - "\n", - " Start Stop \n", - "PERLND_PWATER_011_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_012_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_013_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_014_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_015_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_021_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_022_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_023_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_024_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_025_4 1993-11-01 2002-10-01 " - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"AGWLI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.807172Z", + "iopub.status.idle": "2024-04-28T16:47:35.807318Z", + "shell.execute_reply": "2024-04-28T16:47:35.807251Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.807244Z" + }, + "vscode": { + "languageId": "python" } - ], + }, + "outputs": [], "source": [ - "perlndkeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='PERLND')]\n", - "perlndkeys[0:10]" + "scatter(\"PERLND\", pls, \"PWATER\", \"AGWLI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER SURLI" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { - "scrolled": true, + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.807945Z", + "iopub.status.idle": "2024-04-28T16:47:35.808090Z", + "shell.execute_reply": "2024-04-28T16:47:35.808026Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.808020Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "055 64.7859 64.7859 -0.0000 0.0000\n", - "226 29.4270 29.4270 -0.0000 0.0000\n", - "222 45.9145 45.9145 -0.0000 0.0000\n", - "124 56.8129 56.8129 -0.0000 0.0000\n", - "235 85.6543 85.6543 -0.0000 0.0000\n", - "071 13.8709 13.8709 -0.0000 0.0000\n", - "275 44.8519 44.8519 0.0000 0.0000\n", - "135 49.4472 49.4472 -0.0000 0.0000\n", - "023 57.9035 57.9035 -0.0000 0.0000\n", - "201 10.9715 10.9715 -0.0000 0.0000\n", - "082 45.8386 45.8386 0.0000 0.0000\n", - "285 97.2315 97.2314 -0.0000 0.0000\n", - "304 104.4457 104.4457 0.0000 0.0000\n", - "232 54.5515 54.5515 0.0000 0.0000\n", - "256 21.2304 21.2304 0.0000 0.0000\n", - "051 10.1520 10.1520 0.0000 0.0000\n", - "175 56.6028 56.6028 -0.0000 0.0000\n", - "295 121.6003 121.6003 0.0000 0.0000\n", - "013 55.6965 55.6965 0.0000 0.0000\n", - "254 46.5186 46.5186 -0.0000 0.0000\n", - "225 70.3941 70.3940 -0.0000 0.0000\n", - "072 54.2092 54.2092 0.0000 0.0000\n", - "102 37.5410 37.5410 -0.0000 0.0000\n", - "291 31.4601 31.4601 -0.0000 0.0000\n", - "073 65.6017 65.6017 -0.0000 0.0000\n", - "184 52.1066 52.1066 -0.0000 0.0000\n", - "281 12.5471 12.5471 -0.0000 0.0000\n", - "075 73.6297 73.6297 0.0000 0.0000\n", - "206 28.4453 28.4453 -0.0000 0.0000\n", - "164 49.3031 49.3031 0.0000 0.0000\n", - "133 43.1818 43.1818 -0.0000 0.0000\n", - "255 48.7199 48.7198 -0.0000 0.0000\n", - "074 70.8455 70.8455 0.0000 0.0000\n", - "221 10.2781 10.2781 -0.0000 0.0000\n", - "292 88.3961 88.3961 -0.0000 0.0000\n", - "121 7.9901 7.9901 0.0000 0.0000\n", - "062 48.5426 48.5426 -0.0000 0.0000\n", - "305 108.6897 108.6897 -0.0000 0.0000\n", - "022 46.3543 46.3543 -0.0000 0.0000\n", - "052 46.1781 46.1781 -0.0000 0.0000\n", - "031 18.2778 18.2778 0.0000 0.0000\n", - "081 10.2268 10.2268 0.0000 0.0000\n", - "043 63.0228 63.0228 -0.0000 0.0000\n", - "293 108.5104 108.5104 -0.0000 0.0000\n", - "181 6.0741 6.0741 0.0000 0.0000\n", - "174 53.8139 53.8139 -0.0000 0.0000\n", - "294 117.4441 117.4440 -0.0000 0.0000\n", - "042 54.4023 54.4023 -0.0000 0.0000\n", - "191 12.4472 12.4472 0.0000 0.0000\n", - "224 66.8366 66.8366 -0.0000 0.0000\n", - "024 62.4759 62.4759 -0.0000 0.0000\n", - "172 36.9647 36.9646 -0.0000 0.0000\n", - "252 33.3730 33.3730 0.0000 0.0000\n", - "302 77.3120 77.3120 -0.0000 0.0000\n", - "054 62.4308 62.4308 0.0000 0.0000\n", - "132 34.4520 34.4520 -0.0000 0.0000\n", - "014 58.5426 58.5426 -0.0000 0.0000\n", - "202 47.1175 47.1175 0.0000 0.0000\n", - "025 65.9857 65.9857 -0.0000 0.0000\n", - "085 64.7964 64.7964 -0.0000 0.0000\n", - "141 6.6902 6.6902 -0.0000 0.0000\n", - "091 13.2223 13.2223 -0.0000 0.0000\n", - "161 6.8479 6.8479 -0.0000 0.0000\n", - "192 47.9039 47.9038 -0.0000 0.0000\n", - "101 6.1333 6.1333 -0.0000 0.0000\n", - "204 58.4831 58.4830 -0.0000 0.0000\n", - "012 46.7790 46.7790 -0.0000 0.0000\n", - "015 61.9178 61.9177 -0.0000 0.0000\n", - "212 26.9619 26.9620 0.0000 0.0000\n", - "122 39.3604 39.3604 0.0000 0.0000\n", - "213 32.9974 32.9974 -0.0000 0.0000\n", - "303 94.6483 94.6482 -0.0000 0.0000\n", - "061 10.7588 10.7588 -0.0000 0.0000\n", - "193 64.2409 64.2408 -0.0000 0.0000\n", - "283 80.6521 80.6521 -0.0000 0.0000\n", - "211 4.6437 4.6437 -0.0000 0.0000\n", - "272 34.2029 34.2030 0.0000 0.0000\n", - "171 6.3571 6.3571 -0.0000 0.0000\n", - "244 70.7412 70.7412 0.0000 0.0000\n", - "142 35.9641 35.9641 -0.0000 0.0000\n", - "011 10.5855 10.5855 -0.0001 0.0001\n", - "084 62.0636 62.0635 -0.0001 0.0001\n", - "143 47.6421 47.6421 -0.0001 0.0001\n", - "241 9.4750 9.4750 -0.0001 0.0001\n", - "041 13.4357 13.4357 -0.0001 0.0001\n", - "216 15.7818 15.7818 -0.0001 0.0001\n", - "276 20.0781 20.0781 -0.0001 0.0001\n", - "215 37.4414 37.4414 -0.0001 0.0001\n", - "053 57.2186 57.2186 -0.0001 0.0001\n", - "123 51.1786 51.1786 -0.0001 0.0001\n", - "266 32.8916 32.8915 -0.0001 0.0001\n", - "245 75.5340 75.5340 -0.0001 0.0001\n", - "205 61.2696 61.2695 -0.0001 0.0001\n", - "214 35.7319 35.7319 -0.0001 0.0001\n", - "203 54.5416 54.5415 -0.0001 0.0001\n", - "151 6.5098 6.5099 0.0001 0.0001\n", - "282 60.8722 60.8722 -0.0001 0.0001\n", - "301 29.7379 29.7379 -0.0001 0.0001\n", - "112 40.4292 40.4292 -0.0001 0.0001\n", - "144 53.3963 53.3962 -0.0001 0.0001\n", - "253 42.0119 42.0118 -0.0001 0.0001\n", - "162 36.4145 36.4145 0.0001 0.0001\n", - "134 47.0151 47.0151 0.0001 0.0001\n", - "194 73.6659 73.6659 -0.0001 0.0001\n", - "296 84.7219 84.7219 -0.0001 0.0001\n", - "165 51.5487 51.5486 -0.0001 0.0001\n", - "185 14.7898 14.7898 -0.0001 0.0001\n", - "183 46.3417 46.3417 -0.0001 0.0001\n", - "083 56.9164 56.9164 -0.0001 0.0001\n", - "242 44.8303 44.8302 -0.0001 0.0001\n", - "145 56.3642 56.3642 -0.0001 0.0001\n", - "173 48.1865 48.1864 -0.0001 0.0001\n", - "021 10.5716 10.5716 -0.0001 0.0001\n", - "131 6.0328 6.0327 -0.0001 0.0001\n", - "113 51.9226 51.9226 -0.0001 0.0001\n", - "163 44.8749 44.8749 0.0001 0.0001\n", - "261 11.1663 11.1663 -0.0001 0.0001\n", - "271 7.1984 7.1984 -0.0001 0.0001\n", - "231 15.0347 15.0346 -0.0001 0.0001\n", - "182 34.9728 34.9727 -0.0001 0.0001\n", - "234 80.8645 80.8644 -0.0001 0.0001\n", - "243 61.3993 61.3994 0.0001 0.0001\n", - "251 6.8682 6.8682 -0.0001 0.0001\n", - "286 36.9912 36.9911 -0.0002 0.0002\n", - "152 34.4905 34.4905 -0.0002 0.0002\n", - "111 7.1259 7.1259 0.0002 0.0002\n", - "195 78.4794 78.4795 0.0002 0.0002\n", - "306 72.7249 72.7248 -0.0002 0.0002\n", - "125 59.8037 59.8035 -0.0003 0.0003" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "delta = monthlyoutflow(perlndkeys, 'PERO')\n", - "delta" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Look at the statistics for the percent difference column" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
count129.0000129.0000129.0000129.0000
mean45.512245.5122-0.00000.0001
std26.665726.66570.00010.0000
min4.64374.6437-0.00030.0000
25%26.961926.9620-0.00010.0000
50%46.779046.7790-0.00000.0000
75%61.399361.3994-0.00000.0001
max121.6003121.60030.00020.0003
\n", - "
" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 129.0000 129.0000 129.0000 129.0000\n", - "mean 45.5122 45.5122 -0.0000 0.0001\n", - "std 26.6657 26.6657 0.0001 0.0000\n", - "min 4.6437 4.6437 -0.0003 0.0000\n", - "25% 26.9619 26.9620 -0.0001 0.0000\n", - "50% 46.7790 46.7790 -0.0000 0.0000\n", - "75% 61.3993 61.3994 -0.0000 0.0001\n", - "max 121.6003 121.6003 0.0002 0.0003" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "delta.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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z/a6We3Ad8C/Na7i7Wfb7wMea6bPphPEhOn/ELp617t3Nei/RfPJnoW02yy9utnGo2eZZbf8OtNiLX23++88A/zH7920UHkPuxUyz7O18+J3FavNrAiSpED/9IkmFGOqSVIihLkmFGOqSVIihLkmFGOqSVIihLkmF/D/tBDrvUPVXYQAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "delta['Percent diff'].hist()" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST PERLND SEGMENT IS 125\n" - ] - } - ], - "source": [ - "pls = delta.index[-1]\n", - "print('WORST PERLND SEGMENT IS', pls)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER AGWLI" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'AGWLI', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SURLI" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'SURLI', 'sum')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER AGWO" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'AGWO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER BASET" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'CEPE', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IFWI" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'IFWO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER IGWI" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'IGWI', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER INFIL" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'INFIL', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER LZET" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'LZET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERC" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PERC', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERO" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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sMe15lkyHG0JENMSwYUkpNQ3AnQAWishcAF4ANxa6YUR0bBnohlMOt4SIaLBcu+F8ACqUUj4AlQCaC9ckIjrWiCkw7W44VpaIyGWGDUsicgDA9wDsBdACoEtEni10w4jo2GHGBxISK0tE5Da5dMONB/B2ACcAmAogqJR6f5rtblNKrVZKrW5tbc1/S4moZBnRgVHdhsmwRETukks33OUAXheRVhGJAXgSwPlDNxKRn4vIQhFZ2NDQkO92ElEJGxyWHGwIEVEauYSlvQDOU0pVKqUUgMsAbClss4joWJIcluIGK0tE5C65jFl6CcDjAF4BsMF6zM8L3C4iOoawG46I3MyXy0Yi8hUAXylwW4joGGXEkgZ4G5wrl4jchUclInIcK0tE5GYMS0TkuOTKEsMSEbkNwxIROW7QAG+GJSJyGYYlInIcK0tE5GYMS0TkuMFhiYclInIXHpWIyHGDbnfCsERELsOjEhE5blBlSdgNR0TuwrBERI4bNM8SK0tE5DI8KhGR4zhmiYjcjEclInLc4G44HpaIyF14VCIixw3qhmNYIiKX4VGJiBxnxAUAUIYoK0tE5Do8KhGR4+zKUgARxE2vw60hIhqMYYmIHGeHJb+KsbJERK7DoxIROc7uhmNYIiI34lGJiByX6IZTMcSF3XBE5C4MS0TkuERlyRODwcMSEbkMj0pE5LjEmCVPnJUlInIdhiUicpxp2JWlOMcsEZHr8KhERI4b6IYzYICVJSJyF4YlInKcHZYCPnbDEZH7MCwRkeMSlSUvK0tE5D4MS0TkuIGwZDIsEZHrMCwRkeMGuuEMxOFzuDVERIMxLBGR4xKVJR8rS0TkPgxLROS4RGWpzITAAzNuOtwiIqIBDEtE5LhEZalMhyQjajjZHCKiQRiWiMhxhpWN/GU6NDEsEZGbMCwRkeMS3XB+/X+8P+5kc4iIBmFYIiLHGfbtTsqs71lZIiIXYVgiIscZViEpEND/xyMMS0TkHgxLROQ4e8xSGStLRORCDEtE5DjTtLrh/Pp7I8apA4jIPRiWiMhxiW64cgWA3XBE5C4MS0TkuMTUAQEdllhZIiI3YVgiIselhCWOWSIiF2FYIiLH2WEpUKEPSeyGIyI3YVgiIsclrobzsxuOiNyHYYmIHGcYgAcGfFZYikcZlojIPRiWiMhxhgF4YcDr04ckVpaIyE0YlojIcXZY8pWxG46I3IdhiYgcZ5h2ZYndcETkPgxLROQ4w1C6suRnNxwRuQ/DEhE5zjAArzLhLbOmDmBliYhchGGJiBxnmGpQN5wRF4dbREQ0gGGJiBxnV5bYDUdEbsSwRESOMwXwgN1wRORODEtE5DjDVIPGLLEbjojchGGJiBynr4Yb6IaLxxiWiMg9GJaIyHG6smQkVZbYDUdE7sGwRESOs7vhEgO82Q1HRC7CsEREjhs6ZikeZVgiIvdgWCIixyXCkt+rvzcYlojIPRiWiMhxiW64gBWW4g43iIgoCcMSETkupRuOV8MRkYswLBGR4wxR8CpJqiwxLBGRezAsEZHjWFkiIjdjWCIixxmmB15P8gBvhxtERJSEYYmIHJfSDcer4YjIRRiWiMhxQytL8ZjDDSIiSsKwRESOM0XBo4TdcETkSgxLROS4RDdcuQ8AEOc8S0TkIgxLROQ4QzjAm4jci2GJiBynxywJPD4PFEyGJSJyFYYlInKcrizpK+C8MNgNR0SuwrBERI4zxAOvGghLrCwRkZswLBGR45IrSz7EGZaIyFUYlojIcSndcIZyuEVERAMYlojIcYMqS4rdcETkLgxLROQ4Ax54vawsEZE7MSwRkeMGdcMpE4bpcIOIiJIwLBGR43RY0l/rbjhWlojIPRiWiMhxBrxJA7xNdsMRkaswLBGR4wzxwKvvdAKvMmCYDEtE5B4MS0TkOBMeeBJXw7GyRETuwrBERI4zxJsYs6QHeDMsEZF7MCwRkeOSpw7wedgNR0TuwrBERI7TA7z1115lIs6wREQuwrBERI4z4E0a4G3CMHloIiL34BGJiByXHJZ8rCwRkcvkFJaUUuOUUo8rpbYqpbYopd5Y6IYR0bHDgG+gsuRhZYmI3MWX43Y/APCMiLxLKeUHUFnANhHRMcSMmwAG5lnyeUwYwsoSEbnHsGFJKVUL4GIAHwIAEYkCiBa2WUR0rDCiBpLDklcJYqwsEZGL5HJEOgFAK4BfKaVeVUo9rJQKDt1IKXWbUmq1Ump1a2tr3htKRKVJhyWwG46IXCuXI5IPwNkAfiIiZwEIA7hn6EYi8nMRWSgiCxsaGvLcTCIqVUPDErvhiMhtcglL+wHsF5GXrO8fhw5PRERHLbWyJIibXgdbREQ02LBhSUQOAtinlDrVWnQZgM0FbRURHTOMmAkA8Pp0NcnrERjCbjgico9cr4a7A8DvrSvhXgNwS+GaRETHktRuOEGcYYmIXCSnsCQiawEsLGxTiOhYpKcOADz27U5YWSIil+ERiYgcNbQbzuc1GZaIyFV4RCIiRw2EJf291yOICwd4E5F7MCwRkaMGxizZA7zByhIRuQqPSETkqNRuOFaWiMhdGJaIyFFppw4AwxIRuQfDEhE5KqWy5OPVcETkLjwiEZGjUgd4A/Gcp4AjIio8hiUiclRKN5yXA7yJyF14RCIiRw2EJX048nk5ZomI3IVhiYgcla6yxG44InIThiUiclTqAG+wskRErsKwRESOMuICYMiYJfggpjjZLCKiBIYlInJUorJUpg9HXquoZN9gl4jIaQxLROQo09AVJI93oBsOGLgNChGR0xiWiMhR6brhACDeH3eqSUREgzAsEZGjMnXDsbJERG7BsEREjhpaWfKV6f/jEYYlInIHhiUiclQiLLGyREQuxbBERI4a2g1nV5bs5URETmNYIiJHZaoscYA3EbkFwxIROSrlajgfK0tE5C4MS0TkqKGVJQ7wJiK3YVgiIkeldMOxskRELsOwRESOMqwZvL1+PViJA7yJyG0YlojIUYY1jntoZYndcETkFgxLROQodsMRkdsxLBGRozIN8GZYIiK3YFgiIkeZViby+KzKkhWa4lGGJSJyB4YlInIUu+GIyO0YlojIUYY1jjtxNZyflSUicheGJSJy1NCpAxKVJaviRETkNIYlInLU0KkD7MoSu+GIyC0YlojIUUO74TjAm4jchmGJiByVEpbYDUdELsOwRESOShngHdD/s7JERG7BsEREjsrUDcfKEhG5BcMSETnKMAAFE8qju98SA7wZlojIJRiWiMhRhgF4MXDT3MQA7xjDEhG5A8MSETkqU1hiZYmI3IJhiYgcNTQs2QO8GZaIyC0YlojIUYap2A1HRK7GsEREjjJNwIOBYGRfFWffBoWIyGkMS0TkKMMEvCq1Gy4ec6pFRESDMSwRkaMMI303HMcsEZFbMCwRkaN0ZWlgtm5fuU8vNzI9gohobDEsEZGjdGVpICxxgDcRuQ3DEhE5yjDVoDFLAwO8nWoREdFgDEtE5KhM3XDxuFMtIiIajGGJiBylK0tJ3XCsLBGRyzAsEZGjGJaIyO0YlojIUUPDkvIoeGCwG46IXINhiYgcNTQsAfpecawsEZFbMCwRkaPShSUf4qwsEZFrMCwRkaMM05O+smRmeAAR0RhjWCIiR6XvhjNhGMqhFhERDcawRESOMkXBowbP1u1TccQ5ZomIXIJhiYgcZYiCd0hYYmWJiNyEYYmIHGWYHng9QwZ4qzjHLBGRazAsEZGj0laWlIk4K0tE5BIMS0TkqHSVJa8yYZgMS0TkDgxLROSodJUlnzJYWSIi12BYIiJHGeKB15PaDcfKEhG5BcMSETlKh6WhA7wNhiUicg2GJSJyVKbKUtzg4YmI3IFHIyJyFLvhiMjtGJaIyFHpwpLPYyLOsERELsGwRESOylxZ4uGJiNyBRyMiclT6sCQwhJUlInIHhqUSE++Po6+9z+lmEOVMh6XBy3Q3HA9PROQOPBqVmK9ctgwXH/e6080gypkJDzxDK0sedsMRkXvwaFRi9jSXYW9fg9PNIMpZpgHe7IYjIrdgWCoxkZgHUZQ53QyinBniTemG83oEcdPrTIOIiIZgWCoxUcODiPidbgZRzgx44PVygDcRuRfDUomJxLyIgmGJioeB1MqSz2siLqwsEZE7MCyVmIjhhQEfjKjhdFOIcmKIB94hucjrERjCwxMRuQOPRiUmauizTjQUdbglRLnRlaWhA7wZlojIPXg0KjERwweAYYmKhwFv2soSB3gTkVswLJWYiKGvhIv0MCxRcUgblrwCg4cnInIJHo1KTNS0Kku9cYdbQpSbdGHJ5xUO8CYi18g5LCmlvEqpV5VSfy9kg+joRExWlqh4iCkQcIA3EbnbSI5GnwKwpVANofyIiA5LrCxRMbCv2kytLOnJKomI3CCnsKSUmg7gagAPF7Y5dLSiVliKhBmWyP0yhSWvVxAHwxIRuUOulaUHAXwOgJlpA6XUbUqp1Uqp1a2trfloG42CPXs3K0tUDDKGJQ8rS0TkHsOGJaXU2wAcFpE12bYTkZ+LyEIRWdjQwBu5OiWCgP6flSUqAmZcf/7yDJ3B28fKEhG5Ry6VpQsAXKuU2g3gjwAuVUr9rqCtolEx4ybi1k10o32cwZvcL1FZ8g1e7vXoq+SIiNxg2LAkIl8QkekiMhPAjQBeEJH3F7xlNGLJE1FGehmWyP2MmK4seb2Db5rr9TIsEZF78NrcEhLpjiS+jvZnHF5G5BoZr4bzAXH40jyCiGjsjehoJCJNAJoK0hI6atFwbODrflaWyP0SlSVfamVJ4IGYAuVR6R5KRDRmWFkqIZHQQFiK9LGyRO6XrbKUvJ6IyEkMSyUkedbuaL9k2ZLIHbJVlgAg3s+rOonIeQxLJSR5bqUIxyxRERguLLGyRERuwLBUQpLnVopGsmxI5BIDYWnwcp+eAYOVJSJyBYalEjJozBK74agIDIxZGlpZ0t/bYYqIyEkMSyUkeSLKaDTLhkQukakbjgO8ichNGJZKSPJElBF2w1ERyDhmyfo+HmFYIiLnMSyVkOSwxMoSFQMjrruLU8OStZ7dcETkAgxLJSS5Gy4S5UR+5H6Zu+FYWSIi92BYKiHJE1FGYwxL5H6moStLnqEDvK2wxDFLROQGDEslhGGJis1wY5bYDUdEbsCwVEKiEX1iCaAfkRhfWnK/RFgqG/x+9ZWxG46I3INn1BIS6dNdGtUqhGicLy25X+YB3qwsEZF78IxaQuyJKKu9vYgwLFERyFhZ8uvv7TBFROQknlFLiD1dQLWvj5UlKgrDVZbYDUdEbsAzagmxJ6KsLosgEvdl35jIBTJVltgNR0RuwrBUQiIRoAxRlPviiBpep5tDNKxMlSW7Gy4eZVgiIucxLJWQaAzwIwq/z0DEYGWJ3C8RljJVljhmiYhcgGGphESiCgEVRcBnIGqyskTulyksJQZ4sxuOiFyAYamE2GHJ7zMRMcucbg7RsIx4hjFLZeyGIyL3YFgqIdGYB34VR6DMRNRkNxy5H7vhiKgYMCyVkEjMg4AnBr9PEGVliYqAEdf/p3TDBXQ3MitLROQGDEslJBL3IOCNwV8miAjDErkfK0tEVAwYlkpINO6F3xNHwC+IMixRETCNDGGpjDN4E5F7MCyVkEjci4A3ritLCDjdHKJh2WHI48vQDcer4YjIBRiWSkjE8CLgNRAIAFH4ISY/lZO7GdbdTDJXlsa6RUREqRiWSkjU8MLvNeD3AwIP4v0805C7ZZxniZUlInIRhqUSEjHKECjTlSUAiIaizjaIaBiGPWbJP3gSVVaWiMhNGJZKSMT0IeAz4Q/oK4kiPQxL5G6Zpg7gAG8ichOGpRISNX3w+0wEynVYioZjDreIKLvEmKUhlaWBbjiGJSJyHsNSCYmYfgTKWFmi4pFxniUrPNnddERETmJYKiERKUPALwhU6Jc12ssBH+Ruw1WWOGaJiNyAYamERKUM/jKBv1y/rJEQu+HI3TKFJfv7OMcsEZELMCyVkAgCCPgHwhIrS+R2GcMSr4YjIhdhWCoRYgoiKEcgAAQq9Ykn2mc43Cqi7DJ2w5X7AABxhiUicgGGpRJhT0Dp9wP+Cn3iiYR5piF3s8PS0NudDAzwHusWERGlYlgqEZHuCACwskRFxTAAL1JDPcMSEbkJw1KJsKcJCJQr+Ct1F0akl2cacjfTBLxIfZ/alSZ2wxGRGzAslQh7Akp/QCEQ1GEp2s/7apG7GQbgQer7VHkUvIizskRErsCwVCLsaQIGVZb6GJbI3YwMlSUA8CHOyhIRuQLDUolIdMNVeBCoKgPAyhK5n2GojGHJC4OVJSJyBYalEmHPqeQv97CyREXDMACvSv8+9cKAYaoxbhERUSqGpRJhTxMQqPQiUO0HAEQjnP2Y3M0wM1eWfMpgNxwRuQLDUolIDkv+oO6Gi/QzLJG7sbJERMWAYalE2HMqBSq98FdZlaWoky0iGt5wlSWOWSIiN2BYKhH2nEr+iuHD0vrHt+MDs5YlZv0mcophZqssmYgbrCwRkfMYlkqEHZYCQR88Pg98iCESSb/tc79uxu9evxCHNraOYQuJUhmmyhyWFLvhiMgdGJZKhD1NgD1tQACRjJWlcNj6v61/LJpGlJGeOiB9WPIpg5UlInIFhqUSYU8TYE8b4FcxRKLpTzSJsNSeofRENEayV5ZMVpaIyBUYlkqEHZYSlSUVRTSW/kQT6tXLwx0cAU7OYlgiomLAsFQi7DmV7DmW/CqGSCz9yxvu03d0Z1gip2ULSz7FAd5E5A4MSyXCnlPJnmMp4IkhGs/QDddvhaUuXg1HzjJlmMqSMCwRkfMYlkqEHZYSlSVPHJGYN+22oYge1xTqZFgiZxmmgidTZcljIG7wEEVEzuORqETYV74FagL6f08c0XiGbrioDlThHt47jpxliIJXpZ9pnmOWiMgtGJZKRCQCeGDA69fVJL83jkg8Q2UpxrBE7pB9gLewG46IXIFhqUREInpuJZvfayBqpA9L4Xi5/j88Jk0jysgwPfB6MnXDmYibPEQRkfN4JCoR0ZhCQA1c3RbIFpYMhiVyh6zdcB4TBsMSEbkAj0QlIhJV8COW+N7vMxAxfGm3DZmVAIBwH7s4yFmsLBFRMeCRqEREYgoBT1JlyWciaqaGJTEFYeiwFOpNX3kiGivZB3hzzBIRuQPDUomIxjwIeJIrSyYiacJSNBRFHHoupnCEYYmcla2y5PUIDOEhioicxyNRiYjEPfB7BuZNCpSZiJplKduFW3sHvo6k76YjGiuGeOD1pK8s+bwm4iYDPRE5j2GpRERi3sGVpTITEUkTlo70DXxtzbdE5JThu+F4iCIi5/FIVCKihgcBb3JlSRBNE5ZCrUlhKcawRM7KVlliNxwRuQWPRCUiEvfB7zUS3/v9goikhqFwu56LKYgQwkZgzNpHlE72bjhBnGGJiFyAR6ISETG8CCSFpYAfiCJNWOrQV8xN9LUjFK8Ys/YRpcPKEhEVAx6JSkTU8CHgS64sATH4YcYHX2kU6tDjmiYGuhEWhiVyljlsZYkDvInIeQxLJSJi+uD3DQQjv1VUivXGBm0X7tLfT6oOIyyVY9Y+onQM8cCTcQZvgcGwREQuwLBUIiJmGQJlSd1w1nCkaCg6aLtQp95mYm0EMfhTwhTRWDLggdebISx5BQYPUUTkAjwSlQgdlpIqSwE983GkZ3BYCvfobSZN0P8nz7tENNayD/AGu+GIyBUYlkpEVMrg9w2cdALlOixFw0O64UJ6m0mT9frQYYYlco4OS+nXeT0CAwxLVBzuOa8J/3ffKqebQQXCsFQiIuJHwD8Qlvzl+qWNhAaHpVAI8MBA/SQ9e3fyJJVEY82AN3NlycfKEhWHvvY+PPDSRXjy0X6nm0IFwrBUIoaGpUCFfmlTKku9CkGEEay1wpI17xKREwzxwJshD7GyRMViyz93w4QX3b28hVSpYlgqEVH4E1fAAYDf6oaLhOODtgv3KQQ9fQiOs26m2zF4TBPRWMpWWfJ6wbBERWFDUxsAoKc/9a4JVBoYlkqAETVgwJe4Ag4AAhX6JBPtHRyWQn1eVHmTwlInr4Yj52SrLPl8QBz8pE7ut+FVfZztjvCuCKWKYakE2Fe8JYclvxWWUipLER+C3giq6vXG9rxLRE4w4M0ydQBgMCxREdiwuwoA0B0rd7glVCgMSyXAnkvJn1xZqrQqS33GoG1DkTJUlUUQrNd/1Pa8S0RO0N1w6df5rJw0dBZ6IrfZ2DENANAd50S/pYphqQQkKkvWOCUgqbLUOzgMhaN+BP1RBCfoW52EexiWyDm6spR+nb083h9PvwGRC7Tv6kCzOQU+xNBtVDndHCoQhqUSMBCWBl5Of6X+WD60shSOBxD0x5PCUvouEKKxkEtYMqIM9OReG/6+BwBwdnAbulENMXlMLUUMSyXAHsTtT6osBYJWWOofciNdoxxVFXFUTtDl4nB4jBpJNISYAjNLWLK74VhZIjfbsKwLAHD+KW0QeBA+zINqKRo2LCmljlNKNSqlNiulNimlPjUWDaPc2RNP2nMrAQOVpUjf4LAUNsoRLDfh8XlQgV6GJXKM/Qk8Y2XJCktGjGOWyL02blIYrzpw6mn6w2p3c8jhFlEh5FJZigP4TxGZA+A8AJ9USs0pbLNoJAbC0sBZJ1ClpwZIqSxJEMEKvaxKhRHuY3GRnGF3r3ky3e7EqwZtR+RGG/aPw7yaPait1+m++yBvIVWKhj1TikiLiLxifd0DYAuAaYVuGOXOHpfkTx6zFNRhKdI/0H9uxk30oRJV1hjEoLcfIYYlcogdgjJ2w1nz+8UjDEvkTmIKNvbMwLzju1BTr9+w3Yd4C6lSNKIzpVJqJoCzALxUkNbQqNhzKdnjlAAgUK2n845GBsJS7xH9iScY1N8Hvf0I93MeG3LGcGGJlSVyu70vHkA3ajF3rkLNBH3M7W7lLaRKUc5hSSlVBeAJAHeJSHea9bcppVYrpVa3trbms400DHt6AHtuJSB9ZSl0WIelqhr9sgd9EYQjDEvkjOErSzossbJEbrXxuRYAwLyLxqFmop67rvsIbyFVinIKS0qpMuig9HsReTLdNiLycxFZKCILGxoa8tlGGkaiG64yqbJUo2eojCb93YaP6PJwsNoKS2UxhGO8lxE5wx647fWptOvt5RzgTW61YaW+Qmbu1TNQM1lfYdzdzqs3S1EuV8MpAL8AsEVE/qvwTaKRilhhKbkbzlduXQ2XVBEOt+tvgrX6o3zQH0M4lnT3XaIxNGw3HK+GI5fbsLUMx3kPoPb4WtRM0eMbenhXhJKUS2XpAgAfAHCpUmqt9e+tBW4XjUCkV59MksOS8igE0D+oshRq02GpyrqJblV5HOE472VEzhioLKVf7yvThyd2w5FbbTw0AfPqmgEA1VOs+8N1cVLKUjTsgBURWQYgfZ2cXMEexG2PU7L5EUUkOvDShTt0cgqO19WkYLmBkMGwRM4YqCxl6oaztmNliVwo1hvDlv4T8JYzVwAA/FV+lKMP3SkjeqkU8LrxEmBPPGnPrWTzqxiisYHvQx36m6p6PZ4pWGEibPLGj+SM4cYssbJEbrb9uT2IwY+5Zw0cd2tUCN0hnlZLEV/VEmBf8WZPF2ALqCgi0YGXONytTzrBOissVQrCYFgiZyTCUsYxSxzgTe614fnDAIB5b5qQWFbjC6M7nOENTUWNYakEZOyG88QRjSd1w9lhqV53vQWDQBxliIZ4qSuNvUQ33HBXw8U5BoTcZ+MrUXgRx2lvnplYVuPrQ3cfrzAuRQxLJcC+4s2eLsAW8MQQjQ28xKFu6zYnE3U1KVilT0bhVk7PT2Nv2G44P7vhyL027KrAqYHdg467NYF+dEd4hXEpYlgqAXZYKqtMrSxF4kndcNZNc4MT9SWu9uSU9vxLRGMp53mWWFkiF9pwZArmTjw8aFl1IIruKC+aKUUMSyUgGgX8iEB5Bp90Ap44ovGB/vNQCAigH16/Nc9Sjf4/1MqwRGPPNHQIyhiWrAHeHLNEbtPT3IPX48dj3imDhzDUVMTRHatwqFVUSAxLJSASVQgg9X5Efm8ckaSwFO5TqFLhxPd2WLInqyQqlP2rWrDjud2DltkhyJPpdid2N1yUYYncZfM/9wAA5p0zOBjVBA10G0EnmkQFxhuDlYBIVCGgUgdpB7wGokZyWPIi6BmoIgWtySnt+ZeICuWu63Zjd0ctVg9k9aRuuPSf2dgNR261YUkHAGDu5ZMHLa+pMtEt1U40iQqMlaUSEI0p+FUsZbnfayCSFJZC/V5U+foT39uTUzIsUaE1d1Vhf/+EQctyHuDNyhK5zIZ1JoII4YSLjxu0vKYGiCKASDer9aWGYakERGIKAU9qWAqUGYiaA8XDcMSHoG/gjzgRlrp440cqrLZIFY6YdTDjA8Fn2AHe9pglVpbIZTbvq8Kc4B54hlRFa2r1e7n7QI8TzaICYlgqAZGYN21Y8ntNRIyBK+TCUT+CZQNVpKoG3d8e6uKl2VRY7fFqGPChc09XYpkdghiWqNjsD43D8eNS72tSM15X8rtbwinrqLgxLJWAaNwDvye1OuT3mYMqS6GYH1X+gVBlT05pT1ZJVAhm3ES7jAcAtG7vSCxPVJbK0h+G2A1HbtUSnYCp9anDF2rq9YfTntb+lHVU3BiWSkAk7kHAmxqWAn4TEUmqLMXLEQwMbBds0JNThkP85E6F032gByb0J+7W10OJ5awsUTHqPdKLLtRiyuTU92XNBD20ofsww1KpYVgqAZG4L21Y8vsEUXMgLIWMcgTLB6pIFXW6Gy7MijEVUNuuzsTXrXsGZosftrIU0AErHmNYIvdoWd8KAJhyXOrF5DUNejbv7lYO8C41DEslIGp44femdqUF/IIokipLZiWqKge6NDw+DyoRZliigmrfN/AGaz0w0HXByhIVo5atetzd1BNTJ5+smaSXdbeljiGl4sawVAIihg8BX2pY8pcJIqLLwmIKwqhEsHLwiSeoehHu49uACqdt30A1qfVQmqvhMlSW7JnmGZbITZp36K7kKaekzqdUM0VPSNndwXGgpYZnyRIQMdOHpUAAiEKHpWgoijjKUFU1eJsqbx9CDEtUQO0tA10SrUcGqkiJytJw3XAMS+QiLXt01WjqGRNS1tVM1QfY7k5elFBqeJYsAVHTB78v9Y/T7wcM+GBEDYRb9af7YNXgLo+gN4JwPydyp8JpO6TH09WgC60dA++13LvhCtxAohFoPiDwI4K6E8enrKuoq4AXcXSnzipARY5hqQREzDIEylLDUkCPNUQ0FEX4iL7NSbB68Ese9EUQjjIsUeG0t+lQdErlAbT2DNyRfbjKEscskRu1HPFhsrc15cblAKA8CjWqB9096T8AUPFiWCoBmcKS3wpLkZ4oQq06LFXVDr5radAfRTjqL3gb6djV1q5Qiy5MrgqhtW/gJqOmMUw3XLkO8XFWlshFWjorMLWiI+P6ak8Y3eEMd4emosWwVAKiUgZ/Weqn70C5/nQTDUURbtfjRoK1g6tIQX8M4TjDEhVOe7cP9b5ONNRG0BqpTSy3K0Ye7zDdcAYrS+QezeFaTKnOfAlxja8P3b2s1pcahqUSEBE/Av7UE4o/oF/eSCiGULu+ZDs4rmzQNsGAgXA8UPhG0jGrLeRHnT+MhvEGDpv1EFO/V4cd4G1XlngVNrlIS7QeU+ozz6NU4+9Ddz8/gJYahqUSEEEAgTR/m/6AVVkKxxDu1GecqrrBG1ZVxBEyUucLIcqX9r4K1Ff0oqEBiMGP7v169KtdMbKnCBgqMXUAr8Iml+jv7EeHjMfUNLN322oCEXRH+QG01DAsFTkxBTH44U8TlgIVA5WlcJcOS8G6wX/EwQpB2GRYosJpi1SjriqChim6UtS6oxPAwFVuw86zxLBELpGYvXt65jFJNRUxdMd4TC01DEtFLhrS3WuBNB9k/OX65Y32GQh16jNO1YTyQdsEKwVhBBNdI0T51m7UoL4mjobj9HuvdZdVWRruaji/Pc/SGDSSKActWzoBpJ+921ZTGUdPnGGp1DAsFblIt+47TxeWApX6ZBPtjSPco6+WC04Y/EccDOq5mOzQRZRPRtRAp9Sibrxg4kx942b7/nDDhSWPzwMFk5Ulco3m7Zln77bVVJnoNqsyrqfixLBU5KJh3b1mj09K5q/QYSkSjiPUo09MwYbKQdvYk1Tak1YS5VPnni4IPKifoNBwYg2AgfvD2SEo05glAPAhzsoSuUbLHv3enXJ6XcZtaqqBEKphRJnySwnDUpGL9FjdcOWpYSlRWeozEA4DHhgoHzekG86apNKetJIon9pe0zcdrZvoQ8Op+gTTelCfRIarLAGAFwYrS+QaLc0CH2KYcGp9xm1qrNkxQgdDY9QqGgsMS0UuEtKVJXswd7JEZanXQLhXIYhwyqyz9iSV9qSVRPnUvk/PR1M/xY/KCZWoRBitR/S6XCpLXhgweJstconmw3r2bo8v86mzZpx+P3e3ZJ6LiYoPw1KRi/bqPgp7MHeyQJWeUynabyLUq1DlSe1qsyeptCetJMqntv06hNdN02PlGrwdifvDGcPM4A0APhiIx3nrCHKHls5yTCnPPHs3ANTU6fd390EObSglDEtFLufKUr8XQW9/yjb2JJXhDg7wpvxrP6hDeP1MPSC2IdCN1m59NUJi6oBslSXFyhK5R0u4BlOrs3ev1dTrY2r3IVbrSwnDUpGLhPUZxx6flCxRWYqYCEd8CHpTq0eJsNTJaZIp/9oO6b62upl6cHdDMIzWXn1/uFy74VhZIrdojtRjSl32KnxNg/4w0N3Kan0pYVgqctE+fcZJ1w3nD+ogFOkThCJlqCpLE5asSSrDXbzkiPKvvU2gYGLcDD3qtaE6gtaIDk45XQ3HyhK5RKQ7gjapx9TJ2d+QNZN0l3N3Gz+AlhKGpSKXqCwFU2/caIelaMREOOpH0J/a1Ras11fHhToZlij/2joUxqvOxIDYhvFxtBr6qjjTOudk74YzYZisLJHzDm4YfvZuAKiZrKdn6W7nMbWUMCwVuUiv/niethuuWt8DJdIvCMUDCPpT/3irGvSnIHvSSqJ8au8uQ72vK/F9QwPQh0qED4cTlaVsVxb5lIG4wbBEzrNn755yQnnW7aon627m7k7OeVFKGJaKXLRfhxx/ZbbKEhA2ylFVkRqW7EkqwyHe7oTyry0UQJ1/4BLqhsk61Ldu74BhAApmynQWybwwYTAskQu07NADu6eemnn2bgConqJn7+7uyroZFRmGpSKXqCyl6YYL1OjxSNGoDkvB8tTqUUVdBRRMhDklCBVAe38F6isHrgpqmK7fk627umEYegB3NuyGI7dofl2P+cw2ezegu5WDCKG7ZyxaRWOFYanIRfp0ALKvfEvm9XvhgYFIBAhJEFWVqWFJeRQq0YswpwShAmiLVqOuauDCgoYZ1v3hdodzCks+j4E4wxK5QEuzwIs4Gk7LPHu3rcYTQneIp9dSwlezyEUjuvvM7nIbKoAI+vr1OJFgMP1zBFUfwr18K1D+tcdrUFc7EIgaZukujNb9EVaWqKi0HPZikqc16wUJthpfL3p6U6v9VLx4hixy2SpLAOBHDJ3d+o87Y1jy9iHUN/wBgGgkYr0xdKMW9eMHxsM1nDIeAHC4OQ7DVMNXlpSBuMHDFDmvuWP42bttNWV96O5Pf0ym4sSjUJGLWJUl+8q3oQIqivaQ/qOtqkn/clf5+hGOMCxRfnW83gkAqJsw8L6rnloNPyJobdXzLHlV9qswvUpgCCtL5LyWUA2mVuc2EKnGH0F3f6DALaKxxLBU5KLWcBB/Vfqw5PfE0N6rL3UNVqd/uYO+CMIRfgqi/Gp7vRsAUD9poDtCeRQmetvQ2uGFYbIbjopHc6QOU8bnNit3TXkU3bHsUwxQcWFYKnIR62/XvvJtqICKob1f978Fa9NXj4JlMYRjDEuUX+379CWWdZMHB/kGfxdauwMwDAUvsleWfB4TcZOHKXJWrDeGVmnAlEm5zUdXUxlHd6yywK2iscSjUJGLRAAfYhkn9vN74uiI6Xk/qsalD0TBQAzhGEvGlF9t+/WUAfXHDT5pNFSG0Rqu1JUlNUxlyWPCYFgihx3adAQAMHV6bu/FmqCBbjPDIFEqSjwKFbloFPAj9TYmNr8njnZT35crOD59V10wEEfYYFii/Go/pO+NVXd81aDl9v3hDFPlNGaJlSVyWvPGdgDDz95tq6kWdEs1xORkv6WCR6EiF4kqBFTmsBTwxtAH/cm+qj59IAqWGwgZFQVpHx272g7pGePrZ9UOWt4wPo7W+Picu+E4wJucluvs3baaGsCAD33tfcNvTEWBYanIRWLZw5LfO9DNEaxLH5aqKgVhk2GJ8qu9HfAijprpNYOWN0wQhFCNcMSbWzec8DBFzmrZbc3ePWd8TtvXjNPv2e7mUMHaRGOLR6EiF4154FexjOsDyWGpPn0JOVgpCCNYtCXj0MEQPjV/Mdp2tDvdFErS3ulBnepIufdbw2R92DnUUzlsN5zPw244cl7zfhMKJibOmZDT9jXj9cU03S28j1Sp4FGoyEViHgQ8mcOS3zcQlqompr86IxgETHgR6c7tsli3ef6hTXho3SV45NPrnW4KJWnrLkNdWeq8NA3TdIXzUF8NPCp7QPd6hJWlIvNa014s/dE6p5uRVy2HPZjkaYWvPLdZuWvq9cU03YfYDVcqeBQqcjosxTOuDySFpeDE9FdnBKv0J/9wa3HeIG7zGn1AeqJp+Hs20dhpDwdQH0jthmg4Xnf5HozVD1tZKvOa6OXFB0Xlyx/ah7feMQvRUObhAcWmub0CUwK5V66r6/XFNN2txfkBlFIxLBW5qOGBP0tY8vv0yagcfRnvaWRPVhk+Upyfgrbs1J/2XgzNw4HVLQ63hmxt/ZWoq+hPWW7fH64HNcOGpXPOjGBnbCZ2L9tfkDZS/m04OBEhVOPFX2x2uil50xKqwpSq3Mcf1UzUQx66j5ROYDzWMSwVuUjci4A3S2WpTJ+Mgipz1ShYo0NUqLVIw9LBOpzg2wsA+Mt3tjvcGrK1R6tQX516srDvDwcMf7uT6z59AgDgL9/bmd/GUUHE++PYFpkBAHjuz53ONiaPWiJ1mFqX+/GxZpKunvZ0ZB4iQcWFYanIReI+BHzZKkt6TEjQk/kPvWqcrsyEO4rvU5AZN7Gl93hcc/rrmO3fhSf+XTP8g9zGMCBd3U63Iu/ajHGoq019b46bUQsf9ElkuLB00mUzcEb5NjzZmNtVSOSsXY17EYMfCiaeXdvgdHPyIt4fxyGzAVMm5jZ7NwDUTNFDHrrbs1/tScWDYanIRQ3voOkBhgr49R94lS+1O8QWtGb2LsawtH9VC8KowpzTFd55zj4s6TwDrVuOON2sEfnGoudQPc6Dt9SuwPcufwZrH1kLM5o5ABeDSHcEYVShvi51nfIoTPDo8R/DhSUAuP68FizvnoeD6w/nu5mUZ5ub9Gv0tkmrsDo8uySuUG1+9RAEnpxn7waAmmm6q7m7qzivMKZUDEtFLmL6Bg3iHspv3eEk6Ms80NCe2TvcWXwl4y0v6DFKs8+rxTtvnwITXvz1W8UzViLS0YsHly/E9MAR7IlNwWeffzPOumU+JpV34qHrm5xu3qi1v9YJAKibkP4Q0+DvAqBn6B7O9bdPhcCDp76zddTt2fn8Hnz5wiZ844qmkhp47Dab1ugPZXd+ugwCD57/n9G/Zm6x+i/7AABnXZYm+WcQqAnAjwi6S69gfMxiWCpyEaMMAV/mT+f+MqsbrizzCcKerDLcVXxhafMqPehy9uXTcOYNp+BE3x488Y/iuYHl4/esxhGZgB9+oxube0/A/o2d+M3tL2NW8BC+/Jezi3Y6h/Y9esqA+snpL7VuqNCvm9czfGVp7nUn46Sy3XjyXyN7XXuP9OK3H1uGRePW4uTLZ+Bbyy/Cl/+9CJdN24JDG1tH9FyUm807yzDDux+L7jwDtejCc/8s7gopAKxs6ocfEcy/4eQRPa5G9aA7NLrZ58147l1+NDYYlopc1PQlrnhLJ2BddV3lzxyE7MkqQ53F17++ZZsHE9QRNMyeAOVReOfZr+P5tjPR8Xqn003LyU8ercVJZXtw2V3zAADTTh+HD/zwHNz76V70oAZNP9zgcAtHp22vnoyvbkr6iVAbqnQFIpfKkvIoXH/WbrwwzOsaPhzGkh+uw3ff2oR3TluJqQ0x3PyzC7E/PB7fvLIJ+9a04tHbV2BN98lYcGYcL/1i48h3jLLafGgC5tS1wFfuw2VTt+DZnbOKdrJb20vbx+Hsqu0I1IxsCosabxjd4fRXICc7vKkVT33xJXzjiibcNGMF5pXvQHlZHBfWrMcrv98y2mZTnjEsFbmIlCXGJaXjt+6dGwxk/oRnh6VwT/ZPM+HDYax8eCP+cf8qPPapFfjfm5fg+9c04Sc3LXHsHkhbmmsxu/pA4vt3fqwBcZTh6W+5/0S4/k9bsTx0Jj7+1j3weAd/Ar3srnkIIoS/Plqcc1+1N+swVH9c+mrQxPHWAO8cKksAcP1tExBHGf7+ndTXdf+qFlxQsx61kwK45M4z8fl/LsK6w1Nw3Unr0fTgWuyIHI8v/GsRpp49GTf98Hy8+Ng++D0xXPzhk/GLDy0d5R7SUEbUwNb+GTh9hg7KVy6KYq8xHdv/9brDLRu9eH8cq7pOwbknjXzsVU1ZH7r7ytKui/XG8LcvvYR3THkJU+eOxzu+dS6+/O9FeKl5Ok4Y145PzH8RO0JTsPD9p+Jjc5aUxNivYpfbdKTkWhGzDIGyzJ/cEpWlisxVo6pJ+sqNcGjw87RuOYIXfrodKxbHsHxHA9b2ngIDc9M+x/cf34OffqMNl3/u7BHuweiJKdjccxzederACfQNH5yD4z5yAE88XYabx6wlo/OT+w+jHDPwof86I2VdxfhyXDV1Jf629WT8OG7C4yuuzzVtLbrbt+74qrTrGybo91oulSVAv67TP9qMJ//mwwd+OrA81hvDjZe1Yl3PLHzhwmU477IgznnPCWiYPQPAjLTPdea7T8Wqs9px03kb8eFfX4TXdjThG8sX5bxvbnVkWxv+fN8m1E304V0PnJtxXrVCeW3xPkQwE3Pm6Z97xUdmAo8Cz/1yH059y6wxbUu+bPjLTvThNJx3UfrQk02Nvx/d/f5By7r2duEb73oVv1kzB4fMczHJcxj/ec4yvOM/6jH3bTNRPfV4AMcDAO7f24X73rEUP3z1Avzp1B58/d2L8dHfXDjmrytpxXUEphRR8SfGJaXjD+iKRbAi8yf48nHlUDARTrqN0aanduLU07248aHz8fC6haj2R3DPBcvw1BdfwsqHN2LTUzux7+UWdO3rxvPfexUeZeKKz5+ND8xaNmZXo7VuOYJ2qcPs0wb2X3kUrp+3E/86eCZ6mlNvteEW3Qd68LvNZ+HGE1ejbta4tNu845o4ms0pWP3b4ivFt7fqcF5/4ri06xsm6UNPrpUlj8+D607fgWdazkT48MAb9YuXLMfynjPw8B3r8bWli3D1fW9Aw+zh799Vf3Id/tkyHx85bQm+uWIRHv3k8pza4Tbx/jj+cf8q3DD9RUw9rRqf+OPFuPGh83FW7S78/f+9PKZdYJsbDwEA5lygp3mYteh4nOjbg2eXpu+KLQYv/U3v03nvPn7Ej60JRNEdGbzvd122Ht9fdRHOm/g6/vbll7GvZzy+89IivPG2eaieWj1o29rja/Hfr1yCtU++jvm1u/HJxy7Be2a9zAsUnCIief+3YMECobFRjl757BsaM67/yU2LBRD5whszbyMiUoVuuftsvc3+Vc1ynHe/TPYclOU/XS/RcHTYdvR19Mm9FzVKGSJSp9rkdx9fNoK9GJ2mB18VQORf31w9aPmSH64VQOQPdyzPy8/paemR1q1H8vJcth/ftFQAkZceXp9xm7ad7eJFTL54fmNef/ZY+Py5+r1gGmba9Y9/ZoUAIldPfCnn52z8b/16P/6ZFSIi8tcvrBRA5BNzm0bdzmg4KpfUvirl6JVXHt0y6ucZa2072+X+NzXKVE+zACITVKvcdVaTrH1sq/zxzuVyUtnrAohcUL1Olv543Zi06ZtXNgog0rWvK7Hs46cvlip0S6QnMurnbVl3SP71zdXywNWN8oFZS2V+xRa5bsqLsuX/duWj2Vl98MSlMlEdzvg+zua9M5bJSWWvJ75f87vNomBkPV5nYhqmfO9t+vf7loaXpbetd8TPQdkBWC1Zcg3DUhEzDVMUDPnyhY0Zt/nFh5YIIPKNKzJvIyIyyXNIbjttsXTt65IzyrdKFbpHdfLY9NQOuaB6nQAiP3zX6E9iubCD4N6VBwYtj0fiMslzSN41bcWwz7H+8W3ym48ulR++q0m+cUWjfP7cRvno7MVy9cSX5IzyrTJetQug/1KuqFstf7lnpcT6YkfVbtMwZW75djm7YtOwB+E3jXtFTg9sP6qfl4tDGw/LrsY9ozoppPOR0xbLZM/BjOsXP6QD7bWTV+b8nLG+mExQrfLeGcvktcV7ZZzqkAWVm6S/q/+o2npo42E5zrtfZnj35T0U59v+Vc3y6QWNEkRP4sT5xGdfTAkj0XBUfvrexTLF0yKAyIdPXXxUgSUX7z9hqRzn3T9o2V/u0YF28UNrR/x8za8elDdPeDnx9weITPU0y5X1q6QGneJDVO48s0nadrbnaxdSnOrfNaL3aLKPzVksE9VhEdF/85fUvioTVKt07O4cdXt+/oHFomDIJbWvSveB7lE/jxOi4ai8/MgmefC6Jrlh+gqZ5dstV098SR7+4BI5vLnV6eYxLDmhY3enrHx4g/z6I0vlW1c1yt+/8rIc2d6W958T64sJIPLVSxszbvO7jy8TQOTB67IHl1m+3XLD9BVyed1q8SGaUq0ZiWg4Ku+Y8qIAIv9z4+JRP89w7jijSarQnfYE/7E5i6USIdmzYn+aR2p/+/JLUobIoINxGSLSoA7L/Iotcs2klfKJuU3yrasa5f9d3CjTvQcEEJnuPSBfvbRRWtYdGlW7l/58swAiD7/vhWG3ffC6JgFEdvx794h+Rrw/Jst+vFbuOe8FWVC5Sc6rWi83TF8hd5/dKN+/tlH+9+Yl8p8LGuWKutUyyXMosf/HeffLrScvkT/csfyoDmDXT31R5gR2ZFy/+emdAoi8Y8qLI3re/zhlidSgUxZUbpJadMpri/eOuo3JVv16kwTQJ5eOX3PUYbgQOnZ3ykdOWyx+9IsXMXnfzGWy/vFtwz4u3BqWe87TFYlF414paLA4q2KzXFW/atCyzj2d4kUs6we6dP76hZVSr45IBcLy1Usb5YXvvzIoyB7aeFg+OnuxeBCX8apdHryuKacK+Ei0v9YhgK6YjcbnzmmUcugKkB0af/yeo/8A+ftPLBMvYnJucIO0v9Zx1M+Xb6Zhyt6VB+Rf31wt//2OJrnttMVyQfU6qUQocZw53rtPrpvyosz07RVAxIO4XFL7qjz0zibHqmYMS2PAiBny1y+slCvrVw068Qz9d5p/Z+JElI9P8KFD+s33nbc0ZtzmT3fr7o7/vXlJ1ueaV75NFAwBRH71H0uPum2RnohcM0kfIH72vsIEpsvrVssbghvTrtv41x1Si045zrtftj/7esr6f35tlfjRLwsrN8mW/9slhze3DluhiPXFEq8zIBJEj/z6IyP/Xd0060WpRYeEmruG3fb1pfsEEPne2xqH3dY0TPm/+16W95+wVOpUmwAiPkTl4tpX5bK6NXJK2WtSgXDi/ViOXjm7crN86KSl8l9vb5Ifv2exvHPaizJOdSS2eUvDy6MKhYvGvSIX1WSuJrRuPSKAyDtzqP4l+7/7BioNf/3C6D7xZ/Lrj+iuUbs72i3aX+uQhZWbpAwR+fjpi0cVEH/38WXiR7+cXPaabHvmtby3MR6JSzl60/7uzq9eJ+cEN+T0POHWsHx0tq4Yn1WxediutvWPb5Mr6lYLIHJe1XppfjVzNXOknvm6/jt//nuvjOrxX79ch9TQoZCcVPa6zPbvzFsQ/+sXVoof/XJG+VY5tPFwXp4zH/793TVyXtX6Qee9OtUmF9WslTvPbJLH7lou+15uTmxvGqa8+setcu9FjTI3sF0AkTmBHbLuz8N/EMg3hqUCioaj8puPLpXTrRd5pm+v3HryEvnOWxrlqS+ulK3/2CWdezql6cFX5ZtXNsrbJr6UOIldM2nlUX/Ka9vZPmzV6Kkvrsxp/M4brTd4tirVSPV39cvVE1/SVZQPZg9rozHN0yw3z8ocVl55dItMUK0yyXNo0B/fc99ZIwH0yfyKLaP+ZLbtmdfkktpXBdDdD8njNLI5tL1TyhCRT53+XM4/68zyrXJhluAhors/L7dOGvXqiHxg1lJ57K4VKSV/0zClbVeH7Gram/HAHY/E5aVfbpSvXNIoFQjLJM+hEZ8w5pVvk7dn6b4wYoZ4EJd3HzeycWX9Xf1ynHd/wcZx3XmmruR9ZmHjUXfv5YMdlPzol6fvzX18VzrLf7peGtRhGac6Rh0AMtnVuCfjh7L7FjWKgjHoeLf56Z1y36JGueOMJvnIaYvlA7OWyruPWy4n+nYLIPLZN+T++zcNU/5453KpREimeZrl5Uc25WWf7HaPtrvrB9fr99K9F+nQ9I/7X85Lu2zPfmu1VCAsp/p3yf5VzcM/oICW/3S9vGncK4nq9Pfe1iiN//2qHNo4svFe//rmapnsOSgB9MkPrm/K27CAXDAsFcijty+XGV79qX9e+Tb5/SeW5fSpwYib8tC7FksZInK8d5+s+FnmAb7DaVl3aNiurn9+TX86+tuXsx9of3B9k3zpgsa8vzn7OvrkzRNeFgUjrxWmrn1dAoh866rGrNtt+b9dMs3TLONVu6x8eIM0PfiqVCAs88q3HfX4lHgkLl+9tFE8iMuJvt3DHqS7j0TkTRM3iAdx2fJ4bp+0RUS+con+Gek+Qba/1iF3ntkkXsRknOqQh96Z3+6IDU9ul9P8O8WDuNz/pkaJR+I5PW6ap1luPTl7QG5Qh+WmGSO/EMCIGSN+TK6i4ah8bI6ubJxZvlU2/jVzV2Kh5TMo2V5bvFfmBHaID1H586dHVtXL5ul79YeidMezFT9bn6hY/+JDS+R8a0yj3YU22XNQZvr2ymn+nfLGqvXy7++uGVUb1j62VWZ490kAffLbjx39BSZvnvCyzCsffYXjV/+xNNG1f2X9qoKc+Jf8cK1Uo0tO8O3JW5f0SLy2eK+8tUFXeyeqw/KD65ukr6PvqJ7z8OZWeZv1IfutDS+PWeWMYakA7HEkbwhulKfvfWlUfwQvP7JJTvDtER+i8sDVjaM6AexepsPaLz6U+aT04v9uEED/75S+jj55i/UHla9AtvLhDTl3xby+dJ+c6NstQfRIED0yJ7Ajr3+Ay/5nnRzv3Sc+ROW+RY1p+9zb9vTIubWbxYuY/O6mv4/o+V95dEvK63x4c6t866pGqVdHxIO4fGzO4oINTu5p6ZH3n6AP/JfXrZaDG4b/3ZWjVz6zsDHrNp99Q+OoujHHwt++/JJMVIclgD7573c0FTSgpVOIoGTr3NMpF1SvEy9iiSsLj9a336yrJ+kGL8f6YlKLzkS3zKn+XfLA1Y05vY9G6vDmVllkVTj+c0HjqE/cpmHKeNUuHz519B/wnvjsi4lQmMv4stF6+ZFNMl61yzRPs2z9R+GvELT965urZbxqlxp0yjevbJTQoVDents0TPnRDU0SQJ9M8hwq6Fg7G8NSnn3nLfqgcP3U1CtQRqpjd6dcP/XFRLdc557UA0022555TQDJepm+aZiy9MfrxrScmU40HJWPnKY/sb93xrKj7uKwP7WlG4+UTvOrB2Ve+TY5zb9z1AOzs2l/rUNuPH65ACIn+PbIX7+wMvE7b9nUJvMqdogf/fLXO/494uc2DVOO9+6TayevlOU/XS/vm6nHn9jh5dU/bs337qRtw//evETK0StTPC1Zr27qbevNqerndoc2Hk6Mu7u8bvVRXcWUq47dnfL7TyyT+RVbChKUbN0HuuX8PAamm2ctlamezF1B//X2RvnwqYtl2f8U/lgUDUflk/P0B9opnhZ58LqRDxq2j61HM3zgue+sEUDkttMKd5GLbd2ft8lEdVgmqsMFH+9jGqZ86yrdRTmvfJvsfH53wX7Whie3y3ff2liw50/GsJRHX71UB6Ubj1+et64O0zDlB9c3iQ9ROdW/a0Rzh2x4Uo+V+tPd+SunF5L9RwaIXFSz9qg+LXzunEbxo39EAyZjfbG8XzEz1PPfeyUxhu2q+lXy7wdekZPKdkslQvLc/aOf9+mOM5oSn8xr0Cl3nNEkm54a+y6itY9tlZPLXhMP4vKtq9JXRPe93FzQgf1jyTRM+dn7dLf5hTVrJdwazuvz93X0yeand8qPbmiSK6wrUQGRyZ6D8vev5HeMy1Bd+7rk/Op14kP0qAPTwspNcnnd6K+gLYQXvv9KYlzhJM8h+f61uVc/7MH+R9MNGzoUks8sbCzIldDp2EMOJqjWrFcBH43uA93yrmn6oqH3HLc8r9UkpzEs5YFpmPKlC/RJ/uZZS3MetzESix9aKw3qsFSjS576Ym5X+az+rb4EPdft3eIPdywXP/rlVP8u2dW4Z1TP8baJL8ncMZh/aDSi4ag8eF2T1FhdD7XokOU/OroBtZue2iFvaXhZfv6BxdLT0pOnlo5O174uuWH6isSYgqEng3V/3iaA5K2Lxw0eu2u5KBjy5gkvj7qibMQM+dPdK+SWk5fIxbWvynTvgcQVqHb31OfPbZQVP1s/Zt1+Xfu65I1V648qMBkxQ4LokU/Nb8pz6/Kj6cFX5bLxaxKh6S/3DH+8/Pjpi6UaXQU51hfS1n/skhp0ysLKTUc9dmioDU9ulzmBHeJBXB64Ov/jW53GsHQUjJghz3x9VaIU/+FTFxf0ILZ35QFZWLlJAD2od7iftfyneuDkM19flXU7N1ryw7VSp9pkojo8qqtXTvTtHvGVVGPt0MbDcu9FjY5cBlto9pgC+0KF5G65F76vx4y88P38XnHltJ9/YHHiE/VITqKmYcpTX1wpZ5RvFUAPbL+wZq3cPGup3P+mRvntx5aNyWzUmdiBqQyRUXXp2mMn3V5JXPY/62R+hR7/94FZS7NeCXt2xWa5bPzoBpo7zb4C+paTl+Ql0JiGKf9z42IpR69MVIdHPQDf7RiWRmH/qmb56qWNiavdJqhW+eqloxuEPVJ9HX3yoZP0rNufnJf9k5p9+4diPSlt/ccumenbK5UIDXu1XrLetl7xIC5fuaSxcI2jnLz8yCaZ5dstCoZ8ZqEeUGvfyqQUQ+J339qYGIeSy4no399dI28IbhRA5KSy1+X3n1jmymrFke1tMtlzUOYGto94PKE999VY3VblaER6IvL/Lm4UL2Iy1dMs//xa6gfNcGtYvIjJly5oHPP25Ys9XcHRTgp8ZHtbYoLhN094uSCD8t2CYWkEVj68Qd593HLxQs+Mfdn4NfLHO5eP+XwrpmHKpxfoN/tjd2WuntiTpi3/6einH3DawQ2HZWHlJvEgnvYPu7+rP6WcvPYx/Qn9j3e6u7J0rOhp6UlMJHh6YHticG3y5HOl5Atv1H+bd53VlHHMnGmYiYtBZnj3yS9vWeLKmcGT2aHnc+c0juhxD1yt93Osxubkw6pfb5I5gR2JCkzy1bH2vSVH8gHObYyYIW9teFnKEBnx+cE0TGl+9aD8+dMrZJqnWcoQke9fOzbFAicxLA0jHonL459ZkZj7oxad8tk3NBZ0hH8uouGovLFqvVSjK2Nb7HLr6t9uHuPW5VfoUCgxr8aHTloiH529WC6vWy0zfXvFg7hUoVu+8MaBgZJ/uENfdVbIy3Fp5P5x/8uJe5EBUrI3+zQNMzF55cW1r6aEwngkLh8/fXHiYpB8jx0ppNtO0/ceG0mV6JaTl8gkT/6vMC20vo4++fy5jeJDVGrRKQ9ep8OvXT1008zYo9H+Woec6Nstkz0Hh520cus/dsmnFzTKm8a9IhNUa+Jv+OSy12TN74r7/JIrhqUsXl+6T04u05eIzvLtlofe2eT44Nlke1bsl/GqXc6u2Jy2uvXnT68omdAQ64vJJ+bqE1CdapNzgxvkfTOXyVcuaZT3HKcH11ajS750gZ7114O4K2ZYpsHadrbL+2Yuy3qrk1Lxm48ulSB6pE61JaoQoUOhxBjHz51TfJ/Ge1p6ZJZvt5zg25PzzNXnBjfIpUU6vkdEzyZu3zLl9MB2WVCpu5ZLwfrHt0klQhJEj3xszuKUK2g3PbVDbpqxTBQMCaBPzglukA+fulh+cH2TvPD9V4oq6B8thqUMOnZ3ymz/ThmnOuSJz77oynEEIgPVozvOaEpZZ98ktxD3enJKpj/OjX/dkbgCyx7/QeS0bc+8JmdV6KtSb5/XJG8IbhQP4vKjG1L/XovF0h+vEwUjp/mBTMOUanTJ7cOMr3Q70zDlL/esTNzYdTQzy7vVhie3y4dOWiIB9CWGl/zmo/r2Mgr6SsbPn9tY9JW0ozVcWFJ6m/xauHChrF69Ou/Pmy/RUBRvPm4TlnWejmf/ezMW3TXf6SZl9ekFTfjvVxbhic+uxPXfPS+x/Je3LMV/PHIRdi/bjxkXTHeugWNowxPb8e3/bMVZc2P4zN8XOd0cIkS6I/jcxSvx0LpLUIFe/PGLG3DtN851ullH5fPnNuG7Ly/CfYuaUD9BIR4H4jFBLAYcPKTw+sFy7O4aj939k9GDGvz0vUvw0d9f7HSzj1pfex9+ffsqLHr/dJz21llONyevWrccwcN3bcRPnj8Z+4xpqEY37jj/Fdz9y3mYcGq9081znFJqjYgszLi+GMPSr25dignTAnjzF85CWWXZiB4rpuCWU5bj17suxG8/thzv/8kFBWpl/kRDUVw0eTu2ho/DTbPXYcFCYOFbJmLp44fwqScvQfOrhzBl/iSnm0l0TFv8g7WoPz6Iuded7HRTjlqkO4ILp+zC6t45Keuq0Y0Tylswc1wnZk7qx4knArf+eAGqJlc50FIaqXh/HC8+vAmnv+V41J043unmuEbJhSUxBadXvIYt0RMxUbXivfM344Ofn4z57zl10Dbhw2F07e9B1cRKVE+thsfnAQB87bIm/L8X9CemrzQuKkgbC2HP8v342Dta8OKRU9CF2kHr2nZ28E1PRHkV74+jbWcHvGUe+Mp98AW88JX7EKgJQHmU080jyqu8hCWl1JsB/ACAF8DDIvLtbNsXurIU643hn994Bb9+RPB089mIwY85gZ2o8EZxOFKLVqMO/agYaD9M1KAHtd4e7DWm4+ZZy/DIjguK8g9eTMGuxr1Y87cDWL0iCgD47kuXFOW+EBERucFRhyWllBfAdgBXANgPYBWAm0Rkc6bHjOWYpbYd7fjjlzbgr89XocxroqE6gol1cTQ0ALXjPQiHTHR2AF3dCp09XkyeEMfXnj8f/ir/mLSPiIiI3G24sOTL4TnOAbBTRF6znvCPAN4OIGNYGkv1J9fhk3+6BJ90uiFERERUkjw5bDMNwL6k7/dby4iIiIhKXi5hKSdKqduUUquVUqtbW1vz9bREREREjsolLB0AcFzS99OtZYOIyM9FZKGILGxoaMhX+4iIiIgclUtYWgXgZKXUCUopP4AbAfytsM0iIiIicodhB3iLSFwpdTuAf0FPHfBLEdlU8JYRERERuUAuV8NBRP4B4B8FbgsRERGR6+RtgDcRERFRKWJYIiIiIsqCYYmIiIgoC4YlIiIioiwYloiIiIiyYFgiIiIiyoJhiYiIiCgLhiUiIiKiLBiWiIiIiLJgWCIiIiLKgmGJiIiIKAuGJSIiIqIslIjk/0mVagWwJ+9PPHITABxxuhEFxn0sDdzH0sB9LA3cx9Iwkn2cISINmVYWJCy5hVJqtYgsdLodhcR9LA3cx9LAfSwN3MfSkM99ZDccERERURYMS0RERERZlHpY+rnTDRgD3MfSwH0sDdzH0sB9LA1528eSHrNEREREdLRKvbJEREREdFSKLiwppX6plDqslNqYtOxMpdSLSqkNSqmnlVI11nK/UupX1vJ1SqlFaZ7vb8nP5Qb52kelVJNSaptSaq31b+LY7016edxHv1Lq50qp7UqprUqpd4793qSXj31USlUnvX5rlVJHlFIPOrJDQ+TxNbzJWr5eKfWMUmrC2O9Nenncx/dY+7dJKfWdsd+TzJRSxymlGpVSm632fcpaXqeUek4ptcP6f7y1XCmlHlJK7bT26eyk5/qgtf0OpdQHndqnofK8j88opTqVUn93an/Sydc+KqXmW+/vTdby9zi5X8nyuI8zlFKvWMfUTUqpjw37w0WkqP4BuBjA2QA2Ji1bBeAS6+tbAXzN+vqTAH5lfT0RwBoAnqTHXQ/g0eTncsO/fO0jgCYAC53enwLv4/0Avm597QEwwel9y/c+DnnONQAudnrf8rV/AHwADtuvG4DvArjP6X3L8z7WA9gLoMFa92sAlzm9b0n7MwXA2dbX1QC2A5hjvRb3WMvvAfAd6+u3AvgnAAXgPAAvWcvrALxm/T/e+nq80/uXz3201l0G4BoAf3d6vwr0Op4C4GTr66kAWgCMc3r/8ryPfgAB6+sqALsBTM32s4uusiQiSwC0D1l8CoAl1tfPAbCrC3MAvGA97jCATgALAUApVQXg0wC+XtgWj1y+9tHN8riPtwL4lrXOFBHXTLKW79dRKXUK9El4aWFaPDJ52j9l/QsqpRSAGgDNBW34CORpH2cB2CEirdZ2/056jONEpEVEXrG+7gGwBcA0AG+HDnaw/n+H9fXbAfxGtJUAximlpgC4CsBzItIuIh3Qv5s3j92eZJbHfYSIPA+gZwybn5N87aOIbBeRHdbzNEN/mMk4WeNYyuM+RkUkYm0TQA69bEUXljLYBP1LAYAbABxnfb0OwLVKKZ9S6gQAC5LWfQ3A9wH0jmVDj8Jo9hEAfmWVGu+1TkZuNqJ9VEqNs9Z/zSqp/lkpNWlMWzxyo30dAeBGAI+J9XHIpUa0fyISA/BxABugQ9IcAL8Y2yaP2Ehfw50ATlVKzVRK+aAP5ENfW1dQSs0EcBaAlwBMEpEWa9VBAPbf1jQA+5Iett9almm5qxzlPhaFfO2jUuoc6CrMrkK2dzSOdh+tLr311vrvWMEwo1IJS7cC+IRSag10aS5qLf8l9C9nNYAHAawAYCil5gM4UUT+MvZNHbUR7aO17n0iMg/ARda/D4xlg0dhpPvoAzAdwAoRORvAiwC+N8ZtHqnRvI62GwH8YWyaOWoj/Vssgw5LZ0GX/NcD+MIYt3mkRrSPVpXl4wAeg64K7kbqa+s4q9r+BIC7RKQ7eZ0V0N0c0nPCfcx9H61K2m8B3CIiZt4behTysY8isk9EzgBwEoAPDvdB23cU7XUNEdkK4Eog0VVxtbU8DuBuezul1AroPs5LACxUSu2G/h1MVEo1iciisW157kaxjxCRA9b/PUqpRwGcA+A3Y9vy3I1iH9ugK4NPWqv+DOA/xrDJIzaa19H6/kwAPhFZM6YNHqFR7N98a/0ua/mfoMccuNYo/xafBvC0tfw2uCwsWaH1CQC/FxH77+mQ1WXRYp04D1vLD2BwZWy6tewAgEVDljcVst0jkad9dLV87aPSFy38H4AvWd1XrpHv11FEmpW+gOMiAI9n+rklUVlS1lVeSikPgC8D+Kn1faVSKmh9fQWAuIhsFpGfiMhUEZkJ4EIA290clICR76PVFTDBWl4G4G0AXHXV31CjeB0F+gS0yHqKywBsHut2j8RI9zHpoTfB/VWl0ezfAQBzlFL2mIgroMchuNZoXsOkx4wH8AkADzvQ9LSs7vlfANgiIv+VtOpvAOwr2j4I4Kmk5Tcr7TwAXVYXyL8AXKmUGm/t55XWMsflcR9dK1/7qJTyA/gL9FifjOHBCXncx+lKqQrrOcdD54BtWX+4uGCE+0j+QZ8wWgDEoEve/wHgU9Cf4LYD+DYGJtucaf0CtkAPqpyR5vlmwn1Xwx31PgIIQl+Nsx56jMUPAHid3rd8v44AZkAPtl0P4HkAxzu9b4V4r0JfWXSa0/tUoNfwY9by9dDht97pfSvAPv4BOshvBnCj0/s1ZB8vhO62WA9grfXvrdBX8T0PYIe1P3XW9grAj6HHsWxA0hW30F2UO61/tzi9bwXax6UAWgH0We+Jq5zev3zuI4D3W+/3tUn/5ju9f3nexyus51hn/X/bcD+bM3gTERERZVES3XBEREREhcKwRERERJQFwxIRERFRFgxLRERERFkwLBERERFlwbBERERElAXDEhEREVEWDEtEREREWfx/qMOz603U7C4AAAAASUVORK5CYII=", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PERO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PERS" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PERS', 'last')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER PET, Monthly" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'PET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SUPY" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'SUPY', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER SURO" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'SURO', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER TAET" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'TAET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER UZET" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "scatter('PERLND', pls, 'PWATER', 'UZET', 'sum')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### PERLND PWATER UZI" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "image/png": 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wDHreBACYkGHqJiSFTHaCWEp8Ph82btzY6mF4ApqNCILwDHbIDwAKmUILR0IQBFEJCSqCIDyD7VABJKgIgnAXJKgIgvAMFYLKKvJJEAThBkhQEQThGQo5cqgIgnAnJKgIgvAM5FARBOFWSFARBOEZKgSVZtQ4kiAIYnkhQUUQhGfQC6XiguRQEQThJkhQEQThGcodqvISCgRBEK2GBBVBEJ6hkC9zqCjkRxCEiyBBRRCEZ9ALlENFEIQ7IUFFEIRn0MmhIgjCpZCgIgjCM+g6CSqCINwJCSqCIDyDXlbLs7zIJ0EQRKshQUUQhGegpHSCINwKCSqCIDxDRciPHCqCIFwECSqCIDwDhfwIgnArJKgIgvAMellx9EKeBBVBEO6BBBVBEJ6hQlDlePUDCYIglhkSVARBeIZCWcivvK8fQRBEqyFBRRCEZ6gM+ZGgIgjCPZCgalN++rY7sO/Wg60eBkHMCxJUBEG4FRJUbcprvn4mfvDhp1o9DIKYF7rBij+ToCIIwk2QoGpDTN2EAaUiH4UgvICuAwrEiUuCiiAIN0GCqg3RNRE3KQ+fEIQXKOgMQWTFz3RBQBCEiyBB1YbYgsqgMj6Ex9ANhpCkASBBRRCEuyBB1YYYedEDTddZnSMJwl3oBoOf5QGQoCIIwl2QoGpD9JwQVORQEV5DNxh8zIAPeRJUBEG4ChJUbQg5VIRX0Q0GRTLgQ4EEFUEQroIEVRtScqhIUBHeomBIUJgBH/SKEgoEQRCthgRVG2ILKlqQCK+hmwwKM+FjBRRolypBEC6CBFUbYof8KIeK8Bq6IcEnGVCYgQKFrAmCcBEkqNqQkkNFHz/hLXTTyqFiOgkqgiBcBa2obYhRENYU5VARXkM3JSiSaQkqmr4IgnAPNCO1IZRDRXiVgiELQSUZKND5SxCEiyBB1Yboecuh4rQgEd5CNyX4JBM+ZpBDRRCEq6AZqQ2hkB/hVXQuQZFN+CQdBcoBJAjCRdCM1IbYDhUlpRNeo5hDJRkkqAiCcBU0I7UhxcKeFPIjPIbOZSgSh08yUTBp+iIIwj3QjNSGGDoHIK72CcJLFEwZiszhkw0UDLnVwyEIgihCK2obUkxKJ0FFeAydy/DJJnySSRcEBEG4CpqR2hA7KZ0WJMJr6Fw4VIpsomCSQ0UQhHugFbUNobIJhFexBZWPBBVBEC6DBFUbohfsHCpakAhvUSGoOJ2/BEG4BxJUbUixDhWnj5/wFgWuQFE4fDInh4ogCFdBK2obUnSoSFARHkPnCnwKh08xUeBKq4dDEARRhFbUNsQum0AOFeE1dMhQZFgOFQkqgiDcA62obUjJoaKQCeEtdChQFMCncHKoCIJwFXUFFWNsLWPsr4yxRxljuxlj73Q4ZgdjLMEY22X9++jSDJdoBjrlUBEepUJQgQQVQRDuoZEZSQfwHs75/YyxDgD3Mcb+zDl/dNZxt3HOX9T8IRLNxtDF/+RQEV6CmxyGLah85FARBOEu6loUnPNRzvn91s8zAB4DMLTUAyOWDjvkRw4V4SV0TVwJ+HyATxFuFUEQhFuY14rKGNsA4BQA9zjcfTZj7EHG2B8ZY1ubMThiaSgmpYMcKsI72IKqFPLztXhEBEEQJRq+xGOMRQD8CsC7OOfJWXffD2A95zzFGHsBgP8BsMnhOa4GcDUArFu3bqFjJhYJJaUTXqRcUCk+BgMKuMnBJKr4TxBE62nIoWKM+SDE1E845/89+37OeZJznrJ+/gMAH2Osx+G4b3POt3POt/f29i5y6MRC0a0cKnKoCC+h5wwAQkz5LHOqkCm0cEQEQRAlGtnlxwB8D8BjnPPPVzmm3zoOjLEzrOedauZAieZhGORQEd7DFk8iKb3yNoIgiFbTSMjvXAD/COBhxtgu67YPAlgHAJzzbwJ4KYC3MMZ0AFkAr+Sc8+YPl2gGurUGkUNFeAnbofKpDD5VTC+FrN7KIREEQRSpK6g457cDqJmkwDn/KoCvNmtQxNJiiHWJdkkRnqIy5CemJHKoCIJwC7Rvvg2hHCrCi1QIKtUSVORQEQThEkhQtSG2oDIhg5sUmSW8AQkqgiDcDAmqNsQO+QGAkTeqH0gQLqKgWYJKZfD5WcVtBEEQrYYEVRuil13U27V9CMLtlJLSJfhUMXWRQ0UQhFugrOQ2hBwqwovoedHUW1ElmFao2hZZBEEQrYYEVRuiG6VNm+RQEV6hPIfKNCyHikJ+BEG4BBJUbUh5yM8omK0bCEHMg3KHyq5yR4KKIAi3QIKqDTFMcqgI71HIlQTV7NsIgiBaDQmqNkQvz6Eih4rwCLZD5QvIxYbI5FARBOEWSFC1IUZ5DhUl9RIeoTzkx6xTmBwqgiDcAgmqNqQ8KZ0cKsIrlAsqSbYcKhJUBEG4BBJUbUiFoKKyCYRH0AsiE13xlyr8k6AiCMItkKBqQyqS0inkR3gESkonCMLNkKBqQ3STQn6E97AdKl+g1NSbBBVBEG6BBFUbUuFQ5WlBIryBbol/xV+2yy9Pzb0JgnAHJKjaEN0ohUzIoSK8gp4v5VDZgsp2rQiCIFoNCao2RCeHivAgul4SVJJitZ4hh4ogCJdAgqoNMUxyqAjvYYsnJaBA9pGgIgjCXZCgakP0MkFFDhXhFfSC+N8XLBNUFPIjCMIlkKBqQwxOu/wI71Ee8lMCYuoq5Fs5IoIgiBJS/UOIlYZuSlCREz+TQ0V4BNuhUgIKfCEfAKBQaOGACIIgyiBB1YbopgS/JagMnUImhDfQdfG/ElBKDhUJKoIgXAIJqjbE4BL8TMRKyKEivEKhzKFiEoOCAgkqgiBcAwmqNkQ3ZfiZWInIoSK8gq4DEoxiyQQfCSqCIFwECao2xOAS/BI5VIS30HVAgV783YcCCjqr8QiCIIjlgwRVG6JzCX5JLEzkUBFeYY6gYjp06u1NEIRLIEHVhuhcRkAWDhUJKsIr6AarEFQKM1AokENFEIQ7IEHVhhhcgl8WCxP1QiO8QkEXIsrGx3QUDBJUBEG4AxJUbYjOZaiyWJjIoSK8gq4z+FhlyI9yqAiCcAskqNoQ4VAJQUUOFeEVRMiv3KEyUNBpCiMIwh3QbNSG6FyBX7EcKoMEFeENdINVhvwkHQWDpjCCINwBzUZtiA4ZAZ/tULV4MATRIHMFlUE5VARBuAYSVG2IwWX4faL+FOVQEV6hYDAo0mxBRVMYQRDugGajNkRHSVDpep2DCcIl6IYE3xyHSm7hiAiCIEqQoGpDDMjwq8KZIoeK8Aq6OduhMlEwaQojCMId0GzUhuhQioKKHCrCK+iGBIWVWiX5ZHKoCIJwDySo2hAdvpJDRa07CI8w26FSJBM6pymMIAh3QLNRm2Hq4grf7xe/k0NFeIWCIUORyh0qEwWTHCqCINwBCao2Q9eEglJV8Ts5VIRX0E0JvgpBxUlQEQThGkhQtRlGXigoWQYUFMihIjyDbkoODpXSwhERBEGUIEHVZtgOlaIAMgxyqAjPoHMJilwmqBQTBU4OFUEQ7oAEVZuh54SCUnwMCnRyqAjPMMehUjgKnBwqgiDcAQmqNqM85CfDgGFS6w7CGxRMBYpUqpvmk0lQEQThHkhQtRnlDpXMTAr5EZ5B5xJ8SplD5SNBRRCEeyBB1WZUJqXr0Km5LOERdC5XOlQKSFARBOEaSFC1GeRQEV5F5zIUuVxQcRTga+GICIIgSpCgajMqktKZQQ4V4RnmCCqfaKNEEAThBkhQtRlGQeSgyAqDDJOS0gnPUOBKhaBSFNFGiZvU4JsgiNZDgqrNIIeK8Co6l+HzVTpUQKm2GkEQRCshQdVm6Pkyh4qRQ0V4B50rUMrqeNqCqpAptGZABEEQZZCgajPskJ+iSlAkcqgI76BjVg6V1Y+SBBVBEG6ABFWbYTtUxV1+5FARHkGHAqUsB93nE+duIUshP4IgWg8JqjajPCldYQZ0ElSERyjAVymoVBJUBEG4BxJUbUbRoVIlyIzDMOkUINyPqZswIRfzpgASVARBuAtaTduMYlK6z8qhIoeK8AB2hX9yqAiCcCskqNqM8qR0cqgIr2CXRqgQVH5x7hY0KvdPEETrqbuaMsbWMsb+yhh7lDG2mzH2TodjGGPsy4yxvYyxhxhjpy7NcInFUh7yUyQTOgkqwgM4CipyqAiCcBGN9G3QAbyHc34/Y6wDwH2MsT9zzh8tO+b5ADZZ/84E8A3rf8JlGLrYdi4rDLJkIm/IdR5BEK3HFk2KrxSiVlRxMWBfJBAEQbSSuvYE53yUc36/9fMMgMcADM067HIAP+SCuwF0MsYGmj5aYtEUHSq/TCE/wjPYDpVdewqgkB9BEO5iXqspY2wDgFMA3DPrriEAB8t+P4S5ootwAXrBcqh8EhTZhM5JUBHup9gySSk5VCSoCIJwEw2vpoyxCIBfAXgX5zy5kD/GGLuaMbaTMbZzYmJiIU9BLBI75EdJ6YSXKO9BaVMUVDkK+REE0XoaWk0ZYz4IMfUTzvl/OxwyDGBt2e9rrNsq4Jx/m3O+nXO+vbe3dyHjJRaJ7VApfpkcKsIzOAqqgMj/I4eKIAg30MguPwbgewAe45x/vsphvwXwGmu331kAEpzz0SaOk2gSxaR0nwRZ4jBIUBEewCkpnRwqgiDcRCO7/M4F8I8AHmaM7bJu+yCAdQDAOf8mgD8AeAGAvQAyAK5s+kiJplDhUEkcOqddfoT7sTdT2CIKKHOoSFARBOEC6goqzvntAGqW0+accwBva9agiKWjPCmdHCrCK9QM+ZGgIgjCBdBq2mYUk9L9MhSZHCrCG5QXpLXxBcX1YCHPWzImgiCIckhQtRnlIT9ZJoeK8AbkUBEE4XZoNW0zDGtDlKySQ0V4B1s0VThUtqAih4ogCBdAgqrN0MtCfrIEGCSoCA9QTEoPlM5XJSBCfrbrShAE0UpIULUZekH8X3SoQIKKcD+UQ0UQhNshQdVm2CE/JaBAlsmhIryBo6AK+QAABXKoCIJwASSo2gxd1EeEElDIoSI8Q22HqiVDIgiCqIAEVZtRnpQuy4BBgorwAMWkdH/pfC05VC0ZEkEQRAUkqNoMXQckGGASgywDekPF8gmitdiJ5+VJ6SSoCIJwEySo2gxdB2RYNX0UcqgIb1Csn1YW8mMSgwydBBVBEK6ABFWbYRiAApFIJcsAhwRTp8KIhLvRC3NDfgDgQ4EEFUEQroAEVZuhG6woqBQr2mfkjRaOiCDqo+dL9dPK8aGAgl6z1ShBEMSyQIKqzTAMQGbial+21iYSVITbKVQTVExHQW/FiAiCICohQdVmODlUukYrEuFu7Ar/dqkEGwUGdHKoCIJwASSo2gy93KGikB/hEewK/3a7GRvhUJGgIgii9ZCgajMMg0Ep7vITC5GeI0FFuJvyHpTl+CQdBYMEFUEQrYcEVZuhGwwKEwKKHCrCK9R2qGgaIwii9dBM1GYYJoPMyKEivEWhmqCSDHKoCIJwBSSo2gzhUNk5VGIhMgpUh4pwN+U9KMvxMQMFg6YxgiBaD81EbYZuMiiS5VD5yKEivIHdMklSKqcs4VDRNEYQROuhmajNECE/cqgIb6HrpQr/5ZCgIgjCLdBM1GbohlRMSq/nUI3cP4aJxyaXbWwEUY2qgko2UDCoHyVBEK1HqX8IsZIwOIPMxBb0eg7Vqy8eQ380g/860LNs4yMIJwo6q+JQmcjqNI0RBNF6aCZqM3RDKuZQyXV2+U1pYagy5VcRrUc3RImE2SiSiYJJDhVBEK2HQn5thm5KUCThSNkhv2oOVd5UkKNwCuECdL1UP60cn2xCN2kaIwii9dBM1GZUhPx84uM3rCrUs8mZPuRJUBEuQC+r8F+OTzZRMMloJwii9ZCgajOcHKpqIb88V5AzaLEiWk95hf9yfIqJAifRTxBE6yFB1WYYpgTZElT1HKo89yFPV/+ECyhUDflxyqEiCMIVkKBqM3QuQZGsRrOq+Pj1fJUcKhJUhEvQTQaf5LDLTzFR4HSOEgTRekhQtRm6KUORGyvsmYeKnOlbtrERRDVE/bS556lP4SSoCIJwBSSo2gyDS8Wk9FoOFTc5cgggz0lQEa2nvGVSOSSoCIJwCySo2gydS1Dk+rv8dE2EV0hQEW6gukMFElQEQbgCElRthsElyA3kUOVTeQBAjqvLNziCqEJNhwok+gmCaD0kqNoMnZflUNVwqPLpgvgfJKiI1lMwZPgkB4fKBxJUBEG4AhJUbYYQVJZD5RfbzfVCdUFVgApuOpdVIIjlorx+WjmKAujw0TlKEETLIUHVZoiQn/i5lkOVm8kXf7bDfwTRKqoJKp9lThl56jlJEERrIUHVZuhcacyhypRq/pCgIlqN2ExRXVAVMoVlHhFBEEQlJKjaDAMS5AZ2+dkhv9k/E0QrqOdQkaAiCKLVkKBqM4RDJX62BZWjQ5UthVDKw38E0QoKpgKfPPc89amiOG0hO7eKOkEQxHJCgqrN0CFDUSpDfo4OVXnIL0OLFdFaqob8SFARBOESSFC1GQbkUlK6auVQOQmqMoeKQn5Eq9G5XOxBWQ4JKoIg3AIJqjZDhwLFKixdcqjmHpdLl27MpUhQEa2lvNxHOSSoCIJwCySo2gwDMmQ7h8pyqAyHHecVDlWWtqQTrYUEFUEQbocEVRth6iY4pDkOlWNSulbKV6EcKnfw+G+ewJG9U60eRksocAU+xUFQ+cUUVtBI9BME0VpIULURdsNjW1DVdKjKBFUuQ4uVG3jWS6L41KseavUwWoLOS5spylF8lkNFgoogiBZDgqqNsKtJ2yE/JSCUle5gQFU4VBTycwXTZidGp9qzb115uY9ybIfKqcE3QRDEckKCqo2Yj0OVy5KgchPc5NAQRCLTpoIKVXKoKORHEIRLIEHVRhgFIZJkS1BJigQG09mhypUWrxwJqpaTn8kBABKav8UjaQ3lu1PL8QXERQEJKoIgWg0Jqjai5FCx4m0yDOccqjJBldfmOgPE8qLFNQBAMhdo8UhaQwG+YpuZcooOVY5CfgRBtBYSVG2EnhPKyU7kBQAFel2HqjyfimgN2oyoBZbQQy0eyfJj6iZMyORQEQThakhQtRGzk9KBGg5VWfu+8nwqojVoCSvkZ0RaPJLlxz5vawoqcqgIgmgxJKjaCGeHyoBusDnH5nKln8vdKqI1aEmhcBM8Cm621+cxezNFOUVBRbv8CIJoMSSo2ghbUMnlOVSsvkOVz7fXAu5G7JCfAQWZyUyLR7O8NCSoSPQTBNFiSFC1EfYuv3KHSq7iUOULgAyxkOW05RkfUR1bUAFA4tBMC0ey/NhtZew2M+X4gkJlkUNFEESrIUHVRjiG/JgBw2EtyucZIkhbPy/L8IgaaKnSzoHkaLqFI1l+ig6V0y4/cqgIgnAJJKjaiFIdqvKQn1nFoWIISDn4kK/IpyJaQ7mgSoxlWziS5ad4IaDMPU9r9aMkCIJYTuoKKsbY9xljhxljj1S5fwdjLMEY22X9+2jzh0k0A7s9h6KWPnaFGTCcBJXOoLICVOTJoXIBWrqU6JYYb68YrJOzalMK+ZGgIgiitTikec7hOgBfBfDDGsfcxjl/UVNGRCwZtqCqcKhgwjAddvkVJPilAlSzgHxh7v3E8lIhqCYLNY5cedQUVCERByy011tCEIQLqetQcc5vBTC9DGMhlhinpHRFqpKUrktQJR1+lkcuT4Kq1WiZUqJbYsqhEusKppiU7p87XZFDRRCEW2hWDtXZjLEHGWN/ZIxtbdJzEk3GKeQnM2eHyhZUKisgr5OgajUVgmq6vaqCF89bcqgIgnAxjYT86nE/gPWc8xRj7AUA/gfAJqcDGWNXA7gaANatW9eEP03Mh2JSuq8yh0p3FFSyEFSSjnyB9i60Gi1bcmASiRYOpAVQyI8gCC+w6JWSc57knKesn/8AwMcY66ly7Lc559s559t7e3sX+6eJeTIvh8qQocoG/FIBOZ0EVauxBZUPeSTbqwyV43lrIykSJBgkqAiCaDmLXikZY/2MMWb9fIb1nFOLfV6i+TglpSuSCd2cexrkDBl+2RAOFQmqlqNZG/t6pWkkZuTaB68wajlUAOBDgQQVQRAtp27IjzH2MwA7APQwxg4B+GcAPgDgnH8TwEsBvIUxpgPIAngl55wyRF2IoYuPpTGHSkEskIMqGcjr7bWAuxFNE+7UKt8MEhmHCpcrGLvxsV3EczY+FFBorzx9giBcSF1BxTl/VZ37vwpRVoFwOcXQib+0MFVzqPKmDFU24Vd05AwSVK0mlwMC0BBTs0hoaquHs6zUCvkBgI/pKFBpD4IgWgzFctoI26EqT0qXGYfhKKgUqIoJVTaQJ0HVcrQcQ4DlEQvkkMgFWj2cZaWeoFKgo0A7UQmCaDEkqNoIuz1HRaX0qg6VLahM5I1mbAYlFoOWlxCQcogFC0gUQq0ezrLSiEPlVEuNIAhiOSFB1UbYgqrCoZJMGNyhUrqpwu8z4VcM5EwSVK1GCKo8YmEdCT3c6uEsK/UFlUEOFUEQLYcEVRtRTEovy6GSJQ7dnBvSy3MFqo9DVUzkSVC1HK0gIyAXEOswkeQdrR7OslI3KV3SUSCHiiCIFkOCqo0ohvxmJaU7OVR5rgpB5SNB5QaKgioG5BBALtE+DZKdzttyhENFUxlBEK2FZqE2wjEpXeLQuYNDBR9UH4ffZyJnttc2fTei6TICso5op/jsEofap7qnU+5fOcKhoqmMaC1jDx3G//y/e1o9DKKF0CzURjg7VBwGd0hKhwpVBVQfR56ToGo1mu5DQNER6xKfXWIk3eIRLR96YW65j3J8kkGCimg533/vo7ji02di/+2HWj0UokXQLNRGFJPS1do5VEbegAEFfj+g+kCCygVohoKAT0esR3wWidFMi0e0fOj5OiE/ElSEC8hYX8nff/mp1g6EaBk0C7URhujgUelQyXMdqnwqDwBQVcCvcuTgX7YxEs5ohoqAz0SsVxT1TIy3Tw5VwRJUvqBzLp9PMlFwKP1BEMtJLif+//3N7VXWhChBs1AboVfZ5WegiqDyC1GVhwpuUjehVqKZPgRUA7H+IAAgMZFv8YiWD6fzthyfbKBAxWeJFpPLi809f5k4EenD7ROSJ0qQoGojDKvfWXnIT5HnJqXn06LTrKoyqCrAIcHIG8s2TmIumqkioJqIDYir3+RU+3QD1q2XqgTIoSLciy2ocgjg/770SItHQ7QCmoXaCN0SVOULk+wU8rMFlZ/Bb0X7csncsoyRcEbjfgRUjthQBACQmG4fgVvPoVJkEwWHWmoEsZzkChL6pXF0IInf/zfNl+0ICao2Qnd0qDDXocqIA/1BCapfXHXZIotoDRr3I+DniA6Jop6JRIsHtASYuok3bbkVD//qyYrb6zpUsulY+oMglpNcQUKHnMFzh3bjhic3UZpEG0KCqo2wk9Jn7/IzULkY5VKWQxUgQeUGuMmhIYBAQIiKENJIJFs9quYz8fgUvv34Bfj110Yqbi9Yp54v5Lzb1CdzcqiIlpPXJfglHS96noERcwC7fv5Eq4dELDMkqNoIXQckGJCUsubISnWHSg0w+ANWXsBM+yRBu41CpgAOCYGA+D0mzSAxs/IEROqw2Hc+MlY5LTk5q+X4ZBMFquZPtJicLsEvF/D8d20Gg4nff2+s1UMilhkSVG2EYQAyKnNvnByqkqCSoQakituI5UeLixIJAbHBDzEljUR65QmI9LTIOxmeClTc7nQhUI5P4ShQyI9oMTldhl/W0XdCL04PP4ob7u5p9ZCIZYYEVRuh64CCSmGkKICOysU5nxWiSw1IUAMU8ms1WkIIjUBQfBYxXxZJbeUVW01Nidc5MlPZ/NnpvC3Hp5go8JUnMAlvkdMVqLKYO1905iT+lj4eh3dPtHhUxHJCgqqN0A02Z2GSZcx1qGxBFZThD4r7cmlyqFqFlhTh1kBQfF1jAQ0JLVDrIZ4kfUS8zuFcd8Xt9QUVSFARLSdnyPDbguoN/eCQ8McvUh5VO0GCqo0wDEBmZsVtsgzoqHQ7bPHkDysU8nMBtqDyh4S4jQULSBSCrRzSkpA6IlzQw2YPCpmSI1rQGXw1BRVHgdojES0mbyrw+4Sg2vaKzRiURnHDHykU3U6QoGojnBwqxbqwN/WS0Mpr4mc1KEO1HapM+9Q9chvajBAXgZDlUIULSOjhVg5pSUgnxTnGIWHs4VKoRDcAhdURVCCHimgtOcMHvyLmTiYxvPDYPfjT8NZi5wli5UOCqo2o5lABgK6VFqy8ZoX8Qgr8YbFQ2WFAYvkpCqqw+LCiEY6E2VHrIZ4klSidYyOPTBd/1nUGhVU//3w+oAByqIjWkitzqADgRS/xYwZR3P6t3S0cFbGckKBqI4RDVbkw2Q5VeWuZvCYK0qkhpehQkaBqHXZdsEBEfFixKEcG4Yqw2EoglSyJ/eEnUsWfnc7bchQFKFC/SaLF5EwVqlI6B09/2QYAwJP3zbRoRMRyQ4KqjdCNuVf6zg6VFfILKVBDYhGnkF/r0FLisykKqk6x2y85vLIm6nRZP9nhp0utO5zO23J8ljlVHrYmiOUmx33wqyVBFVtjdTU4Qudlu0CCqo0wTAZ51sKk+MTibBTKcqhy4md/xFcK+Wk0KbQKLS0+s0CHJai6hApOjqSqPsaLpFKAHxp8yGNkuLQwFXQGn1Qjh8oSVCvNsSO8RX6WoAp2BSFDR3IFdjUgnCFB1UaIK33nHKrykF8ua4X8wr6iQ2WLLGL5KQkqFQAQ6xafSWI007IxLQXprIQOlsKAfBjDh0tJ5rrZmENVT1D99/vuxivW3dmUsRLEbHLwVwgqJjFE2QySM6yFoyKWExJUbYRwqCqFke1Q6bmyHKp8maAKi9XKFlnE8qNlxGcW6BCfRWy1HwCQGNdaNqalIJWVEJGzGAoewciRUPF23ZDmXAiU41PFOVzI1i7tcfOfcvjFwbMo18olfOyim7Hzh4+2ehhNgZscOQTg91feHpNTSKSpdEK7QIKqjdBNBkVyzqGqSEq30lfUiAp/xGfdRg5VqygKqqjlUPWJop6Jw7mqj/EiaU1BRNYwGEthOB0r3u503pbjE29LXUGVzkrgkIqtfIjWYeom/uXmHfjl1w+3eihNwXZHZwuqqJJBMkM7UNsFElRthLjSd86hqnSoxP9qRIUaEatVfmWt3Z5Cy1qCKiZm62i/cG8SUysrZyiVUxBWchjqyWMkX+qD1iyHKpMTVw+p8XTN44ilJ5cUE4qWWxnhMPv1qGrl7VFVQ1JTHR5BrERIULURBmeQWWW4Q1YcktLzgAwdsiqXQn4ahUlahZYV/9uCKjYoinomplbWzst0XkVEzWNwgCOJGFJjIum+YEjw1XSoxDRW16GyBdVEtkkjJhaK3Z8yq60MQWX3OvUHKl9PLJBDIrfy2kQRzpCgaiN0Q5oTOnFyqHI5QIXV7iQqFvE8FfttGZqVv2Z/FsXt2PGVJXJTBT/C/gKGNggRP/KgqJaumxIUqQkOVV48b3qKQn6tJntEfAZafmUsQbkZa76cJaiiwQKS+sprE0U4szLOZqIhGnaoCgwqxBWXrMqQYJCgaiFaDlBQgOIXDos/6ocfGpLJFSao9AAifh2Dx4iQ5vDuOIAGBJXfElRabccuXRCCKjVF8etWY/enzOZXRsK2XXzXH6xcUqMhA8kV2CaKcIYEVRvhtDA55lAVGFRWUlAq8sjRGtQytBxDAJWuSozNIDGzsr6+aTOAcNDA0PEiIX1krygLUU9QKT4r5FdPUOnC4UtN09VBq7EFlVZYGedwNUEV6zCR5JFWDIloASvjbCYawmlhqupQlTWj9SOPfGFl5Dp4ES3HEGCVijampJBIr6zdQykzhEjIxODJvQCA4f1ikdK5BEWu5VA1JqgylqBKx1dWMr8XySbFZ5AtrIym1ragUgOzHKoooCFIDZLbBBJUbYRhSpCrCCo9XyaodAa/VOZQMRJUrUTLSQhIlRNyzJdFIrtyBBU3OdIIIxwCOgY70IEkhkesUJ4pw9eAoCp3WZ1ImyI5OBWvnWtFLD12w29NXxmCyu516g9VhjCjsZXZJopwhgRVG6FzCYpUmXejWDukyh2qXEGGWtbqQ2U6cnkSVK1CyzsIKr+GhOav8gjvkZ3OgkNCxIqODKkTGJkU2811U55z3pZTdKjq1ErL2IIqsbJ2R3oRuz9lVl8ZFwW5tHg9swVVsU3UKJXqaAdIULURBm/UoZIqBJVfyiOvk6BqFVpBRkCqDFNFg3kk8itn91B6QuRLhSPiPBsMJzCcEOqqbsgvIBatWiE/2wEDgHSKitS2muyMmF80Y2ULqmi3eH0rrU0U4QwJqjbC6UrfyaHKGxLUsvIKqqQjr9Op0iq0goyAXCmoYiEdiRW0e8iuDRWJiQVpaFUGI9lVAACdL96hyqfyMCDCSymKvrQcuz9l1lgZRS9zGSvkF64MYUZ7xOtLHqZSHe0ArZJthLjSn1U2wdohVelQyVDlspCfpCNXWBnbm72IpssIKLMEVcRA0lg5gsquDWULqsFeHSPGapi6CZ3L8CkNOFQ1BFVmqlTMM5VqxoiJxWC3U9LMlSWo7GbyNnabqOQkJaW3AySo2ggR8qviUOml2/OGDFUuOVR+WUfeoFOlVWi6goBSmUgdi3LMoAOmvjLCV3ZtqHBMLEhDaxgKUDG1ZxoFU4FSQ883IqjSkyVBlc5S+LrVFAUVXxl5gDmrPdQch6pPhOUTk7SztB2gVbKN0Lk8JxfFMYfKkOGXy0N+BvI6OVStQtN9CCiV+UGxToBDwszIyohf2bWhIl3CsRjcKP4ffmgKOuQ5zmo5DTlU06WQSypD53KryabFZ5XlK6MtS16zBFWkMicsOiBc5OQR2lnaDpCgaiOEQ1V5m119u9yhypkK1LIFXJUN5AxahFqFZvoQ8M0SVKvE55EYXhnxK7s2VHiVEFJDm0V7nZHHk+JCQKkhqILCFSjkqx+Tni7V8UppK2Orvpex2ylpCICb3q/4n6smqAbFxorkCmsTRThDgqqNEA5VA61nTAVqWc6KX9GRJ0HVMjTDB7+v0n2JdQtRkBhZGdux7dpQkR7hWAxuFQnpw09lofM6IT9bUNUK+R0p5bCkcySoWo1mGYYc0oooepmz+212VOaEBToD8CGPRKIVoyKWGxJUbYRYmGblUFkOlV4oy6GaJahUxUTepEWoVWimioBaKRbs3UOJ8ZWxeyidFA5cuFsIqoGTVwMAhg+Y0CHDV8Ohss/hWg5VJmG1BoGGVH5lJEJ7mWwppQ1a3PvncE4T554arnSomMQQZTNIpihvrx0gQdVGGJAgV9nlV5GUbipQyxYwv2Iit0LqxXiRHFcR8Fd+bsXdQytkO3ZqRgjGyGrRGNkX8mE1m8DIuIQCfFBq6HnbodL1GiE/K6TYJ08iVVgZidBeRivrpJSNe79RqN3r1B+de25F5TSSaXL42wESVG2EU+jE3uVX4VDxyhATOVStReP+uYKqf2XtHkpbqWDh1aVSEEOBSQxPBaFDaUhQFWpEjjIzwgFb7U8ipa+MRGgvo+VKS4/dKNnL5K2XoEbmup8xXwaJDF2QtgMkqNoIR4dKdUhK5ypUX+l31Wciz70vqD5/+c14Xs/OVg9jfnAODYG5gmpQCI/E9Mpoo5JKiXCcEiidZ4MdMzg0E4UJuaagssMs+VwNh8oKKa4Op4s9/YjWkc2VQmArxaFSkQOT5ob2oqqG5ApqE0VUhwRVG6HDwaFyyqHiPqhqWcjPx5FbAQX4dj7ow+1Tx7V6GPNC13QYUBCYpQFia8QuuMSRlVGHKp1lCLPK9hxDXRoO5PoAoKagCnYJty5dIz/fbjfT16khZYYWN1hi0Wj50kRkN0r2Mrk84IezMIz680jmSVC1AySo2gin0IljDhVUqGUOterjyMP7lnUy60MaEeSS3rkithN2A8HKK99gVxAKCitm91AqIyMiVQqqwX4Tcd4JAPDVOP1kVUYI6ZoV0DOW2FrdZSCN8IrYqu9ltEJp6ckmV4KgYlCZ8+uIhQpIFEjEtwMkqNoIAzLkWQ5VsfWM5VBxk6MAFWqZIaX6OHLc+w6VbbtPPx1v7UDmgZYQ4m+2oGISQ4wlkZhZGbuHUpqMiFKZYD+0rnSyKnX0fIRlMJOuPp2l04CCAlatElv1s9PZqscSS082X7qy01LeL3qZy0vwM+dcsGh4ZbWJIqpDgqpNMHUTHNIch6pY2NMQgqqQsbaXlznUfr9wrbxOIi/iZtPPeKe6uJ2wO1tQAUBMTiGR8n5uGyBqQ4WVSudw8KhSnFNRagvHDjmDVLb6TqpMliGMDCId4nlS4yujfpdX0XQFAQhRm53xvqDK6wx+ydmhikZMJHnHMo+IaAUkqNoEIy+Scuc4VKqdQyV+t8NhFQ6VChhQis/hVZK6sN2nD3pnMS0KqtDcr2rUl0UyuzIEVSqvIuKrvMIf2hIt/lzXoVI0zNSogJ7OMoSkLMJRcb6nJsihaiWarmCVJOLVWtr7gipXkKoKqlgMyMO/IuptEbUhQdUm6JqYtOo5VPm0mBRUf8kRsMWV1ysa27b71LB3JraioArPdV9iqobECtk9lC6oCKuVC9Lgid3Fn+s6VKqGVK66i5rWZIRlDZGYeB/TU945B1YiWcOHVT6R9Kalvb+xIleQ4ZechWE0Js7d5LB3nHFiYZCgahOqCarZDpWToPJbkRcvCypu8qLtPj3mnddh74ByFFTBHBK54HIPaUlI6QFEApULUs/mbvggPiufWltQRdQ8UoXqgiqTUxCSc4isElZXaso7GxNWIpqholMVmxCyK0FQ6RJUuYqg6hLf3eRYxvF+YuVAgqpNsHv1ybMdKqvuj2FF85wdKlZxnxfR4hp0a6fi1GHvhC7thF1HQRUqIKGvjN1DaSOAcKDyc2ESw6B8GACg1BFUHQEdM4Xq9aXSeQVhJY9wpyWopr0jqlcimunDqqBwCbXMShBUCvxVBFWsW5xzJKhWPiSo2oSSQ1W5MBUdKmsuyGfED/5g6dRQA+IxuZR3BVVypLSnfnq6hQOZJ0VBFZmbHxQLG0gYkeUe0pKQMkOIhOYurEMh8WEpvtpTVSSoI2VUd+syBR/Cah6RbhEiTSe8n7fjZTTTj1VhIWqzGe+XsMgbMvyy84VatFeccyul7yZRHRJUbYKes5LSq4T8bIfKFk1qoHRq+K2fvexQJYbLBFXcO6e9lhYfTKBjblZ2LCrCmF6vqcRNjjTCCIfmvo7BqNhAoPjqOFQhEzM1tqanC36EVB2RHuFipeIkqFpJlvvRGRHntrYCdEbOUOBXaguq5CS5oisd76wsxKKwd+jNdqgkRQKDWQr5WQ5VuaCyf7bv8yLJ8dKurqkZ7xQpLQoqJ4cqJnZfpg97Z9eiE7lkDgYURBzMtqFesQjVE1SRMEeqRsHOtOFH2K8j3G0JqoR3wr4rEQ0BRMIcCgrIroANlzmzhqDqF2H55LR3L0iJxqgrqBhj32eMHWaMPVLlfsYY+zJjbC9j7CHG2KnNHyaxWGyHymlhUqCXQn5ZcZyToPJ0yG9CJCFLMDCd9k4vNzu/JBCdm3AdXWUlu3p895BdEyocmXtuDg0KgeTz156qOjqEuKy2NT1j+BHym4isFotbesb7eTtexcgbKEBFMAgEkYW2AvYH5IzKhvLlFPtuTpGIX+k04lBdB+B5Ne5/PoBN1r+rAXxj8cMimk0pKX3uoiXDKDlUtqAKlpKg/SG54j4vYtvta+RRTGneSeSuJahi1u6hxKi3k13Tk8KiiETnTkeD64WbqKh1cqjqFOxMmyGEgybCq8XiVqtNDbG0FNspBYAAyyGreT9QkjN9UBVnQRUdEruLkwlvh+aJ+tQ9kznntwKolcZ7OYAfcsHdADoZYwPNGiDRHOo6VLMElT9cCjGtiJDflHDXNkQmMV3wTtXimoKqR4iNxJi3YyapSbHARjrn7mQ8+tQYgFIeSjU6rMfOjDuLywyCCIc4ZFVGAFkSVC2kvJ1SUMpBy3u/fVKeK/CrzoLKH/VDRQ7J5DIPilh2mnFpMATgYNnvh6zb5sAYu5oxtpMxtnNiYqIJf5polFJSupNDZcIwrNIIDg6V/XMu42GH6ogY+8aeFKaNWItH0zhaVlzVBmJzBUWsT4Quvb57KD0tFthwbG5u25lXbcUd33wYZ7/xhJrPYYsxW5yVU8gUUICKkGVMRlga6az3XRGvYguqYJghIBWQzVVvGeQVclyF31fdgRJ9N+mcW+ks6yfMOf8253w753x7b2/vcv7ptscO+Tk6VKzkUNmiSQ2VHCrbrfJ0yM+y29cP6cgg7Jk2EPYOqEDn3LyvWL8oE5Dw+O4huyaUXXSzHCYxnPOmE8GkOrv8uoSDNzMx93PNTArXKmwlvUfkLFIkqFpGNlFqpxSU89AKK0RQqdUFVVTOIJn2/uskatOMWWUYwNqy39dYtxEuQs9bgsohF6XCodLEcU4OlZcFVSIB+KFhYEi8/umn460dUINoGiBDLxZgLaeU7OrdUCwApOMiHBtetfAG3BFLUDkV7LRztEJh8dlHZA2pFdID0YuU+lPKCMgFZGsIqvgzCdzxjYeWa2gLJgd/RUP52UR9GSSz3tldTCyMZgiq3wJ4jbXb7ywACc75aBOel2giNZPSmVHKocpZgipc+vLbblUu692dUcmUhBibQXe/eF3Tz3hjZ5ymAQE4u2nhHuFQZVLeTna1a0LZNaIWQkePWM1mHLam23377MbIYSWHdJ4EVasob6cU9BWg6dU/i2+9+QFc9NbjXN32ytRN6PBVNJSfTcy/cvpuEtVppGzCzwDcBWAzY+wQY+z1jLE3M8bebB3yBwBPA9gL4DsA3rpkoyUWTNGhcgz5GTBM26ESi3NFyC/is+7zsKBKy4gqaXQNiElt6oA3ajfl8gwB5ryvPNRtCaq0twVVOinUvF0jaiFEesV74VRfKnPEytGyBFVEzSOVX7gbRiyObFIIqmCHgoCi1xRU09NAAaqrS4PkkuL8qulQBfJI5r1TroVYGHUv0zjnr6pzPwfwtqaNiFgSbEElO7TwkJkJ3Q755cTi7O8oLTi2uPK0oMr6EFWy6F4nwmTTIx7Jocox+Jlz/S81okKCgYy3qyYglRTnlV0jaiF09InHzsTnCqr0EeFuhKLiPI74C5jIVq+qTiwt5e2UAr48sqnq4jadFfNScjSNns3dyzK++SLcs2CxibwT0WABycmV0cicqA5lZrYJxaR0hxwqhRnFHKqc7VCVh/ysn+37vEgypyLq19C1TmQmT415o0iplpcQkJzDHUxiCCGDjLerJiA1I86rcO/CBVWkL1zxXOVkEpU5WmG/jrRObkGrKK/+H1QNaEb13CJ7N+bMYfee5LkZ8f30B6pvnIhFVk7fTaI6JKjahJpJ6cyEblY6VOWCynar7Pu8SDIfQDSQR9dGUTJhesIbCfZaQUZArp4/EmIaMh7fsZZOAz7koUYWHobzR/1QUMCMQ2TITnoPWWUZIkEDKZPcglZhC6pgTEVANZE1q8fK0ppwFZOH3eso2x0k/IHq38NoZGX03SRq4+2ZmGgYQxdfZKek9IocKmvtLl/cbHHlZUGVKIQQDRYQXh2Gihyma5WqdRFCUFV300KyhozHK02n0gwRtricNiaJ50il557f6YQIMYW7xMIdCZtImd6plr/SyKZKDb+DfhOaWSPklxOCambKvUnppYby1R2qaBTQ4fNMuRZiYXh7JiYapq5DZVjV0K15q3ybvi2uch7uuZU0woiGDTCJoUuKYyrujVNf0+sJqhwyHi+MmNYkhKXFh3Q6pDRmMnM/10xKnPv2rshwCMggBFP3bk6glymv/h/wc2R59fBrOi8u5uxOB26k6FAFq88psVXivsQh9ybXE4vHG6sKsWhqJaUrzKxwqPzQKgop+kK+4n1ehJvCbo91CIet25fE9Iw3dnlputgJVY2QnEfG4yUAUlkFEXnxgqpafSm7EXKoSyzckQjAISE77d68nJWMXf0/uCqAYADQUENQFayCrXH31lqzW3L5g9UvbIqNzEe9sbuYWBgkqNoEO+Sn+Od+6WWplEOVyzOoqFROTGJQkfOsoMolcyhARTQqfu/yZzCV9kZSshBU1fO9Qr48MgVvC6p0TkFYWbz92eHLYkabm+Bsl5Wwk94jUauR8mGPb4/0KNlMqZ1SIAAYUFDIODtQaV2EaZNH3Osm5tKWoArVEFTdltM2TiJ+JUOCqk3QC5agctzlZ8IwrZBfAVAdtumryCPnUUFl17CJdoqFtCukYTrnjRwazfAh4KslqArIFLxdgTmV9yHiW/zJVa2+VDoNSDCKoetwh1j47ArqxPJS3k4paO0NqJZblDYsQeXixsINCaoece55ve8mURsSVG1CMSndqQ6VZMLgVsivwBwFlZ/lkS94syt8ckw4EdFVwsnp7shjOt/RyiE1jGaqCKg1BJVqIKN7uwJzuqAirC4+R6bDX8BMYe57kc4whJEuhrFrNVImlh5NA1TkICkSAkHxmWSPVBFU1m7MmdSyDW/eFPuf1gj52X03kx7vu0nUhgRVm1B0qBxCfopkQi86VBJUNjdfQWUFzwqqxKglqLqEoOqKGZgyO1s4osYRgqp6uCPk15ExvJEPVo2UHkAksHhBFQnoSDnUl8pkWUXSe6RTOHqpKQ/vsvAwWY0V2ykFrf6Kdn+/2aS5cJKTKfduvLAFld1E3olonyWopt2bC0YsHhJUbYItqJwrpfNSyE+X4JccQn5MRy7vzdPFrmET7RXuRXc3oCHoiaRkIaiql6sI+U1kTG/kg1UjpQcRDiy+LlhHyMCMMTeUm9ZkhKSSA2IX+LQrqBPLi5ZjCDC7QbKYU7LxueLWyBvQYDlUWfcKqrzWgKAaEIVnk0e8Uf+OWBjeXCGJeVMrKb3CodIlqNLcqyi/VEBe9+bpYtvstqDq6hGvY/rpeKuG1DAa9yPgryGogtzzgirNg4gEF590HAmZSPG5LWUyObki6T3SLc6D1BH3bsVfyWh5CUFJfB7BiJiP7IbJ5WQmS5sGkln35gnmrDIQds9TJ6JDIsUgEfduLT+iPt5cIYl5UyvkJ0scBhenQq6KoFIlHbmCN0+X5LSYrGMDwr3o6hMT39R+99eE0RCoL6jgjQT7aqR4GOHQ4heajg4gixB0rfL8TecVhMqqzUd6hABNJSj80gqyealY/T8Qri6oyjcNzOTcmyeYy9YXVGpERQBZVyfXE4vHmyskMW8Mwwr5qVXKJnDboZKhys6CKm9483RJTgub3bbdu4fEgjp9yN3b5nVNhw4fAjUMqFBIVGCutu3c7eRTeejwIdKENmcRa59B+nBlrZ90XkVYLQmqcLd4Q9NJ927FX8loBRkBK60gEBFhsuzM3DmnXFAlC+51YZ36nzoRZSkkU96cQ4nGoE+3TdCt9dY55FdyqPKGDFWeG+f3yzryunvzGGqRTIgJz7bdu9YIR2dq2N05VLmkCIvYO6GcCFkRrvLwiJdIjQvxE+lY/IaHjpjVSHe88r3I6L6KXYSR1eLzT5GgaglaQUZQEQI3GBUiREs5CKppcf5HMINkwb0urC2o7J6n1YgpKSTS3q4ZR9SGBFWboNcs7Mmhm+L2vCHD7yCoVNlAzvCmoEokxDZtf9RKSt8oKnxOj7vb1dESjQgq8RXOTHuzBIDtQoQ7Fj8VRWJisUpNVArltB5AqKz0RKjHElQu3oq/kskWfMXq/4EOIagcHSpLUPX7pjDj4t6Ldo/TeoIq6su6OheMWDwkqNoEw5qvnEJ+ilzmUJkyVIfK3KpsIO9RQZVMSYiyUr5U18YYAGB6wt0ORUOCqsPbgsoWP5HY4s+tSKfVSHei8r3ImP6KXYSyKiOIDNLUBaQlaEapnVLRocrM/S6m4+KCZyCYQJJ3gJvuTOi2e5zaF2zViKo5JHPeLnFC1IYEVZugW4KqvOmxjSzxYg5VzvBBledObn7FQN7wpl2dTMuIyqXVM9gVhB8apqZaOKgGsGvz2FvLnQhZVb8zR7xZU8l2IcKxxZ9bHd1isZpdXyptBhEKVJ7TEZZGyqGRMrH0lFf/D0TFZ5ZNzb2IswVVfzQDHb5iCNxt5HKiEr/T3FpOLJhDIh9cplERrYBmlDbBsOar6g6VFfIzFajKXEGlKiZypkcFVVZBzFfKq2ESQ7d0BNMJdztu9s6nQLiWoBKfSSbuzZpKqWkx7siqxYdCIl2WoJpVDiHNQ3N2EUbkLFJZmv5agWb4ELRCsMFO4epoWQeHytqFOdAtzhG7hZTbyOUAP+qLvWhQd3UuGLF4aEZpE/QaIT/hUFmCiitQfc6CKu9VQaX5EVUrJ7wuXwpTM+7OZygKqho9wkIx8RoyCXfng1XDFlR2sc3F0NErdoLNTJfeC13TkYcf4VnlqcJyDmnNm+ez18ma/mL1/0BMCKpsem44Lz0jRNdAv7hv9mYDtyAaytf//kXDBpLm3DppxMqBBFWboOvClpYUh+bIMocBO4dKgd9BUPl9JvKmuwVINZJ5P6KBSkHVHUhjOuPerdhAuUNVQ1B1CiGSSXqzppLtQtjFNhdDpFeEU1KJUvjI3v0YmmUMRHwaUjlvns9ep7z6f7BLfGaaQwpgekYc079GCN/kuDt35eYLDH5W3yGOdnBX54IRi4cEVZtgGIAM57YHsowyh8oH1Tf3C6/6TOS4NxegRCGEaLBScHSFNExr7r5atLvY27V6nPC6oLLFj10bajF09IvPcyZRuiCwk/Vn7yKMqHmk8pQg3Ao07kfQymlTAgokGMg6aKV0SsxDAxvFuWG3kHIbuQKDX6ovqGIxwIDi2RInRH1IULUJug4ocF50hUMlBFWOq1AddJPq48h7VFAljTCi4Uox2dVRwFSho0Ujagy7No+9tdyJ0Crh7GRmvNkjLD0jFla7NtRiCK8Wgqq8HIJdliEUmSWo/AWkdPdW317JZBFEwHrrmcQQRNbZoUoDCgroXivOjZkpd+YJ5vLO/U9nE+0U52ByhOp1rFRIULUJhlnboSqWTYDq6FD5VQ8LKt6BaKQyjNndaWDa7HS1/a6lrZ1QtRyqLnH1nkm5uwRENVJWWCfcu3hBJasyQkhjpix3ubSLsDJsGvYbSJOgWnZ0TYcBpaL6f4DlkM3NLQ2SzjCEkSnmxiWn3JknmKvSUH420VXiHEyMUL2OlQoJqjZB1xkU5iyoFJlDhwJuciGoHCIhqg/IwXsLUC6ZQx5+RKOVt3d1ATkEXG2/27V5ahUM9LqgSqcBGXrdGj6NEmGZinII9u7HcKzyYiASNJAyaMfVcqPFhRUVLKseEJRy0HJzl6J0VkJYyhRbRs3E3enC5gqyY//T2cR6xffYrblgxOIhQdUm6AarGvKTZcCADCNvgENyFlQqUIDqakfHCXurdayz8gq4e7W4Wpzel1j2MTWKlqms1eOEndSbca8urEkqzRBBGkxafOsZAOiQM5jJlNyo9BEhqEKzBVXIRIqToFpuskeEoCovVhuQ8sjmHQSVJiMsa8XcuGTcnRcNOV2G36H/6WyiPZagmnBnPS1i8ZCgahMMA5CZ84SkKIAOBfmUWHz8DmaBfZvXmvAmR4W9Hu2qDPl09YkFdvoZd9a2AQAtI8RrLUGlBBSoyHlWUNkuRLOIKBpSuVKI1E7Wn12WIRwGMgjD1N25SK9UnIrVBqQCtPzcnazpnIywkkN4dRgMZkUo101Ua9c1m+hq4SYnSFCtWEhQtQnCoaqRQwUFuRkx2an+uW6B7Vq5tVpxNWx7PdpV6VB0D4nJbeqge5WIlrUEVax2OCzEsshkm+PwLDeprIyI3LzdWx2qhhmtJJ7ssgz2bkibSET87+aQ70rEFlTBsmK1QSUPzaHxejrvQ1jJg0kMUcwgOePOczxnyPArDYT8Bi2nbcqbO3KJ+pCgahMMk0GukkMlW3OZ3TtOdVi/bZGVT3vLoUqMi8XattttutaIcM/0iDu3YgNlgqqzdkmBEMsio7lzsalHKqcgrDTvM4ioeaQKZYIq6VyWIRIVU1/qMAmq5SSbsByqMkEVkHVkC3M3XqTzKsKqOL5DTiOZdudylTMU+B36n87GzgVza+iSWDzuPEOJpqMbNZLSrbnMrtmj+ueeFv6As6Da9fMnEGEpPHPHoSaOtnnY+Qq23W7TtV6UTJged69A1DSAwYQvWLuid0jOIaO5u41ONdJ5HyK+5m2H7wjomCmUPms7WT/cU9lDza5LZZdVIJaHUrHa0jkd9BWg6Q6CSvcjrAo3J6pkMJNxZ2X7nOlzbNc1m44BYYsmE97KQyUahwRVmyAElfOX3nao7Aa7jiE/67Zcapag+vME0ohg9/+ONnG0zSM5bU3IfZULatdRnQCAqQn3Xi1qOYYAtLoJ2yE5h4xDDooXSOX9RReiGUSCOlJG6bO2i0OGuis//0inWJxTk+51KFcidm21YEdJHAV8BrL63DzBtOFHOCCO71A0JDV3lm3JGT74GxBUvpAPIaSRcO8+GGKRkKBqE0TIr3pSOgBkk0Is+YNzTws1YNWpmuVQjR0SE97YfncuTMkjlqAaqKyKHuwKIogMpqdbMarG0HKiRk89Qkoembw7r97rkdb9iPibl1PSETIxY5Q+60xGuHyzw6Z2M+bUlLdyAr1OsVhtpNyhMqA5tLVKG0GErYrqUX8OMzl3lm3JcwV+tbELs6iUcm3oklg89Mm2CbrJoEhVcqgU4YDYDXZt8VSOLbLymcrFb2xcPHb0kDtrxCTjwqGIrZlbFb1bjmMq4V5nR8tJjQkqXwGZgjuv3uuRMgIIB5p37kTCHCmEi+U90hkghMwcly/cKd6vdNy9Id+VSHZmrqAKqCayhoNDxYMIh4RQ6QgUkCy4s/dmzlThdyiG7ERUziCZ9ubFD1EfElRtQiMOVVFQBeeKDFtk2f3lbMamxMI0Ou7OpOhkEvAh71g4sss3g+kZ9/Zz0/ISAg30CAv5dGQK7n0dtUibQURCzRNUHR1ix6pdQDKdkRBmc/Ok7GbMqSMkqJYTu/p/MFY6X4N+E5pZ+f3kJkcGIYStUmHRUAEzemXY1i3kuAq/2pigiqkZJLLuu/jhJsdfPveA5+oMug0SVG2CbkrVc6hsh8qq2ePkUNkia45DlRQz3ti0Oxf0xAxDlM045iF1BTKYzrjzqhcAtIKEQAMtLUJ+HRmHK3wvkOJhhIPNm8QjHeJzTo2L+mOZnISw7CCoesTnnorTFvblxK7+X15bLeDnyPJKQZWdzoJDQtiK3kbDJpJmZNnGOR9yVdp1ORFVc0i6MHT51y/swrPeewru+/FjrR6KpyFB1SbohlQ15KdYF0xZ6+rRyaHyhyxBla18jrGs6OkymgzPeYwbSKZlRGXn3lndYQ1TOXeOGwC0goyA3IigMpAx3DdJ16OQKSAPf7EmVDPo6BTn6cy4KIeQ1hSE5LlhU3vXn92cmVgesum5gioY4NBQeWGTnhCfXzgiBHJHhCPJO1znoHCTIwe/YzFkJ6KBPJJ59zlt4/vFRcf409RncDGQoGoTDM4gM+fJSJYth8paXPzhuTF+W2TlMrMEVb5b/J+NNW2szSSZ9SGqOG+N7+ooYLowN7fKLWgFBQGlAUEVMJE1vSeo7EUz0sSPIGIJKnv3XiYvqm3POW61cFZTSRJUy4lTsdpAQLS1MvKluSU9JT4/u7xFNAqYkJGddleZC7tdV8OCKqQjobuv5VHCKjaamGjejtt2hARVm6CbEhSpSg6VTwiqrNXqxNGhskRWuUOVnc4igRgkGBjVe1139QgASU1FVHXegdjdaWLKXOXKcQOApisINNAjLBTgyHD3XfXWwy6qGY40bxrq6BLOx8yElUOVVxHyzRWloR5LUKWa9qeJBrAFVXBVyZEKWD/aeW9AmaCKibmoIybOkeSIuz4wu3NEo4IqFjGQNNwXuoxPi7UhTlXcFwUJqjbBMCXIVQRVMYcqbQmqkINDZd2W10rPMf7oFADgOP8+ZBHCzIj7mm0lcwFEA8475bq6xJVx+rA7bW7NUBDwNSCoQkAGIdcKw2rYRTUjsebttIxYgio1La600wUVYXWuoJIUCSGkkXbnR79iyVoGU/kmkWDIuqA7UiaopsV3Nmw1tY6uqgzlugW7XZdd+Lge0Q6OJNwXurRrYyWOuGtcXoMEVZvQiENlN9itJahy2dJzjD0eBwCcMjAOABh9eLJZw20aST2IWNA5bNbVKybp6X3urLSnGT4EfPV3wIVCAIeEXMKdtcCqYdeACseat428o0cs1DPT4jPPGCrCVepcRVgGqQxNgcuJpgH+WcVqA5agsvv8AUD6iPjZLm/RsUqcI3ZvTrdQq/+pE9Go+K6mxtzltMWT4nsQj7d2HF6HZpM2QecSFKlKDpXlUGWt9VgNz93W64+I28odqrGnxOX9tq1i8Rp9Itm08TaLhB5GNOwsSroHhJsxtd99zhpgC6r6OT6hsCWIp9y12NTDXjTtIpvNINIrQp+phPjM00YAIb/z5x+RM0hl3VuHbCWi5RiCrFL4B8PiM6gQVFZ9sPAq8R2N9lpCedJdhVjtzhGNOlSxVe4MXSbS4jNIzJAkWAz07rUJBq8e8lNUcRpksuJ/WzyV4+hQPSMmt1MuFDv9xp52lx0PAEnegWjE+XV3DYrkjelD7hs3AGimikADFZhDVg6S3YvRK9hhOXvRbAYdfSI3aiYuRFTGDCAcdH4Pw0oO6RwJquUkm2NzitUGQuL8zcZLt6cTwlW0zw3bebR7c7oFu3OEU3cJJ6JdltM25q45J54R73OCio4uChJUbYJuyvUdqpw4HZwcKvu2fK70HGMjJhhMnPiCtQCA0QPu2iGSS+aQQwDRqPP93etEyYSpEXcKkYYFVYcQBV4TVPaiaRfZbAaRPvGZpmasSuk8hFDA+byPKDmkcu4rsriScSpWa/f1s9vSAEA6KQRxuFtc9Ni9OO3enG6h6FCFGltKV/UJ4TK532UOlSa+g/EMfR8WAwmqNkE4VLUFVca6WncM+XWIiSCfLxNUhyX0sin0bumBHxrGXNYfeWZUTFrRmLMd37Ve7NefHnfXJG2T4yoC/vpJokVBFXeXoK2HXVTTXjSbgT/qh4ICZmYAUzehIVgsDjmbiJpHKu/NgqheRcvLCM4SVAEr5Gf3EgVK9cHsemF2L07beXQLducIv8POaCfWn9IFAHhmt7sEVTwvnN2E5t5Cx16ABFWboHMJiuy8OBdDfnlLUEXmLjL2bbkyE2TsiB/9/mkwiaFfnsTopLvs4uSoyPGydwjNpuuoTgDA9KQ7axFpCCBQxV0pJxQV77vXBJW9aNp5T82ASQwRlkYqzZCZtMoyVBFUYX8Bad179bu8TDYvIyDPcqii4gKuwqFKifM+3CsW+o5+8SEm4+76rtqCyqnUjBMbzhkEAOx70l0tjxIF8f7awopYGCSo2gSdy1DkOmUT8mJi84UcQn4R26Eq3TY2E0Z/WCR09wfiGI27qxaSvSPIzluYjT/qRxgpTE0v56jm8udP34fTQo9VFC00Cwby8CPQwHofsraW270YvYIdlrMXzWbRIaUxk5GKZRlCEWeHMhLQkdLpinw50XR5Tm01u1Gy3TgZANJpgMFEoFN8PsGuIGTomHHZ/hG70LHdSaIegc4ABqQx7Dvorty9uCncejcWHfUSJKjaBBHyc77PdqiyugIf8pCUuQdKigQFhUpBpXWiPyYsq4FoCmPpKslKLSIxJhbU2OrqqqRLTmA60drJ7fY/zuD+7BY89OunirfZBQMDwfq7h0KdQuzavRi9QiolFs1gV3OFeETWkMoqxZyycIfz5xsJmkgZ7roIWOlouoLgrEKrdqNku3EyAKTSDGGki+UVmMTQwVJIzrirCbtd6Nipu0Q1NoQmsH/CPcU9dU1HGmI8cdNdc7jXIEHVJgiHqkoOlc8K+ekqVFQPG6nII2dtsuEmx5jRg/4esYj3r8pjNN/V3EEvkuSkeC32lmsnutUZTM20No9mfEK8//f/eap4m5ZovAKzVwVVOsMQQcqxcfVi6PBlkcopxWrboSqCKhw0keZ0Rb6caLoPAaUyD8ru62f3+QOAdJYhLFWWAYlKKcy4rG5Y0aGah6Da2J3EvlTPUg1p3iQOinI3PWwSGYRRyHjL6XYT7jo7iSXDgFw1Kb3oUBkqVFb9y6SyAvIFsfglDiaRQwD9A+K+gT4TU7wb+ZR78niSU+K12DuEnFgdSmE81doGyWNHhGq6/4GSsLAFVaCB3UN2G49Myl0Ju/VIZeYums0gouYxk/MXc8qqFQ6NRIAMwhU95IilJetQrDbYKc5/LVMuqOQ550aHkkXSZbvQcgtwqDauKeCgPgBdc8cFUGJYJMivDx4GACSHXRZX9RAkqBrggZ89jv939s0wdXclRM4HnctQlDoOlRGoKaj8LF8UVGO7hZvSv1ZcXQ6sEc8xvts91dKTR8RkZ+8QcmJwVRbD2e7lGpIj4ynhktx/sLd4m13k0K4iXYtQly2ovNU2Iq3JiMjNF1Qd/gJSBf+catuziVhRFzt53WuMPzKBG//13lYPY15ohoqgOsuhsholZ8sFVU6Z09Q66tMwo7lNUFkN5R1q91Vjw9EyDCg4tHNsqYY1LxKj4vxfFxNOVfwgCaqFQoKqAX751TF8+u4duP7dd7d6KAtG5wqUKqlCxV1+vLagUlkBOVtQPSm+fP0bhfvTv14s6nY7Gjdg7wiKDlbPVxjqMzBm9rbUpRjXYgCAR7JHIT8jFpGSoKqf3xXqFp9BJu0twZ/SFITl5hdqjAR0zOiBYrVtOyQ657ioOO/t5HWv8ZGXPYYXfvTUis0MbseptpotqLSyl5HOOwgqfw7JnLt2ZeasZs9OpWaqsfEEcYG3728TSzKm+RIfFW/8+n7xftsCi5g/JKgaIJ4UIuLD3xjybHzZgAS5Xg4VD0Jl1W1olenIF8SxdlX0/mNFEuPAJiFaRp90z9VNMgnI0GsmPQ+tlWBAweFHW+OscZNjXO/GGnkEefjx6A1PAwC0GXGe2TV6amHvhMp4rNFvOu9DxNd8QdURMpAyQsjMVFbbnk3YElSpCe8IEhtTN/G7JzfDhIwD97isAFwNstyPgL9SUNmNkrMVgkpFeFbyekeggGTBXZsIFuJQbTxd5E/te9gdtagSE+Libf168Xt8zFsFgt0ECaoGiM8okKHjKX09vveGu1o9nAWho75DlUMAfrlGyE8uIK9bguqgOK5/qwiX9W9ZBQAY3e+e1hCJGYYom6mZ9Dy4UUzmww9NVT1mKUmNpZBBGM/fJHb43f8ncdWqpRoXVJLMEEQGmay7dkDVI5VXEVabn3MXCZmY4WGkrX5+dkh0znFWblVq0nsLyM4fPYYxsw8AsP/+Ftf9mAca9yOgVl7YMYkhgCy0so8hrasI+yvnomhIx4zLdmXahY7twseNsPaMAUgwsP8pd+TuxSfE+7z+WDEXJg67Zw73GiSoGiCeUXFycA/Oiz6Ij/18sydzLgzIkKuszbZDBQCqVMOhknTkbEE1yqEih871IlzVt7UHDCbGRtwTdkqmZcTk2leBQ8eJ+isjT7TGWRt/TCyG554LdCCJ++8T759muSt2jZ56hFgWGc1bgiqt+xHxNz8xNxIBsghhJmFV265Sid1uypye9t4C8rvvl8JF+x/1xnzETQ4NAQQdNFGQadBypfM3rQcQnnVudIRNJI3WbiCZjV3o2HbZGsEX8mGNPIp9h9xRCDkxLYTd+pPEXG4LLGL+kKBqgLjmx6pAFp/6FMOY2Ycv/8PfWj2keaNDgVLl+6v4S0qrnqDK6+LYsUkF/fJE0f3xhXzoYVMYHXfPKZXM+BBVai82QycJh2346dYsquNPJgCIXLRtsX24f78oPWHX5GlYUEkaMpp73vtGSOlBhAPNF1QdVimdw+O1C4faoUC7SbOX+O3OAZzb8RB8yGP/0+65iKlFIVOACRkBB30bYDlkywWVGUA4UOngRDs4ZtABbrpn84VdRsapu0QtNkYmsW/SHTWf4kfE+7n2VLEpJnHEG+eTG/HWDNwi4vkQOkM5nPfWk/Ci1X/Dv9+0DUf2xVs9rIYxdRMcUlVBJatlgkqubkP7ZQN5wxJU8QD6A/GK+/v9R4olANxAUlMRVWuHc1Yf3wMZOoYPtmYSGd8nBF/fMR049agEHkwdDSOnlwRVR2O5GSE5h4zmrurL9YgbHYiFmx/2iHRYLuqEeD/sHLM5x1lNmVNxb12RP3PHITykbcaLL5jGOmUU+0e80Y9Qi4vvopOgCko5aPnScpQ2gwgHK4VTRwfAISF92D3JgrkcoKDgWAy5Fht7Z7A/3Vv/wGUgkQQimEHX0SJtIxF3j2D1GiSoGiBRCKMzLK6kP/m1TiR4FP/+ql2tHdQ8sHewVQv5VThUNQSVKhvI2YIq3YH+jsqJbSCcxOiMeyz5ZN6PqL+2+yCrMvqlCYwcbo0YGT8oxte3uROnnqEggzCe/NO+hQmqvHcEVT6VRwIx9PY0f/LuWCWuHMbjfoSQrrrYRXrEym7nWnmFG74k8u0ufds6bOiYwv7pjhaPqDHs2mrB8NzQdEAuIGudv9zkSCOMcKjy3Ih2is9xZsxFgioP+DF/d3vDGgMjZl+xI0Iric/I6JRnIKsyIphBPOGt1AE30ZCgYow9jzH2BGNsL2PsAw73v44xNsEY22X9e0Pzh9o64mYHOjvEpHvSS4/F32+8E1+650wM7/TG7hq7gFxVh6osh8qv1BBUioG8IZ5kLL8K/Z2Vk0F/TMOotmqRo20eyUIQ0WB992EwOI3h6dYku46NmGAw0XtcN055fj8A4P4/jBWLHNpVpOsRUgrFXoxeYPJJkTvW29f8a7pIpyWo0mGEWPUdfOEe8Zmnkt4SVL/9SxjH+vZh8/OPwobeNPZnVrd6SA2RjdvtlOZ+5kE5D60gBFUumYMJeU5T645Ocb/d9NwN5PMMfjb/kPHGTQo4JDxz18gSjGp+JNI+xBTxnnbKM0ikyGdZKHXfOcaYDOBrAJ4P4HgAr2KMHe9w6M8559usf99t8jhbRiFTQBoRdHaWbvvY99fBgIxPvHZPy8Y1H+o5VBVJ6VUaKANCbOVNGUbewITZjf7VlccO9OoYM3pdk+OQNMKIhurn6AxFZzCcii3DiOYyPiGhh01BCSjY8rz1CCCL+/+mz19Q+QrIFDwkqJ4Wdcx6B5s/5o5u8Z6NazGEpeoh38hqkVuVSrrjfG2E5KEk/jp1Ei496RkAwIa1BsbMPk/UoirVVpu77ARkHdmCEMLpCREGD89qah3tFudK8rB7dmXmCgsUVCcJV3H/fa3ZXVxOPKuiU7X6nippxFPemUfcRiNS9AwAeznnT3PO8wD+C8DlSzss92D3OYp1lr7cR+1YhxevuQ9/eOKoVg1rXug5IaiUKt8TJVCyrlSluqBSFRM504eJx6dgQkb/YOXp0z/AUICK6aeOLH7QTSBhdiAaqZ8bNdSTw0i+Nb21xuMq+tQ4ABF6PSnyNB54OgrNKhhoFz2sR0jVkdG9kUsDABP7xO7L3nXNdwYjXZagMnoQVqovvsGuIBhMpC3DQ9d0fP/K23Bq6DH84WPLV4H8bz/YjRMDe5A8lKx77E1f2I0CVFz2WuEEb9gkvtReqEVl11YLRuZe2QV9BWi6JaisQqvhjsr5xe7JOTPZ+jCZTS4vwS/NPwdvw+kif2rf7tbv0EzkAogFxHvaqWaR0Lwzj7iNRgTVEICDZb8fsm6bzd8xxh5ijP2SMba2KaNzAfFDYuLv7KmcBDYO5jBqrHaNG1OLUsjPOTZe4VDVEVR5U8HYY0Iw9a+r/OINrBOT+9ijra+Lk0/loSGIWAPG02A/xxG+qiVX+eMzYfSFSiUbTt0wjfsTRyObsQRVlYTq2YT8OjKGdybCiYNC6PRsqF7FfqF09Ir3LIcAQnJ190BSJISQQXKG4efvvBNbowfx+uvOxwPZLfjh95YvUf3uGybxSG4THv/zwbrH/u5/DKxiR3DOG7cCADacaDkdHqhFVatYbUAxkNWtMhZWU+twtPK4jh4hqOym524gV5BqFkOuxuApffAhj31PtX5HXTwfRmdIvKexQA5xzV21vrxEs4KlvwOwgXN+EoA/A/hPp4MYY1czxnYyxnZOTLij7H494sNWbLm3crEaHBJuzNQe909kRkF8aeVqZRPKHSpfjZCfjyNv+jC2RwiA/qMrkxwGjhG/jz5R/0p7qZkZFUI4GqufYDm0Xrz+4QcOL+mYnBjTYuiPla5STzlVQgKdeGyPGFOjLS1CfhMZozHx5QYmRsTi2ntM80Otkd7SghD21V58I1IGX33gHLzyy+dAlXT8+gP34NXr78DNw8cs28XS1KT4Owcfrf29MfIGfr9vC164YXfxO2s7HV6oRZWtUVstqBrQrAsCuy7YbEFlNzmfOeKeXZk5XapZDLkasipjvW8E+1ywQzNhhBGLiChGZyiPRMG5zAhRn0YE1TCAcsdpjXVbEc75FOfc9mG/C+A0pyfinH+bc76dc769t9cdW0brYZfh7+yrDL0MrBcL3egjrY+B16OuQ1VWNsHvq76IqD6OHPdhbL94T/qP66y4325DM7av9fkcj/5JXO2vHqovSIY2iQlk5NH4Ug7JkXG9G31dpSvcUy8R34s7D61DANmaVd7LCQVMZLh3BNXkBAeDWdyq3Uw6+ktCP6TWXuw2d4xgvTKCH7/lDuxKHoUXf+pMXHShiXFzNR7/w9NNH5sTk9PiMz70VG3xd9d3d2OKd+PSy0vT9sDJqz1Ti0pLifM8GJ37nQyoBrKmJaiqNLXu6BPf0+S0ezYR5HUZ/hq1+2ohdmi2thYVNzniPIbOqDh/YhEDCZcVT/USjQiqewFsYoxtZIypAF4J4LflBzDGBsp+vQzAY80bYmtJTFix5YFKG3TQ6l038njr3Zh62DlUchVBVelQ1RZUee7D2CExgfQd311x/8CJIg9p9EDrryC/+h9pxJDAiz54Ut1jB48Tk9rwk8u7e8huO9PXV7rthEs3QkEBTxvrEWCN54qEghwZ7h2rfmJKwioWrzj3mkV4dWlBCKu1F7ubp0/Gk9m1+Puvn1u8sLjotevEfT8ZrvXQpjGZEMLh4IHajthvr5uGD3lccu3W4m2yKnumFlWtUiAB1YRmCyqrLtjsHozRIRHenHHRJoKcLsMvL0xQbVydxr5MX/0Dl5DsdBY6fMXUiFiHiTiPeSKVxY3UFVSccx3A2wH8CUIoXc85380Y+zhj7DLrsGsYY7sZYw8CuAbA65ZqwMtNfEJ8WTrXVOZ6DBwnzsDRfe7ZcVINO+Sn+Oo7VLUElV/lyEPF2DhDFAmEeiqt4Uh/BCGkMTrWhEEvgoP3jOBXB8/AG057AJH++jk6Q9uEKzS8b3lzM8YfFe5m31BJVAQ6fNga3Cd+no+gComcIXtHp9uZiPvQ64svyXPLqowQhDieXW17Nkxic+pUHbVjHdbII/jr7cuz22kqJZzFQ4dri6LfPbgWF3Y9jNi6yjCpV2pRZVPVBVXQz5E17bpgzk2t/VE/FBSQdNE1bM6Q4VcWKKjWmZjgvUiNta5JcuKQSN+IrRLfgc5OQIfPE7tG3UhDOVSc8z9wzo/lnB/NOf+kddtHOee/tX7+f5zzrZzzkznnF3HOH1/KQS8n8Skrtry2csIaOEkswiMHmt86o9mUdvk5CyomMUgQx6g15nRVBXLwY3TKh37f3NwxJjEMKJMYm2rtttuvv+tJcDC8/YvHNHR8dE0UYaQwsswbpcaeEG1n+tZXhupOWTsJAAhIjQu8kKVtvTIRTqSC6A0sXf/ECBM5RaHA/ENhTGK4aP3Ty5ZHNZkVjtrBeHXxv+/Wg3g8fzQu3TF38fVKLSrboQrG5k4yAT+HBpFWkbbqgs3uwcgk0ew8mXJP4cmcodQshlyLjZvF+/DMPfO/AuUmx7f/4Vac0/EwDt278ImrtOlKXNTZwip+wEWq1UNQBa86xOOABGOO0xHqCaGTxTE65p4vdzVKSenVxyo3KKg4JAzHI+gPJRyPGQjFMZpoXVJjZjKDb99zEl48eC82nLemoccwiWHQN4HhieUNm9htZ/qPqTy3Tj3FqkE1H0Fl1ezJTHlDUE1qYfSGl26sHbJVyyi4sNyiHRdwTPBePPq7p5o5LEemCuJi7VCmq+oxu/9XLJpnPL97zn1eqUVVqxRIMCgcVm7ykqDqmRvCjsppzKTd0xEgZyjw19gZXYsNJ4lUg333zW9j04G7hnFJ7/14008uwF2pE/GjDz+xoL8PAIkxq/5Uj7gItoVVYsQ9xVO9BAmqOsQTDDGWdEwOHvBNYWTKPb3rqlHPoQIABcJp89d4OfZ9z2R60B913lXU35HBWKZ1iZY/efdOTPMuvPMD88snGgrHMVzDIVgKim1njqtMzD712WLRDMxj91DIqu2TOeKeGj21mMh3oie2dCHWiFV/KrRAbX/RlRsALH0eFTc5Jg3x+Q8b/VVDtk8+KL5vmy4cnHOfV2pRZWsUq7X7+2lxDemU1dTaQVB1KFkks83Pu1soeVOB37dAh+oskT+179HGhDA3Ob772ttwwjkduHN6M772iltwVuRh/PzWgfoPrkJx01W/+ABsYWULLWJ+kKCqQzwl+hw5MRhOYCTp/h0Ren4eDlUNQaX6xeNHjD70dzkv9gPdeYy2qEgmNzm+dP0AtgUfx/lvq5+MXs5gLIORbOfSDKwK46OltjPlnPzijWAwEZhHsmvIKoKYmXZ/Tp+pm5jiq9DbtXQ70zqsptiz25c0ysYL1mK9fAh/vXNpXcvMZAYagtigHIQBBeOPOJeT2bNXwip2BN2b5rpYXqlFpVlrdLBrrlAKhsTcoiVyxUKrs3M0ASDq0zDjosKTOdMHf41SM7VYfXwPgshg//76YeVcMocX9e/EG394Pk7rfAoP33IEb/2vC/GKZ0/jQW0znvjjwnakJias+lP94jOJ9QlhZQstYn6QoKpDPK2i0+dsfw50ZjCadU/vumoUk9LV6h+3wuyQX3XRZYstEzL6+5wngf4+jgRic8IPd337YTx4/cKt6Ub4y+cewO7cJrzz1ZMNlxuwGVpdwIi+vIVaxyckdLPpOTvdIj0BHOt/BgHffASVeI5M3D1FD6sR3x+HAQW9q5cuXB5Rra33kYX/jR0b9uPmkWNh6gtbMHVNx5mRR/DbD91T9Zipp+IAgG29wgk79KBzGZY9oxFsCjm7ZV6pRaVpAIMJX8hhl19QfE7ZIxrSaSCIjGNT6w5/Dsm8e6ICixFUTGLYoI5i30j9cidffMVd+MPE6fj85Tfj/yZOxsYLRCWjl33oWDCYuP6zBxY0hvhk5aYreze7LbSI+UGCqg4JzY9Ov7NaH+zVMeqi3nXVsB2qWiG/kkNV/Rh/oHS69A855zEMrBG3jz0yWbxtdNc4LnnTevzDa5b2dPviZ3X0sgm88rPb5/3YoTUMOQSWtVDr2BEV/arz3/vyFzk+8pnGi16GYmKRyiRaX7KiHhN74gCA3oGlC910BMRCEYos/Jy76CJgindj92/2LujxIw+M42/pE3D7n6uHT+yehts2izmmWnHPPcnV2NRbJW/RI7WoslkgAM3xYicYFp+TlswjnZUQZs7iMBosYKbgnnprOa7W3Bldj42xaeyLd9Y8ZnTXOD5x42m4vP8eXPs/OyqE5tD2AZwXfRg/v8OpeUl9Ekes+lNrhMsZGxSWri20iPlBgqoO8XwQnUHnvJSBQYY8/K7pXVeNYlK6rwGHKlD9GDVQmgj7NzhPagNHiSuc0cfixdv+6Yq9mEFUtNdYomKJe//vGfz+8Ha8+bzdDbdrKWdwgwgjjDy8fIVaRdsZ5y3Tz33zUbj49Rsbfi5PCSqrj1/P0NI5DZGgtfU+tvAE5h2v2wAA+OtPF5abdOABcS6NTVUXjpMHhHDYdrb43jgV99TiGg4ag9i0wfmz9UotKi3HqpYCCViCKpvII61JVZtadwQNJHX3VPLOcRV+dRGCqj+D/Vp/zWM++LInkYeKz/7Y+bhXXBLH7tymBQn/eBxQUCiGVzvXifxXW2gR84MEVR3ihTA6I84T2eAGsYiNPDTpeL9bKDpUNUJ+jThUqr/ModrkXPfGvn3sKREmvfUrD+In+8/FVZtuA4OJX3xuYdZ0Pb7ynv1QoOMtX96yoMcPbRaW9/Cjzi7AUjCuRdEXbU7yZ6hTLKaZpPuvLCeeESKid8PS5R92hMQ5b4dCF8L6c9dgo3IAN9+1MOF38DEhHMcT1QX+1IgQGMeeI/JpnIp7PnXLIXBI2HR89XIkXqhFpeUZgsxZKAWtdjTaTAFpTana1DoaMZA0l3fzSC3yUOFfhI7dsI4jzjsRf8Z53rn3Px/FdXvPx7Vn3oVjnrXe8Zi/+/AWSDBw/ecPzfvvJ2YqN12FekKQoSMen/dTESBBVZe40YFYxFmtD1i97EafXLp6Os2goaR0Jo7xh6qfEv5Q6Wq/f4tz7tjAVpE0O7o/B13T8fb3BbFOPoSv3Hkazos+jOsXaE3XgpscP3roJPzdup0Y2LawysNDJ1g7rZ5avmTMcb0bfd3NcZRCq8Sin5lxf2HPyVHhwixFHz+bSNjaKda5uJpoOzY+g1vGFpZHdWCveJ3j6epCZ3JUfP49R8ewxjfuWNxzz93C6dp0RvV8zfnUonr4V0/iHzbegX231m/G3Ey0vFS1FIjdMDmbLCCdUxBWnJ2sjgiQQseC89qaCTc58vDX3Bldj41bxIP33TnXBeUmxzVvN9AnHcaH/tuxmxsAoP+k1biw8yFcf/faeaefxGcUdMoll5xJDJ0sgcSM+8sBuRESVDXQNR0ziKIz5nySDh7fCQAYecrdW0wNXYy/oaT0QPUQiR0OdNqZZtNzbBckGBgb5fjaq+/Aw9qx+MK7DyHUE8LLnxvHI7lNeOyG5tb2SR5K4ghfhdNOXHgi5cDJYjEaObg8giQ1lkIakarJ/fPFS4JqYkwshj2blm5DR4elYWZX254vF13MMM278PB/75n3Yw8Oi0VpLF/9ddqNkVdt7MSacNyxuOeTD4r5ZdOO6hcjjdSi4ibH1195C05/6Tr8ZP+5+Ler9zX0OppFNi9XLQVi9/fTUjrSBV/VptZRqyJLK6uL2+RTYoyLElTbOgEA+3fF59z307ffibtTJ+JTr30CHYO13cdXvGAGj+ePnvd5msj6EPNV5qvF5BQSKfeUpvASJKhqkBwWzlPnKme1bldLHz3o7jBLQyE/y6GqmUMVFGKrl01V7cEmqzL6pAk88GQIH/31NlzSvRNXfPpMAMDffeg4Efb7fHOvjId3ia3mQxsXvniqERW9bALDo8vzlSi2nRlszsQV6hY5OJm0uzdIAMDEJEMYKcft880i0mGFMDoXJ6h2XHkUAOCvP5t/NesDh0Wob8LsrlpfanKaYRU7AiWgYG1X2rG4556nJfSyCXSur+7o1atFNf3UEfzdmnvwtp9fiIt6HsbL1tyFnzyxfVnzP7WCjKBcxaGyQn7ZGR3pgopwlabWUauS98xY6wtP5pLCRatVDLkeG88RNaT2PV7pjKfGUnjft47CaaFH8dpvn1v3eV7y4eMhQ8fPvzAyr78fzwYQm7XpKubLIJ5pbbcLr0KCqgbxg5ag6nZ2bUI9IcSQwMiou+1R26FqKCk9WN2hskN+/f7aO+EG/Efw+8NnIIsgvvyT7mJ8fmBbH86PPYTr72xu2M/Oexo6dnE5OUOBKQxPL88OovE9YjdX34bmiApPCaojCnqVpV3I1xwTgAwdvZs6F/U8a88cxNHKM7j57vmfFweTQgCZkKvuHp2M+9CjxAEAa/p1x+Kee8ai2BSpnRhfqxbVbV99ECdvzuKG0VPxuctuxu9HT8OHv9CNLEL43jUPzvdlLRitoFStrWb399PSBtJ6AGG/83EdnUJ4JcdaXyIiN2M5VIGFz/+d62OIIoF9+0rPMbprHNdc8ABGzAF8+fOGY/mI2fRu6cHFXQ/i+ns3zCvsl3DYdNXp15DQ3FOawkuQoKpBYlR8aTt7q6v1QXUSo9Pu3l1TdKj81cVS0aGqIajs+/rDtXPG+iPCjn/v2Xfi2Esqd6q9/LkJ7M5twqO/XdhWdCeG94owhx2CXSiDkRmMzCxPYu/40+IKu+/o5iTY+kI+yNCRaf06U5fJGT96/UvbK+yyfz0dT/51BH0n9C76uS46+hncMr553o2nD2q96GFiw8r4484CcirtR7dffF/Wrpcci3vumenDptW1369qtagO757Ac99xLAJSHnf96Cm8+zdi2/1JLz0WF8R24es3Hb1sDbWzuoJAlUbCdn+/bMpA2ghUbWod7RZz8cxE7VzH6aeO4L3bb8bBe+bn2MyHXEq4aP7gwgUVkxg2BsbwxHAEP3/nnXjB6nux5pQe/GDP+XjbibfgnDed2PBzveLSDPYWNuCBnzXeSjeuhxELV7qBsWAO8Zx7dlJ6CRJUNYiPioW6s6+6Wh8IJzCScM+uEyf0QiM5VFZSerh6CEoNifv6Y7UnsxOPSuFo5Rl86H9On3Pf3314iwj7fWH+O1KqYTeoHjplcQ1ih7qzGNYWXuV94rHJhutYjR2w2s5s7lzw3yuHSQwhZJBxdzofAGAiE0ZvaGmVn6RIOGrHuqY8146LZcR5Jx78xZMNPyYzmcEU78b2bpGnNLbH+SJkMhtGT0h8aGuOES5YeXHP9OE0RswBbNpYO62gWi2q779nNzQE8Ztf6jjtHyp3wL7j9Vns19fihn/Z2fDrWgya7kOwSrFaux2NljGR5kGEqzS17ugWxyUnqrdYShxI4JKTRvG5+3bgQ69emjItAJBPW4KqRppEI2xcdQR/nj4Nr/zyOXh4egjvP+c2PP6Hp/HVhy6c1/Nc8ZEToKCAn395vOHHJIwIOjsq3+vOcAEJl5SmGN45iu+85lZXbEJoBBJUNYiPiy+tXT3WicHODEa1zmUa0cJoJORXdKhC1QWVLbb6e2pP7p+6cwd2T/UjvHpuCK7/pNW4IPYQrr+rscbFjTA8KvJQFpuTM9hn4jDvLSabzocHfvY4jtsq4YITp6Fr9XPqqrWdWQwhSUMmu7Rf6WduP4j04cXlr0zko+jp8EbPQQB41ps3AQBu/M/GF6qD94qcq9O3iPdq/Bnni5CpfAd6ouK9WLNVhAjLi3vuvVlceGw6obYL7lSLysgb+Nb/HY0LY7tw/GXHzHnMiz95OtbII/jKN5cnX0YzfQhU6XsXXCXEpJblSPMQwiHnsFV0tTguOen8HU0fTuOFJzyDXZlN2NH5AH769Fl4+ualKdVScqgW951701sVvPG42/Dnf78f+7P9+Lc7dmDz84+a9/N0Hb0Kz+ndhevvP7qhsJ+RNzCDKGLRymNjERNxo/UlOPKpPF584RFc/aML8IM33NHq4TQECaoaxCfEF6ZzqHpuzkCPvuiWJftuPYj7fvzYgh9fj6JDVSPkp0hWDlUNQaWGxcTbX6cXJ5MY/NHqrt7LnpvAo7ljFlyBejbDkwEMqYuvBTa0Tnwdxh527qdWjft+/Bie9fd9MCHh0dwx+M6Vd9Z9jN12xqkNx0IJSRoyuaX7Sj/+h6dx/PldeMGxexZ8vnOTY8LoQu8qd2/kKKf/pNU4PbwbN9zVuPg98KAI8Z1+objSHz/knGQ9aaxCd0x899aeKsJ25cU999wjHM9NZ8xNVp/N7FpUf/rU/divr8VbXuvsBioBBW+5+En835FTmxqCr0bWUBFQnQVVICbmi2SCowC1ag/GjtXiomnmyNzzR4trePGWx3HXzFb89Nqd+Mn/DUCGgc+8bX9Txj+bXNpqKB9aePFYAHjeh7fj24+dj2e/79SaF72N8PLLctivr8X9P60f9qu26aozxjGD6LKFgqvx0WffiZ2Z47FePoT3/XArJp9YvqLLC4UEVQ3i0+KEssvyOzE4JKqlH9kXX9DfmHxiCudfpOCCf1yHZ+5oXhisnMYcKnFMLUE1dMpqnB99EDteUbuybz2aHfYbTnZgMLL4gpxDR4vJevjhxtvP/O0Hu/GsfxxETE7h/ptncGHsAfzzz7cgeah2zsv4ERV9anMTs0NyDpnc4ib3auSSObzqpXkU4MOtiW340ZsXdsVoNwPuXXxq07LyojMmcHdqKyYea0y4H3xCiJitz+pHAFmMOWwSzExmkEUIPVaUuevoVQggW1Hc88mHhXu16aL6ju7sWlTf+DpHn3QYV3yyeiumN37pBPih4asfXLpcIxvNVBH0O4du7O4GU9NicQ9XyaKIDgillTxSudjnU3m8bPND+N/p0/D9N9yFl33+bAye2o8rt9yD7z96Jkbun/8uzXrYDlWtndHLzaXvF7v9fv3N+m5qYljk7sVWVY4/1in+nxltXWmK//vM/fiPey7AGzbfiht+kUWSd+D/Xb67ZeNpFPecCS4kfkTUXIoOVRdUA+sWXi3d1E285vynMWGKq893vtS5+eliacyhskJ+4eqOSbAriFsTJ+OUVx23qPHYYb9f3N2csN+ItgpDXYtPHho8ThS5GdnT2ERy17cfxnOuWoNuJY5bbmHYeMFafPbLfkzwXnz65ffXfOx4KoS+UHMLwoaUPDL5pakf88GL7sKu7HH45QcfwFmRh/He725e0Jb7iSfFY3r7l0b4LRUven0fOCT88QuNJfwe3G+AwcSa7f3ok6cwPj33c7EbI3evtuq7SQxrfWMVxT337JMxII0h0l8/T7O8FtUzdxzC7w9vxxvOfhRqpHq4sHdLD1559E78cPepSBxY2i4BGvcjUKVNi6RIUJHDVEKcF+EqPRg7BsT7MJMsPQ83OV5z/E7ccPgMfP2Vt+K13zmveN/7vr4BBmR8/urGE7UbJZcRom6xDlUz6d7UhQtXPYRf76w/t8aHRTh69qar2Crxeuxd7svN5BNTeM0HBrBZ3Ycv3noaTrhiE649/Q5894kLcNe3H27JmBqFBFUN4gmGKGZqblsd3CSumEYen/+upc9ediv+OHE6vvCKu/HPz78Xvxk7E7/7yN8WPN5qNCKoZEtQ+SPLk0/x8uc1J+ynazrGzNUY6lu8PT10kgjpDD9dP4fqrm8/jOe+aQNW+47gljtVrDtHTGDbX3M8/mHD7fjCXWfiwF3VBfJYNob+JrWdsQkpBWTyzf/8bvzETnz+/h1424m34LJPnolvfFfFFO/CBy+d/+Q28ZT4nvQMuntn7GxOedVxGJRGccMfG1s8DwyLemxqREVfIO7YfsZujNwzUHovZhf33DMew6aOxtyV8lpU337fXjBwXP2ZTXUf945/6UYaEfzgnbsa+jsLJcsDCPirh4qD0DA5I0J/4ajz++yP+qEih2TZdPuFK27Bzw+eg09dcjPe8rMLKo4/asc6vGrj3fjmfdub3vg8n7UEVY2NPK3gimfN4NHcMXjij7UT8hNjYv6Jra5Mz7AFVmJk+Wt9cZPj9Tv2YtLswk+vKxTzcD/62+1YI4/gLe9UG8pRbRUkqGqQSMnolGurdHur/ujT81sc7/zWw/jgH8/DS4fuwlt+egGu/eW5ON6/F9d8egCZyebugDIMK+SnLs6haiYv+aDoP/Xzzy0u7Df+yARMyBhau/hTuWdzN3zIY/hQ7fygkfvHcMVb+tDvm8Itdwew5vTKpLJP/lSUivjQ31evRN3MtjM2IbWAjN7cz2/8kQm89qPrcYJ/Dz5z8xkAgG2v2IxrTrkd337sPNzzvUfm9XyTz4hJune9O3YRNQqTGF6waQ/+dOj4hjYtHJwKYV1Q5OL1d6Qx5tB+Zuqg+J73rC1tpphd3HNPagCb+hpzCuxaVE/eOYnv3rUVL+zbiXVn16/5dto/bME5HQ/ha79fv2S7qbjJoSGIYI19IwEph6mMOKCaoAKAKJvBTFqEBu/9z0fxgd+egxcP3I33/8F5V9z/+2I/0ojgS69/aOEvwIGiQ+UyQfXi9x0LAPj1l2on4xc3XfVXiv1YrxD49i735eSbf38bfjt2Jj59+V0VkZBIfwRfvPYZPKhtxtde7d4EdRJUNYinfej01VbpdrV0e+t+OVN7pnFK6HFcveVWPPTLJytuf+XburBeGcZ37zweTGLwhXz4xmfS2K+vxScvb65LpVvrdu06VFYOVY3wQDPpP2k1Llr1IH529/wK0c3GzncaOnrxBTmZxDAoH8bIRPUJspAp4OU7DiNlhvCbX+oYPHVuPtm6s4dw7dn34Mf7znPcbJA+nEYaEfQtrsrDHEKqjozevM/P1E287qL9SPIIfvYzVOyi/PgNp2JAGseb36HM64px4pCYxHuPjjZtnMvFi17iRxIx3P6t+rkcB1KrsLZTCKG+zhzGHdrPTB4SO/+615UysMuLeyYPJXGY92LTUY25r3Ytqi981YfDvBdveWvj0/vbX5vC3sIG/O9nHmj4MfPBFqGBGl/ToJTDZE6Iwlo9GDvkDJJpGYkDCbziDREMyIfxvds2FwsIz+b4y47BFQN34yu3b6ub2zgf3Cqo1pw+gNPDu/Hr22uXgElMioUhNlB5cWPvak8cXt6duI//4Wm8+79Ox/N67sU7f3nBnPtf8u9n4Xk99+Ijvz5lSXLimgEJqhrEs350+murdLta+ujY3C/zn7/yOHZlj8N1j5+Fk192LC7s3IVfvPsuXHn+HowZvfj599KIrSu1k7jgHSfjNUfdjs/ceU5T+9015FDJlkO1TIIKAF51WRp7CxsWtcNx5EmR7zS4uTnbfIdC0xg+Un1X5/vOuxN3zJyE713zkONWdJsPXH8qetkE3vP23BzBWGw7M9TciTjkN5Axmlfh+HOX34obJ0/H517xN5xwRWXoqGOwA198537syh43ryvGiVEhvhZbwbwVPOuarfBDww0/rZ1rxE2Og/k+rOsTC1Jfj+nYfqa8MbLNmnWl4p57bhYh400nNnaxYNei+mv8FGxUDuCSD1ZvqDubl3zyNHSxaXzvG0uziGaPCPEYqOlQ5TGldwKoLaiiShbJrA9vPPdRHNAH8bOvHUHX0bX7Qn7w01HEeSe+8cbauY3zIZetX2qmVbzkvAn8LX0CDt1bvcJ+fMradDVUmZ9nCyx7l/tyYOom3viqGQSZhh/833rHNBsmMXzlv1YjDxXvuWLp6ostBhJUNYjn5pbld2JAncTI1FwhcttfC4hgBsOPJvHZF92Mg+kuvPwLZ+N342fisy+5C9tfc/ycx3zmt5sRZhm87R+Ti3JuymnIoZI4JBg1RVezeck/nwgVOfz0S4cX/BzDT4mJ2s5/WiyD0TSG052O911/7Z344gMX4p3bbsErvnROzeeJroniY694DLckts3Jixt7QizIfeua294h5DeRMZvTOuezL7oZ7/vDjmJI2omXfvYsXNK9c15XjBMTgA95RNd4z6GK9EdwUc/DuOHh9TWPm37qCDIIY+1a8XtfP4MJGZNPVubw2I2Ry8XA2k2l4p5P3iMS+DedWb9kAlCqRQUAb3r20w21LLHxR/34x5Mfxq8Pbl+S7elaQsyjwVD1MQXlPBIQ4jLcVf270aFq+PPYifjFobPxr8+9vaFq4ttfczye270Tn//T1poNpOeDLaiWK+90PlzxTlHU9n/+o3ox2kRcnH+xtZXfxdiguKBMTC9f2YTvvPZ23J48GZ973SPoP6m6dX/Ms9bj3WffjZ8fOAtP/eWZZRtfo5CgqkG8EEYsVF+lD4YTGE3OdTVu2zuAc7qfQO+WHrzndzuwJz2E333kb/jqy27BO37hvEit3tqLT73yIfw1fgp++vb69YwaQbciMtUaGgMi5OfH8lq8qzZ24gUDD+C/dh234Jonw4c4FBSw+viFVzgvZ6g3j5HC3Od67IancNUXT8I5HQ/hP247u6HneuMPzsExvv341JcrLXW77Uz/puYWzwsFFy+ouMnx4XP/in/6/Q68Yu2d+Mnjp1UNpTCJ4WvX9yKLID77xsZ2UU0ekdEjTVd9Trfzoosy2FPYiCf/VD0/7uD9Indq3SYhCvrXiYut2e1nJqcYOlm84ntZXtxzz24RJjvmorUNj29DxxRU5HDV509o+DE2r//wAApQ8eMPzC8vrhG0pBXyqyGoyvv81RJUUX8eWYTwnK778P7fO8+jTnzggzIO817813ubUxk+r7lXUG1+/lHYoj6FX/9f9TkmngBCSM+phWcLLFtwLTUj94/hfT89GRevuh+v++55dY9/25c3Q4KJb76/+newVZCgqkHc6EBnR/2FfiCWxUi20nKefuoIHtaOxfnbSlvwZVXGiz5+Bt52/YU1F5Q3XncuTgk+ho9/d7ApSaKGUfr71VBkDhXLZ/HavPqVHKNmP275ysISRofHFQzIh+d1NV6LoUGOFDoqci0O3TuKl/wdEGZZXP+X3obDokpAwTWXPYO7Uyfibz8o5d2MH2xu2xmbUBDIILRgZ9PUTbzj5FvxyTsvwhuPuxU/2Xtm3dd69MXr8eKhnfjPB06CFq/dkggAJpIqetWl3Z6/lLzwmqMBADd8vfrV8cFHxOtbe7xYmPo2WsU991Yml08llWJjZJvy4p579itYKw/PqwPAP73HxDev/Bt6t8z/AuPEvzsWZ4Qfwff+ONg0d9ymIUFV1ucv3F39wmBNdxb90jh+dMu6eX3vd7xrG47378U3rm/M8atHThPvkb/DnTtWX3L6Qdxy5KSquxsTMzI6pbk5ZWpERRAZxONLPECLay7bhzxUfOsX3Q1daA1tH8AVQ/fi+/ed1DS3sVmQoKqCqZtIogOdsfoTy2BvAaN6b8UkdMd1ewAA51/aOe+/Lasy3nvlNJ4sbMSf/u2+eT9+NrZDVUtQyRKHyubfcmWxvOjD2xDBDH767YUVkRuJBzEYaF6BzMH14mpteNcEjuyL4wNn3YxNZ3RiX34IP//8MIa21ykTP4vXfflUdCCJL388XrxtfFSI5Ga2nQGAUAgwoKCQmb8w1rMFvO7YO/G1Ry7Ee7ffjG/tPr/h8O+brvFjmnfhvz9U/1ydSIXQG1z+7djNYsN5a3CCfw9uuDVW9ZgDT4hJfu0pQtT0bRLCamx/5eQ/ORNAt1p53pcX99xzuBOboo23uwGASz60HVd+//x5Paac1794Go/kNlVcADSDbMISVOHq51R5n79wT3UR+aW7zsBjTwfm3fiaSQxvuXQY96a3YucPH53XY51wu6C64s19MKDgd//u/FrjaQUxxXlHeaeURCK19PLgNx+8B78aPhsffe49OOZZtUPp5bztvUFM8y78/H2LXx+bCQmqKsyMzIBDQmftXEcAwMAgkEOgolr6rTdmoCKHM/5x84L+/kv//XQMSGP48lcW9PAKDEMUKK11NafIJlS2/PU9gl1BvOSoB/HLJ09CLjn/kONwqhNDseZV9B06VoRuP/mOMRx9NMd/3HMBXnbUfXj8tknseNe2eT9fx2AHrtr2AK7ffzpGd4nFceywhG421dS2MwAQCouru8zU/K7aDt49jIv6H8WP9p2HTz7nZvzHPbUd1Nlc/O5tOEp5Bt/6SfVkfpuJXAd6IvWdLDfzolOGcVv8BMSfcXbaDh7g8CFfXPD7twrhPH6o8vs1mQ2hJ1y5oJUX99yTGcSm/uWtVv3KT29DCGl877PNrdmkzQiRH4xUF1Tlff6c+oAWj+sMoHN9dUFbi3/8nHh93/jE4vPEctZ0tZwbeebDqa8+DuvkQ/j1753nmURWRafqLKhiShrx1NKGMpOHknjbv6/DSYEn8N5fnzuvx154zck43r8XX/tZc9zGZkGCqgp2ldjOrvpX6YPrxRdq9JHSl/S2x3pwescTC27Yq0ZUvGXH47hx8vS6BdrqoeuAgtpi6YLzTLzw2D2L+jsL5dVXBZBADH/81K55P3Y434Ohnublfg1t7QQA/GT/uTi7Zy92/WIvfvjUedhw3sKrur/9sxugQ8G33iV2M44fUdGvNnfBAhYmqH7zwXtw8jkh7EoehZ+87U588KYd885vkhQJb3zWPtya2IbH/1D7XJ3UO9Hbufyh5Wbyotd0QYcPN33R2cU5MObDGmWseAHTMdiBALIYn2U2TeU70B2Z6wqvCcfx4HgfpnkXNh29NHWhqhFdE8XLj7kfP3v8FKTGmifmtJSYfwKR6nmcQavPn4pczXzPxRBbF8M/HHcffrbntAW3C7OxBVWzL4yaBZMYrjjxKdw0dpLjZxnXgogFnC9uOtUMEtmlFYofeN4ujJh9+M7X9Xm/h0xieOtlw9iZOb7pbupiIEFVhWpl+Z0oVkt/TFyxpg+ncV96My44YXGL5tVf2goVOXzl/QcX9TyNCKo3/vACfOuxxhM8m8mz3rMNvWwCP/3x/BaP1FgKScQwNNi8fI9jnrUen3nhzfjrF3bh94dPx0kvPbYpz/mC1TvxjVu3IpfMLUnbGQAIdQjxnzlSX2Dmkjlcc/ItePGnzsTGwBju//M0Xv3V2jsXa3HlZ7dCQQHf+Wj1YoKFTAFx3onenuVJdl0qznr9VnSxadzwW+fz9eCRCNaFS999JjH0yVMYm6oUCZPGKvQ4NIle05XG43mRq7XppIVdkC2GN7w7hhQ68IsPNq8mVXamvqAKqOL9DLPmFjaezVv+pQ9ZhPCf735wUc+TzwN+aK7eYHHF62LQEMSNn5nb1SBRCKKzyqarmD+HeK45O4ad+PjFN+Mbuy/Au069FWdcuXVBz/GPnz8FEczg659sbk/UxUCCqgp2ldjOvvpb2we2dAIoVUu/+z+fgA4fzn9e/RBILfpO6MUrj7oX1z182qL6bBkmIKO1ncNroQQUvOKER/G7Q/MrvDfyoNhNNbi+eVezTGJ47w07FhTeq8U7rxU7jK5/370Yz8bQ1+S2M0DjgurIvjjO7n8aX3noQrzrlFtw59hR2PTsxvMXnOg7oRcvHtqJ6+6vnpxulw3o7fP2tCOrMl6w4VH8Yd8Wx92pB9PdWNtV6Qj0B+IYT5TEUXY6iwzC6HFIo1vbXxJZm85uzu7V+XDOm07EZvVpfO+XCwurOaGlxfsUjFV3PezGyWFpaRONt71iM86KPIxv/H7dopLvc3m27Duj58t5bzkRPWwSv/7VXPGf0COIhZ0vtGOhPBL5ud0MRneN4+FfVS/FUA9ucnzk/Jvxz3/dgdcefTs+c9fC8/2ia6J4zQn347+eWppSHwvB2zPbEmKX5Y/11VfpAyeKSc+uln7b75NgMHHO6xbvblzzscX32dJ1BoW5V1ABwKvf3gUNQfzPxxvf7Te8Ow4AGNq0OOG6HDz7fadii/oUvvSjLozrXejran6+WigqhGUmXntzwRdf+wAeyG7Brz9wD75w/4XwR5tTD6tecvrkU+KioGfAnSGS+XDp5RKmeDfu/HZliQEjb+CQ0Y91A5Wfb19HGuOZUgHFYmPk3rlT8Jp14jYJBo66oDkNxOcDkxje8JwDuGPmpKYVGLYFVaCj+mdv9/kLy0ufY/fWv0/gycJG/OVzC3fhcnkGfws28swHWZXxwqMex40H5or/OI+iM+rssnaGdSSMufPqOy99Gs95eeeChCg3Od5/1i34xO078IbNt+L7j5+z6LqHb/3EEHII4PvXuqNpMgmqKthVYjuH6i/W4dVhRMuqpd/6YAzbgk9UVEFfKKf9wxac2/EQvnLDhgXXanK7QwUAZ73hBGxQDuKn/924zTy8R4QGho5v3pX0UsEkhne8ZBj3ZY5HCh3o72t+bkwoJharTKJ6jlJqLIWv3n4yXjxwN178qTOb+vfrJadP7Lf6+K1b/jBWs3nee06AD3n89j8rww1jDx2GAQVr11dOrbPbzxQbIzs0ibaLe65XhpsmdufLa/5dhHC//7HFpRvYZNPifA9EazhU1mkRlpfe9XnZp7ejm03h619cuCDK5VlLNvLMl+e/UMI078Lfrivt9tPiGvLwI1Zl6ox1mIiblQU/Td3EX4aPxbi5umbjdye4yXHtabfiM/fuwFtPuAXfeuS8ppS62Xr5Mbgwtgvf/PNRC14fmwkJqirYZfk71zZWfHFQncTIpIp8Ko+745tx/rELr/49m2ten8LT+nr84V8XtkXUCw4VkxhefcZT+N+pbTi8e6KhxwzvF8Jh8OT5bZ9uFf/4hVMRg1Ulfaj5Lk0jguq7b7kP07wL7/94pOoxC0VSJFz97OrJ6RMHRCind2Pz//ZyE10TxUXdD+E3D66vuFo/cP8kAGDtsZWicXb7makDQlyWN0a2sYt7boo1bw6ZL6u39uKF/ffjZ/dvbkpNKi0jBFWws7pAtPv8hX1L7/oEOgO4cvsj+M3IdgzvrN6epRa5ggS/5G6HCgCec41oRP/HH5fCYvEDQtDHVjnnf3V2ip3r5eH7R/5nL6a4iFHf95v5NbX/8Pm34Eu7RIrBVx+8oGl1AwHgbVdlsU9fhxv/rXlthRYKCaoq2FVio0ONCaqBUBIjyTDu++kTyCKEC57TvB0SV3zydKyRR/Dlry/MHtUNBsXlDhUAvPLdgzCg4FefaKy33/AIQweS6BhsbsXxpSLSH8EbThMhhma3nQGAUKc45zIzzlfN+VQen/+duKI76w3zr6TdCK/7TPXk9ImRub3rvMzlz05jT2EjnrixVLH54GNis8G6EytfY/9AZfsZp8bINnZxz02Dra3X9aLn5jFsDjQl7KdlxXwaiFU/74NWyk5YXR6R8uZPb4ABBd957xMLenxel+CX3O9QdR29Cmd17MYf7yu1dEkMixy/zm7n/NNYpxBaiUOlzTM3/0wITwYTO29vPCw7+cQUPnfnWfj7DXfg8zsvaHoS/4s/sR0D0hh+8ePW57ORoKpCPAF0INnw9t3BzgxGs5247X/EVcB5r63eOHe++EI+vPVZT+J/p0/D7t/snffjDZNBdrlDBQAnXLEJW9SncP2NjQmkkSkVQ2pjbpZbeM93t+DvN9yBs1+7+Py62YS6xCV+ZsY5nPiza/+Gg8YQ3v/upStbUCs5fXJCLKrdxzRQ3M0DXPYe8Rn+5isl8XhgjxADa7f3VRzbt7ay/czUeHVx2XX0Klx93K145Ztb+z495+qNAICbfjC/8I4TWSvPPNBZPaQfCIrlKOxfHpFy9MXr8YLee/GJW87DGzbfhmfumJ/rktMl+GVvlAB5/hnT2Jk5vuj+x0dEukSs1/nCv7NHrHu28AKAv97lx0blAE4OPon7nmzcZf7uOx9GDgH8vy/2LcmOSF/Ih1tu1PC9RxtrCbaUkKCqQnxGRqfc+Nb2gZ4CRvTVuPW+EI717Zt3Fd96vPHLopHwtz46/8lNN9wf8gNE2O/lZx/ELfGTMfZQ/XDHcCKCobC32pgMbOvDj/edu+DChLUIrRJX/5nU3M/a1E38x4/6cVLgCTzvw9ub/rfLufrtKqZ5F37zz5UW/MQUQxebXrIaQ8vNmtMHcGrwMfz2jlJxwYOHhGs6u+Gs3X5mbI+YUyYPW42Rj+qc87xMYvjWYxfgvLeetEQjb4z1567Bsb59+PMdc3d7zZeRMQlRJGrWGwoExWIb9i/fXPXDO47G27fdgR89eQY2nbcabz/ploYbfecKsiccKgB4wZVC4P/pK8KNSxwWbk61XeyxHvE5JcaEEjZ1E7eMbcaOjc/gtLUTuG96Y0OhYF3T8fX/3YSLV92PrZc3z2SYzabnbFh0gnszIEFVhXjKh05f45b74JCIOf/l8Am44KjmJHKW07O5G3+3fid+9PDJyEzOr06LcKiWt0DgQnnZtWvAITUU9hvOdmFo1dLWrPESoW6Rj5NJzZ3ofv8v9+LR3DF4/1WTS1435+J3b8NaeRg/+Enl1e9EXEWvL76kf3u5ufyscdw1cwLGHxFX/gcP+7HWf3jOe9y/WQjo8WfEAjU5xRCrIzDcwHOPO4CbJ45fUBeDcu7d14Ptq2qHDu0q6uHg8s1V3Zu68MUHLsTeu6dw1Za78a2Hz8HRp8Vw3Rtur/vYnCFDld1/oQqIUhF90mH84Y9iyY9bgirW77xBJLZaCC27fNBDv9qDI3wVLrqY4bRTOaZ4d0OJ6b/96E4cNIbwjjd5w8lbLCSoqhDP+hFTG6+HYldLzyKE8y9Ymrf16neFEeed+OUH55d8JxwqbwiqrZcfg63+Pbj+ptoOjqmbGDVWY3C1N64QlwO7Kn/GQWN++stBbFAO4uWfa+7OPidkVcZrz96Dm6ZOxaF7Swm/E6kAevzL20plqbnsTQPgkHDDZx8HABxIRLE2Ep9zXN8W4WLZ7WemEnMbI7uR51waQAZh3PX9xvIancglc3gwcwxOP7Z2jTm7z99yCiqbtWcO4puPXoAn/jqKLcH9+NQPh+o+Jqcr8CvemH8kRcLzNj6Jmw4eByNvIDElxt25xjl01zkg5pLEhAhh3/xfwrXbceVR2P48USaokcT0r37Hj3XyIbzon09b9GvwAiSoqhDPBdAZaPyqbOCYUnLpBa/ZsAQjEv2LNvn24Ts/n18Stm4yKJI3rqQA4OXnDOO2xEk1rfeJx6egw4ehNe6tUrzcyKoMP7Q5gur2rz+EO2dOwnuu2Lds4bbXfWwjOCT88EOlhN/JbAS9kZXlKJ78smOxXj6E3/5JXFAdzPZiXe/c12i3nxmzTunJlB/d/uZXy282O96yBQoKuOn6+IKf48Ff7UUBKs64oHZJlKJD1cKyckftWIfXPu8wnixsxP7bawuGnKHAr3hnXi0vnxCfEqI1NuQsqGKD4kOITwrh9de7AzhaeQZrzxzEiZcfBQWFuonpj/x6D/4aPwVvfc7eFRPmrwcJqirEC2F0hhvfbTJ4fCcAYI08gvXn1L+6WQhMYrj6uc/g9uTJePS3jSeneynkBwAve/daEfb7t+q7b4YfFNvTh45qTZ0etxJiWWSyJZGpazo+9pECetgkrvr60uZOlXP0xetxQWwXfnDzhmKuxUQhht6Y+7eZzwcmMVy29Sn8eexETD91BId5L9YOzv2uMYmhX5nE+LRYWCYzYfSElrYieDOIronirOij+PODq+sfXIW//UF8V0//u3U1j7Pb0rRSUAHAJW9YCwC46Zu1+1LmTQV+xTvzann5hERCFI6N9FdxqKxyQYlpA0bewK3jm7HjKLH5IvD/27vz+KjKq4HjvzPZQ8IMJCEhAQKERUBqCCGiIgapLIrW1n2pVKm7tqit1VdrxaUWqy92Qf24gNurxaW2LlRElFKLQgJG9l0QCDskEJaEJM/7x72BIcxkm8lsOd/PZz6Z3Htn8pzcWc597nPP44rn1IT1jQ5M/+sD24jnMD//c3DHAgaSJlRelNck4Upq+tFHXbX0s7t816pjVMb/0Soo+OLDTR+cXl3rCJtTfgD9xuUwMH4Nb892ed1m6yrr6D7rlPAomRAoiXKEQ0est3XF9gouzl7MZ3sH89AlK0hM9X1wcXPccFkF645257/PL6W2upbdtR1J6xg+r8OmuuiaZA6TyCv23HDdeno+Gk+PKz82/cyeqmRSkoN/mXdTjMrfx6JDp7BnbcvmJl24OIoMxw66DOnc4HYJ7a3xZO2Sg9vr3HdMD7pFbWHWFw2XvqmsjSYuJnx6qOrKJ8xc1Imy/YJT9nv9rkrKSEKopazMGj9VZlyMGHk8XWhsYPq+78p4feVgru5dTErvjh63iUSaUHlgag1lxonL2fSCdu06teP+M+byiwdbt8ZOWr9UftK1mFdLvM+ZVl+49VABXH5WKV/uP81r0b2t663YM09tO2/WpkiMOsKhSgfbSnZwTs/N/GvnYJ67ah53vhP4ia8vfdyavHTaM+WUbSqnhmhSw6MGa7Occ8dAnJTz7EyrzEDXUzx3saQnH2T7IesAYHeNi1RXeIy/GXV1KgYHc55d1aLHF23pTEGnjY0eaNZNS9MuObhXa4lDGNVrA3NK+1F9xPs+qqyNIS4mvD5Xzz99L4sO9WfN1qQGr2J3RDtozwHK9wtf1I2fuqHnsfWNDUyfPrGEQ7Tjzkdb3rMZjjSh8qBiewW1ROFyNe9xv59f2GoFE93deGc8+0wH3vufplVOr651EO0Irzf+5b+2Jut99/eeJ+Is3VKLgxoyBkbgN7QPEqOqWLEjlaH5R1l9uCsfPryYW94MfDIF1kHG5b1LeHvtIDZ+bX0op0XAPH71xSTGcH72MtZXW6/Zbrmek/wMVyU7KjtwpOwIB0nyODFyKMr/aT9cUsanM5vfG1P+fTmrqnIYMqDx05u9z+3KxZ2/5uxrGj41GAijL4ihHCcLpq/wuk2liSU22vcq8oE09mdW+YTP956GM6bh8YyuqAOUV0Qxd0ECvWO+Iyv/eA9jQwPTa6pqmDqzB8Paf0vuFX392PrQ1+YTqoM7D1K26cRaRmWbrczdlRL8uhaejLgrl5zoTbzwZtMGG4RjQtVndA9yE1YxY7bnL6et26NId+xqM4Mdmyoxuopvj/SlysQw743NnP+7IUFtz/UTnRwkiecfs8oKpHWJzDFvF110vPely+B0j9ukp9Wy23Rk50qr+K+niZFDUVRsFCMzVzJ7fdNqD7krnmGVSigY2fip+YSOCbxfOpSehcFPqEbeYY03+vRv3k9zVppY4mLDK6GqK59QQzTO2IbPcDhjDrKnIpZ5O05hRM6JpYAaGpj+8aRiNlRnc+cNwa30Hwzh8Y5uRVeftowz+uw+YWLFsi12Wf600PyydkQ7uLGBOdPqq6l1EBVmCRXA5Wdv56uKgR67lbfuTSArvmVjOiJZ707lDIxfw9fzjpJ3Tb9gN4ezbhlI75jveHWVVa4hrXuQRxy3krG/GkAMVaTJLq/VwNMzrOlnVs21eutSM8Ont+68c47yfU0X1sz6rvGN3RTNsUol5F/es5EtQ0uHHi4KklYwa1Gq122qTEzYJVR15RMAXAkNj+FzxR3mv7v6UI6Twh+e+F3obWB6VUUV9z6VRq+Yjfz48eAezAVDm06oShdv56Pt+ayqyuGjh4uPLa8rZuZMC92j6bo5017yMGdafeHYQwVw2b3WmJR3/7D2pHVbK5xktg/9y84DbfrqMyk50Ivss7oEuymANR7l+hGbqMJ6L6X2bN/II8KTs5uTMenfMMDp/VL7uulnli+wXrepXTwXVQxFo262p6F5uXlFixcuiadXzEY65oTfdEOjB++h6GA/9q7f53F9JXHEhe5XhFdjL7C+9p2JDRfbdMZXUmZcABROyDlpvaeB6X+5aj6rq3rypwd2hXzR2tbQphOqNx9aRS1RpMgepjx7/J1RtsMuy5/RcN2UYDo+Z9rARqsY1xgHUY7wOpIC6DUym7yElbw95+SjxNKqFLJSwuMqqUByRDv8OpO7P1z3eF8c9uTcaX0j9yKCN0sG8I9vvffEZORYvXPLV1pDCTxNjByqegzvSq+Yjcz+snmfiUU7uzEk0/e5AINh9NUp1BLFnKknD8avqaqhhuiwTKhGTexPFNV0dDY8Js7Vzkq4+sZuoHPuyaex6w9M31ayg0kf5XFBp4VBH2oQLKH1yRtAptbw6mdZDE1ayn3nL+Xf5bl885b1xinfbb2QXFmh/YF30x2x7DEpvP9gw4PTq0149lABXHXuDhYcPJW5z5QcW3Z472H2mo5kdQ7PmNqarPzOjEpdTDL7j1Vzj0RJGUk4u3m/yje9t9U7t7zUBXieGDmUndfne77Y0Z+jh5o2jUjp4u1sqcmkYFB4XM1Y35Dr+uGknFkfn9z+uoPY2IYrK4SkDj1cfDjpGyb+5eReJ3fOdlbCNaKX517X+gPT7790LUeIZ8obbevKPncRm1Ct/tcGRnZczPrPN3lc/+07a1hW2Zvrxu3j51MH0Y4KpjxoFaCrqw7rrSx/qBj5q0H0iP6eF9/wftR4pOwIm4+kNdq9G6pue6WAntGbuOle57EyEaUl1sTJWdmhOcZNnWzqO+nMmOS9UGtbUDf9zIoKa9C1p4mRQ9moC+OoIJmvp3m/8s1d0bvWZ2/BmPDslYyOj+aHWSuYtT7npMH4lQesArVx8eE5U8PYh4Y0OizA2d6Kuf74qTruA9O/emEpr64fxt2nz6f3ed393dywEbEJVfvO7fh6X18e+Jnn7uZXJ28nlkqueGwgrmwnN/xgEX/bUMC2kh2U7bNeSPVnjA81jmgHEwo38Pm+PNbN8Zw4vv6LhewxKVx/e2j3tnmTmJrI84/uZu3RHjw27msAti4vAyAzJ3J7OyJNz8JujH2obZ4GqJOcmUwCh9iPk/aUE5sUXt0bI249hSiqeXHKAfZvaXhePoCieYeJoprcSxruCQllo889ypaaTFZ9fOLEzlUHrQPUcE2omiKrq4MYqii8sbfH9XUD04tWJ3PnXVFkOrbx4D8CNxtDKIrYhKpzbjp3DytixuYzKXr1xCOqo4eO8mZJfy7MWnxssOQvp3Snmmim3rGSsjJoR0VYDKq7frL1IffSAydffVNbXcvTM7owKGElI+7KDXzj/OS8+wZzXc8vmfzfs1j63hpK11qX42b1D69TJqptE4eQHm2VTAiHiZHrc3Zzcm3O17y+YRhZXYXbB/6b5f/0PgXWwpXJDExYF/AK/f406mZrTNysaScemId7D1VTXP9cAUtnbiH9VO+1/gZ33cVnewez6FB/nrx5g9epbNqKiE2oAH79Vh6pspvfTKw8ocv20ydL2GnSuG788fBzzs3moowinp8/kG27Y3A5wuMKssy8DMZlLGL6wgFUVZw4T9rHk4pZXdWTX0/Y16rT4QTC0zP74ZJybhxfxeb1VpxZuVrUU4WX9Dir5l1KXEWQW9Iyr6wbxoJpy7kk51teXnY6p17cixEdvuG7eSde/WdqDUX7chiSvTNILfWP7LO60Dd2A7O+PDEprKywe6gSIvcrNN4VT9+xDZe7GJxnfa+embyEq/96ZiCaFdIi99WANbHnQz9Zzhdlg/jkseNlEV6bZk0WO+b+QSdsf9d9cewxKby3aTDOmPApSnbjzQ52mjQ+nHTi4PSn/hJLt6gtXDo5/E+1pPZNYcrNq1lw8FSe+aQviRwM+VOyStWXkWx9rqQmNlylOpQVXD+AV9YNY8uqg0weO5eS8h78ePQhDu0+HtO6OZsoMy4KCsL7QA5gdL/N/Hv3gBOm+qpLqGLjI/ortFGjb+5Ov9j1PPtSXNgftPtDxL8abn7lDHKiN/GbJ5zUVNWw77sy/rk5j6sGLj9pDMPwO08jL2EllcTjig2fD7wx/5NHl6hSXpx+/BTlwunLmVeey8Rx68Li1GVTXDP1TEanFFNa25nMmF36BlZhJ91lXR2WkhT+JT9S+6Zw78xC3npkHUuO9OaW0xcfOxOw8H3rFFnBhZ6rxoeTURcncphE3ryr6NiyyoPWhUuR3EPVFD0Lu7GiMofTLm9bU8x4E/GvhtikWB6/bStLj/Thjdu/4p3fLqGSeK675+TTReIQ7hpvVd92xYfPB15UbBQThq3h0z15bPzSuoT1qYf246Scnz87OMit8x9xCM/9PZ1EDtKlnedie0qFsvQ0q9RHqqv58+KFqjEP5jPp3Hm8vmEYz109D4CF86tJ4BD9x4VXhXRPRk4cSEG7ZUx45WweOXcutdW1VB2yE6rE0JyeTAVHxCdUAJc9PZT8xBX8dnoPXvpHCv3j1jH4Ws/Tclz+xyF0i9pC19TGJ/MMJTc8YV2J8fL969gw93ve21LALad/Q3Jm43NohZMew7vy8ZS1PPlMGFbUU21eeobVq5qaEn6FdhvywKzhjOu0kIkzzuCrF5ZStL4jg9uvjYi5NuNd8cz9Podre3zJ774o5PLuC9hbap3+i2sX/vEp/2kTrwZHtIMnH63k3Huy2Hwwiz+MmYs4enncNjYpluKl8SR0yAtwK33T7YwsxqYVMW1+X/bcsZYoMvjFs6cEu1mtonBibrCboFSLZGRbwwzCZWLkpnJEO3h9YV/ye23j0ltT2Vvr4ta8BcFult8kdEzgtXVnkfujudz70dnMecS6aEl7qJS7Jr2rRWSMiKwWkXUicp+H9XEiMsNev0BEuvu9pT4acfcgxqYVIdRyzSMNn+9N65calpd/3jihltLazjy3fDjX9FpAZl5GsJuklHKT0dOqB5faOTLGNbpzZTv5+1uV7Kt1coQECs4KrzpbjRGHcM+Hhcx87BuMsXoaYxPbRJ+EaqJGEyoRiQKmAmOB/sBVItK/3mYTgH3GmF7AFGCyvxvqD6980Z3ZT5bQZUjnYDelVVzw2zwyHDsAuOdJTaaUCjVDJwzg6Yvmcv79pwW7Ka3iB5f24eU7SkiTXQz/WfiPn/Jk9AP5LPxkL/cNncupF0VmjKplxJiGz+WLyBnAw8aY0fbv9wMYY55w22aWvc1XIhINbAfSTANPnp+fb4qLi72tVi302k1fsmpZNb+fXxjspiil2ihTa/QqXBVxRGSRMcZrOfim9FdmAe5V27YAp3vbxhhTLSLlQAqwu3nNVb667oVhwW6CUqqN02RKtUUBHRkpIjeJSLGIFO/atSuQf1oppZRSqtU0JaHaCnR1+72LvczjNvYpPyewp/4TGWNeMMbkG2Py09J02hCllFJKRYamJFRFQG8R6SEiscCVwAf1tvkAGG/fvxT4vKHxU0oppZRSkaTRMVT2mKg7gFlAFDDNGLNcRB4Bio0xHwAvA6+LyDpgL1bSpZRSSinVJjSpiIYxZiYws96yh9zuHwEu82/TlFJKKaXCQ2SV61VKKaWUCgJNqJRSSimlfKQJlVJKKaWUjzShUkoppZTykSZUSimllFI+0oRKKaWUUspHmlAppZRSSvlIEyqllFJKKR9pQqWUUkop5SNNqJRSSimlfKQJlVJKKaWUjzShUkoppZTykSZUSimllFI+EmNMcP6wyC5gU1D++MlSgd3BbkQr0xgjg8YYGSI9xkiPDzTGSNGcGLONMWneVgYtoQolIlJsjMkPdjtak8YYGTTGyBDpMUZ6fKAxRgp/xqin/JRSSimlfKQJlVJKKaWUjzShsrwQ7AYEgMYYGTTGyBDpMUZ6fKAxRgq/xahjqJRSSimlfKQ9VEoppZRSPorYhEpEponIThFZ5rbsNBH5SkSWisiHItLeXh4rItPt5d+KSKGH5/vA/bmCzV/xichcEVktIiX2rVPgo/HMjzHGisgLIrJGRFaJyCWBj8Yzf8QoIslu+69ERHaLyDNBCcgDP+7Hq+zlS0TkExFJDXw0nvkxxivs+JaLyOTAR+KdiHQVkS9EZIXdvl/ayzuKyGwRWWv/7GAvFxH5s4iss2PKc3uu8fb2a0VkfLBiqs/PMX4iImUi8lGw4qnPX/GJSK792l5uL78imHG582OM2SKy2P5MXS4itzT6x40xEXkDhgN5wDK3ZUXAOfb9G4BH7fu3A9Pt+52ARYDD7XE/Ad50f65g3/wVHzAXyA92PK0c4yTgMfu+A0gNdmz+jrHecy4Chgc7Nn/GCEQDO+v2HfAk8HCwY/NzjCnA90Cave5VYGSwY3OLpzOQZ99PBtYA/e19cZ+9/D5gsn3/fOBfgABDgQX28o7ABvtnB/t+h2DH588Y7XUjgQuBj4IdVyvswz5Ab/t+JrANcAU7Pj/HGAvE2feTgI1AZkN/O2J7qIwx84C99Rb3AebZ92cDdT0V/YHP7cftBMqAfAARSQLuBh5r3RY3j7/iC2V+jPEG4Al7Xa0xJmQK1fl7P4pIH6wv6f+0Toubz08xin1rJyICtAdKW7XhzeCnGHsCa40xu+ztPnN7TNAZY7YZYxbb9w8AK4Es4EdYyR/2z4vt+z8CXjOWrwGXiHQGRgOzjTF7jTH7sP43YwIXiXd+jBFjzBzgQACb3yh/xWeMWWOMWWs/TynWwY7XgpeB5McYq4wxlfY2cTThjF7EJlReLMf65wFcBnS1738LXCQi0SLSAxjstu5R4GngUCAb2kItiQ9gut2t+Vv7yyqUNStGEXHZ6x+1u2/fEZH0gLa4+Vq6HwGuBGYY+7AqhDUrRmPMUeBWYClWItUfeDmwTW625u7HdUBfEekuItFYH/j1929IEJHuwCBgAZBujNlmr9oO1L2/soDNbg/bYi/ztjyk+BhjyPNXfCJSgNWbs74129sSvsZonz5cYq+fbCePXrW1hOoG4DYRWYTVFVhlL5+G9U8sBp4B5gM1IpIL5Bhj3g98U1ukWfHZ664xxgwEzrZvPw1kg1uguTFGA12A+caYPOAr4KkAt7m5WrIf61wJvBWYZvqkue/FGKyEahDWKYYlwP0BbnNzNStGu7fmVmAGVg/jRk7ev0Fn99q/B0w0xux3X2cn8qGezDcq0mP0V3x2b9zrwPXGmFq/N9QH/ojRGLPZGPMDoBcwvrGD8Wgf2ht2jDGrgFFw7NTIBfbyauCuuu1EZD7WeddzgHwR2Yj1v+okInONMYWBbXnTtCA+jDFb7Z8HRORNoAB4LbAtb7oWxLgHq3fx7/aqd4AJAWxys7VkP9q/nwZEG2MWBbTBLdCCGHPt9evt5W9jjYMIWS18P34IfGgvv4kQS6jsxPY94P+MMXXvqR32KZJt9hfsTnv5Vk7sYetiL9sKFNZbPrc1290cfooxZPkrPrEusvgYeMA+VRYy/L0PjTGlYl1wcjbwrre/26Z6qMS+gk1EHMCDwPP274ki0s6+fx5QbYxZYYx5zhiTaYzpDgwD1oRqMgXNj88+5ZBqL48BxgEhcyWjJy3YhwbrC6rQfoqRwIpAt7s5mhuj20OvIjx6p1oS41agv4jUjdM4D2tsRMhqyX50e0wH4DbgpSA03SN7OMDLwEpjzP+6rfoAqLtSbzzwT7fl14llKFBun3KZBYwSkQ52nKPsZUHnxxhDkr/iE5FY4H2ssUdeE4xg8GOMXUQkwX7ODlg5wOoG/7gJgVH5rXHD+mLZBhzF6l6fAPwS60hwDfAHjhc27W7/o1ZiDQTN9vB83Qmtq/x8jg9oh3WF0RKs8R5/AqKCHZu/9yGQjTU4eAkwB+gW7Nha43WKdbXUKcGOqRX34y328iVYSXJKsGNrhRjfwkr4VwBXBjuuejEOwzpNsgQosW/nY12dOAdYa8fT0d5egKlYY2uW4nY1Mdbp0HX27fpgx9ZKMf4H2AUctl8ToyMlPuBa+7Ve4nbLDXZ8fo7xPPs5vrV/3tTY39ZK6UoppZRSPmpTp/yUUkoppVqDJlRKKaWUUj7ShEoppZRSykeaUCmllFJK+UgTKqWUUkopH2lCpZRSSinlI02olFJKKaV8pAmVUkoppZSP/h/3JdGyZhCyeAAAAABJRU5ErkJggg==", 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OperationActivitysegmentFrequencyShapeStartStop
RCHRES_HYDR_001_4RCHRESHYDR1Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_021_4RCHRESHYDR21Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_022_4RCHRESHYDR22Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_023_4RCHRESHYDR23Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_011_4RCHRESHYDR11Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_024_4RCHRESHYDR24Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_031_4RCHRESHYDR31Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_071_4RCHRESHYDR71Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_043_4RCHRESHYDR43Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_041_4RCHRESHYDR41Monthly(108, 17)1993-11-012002-10-01
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" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape Start \\\n", - "RCHRES_HYDR_001_4 RCHRES HYDR 1 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_021_4 RCHRES HYDR 21 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_022_4 RCHRES HYDR 22 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_023_4 RCHRES HYDR 23 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_011_4 RCHRES HYDR 11 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_024_4 RCHRES HYDR 24 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_031_4 RCHRES HYDR 31 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_071_4 RCHRES HYDR 71 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_043_4 RCHRES HYDR 43 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_041_4 RCHRES HYDR 41 Monthly (108, 17) 1993-11-01 \n", - "\n", - " Stop \n", - "RCHRES_HYDR_001_4 2002-10-01 \n", - "RCHRES_HYDR_021_4 2002-10-01 \n", - "RCHRES_HYDR_022_4 2002-10-01 \n", - "RCHRES_HYDR_023_4 2002-10-01 \n", - "RCHRES_HYDR_011_4 2002-10-01 \n", - "RCHRES_HYDR_024_4 2002-10-01 \n", - "RCHRES_HYDR_031_4 2002-10-01 \n", - "RCHRES_HYDR_071_4 2002-10-01 \n", - "RCHRES_HYDR_043_4 2002-10-01 \n", - "RCHRES_HYDR_041_4 2002-10-01 " - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rchreskeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='RCHRES')]\n", - "rchreskeys[0:10]" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": { - "vscode": { - "languageId": "python" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
1955182.86335182.86340.00000.0000
525755.3912755.3912-0.00000.0000
1934381.47274381.47300.00000.0000
50472021.945372021.95190.00000.0000
50219465.156219465.15910.00000.0000
952709.6678709.66800.00000.0000
0421649.16521649.1648-0.00000.0000
964754.5003754.50050.00000.0000
40124895.396524895.40350.00000.0000
0114362.42334362.42490.00000.0000
064659.7577659.7574-0.00000.0000
4214785.92634785.9245-0.00000.0000
40254092.238354092.2170-0.00000.0000
52127894.384827894.39570.00000.0000
50358696.613358696.5834-0.00010.0001
0432826.30082826.2993-0.00010.0001
431122787.2812122787.35030.00010.0001
5141164.70911164.7084-0.00010.0001
5132387.71952387.7180-0.00010.0001
4224786.96584786.9627-0.00010.0001
08210818.158210818.1500-0.00010.0001
54246246.496146246.4583-0.00010.0001
524502.1086502.1082-0.00010.0001
0411284.56181284.5606-0.00010.0001
0655130.60355130.5989-0.00010.0001
1011838.95951838.9578-0.00010.0001
307628905.2500628904.6303-0.00010.0001
201222791.8594222791.6388-0.00010.0001
09210395.042010395.0314-0.00010.0001
0457854.15677854.1480-0.00010.0001
4433280.68973280.6860-0.00010.0001
0014438.92584438.9206-0.00010.0001
051549.0590549.05970.00010.0001
0445409.58255409.5752-0.00010.0001
526534.6501534.6494-0.00010.0001
5018593.09188593.0796-0.00010.0001
44221559.509821559.54060.00010.0001
00215997.407215997.3832-0.00010.0001
4418057.06158057.0494-0.00020.0002
04616087.815416087.7906-0.00020.0002
0524096.20214096.1956-0.00020.0002
510737.4306737.4294-0.00020.0002
311567.3906567.3896-0.00020.0002
41113728.829113728.8047-0.00020.0002
523520.5114520.51230.00020.0002
306427589.5625427588.7750-0.00020.0002
1076026.49516026.4840-0.00020.0002
500897.5441897.5425-0.00020.0002
54119720.740219720.7013-0.00020.0002
404214783.8281214784.26460.00020.0002
2316698.25786698.2442-0.00020.0002
42329856.003929856.06510.00020.0002
405241551.7031241552.21360.00020.0002
081894.3212894.32310.00020.0002
2338076.36728076.3495-0.00020.0002
2414744.51424744.5037-0.00020.0002
505142266.2656142266.58460.00020.0002
408282911.0625282911.71190.00020.0002
2326702.08546702.0697-0.00020.0002
2434841.02644841.0147-0.00020.0002
06150.780950.7808-0.00020.0002
407254031.4219254032.03470.00020.0002
2424738.84034738.8287-0.00020.0002
5118180.42588180.4057-0.00020.0002
52242176.175842176.28190.00030.0003
0912232.94342232.9375-0.00030.0003
506180278.1719180278.65840.00030.0003
406252074.4375252075.12520.00030.0003
0313580.31983580.3100-0.00030.0003
1032069.97312069.9670-0.00030.0003
10913218.149413218.1088-0.00030.0003
1021839.22421839.2185-0.00030.0003
40389014.484489014.76320.00030.0003
5128044.95468044.9289-0.00030.0003
2127844.98937845.01480.00030.0003
010124638.4375124638.0076-0.00030.0003
1042070.18122070.1739-0.00030.0003
008109942.2969109941.8991-0.00040.0004
305417478.4688417476.9523-0.00040.0004
009110430.3828110429.9814-0.00040.0004
1063680.53323680.5196-0.00040.0004
1089737.87409737.8358-0.00040.0004
1052075.32712075.3186-0.00040.0004
063298.5320298.53320.00040.0004
00783588.648483588.2946-0.00040.0004
301168875.0625168874.3195-0.00040.0004
304437196.8750437194.9168-0.00040.0004
00667333.710967333.3843-0.00050.0005
192438.8760438.87830.00050.0005
19416856.970716857.06230.00050.0005
00546529.046946528.7898-0.00060.0006
0214114.19094114.1670-0.00060.0006
53117607.769517607.87530.00060.0006
00329524.980529524.7953-0.00060.0006
00433555.156233554.9251-0.00070.0007
90432689.837932689.6056-0.00070.0007
202225417.1562225418.95080.00080.0008
0232359.88962359.8698-0.00080.0008
0722016.15102016.1322-0.00090.0009
204232862.0000232864.75230.00120.0012
203224703.8750224706.53470.00120.0012
024218.4370218.43980.00130.0013
205234785.3594234788.74850.00140.0014
302160585.4531160583.0851-0.00150.0015
0257859.83507859.7125-0.00160.0016
303150679.0156150676.4391-0.00170.0017
206261748.9688261753.67350.00180.0018
06258.455858.45710.00220.0022
207205014.4062205019.82370.00260.0026
0223784.81743784.7093-0.00290.0029
071333.4920333.4770-0.00450.0045
2116395.64216396.13280.00770.0077
22310950.780310951.64990.00790.0079
2279763.13189763.93440.00820.0082
1917558.62167559.51050.01180.0118
2224994.42684995.35780.01860.0186
2215000.51125001.44450.01870.0187
1909016.99519018.73640.01930.0193
2256016.86826018.11280.02070.0207
\n", - "
" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "195 5182.8633 5182.8634 0.0000 0.0000\n", - "525 755.3912 755.3912 -0.0000 0.0000\n", - "193 4381.4727 4381.4730 0.0000 0.0000\n", - "504 72021.9453 72021.9519 0.0000 0.0000\n", - "502 19465.1562 19465.1591 0.0000 0.0000\n", - "952 709.6678 709.6680 0.0000 0.0000\n", - "042 1649.1652 1649.1648 -0.0000 0.0000\n", - "964 754.5003 754.5005 0.0000 0.0000\n", - "401 24895.3965 24895.4035 0.0000 0.0000\n", - "011 4362.4233 4362.4249 0.0000 0.0000\n", - "064 659.7577 659.7574 -0.0000 0.0000\n", - "421 4785.9263 4785.9245 -0.0000 0.0000\n", - "402 54092.2383 54092.2170 -0.0000 0.0000\n", - "521 27894.3848 27894.3957 0.0000 0.0000\n", - "503 58696.6133 58696.5834 -0.0001 0.0001\n", - "043 2826.3008 2826.2993 -0.0001 0.0001\n", - "431 122787.2812 122787.3503 0.0001 0.0001\n", - "514 1164.7091 1164.7084 -0.0001 0.0001\n", - "513 2387.7195 2387.7180 -0.0001 0.0001\n", - "422 4786.9658 4786.9627 -0.0001 0.0001\n", - "082 10818.1582 10818.1500 -0.0001 0.0001\n", - "542 46246.4961 46246.4583 -0.0001 0.0001\n", - "524 502.1086 502.1082 -0.0001 0.0001\n", - "041 1284.5618 1284.5606 -0.0001 0.0001\n", - "065 5130.6035 5130.5989 -0.0001 0.0001\n", - "101 1838.9595 1838.9578 -0.0001 0.0001\n", - "307 628905.2500 628904.6303 -0.0001 0.0001\n", - "201 222791.8594 222791.6388 -0.0001 0.0001\n", - "092 10395.0420 10395.0314 -0.0001 0.0001\n", - "045 7854.1567 7854.1480 -0.0001 0.0001\n", - "443 3280.6897 3280.6860 -0.0001 0.0001\n", - "001 4438.9258 4438.9206 -0.0001 0.0001\n", - "051 549.0590 549.0597 0.0001 0.0001\n", - "044 5409.5825 5409.5752 -0.0001 0.0001\n", - "526 534.6501 534.6494 -0.0001 0.0001\n", - "501 8593.0918 8593.0796 -0.0001 0.0001\n", - "442 21559.5098 21559.5406 0.0001 0.0001\n", - "002 15997.4072 15997.3832 -0.0001 0.0001\n", - "441 8057.0615 8057.0494 -0.0002 0.0002\n", - "046 16087.8154 16087.7906 -0.0002 0.0002\n", - "052 4096.2021 4096.1956 -0.0002 0.0002\n", - "510 737.4306 737.4294 -0.0002 0.0002\n", - "311 567.3906 567.3896 -0.0002 0.0002\n", - "411 13728.8291 13728.8047 -0.0002 0.0002\n", - "523 520.5114 520.5123 0.0002 0.0002\n", - "306 427589.5625 427588.7750 -0.0002 0.0002\n", - "107 6026.4951 6026.4840 -0.0002 0.0002\n", - "500 897.5441 897.5425 -0.0002 0.0002\n", - "541 19720.7402 19720.7013 -0.0002 0.0002\n", - "404 214783.8281 214784.2646 0.0002 0.0002\n", - "231 6698.2578 6698.2442 -0.0002 0.0002\n", - "423 29856.0039 29856.0651 0.0002 0.0002\n", - "405 241551.7031 241552.2136 0.0002 0.0002\n", - "081 894.3212 894.3231 0.0002 0.0002\n", - "233 8076.3672 8076.3495 -0.0002 0.0002\n", - "241 4744.5142 4744.5037 -0.0002 0.0002\n", - "505 142266.2656 142266.5846 0.0002 0.0002\n", - "408 282911.0625 282911.7119 0.0002 0.0002\n", - "232 6702.0854 6702.0697 -0.0002 0.0002\n", - "243 4841.0264 4841.0147 -0.0002 0.0002\n", - "061 50.7809 50.7808 -0.0002 0.0002\n", - "407 254031.4219 254032.0347 0.0002 0.0002\n", - "242 4738.8403 4738.8287 -0.0002 0.0002\n", - "511 8180.4258 8180.4057 -0.0002 0.0002\n", - "522 42176.1758 42176.2819 0.0003 0.0003\n", - "091 2232.9434 2232.9375 -0.0003 0.0003\n", - "506 180278.1719 180278.6584 0.0003 0.0003\n", - "406 252074.4375 252075.1252 0.0003 0.0003\n", - "031 3580.3198 3580.3100 -0.0003 0.0003\n", - "103 2069.9731 2069.9670 -0.0003 0.0003\n", - "109 13218.1494 13218.1088 -0.0003 0.0003\n", - "102 1839.2242 1839.2185 -0.0003 0.0003\n", - "403 89014.4844 89014.7632 0.0003 0.0003\n", - "512 8044.9546 8044.9289 -0.0003 0.0003\n", - "212 7844.9893 7845.0148 0.0003 0.0003\n", - "010 124638.4375 124638.0076 -0.0003 0.0003\n", - "104 2070.1812 2070.1739 -0.0003 0.0003\n", - "008 109942.2969 109941.8991 -0.0004 0.0004\n", - "305 417478.4688 417476.9523 -0.0004 0.0004\n", - "009 110430.3828 110429.9814 -0.0004 0.0004\n", - "106 3680.5332 3680.5196 -0.0004 0.0004\n", - "108 9737.8740 9737.8358 -0.0004 0.0004\n", - "105 2075.3271 2075.3186 -0.0004 0.0004\n", - "063 298.5320 298.5332 0.0004 0.0004\n", - "007 83588.6484 83588.2946 -0.0004 0.0004\n", - "301 168875.0625 168874.3195 -0.0004 0.0004\n", - "304 437196.8750 437194.9168 -0.0004 0.0004\n", - "006 67333.7109 67333.3843 -0.0005 0.0005\n", - "192 438.8760 438.8783 0.0005 0.0005\n", - "194 16856.9707 16857.0623 0.0005 0.0005\n", - "005 46529.0469 46528.7898 -0.0006 0.0006\n", - "021 4114.1909 4114.1670 -0.0006 0.0006\n", - "531 17607.7695 17607.8753 0.0006 0.0006\n", - "003 29524.9805 29524.7953 -0.0006 0.0006\n", - "004 33555.1562 33554.9251 -0.0007 0.0007\n", - "904 32689.8379 32689.6056 -0.0007 0.0007\n", - "202 225417.1562 225418.9508 0.0008 0.0008\n", - "023 2359.8896 2359.8698 -0.0008 0.0008\n", - "072 2016.1510 2016.1322 -0.0009 0.0009\n", - "204 232862.0000 232864.7523 0.0012 0.0012\n", - "203 224703.8750 224706.5347 0.0012 0.0012\n", - "024 218.4370 218.4398 0.0013 0.0013\n", - "205 234785.3594 234788.7485 0.0014 0.0014\n", - "302 160585.4531 160583.0851 -0.0015 0.0015\n", - "025 7859.8350 7859.7125 -0.0016 0.0016\n", - "303 150679.0156 150676.4391 -0.0017 0.0017\n", - "206 261748.9688 261753.6735 0.0018 0.0018\n", - "062 58.4558 58.4571 0.0022 0.0022\n", - "207 205014.4062 205019.8237 0.0026 0.0026\n", - "022 3784.8174 3784.7093 -0.0029 0.0029\n", - "071 333.4920 333.4770 -0.0045 0.0045\n", - "211 6395.6421 6396.1328 0.0077 0.0077\n", - "223 10950.7803 10951.6499 0.0079 0.0079\n", - "227 9763.1318 9763.9344 0.0082 0.0082\n", - "191 7558.6216 7559.5105 0.0118 0.0118\n", - "222 4994.4268 4995.3578 0.0186 0.0186\n", - "221 5000.5112 5001.4445 0.0187 0.0187\n", - "190 9016.9951 9018.7364 0.0193 0.0193\n", - "225 6016.8682 6018.1128 0.0207 0.0207" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"SURLI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.808424Z", + "iopub.status.idle": "2024-04-28T16:47:35.808562Z", + "shell.execute_reply": "2024-04-28T16:47:35.808497Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.808491Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"SURLI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER AGWO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.809143Z", + "iopub.status.idle": "2024-04-28T16:47:35.809260Z", + "shell.execute_reply": "2024-04-28T16:47:35.809207Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.809202Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"AGWO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.809599Z", + "iopub.status.idle": "2024-04-28T16:47:35.809703Z", + "shell.execute_reply": "2024-04-28T16:47:35.809653Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.809648Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"AGWO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER BASET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.810200Z", + "iopub.status.idle": "2024-04-28T16:47:35.810358Z", + "shell.execute_reply": "2024-04-28T16:47:35.810277Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.810270Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"BASET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.810827Z", + "iopub.status.idle": "2024-04-28T16:47:35.810995Z", + "shell.execute_reply": "2024-04-28T16:47:35.810926Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.810920Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"BASET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### PERLND PWATER CEPE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.811302Z", + "iopub.status.idle": "2024-04-28T16:47:35.811424Z", + "shell.execute_reply": "2024-04-28T16:47:35.811366Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.811361Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"CEPE\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.811817Z", + "iopub.status.idle": "2024-04-28T16:47:35.811925Z", + "shell.execute_reply": "2024-04-28T16:47:35.811875Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.811870Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"CEPE\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IFWI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.812350Z", + "iopub.status.idle": "2024-04-28T16:47:35.812455Z", + "shell.execute_reply": "2024-04-28T16:47:35.812403Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.812398Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"IFWI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.812816Z", + "iopub.status.idle": "2024-04-28T16:47:35.812974Z", + "shell.execute_reply": "2024-04-28T16:47:35.812909Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.812901Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"IFWI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IFWO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.813322Z", + "iopub.status.idle": "2024-04-28T16:47:35.813469Z", + "shell.execute_reply": "2024-04-28T16:47:35.813409Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.813403Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"IFWO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.814100Z", + "iopub.status.idle": "2024-04-28T16:47:35.814241Z", + "shell.execute_reply": "2024-04-28T16:47:35.814178Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.814171Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"IFWO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER IGWI" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.814642Z", + "iopub.status.idle": "2024-04-28T16:47:35.814781Z", + "shell.execute_reply": "2024-04-28T16:47:35.814719Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.814713Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"IGWI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.815196Z", + "iopub.status.idle": "2024-04-28T16:47:35.815325Z", + "shell.execute_reply": "2024-04-28T16:47:35.815265Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.815259Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"IGWI\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER INFIL" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.815862Z", + "iopub.status.idle": "2024-04-28T16:47:35.815972Z", + "shell.execute_reply": "2024-04-28T16:47:35.815920Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.815915Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"INFIL\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.816307Z", + "iopub.status.idle": "2024-04-28T16:47:35.816446Z", + "shell.execute_reply": "2024-04-28T16:47:35.816359Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.816354Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"INFIL\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER LZET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.816833Z", + "iopub.status.idle": "2024-04-28T16:47:35.816974Z", + "shell.execute_reply": "2024-04-28T16:47:35.816908Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.816901Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"LZET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.817354Z", + "iopub.status.idle": "2024-04-28T16:47:35.817492Z", + "shell.execute_reply": "2024-04-28T16:47:35.817427Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.817420Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"LZET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERC" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.817940Z", + "iopub.status.idle": "2024-04-28T16:47:35.818074Z", + "shell.execute_reply": "2024-04-28T16:47:35.818011Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.818005Z" + }, + "vscode": { + "languageId": "python" } - ], + }, + "outputs": [], "source": [ - "delta = monthlyoutflow(rchreskeys, 'ROVOL')\n", - "delta" + "plot(\"PERLND\", pls, \"PWATER\", \"PERC\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.818461Z", + "iopub.status.idle": "2024-04-28T16:47:35.818570Z", + "shell.execute_reply": "2024-04-28T16:47:35.818520Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.818515Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PERC\", \"sum\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Look at the statistics for the percent difference column" + "#### PERLND PWATER PERO" ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.819065Z", + "iopub.status.idle": "2024-04-28T16:47:35.819219Z", + "shell.execute_reply": "2024-04-28T16:47:35.819143Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.819136Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
count119.0000119.0000119.0000119.0000
mean60604.266860604.42350.00090.0013
std109767.5969109767.69130.00390.0038
min50.780950.7808-0.00450.0000
25%2607.01012607.0087-0.00030.0001
50%8044.95468044.9289-0.00010.0002
75%56394.425856394.40020.00020.0005
max628905.2500628904.63030.02070.0207
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 119.0000 119.0000 119.0000 119.0000\n", - "mean 60604.2668 60604.4235 0.0009 0.0013\n", - "std 109767.5969 109767.6913 0.0039 0.0038\n", - "min 50.7809 50.7808 -0.0045 0.0000\n", - "25% 2607.0101 2607.0087 -0.0003 0.0001\n", - "50% 8044.9546 8044.9289 -0.0001 0.0002\n", - "75% 56394.4258 56394.4002 0.0002 0.0005\n", - "max 628905.2500 628904.6303 0.0207 0.0207" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PERO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.819926Z", + "iopub.status.idle": "2024-04-28T16:47:35.820060Z", + "shell.execute_reply": "2024-04-28T16:47:35.819999Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.819993Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PERO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PERS" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.820477Z", + "iopub.status.idle": "2024-04-28T16:47:35.820590Z", + "shell.execute_reply": "2024-04-28T16:47:35.820538Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.820533Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PERS\", \"last\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.821046Z", + "iopub.status.idle": "2024-04-28T16:47:35.821151Z", + "shell.execute_reply": "2024-04-28T16:47:35.821101Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.821096Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PERS\", \"last\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER PET, Monthly" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.821568Z", + "iopub.status.idle": "2024-04-28T16:47:35.821733Z", + "shell.execute_reply": "2024-04-28T16:47:35.821667Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.821660Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"PET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.822186Z", + "iopub.status.idle": "2024-04-28T16:47:35.822327Z", + "shell.execute_reply": "2024-04-28T16:47:35.822262Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.822256Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"PET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER SUPY" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.822942Z", + "iopub.status.idle": "2024-04-28T16:47:35.823084Z", + "shell.execute_reply": "2024-04-28T16:47:35.823020Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.823014Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"SUPY\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.823410Z", + "iopub.status.idle": "2024-04-28T16:47:35.823541Z", + "shell.execute_reply": "2024-04-28T16:47:35.823481Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.823475Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"SUPY\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER SURO" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.823928Z", + "iopub.status.idle": "2024-04-28T16:47:35.824052Z", + "shell.execute_reply": "2024-04-28T16:47:35.823994Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.823988Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"SURO\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.824587Z", + "iopub.status.idle": "2024-04-28T16:47:35.824696Z", + "shell.execute_reply": "2024-04-28T16:47:35.824646Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.824641Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"SURO\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER TAET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.824966Z", + "iopub.status.idle": "2024-04-28T16:47:35.825072Z", + "shell.execute_reply": "2024-04-28T16:47:35.825022Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.825017Z" + }, + "vscode": { + "languageId": "python" + } + }, + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"TAET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.825613Z", + "iopub.status.idle": "2024-04-28T16:47:35.825757Z", + "shell.execute_reply": "2024-04-28T16:47:35.825690Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.825683Z" + }, + "vscode": { + "languageId": "python" } - ], + }, + "outputs": [], "source": [ - "delta.describe()" + "scatter(\"PERLND\", pls, \"PWATER\", \"TAET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### PERLND PWATER UZET" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.826143Z", + "iopub.status.idle": "2024-04-28T16:47:35.826253Z", + "shell.execute_reply": "2024-04-28T16:47:35.826203Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.826198Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"UZET\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.826578Z", + "iopub.status.idle": "2024-04-28T16:47:35.826714Z", + "shell.execute_reply": "2024-04-28T16:47:35.826648Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.826642Z" }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "vscode": { + "languageId": "python" } - ], + }, + "outputs": [], + "source": [ + "scatter(\"PERLND\", pls, \"PWATER\", \"UZET\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [ - "delta['Percent diff'].hist()" + "#### PERLND PWATER UZI" ] }, { "cell_type": "code", - "execution_count": 74, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.827027Z", + "iopub.status.idle": "2024-04-28T16:47:35.827177Z", + "shell.execute_reply": "2024-04-28T16:47:35.827115Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.827109Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST RCHRES SEGMENT IS 225\n" - ] + "outputs": [], + "source": [ + "plot(\"PERLND\", pls, \"PWATER\", \"UZI\", \"sum\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.827817Z", + "iopub.status.idle": "2024-04-28T16:47:35.827945Z", + "shell.execute_reply": "2024-04-28T16:47:35.827887Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.827881Z" + }, + "vscode": { + "languageId": "python" } - ], + }, + "outputs": [], "source": [ - "rid = delta.index[-1]\n", - "print('WORST RCHRES SEGMENT IS', rid)" + "scatter(\"PERLND\", pls, \"PWATER\", \"UZI\", \"sum\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### RCHRES HYDR IVOL" + "## RCHRES" ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.828529Z", + "iopub.status.idle": "2024-04-28T16:47:35.828662Z", + "shell.execute_reply": "2024-04-28T16:47:35.828598Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.828592Z" + }, + "scrolled": true, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'IVOL', 'sum')" + "rchreskeys = summary[(summary.Frequency == \"Monthly\") & (summary.Operation == \"RCHRES\")]\n", + "rchreskeys[0:10]" ] }, { "cell_type": "code", - "execution_count": 76, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.829109Z", + "iopub.status.idle": "2024-04-28T16:47:35.829220Z", + "shell.execute_reply": "2024-04-28T16:47:35.829168Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.829163Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'IVOL', 'sum')" + "delta = monthlyoutflow(rchreskeys, \"ROVOL\")\n", + "delta" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### RCHRES HYDR PRSUPY" + "Look at the statistics for the percent difference column" ] }, { "cell_type": "code", - "execution_count": 77, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.829520Z", + "iopub.status.idle": "2024-04-28T16:47:35.829624Z", + "shell.execute_reply": "2024-04-28T16:47:35.829575Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.829570Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'PRSUPY', 'sum')" + "delta.describe()" ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.829967Z", + "iopub.status.idle": "2024-04-28T16:47:35.830075Z", + "shell.execute_reply": "2024-04-28T16:47:35.830022Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.830017Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "outputs": [], + "source": [ + "delta[\"Percent diff\"].hist()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.830423Z", + "iopub.status.idle": "2024-04-28T16:47:35.830530Z", + "shell.execute_reply": "2024-04-28T16:47:35.830480Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.830475Z" + }, + "vscode": { + "languageId": "python" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'PRSUPY', 'sum')" + "rid = delta.index[-1]\n", + "print(\"WORST RCHRES SEGMENT IS\", rid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### RCHRES HYDR ROVOL" + "#### RCHRES HYDR IVOL" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.830926Z", + "iopub.status.idle": "2024-04-28T16:47:35.831031Z", + "shell.execute_reply": "2024-04-28T16:47:35.830981Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.830976Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'ROVOL', 'sum')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"IVOL\", \"sum\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### RCHRES HYDR VOL" + "#### RCHRES HYDR PRSUPY" ] }, { "cell_type": "code", - "execution_count": 81, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.831747Z", + "iopub.status.idle": "2024-04-28T16:47:35.831846Z", + "shell.execute_reply": "2024-04-28T16:47:35.831799Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.831794Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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rL0bEAwWP1RG21zV2nMv2Okl3Scp8xFehoY6IDyUt3o/xjKQfluV+jLaflvQzScO237H9zaJn6qDtkr6hhS2qU42vLxc9VIfcIOmY7V9oYUPlaESU6jC1kvq0pOO2X5P0iqTDEfFC1hdzCjkAJK7opQ8AwCoINQAkjlADQOIINQAkjlADQOIINQAkjlADQOL+HypKtIOyDe7YAAAAAElFTkSuQmCC", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'VOL', 'last')" + "scatter(\"RCHRES\", rid, \"HYDR\", \"PRSUPY\", \"sum\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### RCHRES HYDR VOLEV" + "#### RCHRES HYDR ROVOL" ] }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.832846Z", + "iopub.status.idle": "2024-04-28T16:47:35.832948Z", + "shell.execute_reply": "2024-04-28T16:47:35.832899Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.832894Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot('RCHRES', rid, 'HYDR', 'VOLEV', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"ROVOL\", \"sum\")" ] }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.833229Z", + "iopub.status.idle": "2024-04-28T16:47:35.833331Z", + "shell.execute_reply": "2024-04-28T16:47:35.833282Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.833277Z" + }, "vscode": { "languageId": "python" } }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "outputs": [], + "source": [ + "scatter(\"RCHRES\", rid, \"HYDR\", \"ROVOL\", \"sum\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RCHRES HYDR VOL" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.833627Z", + "iopub.status.idle": "2024-04-28T16:47:35.833835Z", + "shell.execute_reply": "2024-04-28T16:47:35.833733Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.833723Z" + }, + "vscode": { + "languageId": "python" } - ], + }, + "outputs": [], "source": [ - "scatter('RCHRES', rid, 'HYDR', 'VOLEV', 'sum')" + "plot(\"RCHRES\", rid, \"HYDR\", \"VOL\", \"last\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.834395Z", + "iopub.status.idle": "2024-04-28T16:47:35.834543Z", + "shell.execute_reply": "2024-04-28T16:47:35.834472Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.834467Z" + }, "vscode": { "languageId": "python" } }, "outputs": [], - "source": [] + "source": [ + "scatter(\"RCHRES\", rid, \"HYDR\", \"VOL\", \"last\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### RCHRES HYDR VOLEV" + ] }, { "cell_type": "code", "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.835103Z", + "iopub.status.idle": "2024-04-28T16:47:35.835259Z", + "shell.execute_reply": "2024-04-28T16:47:35.835191Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.835185Z" + }, "vscode": { "languageId": "python" } }, "outputs": [], - "source": [] + "source": [ + "plot(\"RCHRES\", rid, \"HYDR\", \"VOLEV\", \"sum\")" + ] }, { "cell_type": "code", "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-28T16:47:35.835678Z", + "iopub.status.idle": "2024-04-28T16:47:35.835800Z", + "shell.execute_reply": "2024-04-28T16:47:35.835747Z", + "shell.execute_reply.started": "2024-04-28T16:47:35.835742Z" + }, "vscode": { "languageId": "python" } }, "outputs": [], - "source": [] + "source": [ + "scatter(\"RCHRES\", rid, \"HYDR\", \"VOLEV\", \"sum\")" + ] } ], "metadata": { @@ -6387,6 +3179,18 @@ "language": "python", "name": "python3" }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + }, "toc-showmarkdowntxt": false }, "nbformat": 4, diff --git a/tests/test10/HSPFresults/Run HSPF.ipynb b/tests/test10/HSPFresults/Run_HSPF.ipynb similarity index 100% rename from tests/test10/HSPFresults/Run HSPF.ipynb rename to tests/test10/HSPFresults/Run_HSPF.ipynb diff --git a/tests/test10/notebooks-py2/Build and Run.ipynb b/tests/test10/notebooks-py2/Build and Run.ipynb deleted file mode 100755 index 8e9b1f1f..00000000 --- a/tests/test10/notebooks-py2/Build and Run.ipynb +++ /dev/null @@ -1,432 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "# TEST10 - HSP2 BUILD and RUN SIMULATION\n", - "\n", - "Place this Jupyter Notebook in a directory with one UCI and one or more WDM files." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "## Required Python Imports" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "import HSP2\n", - "from glob import glob" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "import HSP2tools\n", - "HSP2tools.versions()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "## BUILD HDF5 FILE From UCI and WDM files" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "Get the name of the UCI file." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "uciname = glob('*.uci')[0]\n", - "uciname" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "Create the HDF5 file filled with the UCI data" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "HDFname = uciname.split('.')[0] + '.h5'\n", - "HDFname" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "!del {HDFname}" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "HSP2tools.readUCI(uciname, HDFname)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "HSP2tools.cleanup(HDFname)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "Add the timeseries data to the HDF5 file." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "wdmnames = glob('*.wdm')\n", - "wdmnames" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - }, - "scrolled": true - }, - "outputs": [], - "source": [ - "for name in wdmnames:\n", - " HSP2tools.ReadWDM(name, HDFname)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "deletable": true, - "editable": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "!rename {HDFname} temp.h5\n", - "!ptrepack temp.h5 {HDFname}\n", - "!del temp.h5" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "## RUN simulation" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "Get HDF5 filename (in case you didn't need to run the cells above)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "hdfname = glob('*.h5')[0]\n", - "hdfname" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "HSP2.run(hdfname, saveall=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "deletable": true, - "editable": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - }, - "scrolled": true - }, - "outputs": [], - "source": [ - "%timeit HSP2.run(hdfname, saveall=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "For Development, keep record of best run" - ] - }, - { - "cell_type": "raw", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "SAVEALL = FALSE\n", - "\n", - "2017-04-21 22:22:46.40 Run completed\n", - "1 loop, best of 3: 583 ms per loop\n", - "\n", - "SAVEALL = True\n", - "2017-06-21 10:47:49.16 Run completed\n", - "1 loop, best of 3: 602 ms per loop\n", - "\n", - "SAVEALL = True PYTHON 3.5 (Currently need to comment out final write of logfile to HDF5 file at the end of main.)\n", - "2017-06-21 10:39:56.53 Run completed\n", - "1 loop, best of 3: 609 ms per loop" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "## HSPF timing" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, - "jupyter": { - "outputs_hidden": false - } - }, - "outputs": [], - "source": [ - "!echo %date% - %time%\n", - "\n", - "!C:\\BASINS41\\models\\HSPF\\bin\\WinHspfLt.exe test10.uci\n", - " \n", - "!echo %date% - %time%" - ] - }, - { - "cell_type": "raw", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "Development (HSPF timing)\n", - "\n", - "SAVEALL = False\n", - "Tue 04/11/2017 - 17:46:59.22\n", - "Tue 04/11/2017 - 17:47:01.50\n", - "about 0.88 seconds" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "deletable": true, - "editable": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.2" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/tests/test10/notebooks-py2/Build_and_Run.ipynb b/tests/test10/notebooks-py2/Build_and_Run.ipynb new file mode 100755 index 00000000..6894187f --- /dev/null +++ b/tests/test10/notebooks-py2/Build_and_Run.ipynb @@ -0,0 +1,612 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "# TEST10 - HSP2 BUILD and RUN SIMULATION\n", + "\n", + "Place this Jupyter Notebook in a directory with one UCI and one or more WDM files." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## Required Python Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.execute_input": "2024-04-26T02:14:20.282131Z", + "iopub.status.busy": "2024-04-26T02:14:20.281879Z", + "iopub.status.idle": "2024-04-26T02:14:20.284468Z", + "shell.execute_reply": "2024-04-26T02:14:20.284061Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.282115Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "from glob import glob\n", + "\n", + "import HSP2" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.execute_input": "2024-04-26T02:14:20.286809Z", + "iopub.status.busy": "2024-04-26T02:14:20.286671Z", + "iopub.status.idle": "2024-04-26T02:14:20.290809Z", + "shell.execute_reply": "2024-04-26T02:14:20.290565Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.286797Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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version
Python3.10.14 | packaged by conda-forge | (main, Mar...
HSP20.11.0a1
numpy1.26.4
numba0.59.1
pandas2.2.2
osLinux-5.15.0-91-generic-x86_64-with-glibc2.35
processorx86_64
Date/Time2024-04-25 22:14:20
\n", + "
" + ], + "text/plain": [ + " version\n", + "Python 3.10.14 | packaged by conda-forge | (main, Mar...\n", + "HSP2 0.11.0a1\n", + "numpy 1.26.4\n", + "numba 0.59.1\n", + "pandas 2.2.2\n", + "os Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", + "processor x86_64\n", + "Date/Time 2024-04-25 22:14:20" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import HSP2tools\n", + "\n", + "from HSP2.utilities import versions\n", + "versions()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## BUILD HDF5 FILE From UCI and WDM files" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Get the name of the UCI file." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.execute_input": "2024-04-26T02:14:20.291927Z", + "iopub.status.busy": "2024-04-26T02:14:20.291683Z", + "iopub.status.idle": "2024-04-26T02:14:20.305323Z", + "shell.execute_reply": "2024-04-26T02:14:20.304239Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.291911Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "ename": "IndexError", + "evalue": "list index out of range", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[7], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m uciname \u001b[38;5;241m=\u001b[39m \u001b[43mglob\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m*.uci\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m 2\u001b[0m uciname\n", + "\u001b[0;31mIndexError\u001b[0m: list index out of range" + ] + } + ], + "source": [ + "uciname = glob(\"*.uci\")[0]\n", + "uciname" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Create the HDF5 file filled with the UCI data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T02:14:20.305886Z", + "iopub.status.idle": "2024-04-26T02:14:20.306086Z", + "shell.execute_reply": "2024-04-26T02:14:20.305997Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.305988Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "HDFname = uciname.split(\".\")[0] + \".h5\"\n", + "HDFname" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T02:14:20.306782Z", + "iopub.status.idle": "2024-04-26T02:14:20.306974Z", + "shell.execute_reply": "2024-04-26T02:14:20.306897Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.306889Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "!del {HDFname}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T02:14:20.307526Z", + "iopub.status.idle": "2024-04-26T02:14:20.307736Z", + "shell.execute_reply": "2024-04-26T02:14:20.307668Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.307660Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "HSP2tools.readUCI(uciname, HDFname)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T02:14:20.308145Z", + "iopub.status.idle": "2024-04-26T02:14:20.308279Z", + "shell.execute_reply": "2024-04-26T02:14:20.308216Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.308210Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "HSP2tools.cleanup(HDFname)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Add the timeseries data to the HDF5 file." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T02:14:20.308652Z", + "iopub.status.idle": "2024-04-26T02:14:20.308780Z", + "shell.execute_reply": "2024-04-26T02:14:20.308723Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.308717Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "wdmnames = glob(\"*.wdm\")\n", + "wdmnames" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T02:14:20.309124Z", + "iopub.status.idle": "2024-04-26T02:14:20.309227Z", + "shell.execute_reply": "2024-04-26T02:14:20.309177Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.309172Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "scrolled": true + }, + "outputs": [], + "source": [ + "for name in wdmnames:\n", + " HSP2tools.ReadWDM(name, HDFname)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T02:14:20.309626Z", + "iopub.status.idle": "2024-04-26T02:14:20.309790Z", + "shell.execute_reply": "2024-04-26T02:14:20.309716Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.309709Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "!rename {HDFname} temp.h5\n", + "!ptrepack temp.h5 {HDFname}\n", + "!del temp.h5" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## RUN simulation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Get HDF5 filename (in case you didn't need to run the cells above)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T02:14:20.310167Z", + "iopub.status.idle": "2024-04-26T02:14:20.310278Z", + "shell.execute_reply": "2024-04-26T02:14:20.310227Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.310222Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "hdfname = glob(\"*.h5\")[0]\n", + "hdfname" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T02:14:20.310609Z", + "iopub.status.idle": "2024-04-26T02:14:20.310747Z", + "shell.execute_reply": "2024-04-26T02:14:20.310677Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.310670Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "HSP2.run(hdfname, saveall=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T02:14:20.311242Z", + "iopub.status.idle": "2024-04-26T02:14:20.311484Z", + "shell.execute_reply": "2024-04-26T02:14:20.311374Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.311364Z" + }, + "jupyter": { + "outputs_hidden": false + }, + "scrolled": true + }, + "outputs": [], + "source": [ + "%timeit HSP2.run(hdfname, saveall=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "For Development, keep record of best run" + ] + }, + { + "cell_type": "raw", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "SAVEALL = FALSE\n", + "\n", + "2017-04-21 22:22:46.40 Run completed\n", + "1 loop, best of 3: 583 ms per loop\n", + "\n", + "SAVEALL = True\n", + "2017-06-21 10:47:49.16 Run completed\n", + "1 loop, best of 3: 602 ms per loop\n", + "\n", + "SAVEALL = True PYTHON 3.5 (Currently need to comment out final write of logfile to HDF5 file at the end of main.)\n", + "2017-06-21 10:39:56.53 Run completed\n", + "1 loop, best of 3: 609 ms per loop" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## HSPF timing" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true, + "execution": { + "iopub.status.busy": "2024-04-26T02:14:20.311957Z", + "iopub.status.idle": "2024-04-26T02:14:20.312130Z", + "shell.execute_reply": "2024-04-26T02:14:20.312047Z", + "shell.execute_reply.started": "2024-04-26T02:14:20.312039Z" + }, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "!echo %date% - %time%\n", + "\n", + "!C:\\BASINS41\\models\\HSPF\\bin\\WinHspfLt.exe test10.uci\n", + "\n", + "!echo %date% - %time%" + ] + }, + { + "cell_type": "raw", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Development (HSPF timing)\n", + "\n", + "SAVEALL = False\n", + "Tue 04/11/2017 - 17:46:59.22\n", + "Tue 04/11/2017 - 17:47:01.50\n", + "about 0.88 seconds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tests/test10b/HSP2results/CompareHSP2.ipynb b/tests/test10b/HSP2results/CompareHSP2.ipynb index ff9ec456..09178f74 100644 --- a/tests/test10b/HSP2results/CompareHSP2.ipynb +++ b/tests/test10b/HSP2results/CompareHSP2.ipynb @@ -69,7 +69,15 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-22T02:51:39.298489Z", + "iopub.status.busy": "2024-04-22T02:51:39.298401Z", + "iopub.status.idle": "2024-04-22T02:51:39.930243Z", + "shell.execute_reply": "2024-04-22T02:51:39.929866Z", + "shell.execute_reply.started": "2024-04-22T02:51:39.298479Z" + } + }, "outputs": [ { "data": { @@ -98,39 +106,39 @@ " \n", " \n", " Python\n", - " 3.8.8 (default, Feb 24 2021, 13:46:16) \\n[Clan...\n", + " 3.10.14 | packaged by conda-forge | (main, Mar...\n", " \n", " \n", " HSP2\n", - " 1.0.0\n", + " 0.11.0a1\n", " \n", " \n", " numpy\n", - " 1.19.2\n", + " 1.26.4\n", " \n", " \n", " numba\n", - " 0.53.1\n", + " 0.59.1\n", " \n", " \n", " pandas\n", - " 1.1.5\n", + " 2.2.2\n", " \n", " \n", " matplotlib\n", - " 3.3.4\n", + " 3.8.4\n", " \n", " \n", " os\n", - " macOS-10.15.7-x86_64-i386-64bit\n", + " Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", " \n", " \n", " processor\n", - " i386\n", + " x86_64\n", " \n", " \n", " Date/Time\n", - " 2021-03-31 12:15:44\n", + " 2024-04-21 22:51:39\n", " \n", " \n", "\n", @@ -138,15 +146,15 @@ ], "text/plain": [ " version\n", - "Python 3.8.8 (default, Feb 24 2021, 13:46:16) \\n[Clan...\n", - "HSP2 1.0.0\n", - "numpy 1.19.2\n", - "numba 0.53.1\n", - "pandas 1.1.5\n", - "matplotlib 3.3.4\n", - "os macOS-10.15.7-x86_64-i386-64bit\n", - "processor i386\n", - "Date/Time 2021-03-31 12:15:44" + "Python 3.10.14 | packaged by conda-forge | (main, Mar...\n", + "HSP2 0.11.0a1\n", + "numpy 1.26.4\n", + "numba 0.59.1\n", + "pandas 2.2.2\n", + "matplotlib 3.8.4\n", + "os Linux-5.15.0-91-generic-x86_64-with-glibc2.35\n", + "processor x86_64\n", + "Date/Time 2024-04-21 22:51:39" ] }, "execution_count": 1, @@ -179,12 +187,20 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-22T02:51:39.931164Z", + "iopub.status.busy": "2024-04-22T02:51:39.930798Z", + "iopub.status.idle": "2024-04-22T02:51:39.933213Z", + "shell.execute_reply": "2024-04-22T02:51:39.932865Z", + "shell.execute_reply.started": "2024-04-22T02:51:39.931148Z" + } + }, "outputs": [], "source": [ - "wdmname = 'test.wdm'\n", - "uciname = 'test10.uci'\n", + "wdmname = 'TEST.WDM'\n", + "uciname = 'TEST10.UCI'\n", "HBN = 'test10b_hspf.h5'\n", "hdfname = 'test10b_hsp2_dev.h5'" ] @@ -205,15 +221,302 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-22T02:51:39.934524Z", + "iopub.status.busy": "2024-04-22T02:51:39.934375Z", + "iopub.status.idle": "2024-04-22T02:51:52.805820Z", + "shell.execute_reply": "2024-04-22T02:51:52.805259Z", + "shell.execute_reply.started": "2024-04-22T02:51:39.934510Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2 µs, sys: 1e+03 ns, total: 3 µs\n", - "Wall time: 5.01 µs\n" + "CPU times: user 2 µs, sys: 0 ns, total: 2 µs\n", + "Wall time: 4.29 µs\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:370: FutureWarning: 'T' is deprecated and will be removed in a future version. Please use 'min' instead of 'T'.\n", + " + Timedelta(int(d['SHR']), 'h') + Timedelta(int(d['SMI']), 'T'))[0:16]\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:372: FutureWarning: 'T' is deprecated and will be removed in a future version. Please use 'min' instead of 'T'.\n", + " + Timedelta(int(d['EHR']), 'h') + Timedelta(int(d['EMI']), 'T'))[0:16]\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ACTIVITY\n", + "PRINT-INFO\n", + "GEN-INFO\n", + "ICE-FLAG\n", + "SNOW-PARM1\n", + "SNOW-PARM2\n", + "SNOW-INIT1\n", + "SNOW-INIT2\n", + "PWAT-PARM1\n", + "PWAT-PARM2\n", + "PWAT-PARM3\n", + "PWAT-PARM4\n", + "MON-INTERCEP\n", + "MON-UZSN\n", + "MON-MANNING\n", + "MON-LZETPARM\n", + "PWAT-STATE1\n", + "PSTEMP-PARM2\n", + "PWT-PARM2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ACTIVITY\n", + "PRINT-INFO\n", + "GEN-INFO\n", + "ICE-FLAG\n", + "SNOW-PARM1\n", + "SNOW-PARM2\n", + "SNOW-INIT1\n", + "SNOW-INIT2\n", + "IWAT-PARM1\n", + "IWAT-PARM2\n", + "IWAT-PARM3\n", + "IWAT-STATE1\n", + "SLD-PARM2\n", + "SLD-STOR\n", + "IWT-PARM2\n", + "NQUALS\n", + "QUAL-PROPS\n", + "QUAL-INPUT\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ACTIVITY\n", + "PRINT-INFO\n", + "GEN-INFO\n", + "HYDR-PARM1\n", + "HYDR-PARM2\n", + "HYDR-INIT\n", + "NCONS\n", + "CONS-DATA\n", + "HEAT-PARM\n", + "HEAT-INIT\n", + "SANDFG\n", + "SED-GENPARM\n", + "SAND-PM\n", + "SILT-CLAY-PM\n", + "SILT-CLAY-PM\n", + "SSED-INIT\n", + "BED-INIT\n", + "GQ-GENDATA\n", + "GQ-QALDATA\n", + "GQ-QALFG\n", + "GQ-HYDPM\n", + "GQ-ROXPM\n", + "GQ-PHOTPM\n", + "GQ-CFGAS\n", + "GQ-BIOPM\n", + "GQ-GENDECAY\n", + "GQ-SEDDECAY\n", + "GQ-KD\n", + "GQ-ADRATE\n", + "GQ-SEDCONC\n", + "GQ-VALUES\n", + "GQ-ALPHA\n", + "GQ-GAMMA\n", + "GQ-DELTA\n", + "GQ-CLDFACT\n", + "BENTH-FLAG\n", + "SCOUR-PARMS\n", + "OX-FLAGS\n", + "OX-GENPARM\n", + "OX-BENPARM\n", + "OX-CFOREA\n", + "OX-REAPARM\n", + "OX-INIT\n", + "NUT-FLAGS\n", + "NUT-BENPARM\n", + "NUT-NITDENIT\n", + "NUT-NH3VOLAT\n", + "NUT-BEDCONC\n", + "NUT-ADSPARM\n", + "NUT-DINIT\n", + "NUT-ADSINIT\n", + "PLNK-FLAGS\n", + "PLNK-PARM1\n", + "PHYTO-PARM\n", + "ZOO-PARM1\n", + "PLNK-INIT\n", + "PH-PARM1\n", + "PH-INIT\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readUCI.py:95: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", + " df = df.apply(to_numeric, errors='ignore')\n" ] } ], @@ -224,84 +527,76 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-22T02:51:52.806578Z", + "iopub.status.busy": "2024-04-22T02:51:52.806439Z", + "iopub.status.idle": "2024-04-22T02:51:55.569266Z", + "shell.execute_reply": "2024-04-22T02:51:55.568903Z", + "shell.execute_reply.started": "2024-04-22T02:51:52.806563Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2 µs, sys: 1 µs, total: 3 µs\n", - "Wall time: 3.81 µs\n", - "39 reading from wdm\n", - "Process record 27\n", + "CPU times: user 2 µs, sys: 0 ns, total: 2 µs\n", + "Wall time: 4.29 µs\n", + "39 reading from wdm\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "41 reading from wdm\n", "42 reading from wdm\n", - "Process record 21\n", "46 reading from wdm\n", - "Problem? 5\n", - "Process record 28\n", - "Process record 29\n", - "Problem? 29\n", - "Process record 30\n", - "Process record 31\n", - "Process record 32\n", - "Problem? 32\n", - "Process record 33\n", - "Process record 34\n", "113 reading from wdm\n", - "Process record 22\n", "119 reading from wdm\n", - "Problem? 7\n", - "Process record 23\n", "121 reading from wdm\n", - "Process record 35\n", - "Process record 36\n", - "Process record 37\n", - "Process record 38\n", - "Process record 39\n", - "Process record 40\n", - "Process record 41\n", - "Process record 42\n", - "Process record 43\n", "122 reading from wdm\n", - "Process record 44\n", - "Process record 45\n", - "Process record 46\n", - "Process record 47\n", 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use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n", + "/home/tim/programming/tmp/HSPsquared/HSP2tools/readWDM.py:138: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " series.index.freq = str(tstep) + freq[tcode]\n" + ] + }, { "data": { "text/html": [ @@ -652,7 +947,7 @@ "TS140 TEST03 C:1 " ] }, - "execution_count": 7, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -678,77 +973,56 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2024-04-22T02:51:55.570106Z", + "iopub.status.busy": "2024-04-22T02:51:55.569820Z", + "iopub.status.idle": "2024-04-22T02:52:27.585777Z", + "shell.execute_reply": "2024-04-22T02:52:27.582332Z", + "shell.execute_reply.started": "2024-04-22T02:51:55.570090Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2021-03-31 12:20:18.12 Processing started for file test10b_hsp2_dev.h5; saveall=True\n", - "2021-03-31 12:20:23.06 Simulation Start: 1976-01-01 00:00:00, Stop: 1977-01-01 00:00:00\n", - "2021-03-31 12:20:23.06 PERLND P001 DELT(minutes): 60\n", - "2021-03-31 12:20:25.85 SNOW\n", - "2021-03-31 12:20:28.07 PWATER\n", - "2021-03-31 12:20:28.16 PSTEMP\n", - "2021-03-31 12:20:28.22 PWTGAS\n", - "2021-03-31 12:20:28.31 RCHRES R001 DELT(minutes): 60\n", - "2021-03-31 12:20:28.45 HYDR\n", - "2021-03-31 12:20:28.81 ADCALC\n", - "2021-03-31 12:20:29.01 CONS\n", - "2021-03-31 12:20:29.12 HTRCH\n", - "2021-03-31 12:20:29.32 SEDTRN\n", - "2021-03-31 12:20:29.73 GQUAL\n", - "2021-03-31 12:20:32.02 RCHRES R002 DELT(minutes): 60\n", - "2021-03-31 12:20:32.22 HYDR\n", - "2021-03-31 12:20:32.32 ADCALC\n", - "2021-03-31 12:20:32.42 CONS\n", - "2021-03-31 12:20:32.47 HTRCH\n", - "2021-03-31 12:20:32.59 SEDTRN\n", - "2021-03-31 12:20:32.90 GQUAL\n", - "2021-03-31 12:20:34.15 RCHRES R003 DELT(minutes): 60\n", - "2021-03-31 12:20:34.34 HYDR\n", - "2021-03-31 12:20:34.40 ADCALC\n", - "2021-03-31 12:20:34.50 CONS\n", - "2021-03-31 12:20:34.56 HTRCH\n", - "2021-03-31 12:20:34.65 SEDTRN\n", - "2021-03-31 12:20:34.91 GQUAL\n", - "2021-03-31 12:20:35.66 RCHRES R004 DELT(minutes): 60\n", - "2021-03-31 12:20:35.97 HYDR\n", - "2021-03-31 12:20:36.04 ADCALC\n", - "2021-03-31 12:20:36.14 CONS\n", - "2021-03-31 12:20:36.19 HTRCH\n", - "2021-03-31 12:20:36.32 SEDTRN\n", - "2021-03-31 12:20:36.93 GQUAL\n", - "2021-03-31 12:20:38.33 IMPLND I001 DELT(minutes): 60\n", - "2021-03-31 12:20:38.43 SNOW\n", - "2021-03-31 12:20:38.56 IWATER\n", - "2021-03-31 12:20:38.60 SOLIDS\n", - "2021-03-31 12:20:38.64 IWTGAS\n", - "2021-03-31 12:20:38.69 IQUAL\n", - "2021-03-31 12:20:38.76 RCHRES R005 DELT(minutes): 60\n", - "2021-03-31 12:20:38.99 HYDR\n", - "2021-03-31 12:20:39.05 ADCALC\n", - "2021-03-31 12:20:39.21 CONS\n", - "2021-03-31 12:20:39.29 HTRCH\n", - "2021-03-31 12:20:39.42 SEDTRN\n", - "2021-03-31 12:20:39.70 GQUAL\n", - "2021-03-31 12:20:41.23 Done; Run time is about 00:23.1 (mm:ss)\n", - "\n", - "\n", - " version\n", - "Python 3.8.8 (default, Feb 24 2021, 13:46:16) \\n[Clan...\n", - "HSP2 1.0.0\n", - "numpy 1.19.2\n", - "numba 0.53.1\n", - "pandas 1.1.5\n", - "jupyterlab 2.2.6\n", - "notebook 6.3.0\n", - "os macOS-10.15.7-x86_64-i386-64bit\n", - "processor i386\n", - "Date/Time 2021-03-31 12:20:41\n", - " \n", - "*** Profile printout saved to text file 'NumbaProfile.txt'. \n" + "2024-04-21 22:51:55.57 Processing started for file test10b_hsp2_dev.h5; saveall=True\n", + "2024-04-21 22:52:02.39 Simulation Start: 1976-01-01 00:00:00, Stop: 1977-01-01 00:00:00\n", + "2024-04-21 22:52:02.39 PERLND P001 DELT(minutes): 60\n", + "2024-04-21 22:52:05.02 SNOW\n", + "2024-04-21 22:52:06.65 PWATER\n", + "2024-04-21 22:52:07.47 PSTEMP\n", + "2024-04-21 22:52:07.53 PWTGAS\n", + "2024-04-21 22:52:07.72 RCHRES R001 DELT(minutes): 60\n", + "2024-04-21 22:52:07.75 HYDR\n", + "2024-04-21 22:52:21.15 ADCALC\n", + "2024-04-21 22:52:21.18 CONS\n", + "2024-04-21 22:52:21.39 HTRCH\n", + "2024-04-21 22:52:21.54 SEDTRN\n", + "2024-04-21 22:52:21.88 RQUAL\n" + ] + }, + { + "ename": "SystemError", + "evalue": "CPUDispatcher() returned NULL without setting an exception", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mSystemError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[5], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mget_ipython\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_cell_magic\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mprun\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m -l 60 -T NumbaProfile.txt -q\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmain(hdfname, saveall=True)\u001b[39;49m\u001b[38;5;130;43;01m\\n\u001b[39;49;00m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/IPython/core/interactiveshell.py:2541\u001b[0m, in \u001b[0;36mInteractiveShell.run_cell_magic\u001b[0;34m(self, magic_name, line, cell)\u001b[0m\n\u001b[1;32m 2539\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbuiltin_trap:\n\u001b[1;32m 2540\u001b[0m args \u001b[38;5;241m=\u001b[39m (magic_arg_s, cell)\n\u001b[0;32m-> 2541\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2543\u001b[0m \u001b[38;5;66;03m# The code below prevents the output from being displayed\u001b[39;00m\n\u001b[1;32m 2544\u001b[0m \u001b[38;5;66;03m# when using magics with decorator @output_can_be_silenced\u001b[39;00m\n\u001b[1;32m 2545\u001b[0m \u001b[38;5;66;03m# when the last Python token in the expression is a ';'.\u001b[39;00m\n\u001b[1;32m 2546\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(fn, magic\u001b[38;5;241m.\u001b[39mMAGIC_OUTPUT_CAN_BE_SILENCED, \u001b[38;5;28;01mFalse\u001b[39;00m):\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/IPython/core/magics/execution.py:313\u001b[0m, in \u001b[0;36mExecutionMagics.prun\u001b[0;34m(self, parameter_s, cell)\u001b[0m\n\u001b[1;32m 311\u001b[0m arg_str \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m \u001b[38;5;241m+\u001b[39m cell\n\u001b[1;32m 312\u001b[0m arg_str \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mshell\u001b[38;5;241m.\u001b[39mtransform_cell(arg_str)\n\u001b[0;32m--> 313\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_with_profiler\u001b[49m\u001b[43m(\u001b[49m\u001b[43marg_str\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshell\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43muser_ns\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/IPython/core/magics/execution.py:335\u001b[0m, in \u001b[0;36mExecutionMagics._run_with_profiler\u001b[0;34m(self, code, opts, namespace)\u001b[0m\n\u001b[1;32m 333\u001b[0m prof \u001b[38;5;241m=\u001b[39m profile\u001b[38;5;241m.\u001b[39mProfile()\n\u001b[1;32m 334\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 335\u001b[0m prof \u001b[38;5;241m=\u001b[39m \u001b[43mprof\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrunctx\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnamespace\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnamespace\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 336\u001b[0m sys_exit \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 337\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mSystemExit\u001b[39;00m:\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/cProfile.py:101\u001b[0m, in \u001b[0;36mProfile.runctx\u001b[0;34m(self, cmd, globals, locals)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39menable()\n\u001b[1;32m 100\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 101\u001b[0m \u001b[43mexec\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcmd\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mglobals\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mlocals\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 102\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 103\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdisable()\n", + "File \u001b[0;32m:1\u001b[0m\n", + "File \u001b[0;32m~/programming/tmp/HSPsquared/HSP2/main.py:242\u001b[0m, in \u001b[0;36mmain\u001b[0;34m(io_manager, saveall, jupyterlab)\u001b[0m\n\u001b[1;32m 240\u001b[0m errors, errmessages \u001b[38;5;241m=\u001b[39m function(io_manager, siminfo, ui, ts)\n\u001b[1;32m 241\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 242\u001b[0m errors, errmessages \u001b[38;5;241m=\u001b[39m \u001b[43mfunction\u001b[49m\u001b[43m(\u001b[49m\u001b[43mio_manager\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msiminfo\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_oxrx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_nutrx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_plank\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_phcarb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmonthdata\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 243\u001b[0m \u001b[38;5;66;03m###############################################################\u001b[39;00m\n\u001b[1;32m 245\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m errorcnt, errormsg \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(errors, errmessages):\n", + "File \u001b[0;32m~/programming/tmp/HSPsquared/HSP2/RQUAL.py:225\u001b[0m, in \u001b[0;36mrqual\u001b[0;34m(io_manager, siminfo, uci, uci_oxrx, uci_nutrx, uci_plank, uci_phcarb, ts, monthdata)\u001b[0m\n\u001b[1;32m 218\u001b[0m \t\tts[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBINV\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m initm(siminfo, ui_plank, binvfg, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMONTHLY/BINV\u001b[39m\u001b[38;5;124m'\u001b[39m, binv_init)\n\u001b[1;32m 220\u001b[0m \u001b[38;5;66;03m#---------------------------------------------------------------------\u001b[39;00m\n\u001b[1;32m 221\u001b[0m \u001b[38;5;66;03m# initialize & run integerated WQ simulation:\u001b[39;00m\n\u001b[1;32m 222\u001b[0m \u001b[38;5;66;03m#---------------------------------------------------------------------\u001b[39;00m\n\u001b[1;32m 224\u001b[0m (err_oxrx, err_nutrx, err_plank, err_phcarb) \\\n\u001b[0;32m--> 225\u001b[0m \t\u001b[38;5;241m=\u001b[39m \u001b[43m_rqual_run\u001b[49m\u001b[43m(\u001b[49m\u001b[43msiminfo_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_oxrx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_nutrx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_plank\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_phcarb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mts\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 227\u001b[0m \u001b[38;5;66;03m#---------------------------------------------------------------------\u001b[39;00m\n\u001b[1;32m 228\u001b[0m \u001b[38;5;66;03m# compile errors & return:\u001b[39;00m\n\u001b[1;32m 229\u001b[0m \u001b[38;5;66;03m#---------------------------------------------------------------------\u001b[39;00m\n\u001b[1;32m 231\u001b[0m (errors, ERRMSGS) \u001b[38;5;241m=\u001b[39m _compile_errors(NUTFG, PLKFG, PHFG, err_oxrx, err_nutrx, err_plank, err_phcarb)\n", + "File \u001b[0;32m~/programming/tmp/HSPsquared/HSP2/RQUAL.py:284\u001b[0m, in \u001b[0;36m_rqual_run\u001b[0;34m(siminfo_, ui, ui_oxrx, ui_nutrx, ui_plank, ui_phcarb, ts)\u001b[0m\n\u001b[1;32m 281\u001b[0m phcarb_errors \u001b[38;5;241m=\u001b[39m zeros((\u001b[38;5;241m0\u001b[39m), dtype\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39mint64)\n\u001b[1;32m 283\u001b[0m \u001b[38;5;66;03m# initialize WQ simulation:\u001b[39;00m\n\u001b[0;32m--> 284\u001b[0m RQUAL \u001b[38;5;241m=\u001b[39m \u001b[43mRQUAL_Class\u001b[49m\u001b[43m(\u001b[49m\u001b[43msiminfo_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_oxrx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_nutrx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_plank\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_phcarb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mts\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 286\u001b[0m \u001b[38;5;66;03m# run WQ simulation:\u001b[39;00m\n\u001b[1;32m 287\u001b[0m RQUAL\u001b[38;5;241m.\u001b[39msimulate(ts)\n", + "File \u001b[0;32m~/programming/tmp/HSPsquared/HSP2/RQUAL_Class.py:392\u001b[0m, in \u001b[0;36mRQUAL_Class.__init__\u001b[0;34m(self, siminfo, ui, ui_oxrx, ui_nutrx, ui_plank, ui_phcarb, ts)\u001b[0m\n\u001b[1;32m 389\u001b[0m \t\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mIBOD \u001b[38;5;241m=\u001b[39m zeros(simlen)\n\u001b[1;32m 391\u001b[0m \u001b[38;5;66;03m# OXRX - instantiate:\u001b[39;00m\n\u001b[0;32m--> 392\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mOXRX \u001b[38;5;241m=\u001b[39m \u001b[43mOXRX_Class\u001b[49m\u001b[43m(\u001b[49m\u001b[43msiminfo\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnexits\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvol\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mui_oxrx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mts\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 394\u001b[0m \u001b[38;5;66;03m# OXRX - preallocate arrays for computed time series:\u001b[39;00m\n\u001b[1;32m 395\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mDOX \u001b[38;5;241m=\u001b[39m ts[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDOX\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m zeros(simlen) \u001b[38;5;66;03m# concentration, state variable\u001b[39;00m\n", + "File \u001b[0;32m~/anaconda3/envs/hsp2_310/lib/python3.10/site-packages/numba/experimental/jitclass/base.py:124\u001b[0m, in \u001b[0;36mJitClassType.__call__\u001b[0;34m(cls, *args, **kwargs)\u001b[0m\n\u001b[1;32m 122\u001b[0m bind \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39m_ctor_sig\u001b[38;5;241m.\u001b[39mbind(\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 123\u001b[0m bind\u001b[38;5;241m.\u001b[39mapply_defaults()\n\u001b[0;32m--> 124\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mcls\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_ctor\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mbind\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mbind\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mSystemError\u001b[0m: CPUDispatcher() returned NULL without setting an exception" ] } ], @@ -759,80 +1033,16 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 21103986 function calls (20491407 primitive calls) in 23.113 seconds\n", - "\n", - " ncalls tottime percall cumtime percall filename:lineno(function)\n", - " 5 2.856 0.571 6.871 1.374 GQUAL.py:18(gqual)\n", - "31593/31588 1.599 0.000 2.075 0.000 ffi.py:149(__call__)\n", - " 44946 1.092 0.000 1.092 0.000 {method '_g_getattr' of 'tables.hdf5extension.AttributeSet' objects}\n", - " 5 1.018 0.204 1.673 0.335 SEDTRN.py:13(sedtrn)\n", - " 258685 0.787 0.000 2.727 0.000 typeddict.py:147(__getitem__)\n", - " 18655 0.543 0.000 0.543 0.000 {method '_g_get_objinfo' of 'tables.hdf5extension.Group' objects}\n", - " 5 0.441 0.088 0.566 0.113 HTRCH.py:39(htrch)\n", - " 4700 0.431 0.000 0.501 0.000 {method '_open_array' of 'tables.hdf5extension.Array' objects}\n", - " 23258 0.422 0.000 0.461 0.000 GQUAL.py:1149(adsdes)\n", - " 23258 0.411 0.000 0.490 0.000 GQUAL.py:1266(ddecay)\n", - " 418644 0.364 0.000 0.364 0.000 GQUAL.py:1329(light_factor)\n", - "2346955/2346952 0.334 0.000 0.481 0.000 {built-in method builtins.isinstance}\n", - " 4869 0.328 0.000 0.328 0.000 {method '_g_get_lchild_attr' of 'tables.hdf5extension.Group' objects}\n", - " 258685 0.279 0.000 0.355 0.000 typeddict.py:37(_getitem)\n", - " 284255 0.277 0.000 1.073 0.000 dispatcher.py:677(typeof_pyval)\n", - " 386955 0.268 0.000 0.268 0.000 {built-in method numpy.zeros}\n", - " 219600 0.268 0.000 0.268 0.000 ADCALC.py:131(advect)\n", - " 5496 0.233 0.000 0.349 0.000 SEDTRN.py:518(colby)\n", - "138990/138149 0.211 0.000 0.212 0.000 {built-in method numpy.array}\n", - " 41217 0.208 0.000 0.208 0.000 {method 'reduce' of 'numpy.ufunc' objects}\n", - " 285626 0.200 0.000 0.803 0.000 typeof.py:25(typeof)\n", - " 131760 0.184 0.000 0.276 0.000 GQUAL.py:1205(advqal)\n", - " 5 0.180 0.036 0.230 0.046 CONS.py:133(loopsub)\n", - " 50040 0.180 0.000 1.940 0.000 attributeset.py:295(__getattr__)\n", - "285755/285626 0.161 0.000 0.483 0.000 functools.py:870(wrapper)\n", - "208213/36911 0.154 0.000 0.231 0.000 ir.py:313(_rec_list_vars)\n", - " 2 0.151 0.076 0.931 0.465 SNOW.py:88(_snow_)\n", - " 285755 0.147 0.000 0.254 0.000 functools.py:814(dispatch)\n", - " 5 0.136 0.027 0.136 0.027 ADCALC.py:86(adcalc_)\n", - "752418/703058 0.120 0.000 4.458 0.000 {built-in method builtins.getattr}\n", - " 276 0.116 0.000 0.116 0.000 {method '_read_records' of 'tables.tableextension.Table' objects}\n", - "9821/4549 0.105 0.000 0.628 0.000 base.py:293(__new__)\n", - " 8992 0.103 0.000 0.106 0.000 SEDTRN.py:745(toffaleti)\n", - " 308147 0.091 0.000 0.092 0.000 serialize.py:140(_numba_unpickle)\n", - " 6887 0.090 0.000 2.231 0.000 attributeset.py:205(__init__)\n", - " 296260 0.090 0.000 0.116 0.000 weakref.py:382(__getitem__)\n", - " 616270 0.086 0.000 0.086 0.000 typeddict.py:131(_numba_type_)\n", - "137875/73461 0.086 0.000 0.269 0.000 {method 'format' of 'str' objects}\n", - " 67021 0.083 0.000 0.425 0.000 file.py:391(cache_node)\n", - " 1175 0.079 0.000 0.079 0.000 {method '_g_read_slice' of 'tables.hdf5extension.Array' objects}\n", - " 67058 0.077 0.000 0.169 0.000 file.py:378(register_node)\n", - " 38175 0.077 0.000 0.318 0.000 fromnumeric.py:70(_wrapreduction)\n", - " 145090 0.077 0.000 0.216 0.000 event.py:227(notify)\n", - " 898103 0.077 0.000 0.077 0.000 {method 'append' of 'list' objects}\n", - " 352943 0.077 0.000 0.107 0.000 generic.py:10(_check)\n", - " 23828 0.077 0.000 0.851 0.000 typeddict.py:175(__contains__)\n", - " 241 0.076 0.000 0.076 0.000 {method '_g_flush' of 'tables.hdf5extension.Leaf' objects}\n", - " 1750 0.074 0.000 0.074 0.000 {method '_g_get_gchild_attr' of 'tables.hdf5extension.Group' objects}\n", - " 67178 0.072 0.000 0.078 0.000 GQUAL.py:1122(adecay)\n", - " 313588 0.070 0.000 0.070 0.000 {built-in method __new__ of type object at 0x103f9c808}\n", 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"shell.execute_reply.started": "2024-04-22T02:52:27.586309Z" } - ], + }, + "outputs": [], "source": [ "with open('NumbaProfile.txt', 'r') as f:\n", " for line in f:\n", @@ -871,37 +1081,16 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2020-12-10 16:53:12.83 Processing started for file hsp2.h5; saveall=True\n", - "2020-12-10 16:53:22.62 Simulation Start: 1976-01-01 00:00:00, Stop: 1977-01-01 00:00:00\n", - "2020-12-10 16:53:22.62 PERLND P001 DELT(minutes): 60\n", - "2020-12-10 16:53:28.60 SNOW\n", - "2020-12-10 16:53:32.38 PWATER\n", - "2020-12-10 16:53:32.72 PSTEMP\n" - ] - }, - { - "ename": "KeyError", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmain\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhdfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msaveall\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;32mc:\\Users\\sskripnik\\Documents\\GitHub\\HSPsquared\\HSP2\\main.py\u001b[0m in \u001b[0;36mmain\u001b[1;34m(hdfname, saveall)\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 72\u001b[0m \u001b[1;31m############ calls activity function like snow() ##############\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 73\u001b[1;33m \u001b[0merrors\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrmessages\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunction\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstore\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msiminfo\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mui\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mts\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 74\u001b[0m \u001b[1;31m###############################################################\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 75\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mc:\\Users\\sskripnik\\Documents\\GitHub\\HSPsquared\\HSP2\\PSTEMP.py\u001b[0m in \u001b[0;36mpstemp\u001b[1;34m(store, siminfo, uci, ts)\u001b[0m\n\u001b[0;32m 30\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 31\u001b[0m \u001b[0mui\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmake_numba_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0muci\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 32\u001b[1;33m \u001b[0mTSOPFG\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mui\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'TSOPFG'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 33\u001b[0m \u001b[0mAIRTFG\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mui\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'AIRTFG'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 34\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\Anaconda3\\envs\\hsp2_py37\\lib\\site-packages\\numba\\typed\\typeddict.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 146\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 147\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 148\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0m_getitem\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 149\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 150\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__setitem__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\Anaconda3\\envs\\hsp2_py37\\lib\\site-packages\\numba\\dictobject.py\u001b[0m in \u001b[0;36mimpl\u001b[1;34m()\u001b[0m\n\u001b[0;32m 736\u001b[0m \u001b[0mix\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mval\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_dict_lookup\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0md\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcastedkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhash\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcastedkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 737\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mix\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mDKIX\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mEMPTY\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 738\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 739\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mix\u001b[0m \u001b[1;33m<\u001b[0m \u001b[0mDKIX\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mEMPTY\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 740\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mAssertionError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"internal dict error during lookup\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mKeyError\u001b[0m: " - ] + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.587076Z", + "iopub.status.idle": "2024-04-22T02:52:27.587263Z", + "shell.execute_reply": "2024-04-22T02:52:27.587176Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.587168Z" } - ], + }, + "outputs": [], "source": [ "main(hdfname, saveall=True)" ] @@ -972,20 +1161,16 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array(['Monthly', 'Yearly'], dtype=object)" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.587759Z", + "iopub.status.idle": "2024-04-22T02:52:27.588044Z", + "shell.execute_reply": "2024-04-22T02:52:27.587960Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.587952Z" } - ], + }, + "outputs": [], "source": [ "summary = read_hdf(HBN, 'SUMMARY')\n", "summary.Frequency.unique()" @@ -1007,8 +1192,15 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.588478Z", + "iopub.status.idle": "2024-04-22T02:52:27.588639Z", + "shell.execute_reply": "2024-04-22T02:52:27.588562Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.588555Z" + } + }, "outputs": [], "source": [ "def hsp2key(hspfkey):\n", @@ -1018,8 +1210,15 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.589253Z", + "iopub.status.idle": "2024-04-22T02:52:27.589394Z", + "shell.execute_reply": "2024-04-22T02:52:27.589338Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.589332Z" + } + }, "outputs": [], "source": [ "def monthlyoutflow(keys, flowname):\n", @@ -1050,8 +1249,15 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.589682Z", + "iopub.status.idle": "2024-04-22T02:52:27.589796Z", + "shell.execute_reply": "2024-04-22T02:52:27.589742Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.589737Z" + } + }, "outputs": [], "source": [ "def plot(operation, ils, activity, name, how='sum'):\n", @@ -1073,8 +1279,15 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.590094Z", + "iopub.status.idle": "2024-04-22T02:52:27.590200Z", + "shell.execute_reply": "2024-04-22T02:52:27.590150Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.590145Z" + } + }, "outputs": [], "source": [ "def scatter(operation, ils, activity, name, how='sum'):\n", @@ -1099,379 +1312,16 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OperationActivitysegmentFrequencyShapeStartStop
IMPLND_IWATER_011_4IMPLNDIWATER11Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_021_4IMPLNDIWATER21Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_041_4IMPLNDIWATER41Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_051_4IMPLNDIWATER51Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_061_4IMPLNDIWATER61Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_071_4IMPLNDIWATER71Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_081_4IMPLNDIWATER81Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_101_4IMPLNDIWATER101Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_111_4IMPLNDIWATER111Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_121_4IMPLNDIWATER121Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_131_4IMPLNDIWATER131Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_141_4IMPLNDIWATER141Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_151_4IMPLNDIWATER151Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_161_4IMPLNDIWATER161Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_171_4IMPLNDIWATER171Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_181_4IMPLNDIWATER181Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_191_4IMPLNDIWATER191Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_201_4IMPLNDIWATER201Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_211_4IMPLNDIWATER211Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_221_4IMPLNDIWATER221Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_231_4IMPLNDIWATER231Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_241_4IMPLNDIWATER241Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_251_4IMPLNDIWATER251Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_271_4IMPLNDIWATER271Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_281_4IMPLNDIWATER281Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_291_4IMPLNDIWATER291Monthly(108, 6)1993-11-012002-10-01
IMPLND_IWATER_301_4IMPLNDIWATER301Monthly(108, 6)1993-11-012002-10-01
\n", - "
" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape Start \\\n", - "IMPLND_IWATER_011_4 IMPLND IWATER 11 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_021_4 IMPLND IWATER 21 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_041_4 IMPLND IWATER 41 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_051_4 IMPLND IWATER 51 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_061_4 IMPLND IWATER 61 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_071_4 IMPLND IWATER 71 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_081_4 IMPLND IWATER 81 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_101_4 IMPLND IWATER 101 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_111_4 IMPLND IWATER 111 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_121_4 IMPLND IWATER 121 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_131_4 IMPLND IWATER 131 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_141_4 IMPLND IWATER 141 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_151_4 IMPLND IWATER 151 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_161_4 IMPLND IWATER 161 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_171_4 IMPLND IWATER 171 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_181_4 IMPLND IWATER 181 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_191_4 IMPLND IWATER 191 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_201_4 IMPLND IWATER 201 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_211_4 IMPLND IWATER 211 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_221_4 IMPLND IWATER 221 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_231_4 IMPLND IWATER 231 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_241_4 IMPLND IWATER 241 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_251_4 IMPLND IWATER 251 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_271_4 IMPLND IWATER 271 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_281_4 IMPLND IWATER 281 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_291_4 IMPLND IWATER 291 Monthly (108, 6) 1993-11-01 \n", - "IMPLND_IWATER_301_4 IMPLND IWATER 301 Monthly (108, 6) 1993-11-01 \n", - "\n", - " Stop \n", - "IMPLND_IWATER_011_4 2002-10-01 \n", - "IMPLND_IWATER_021_4 2002-10-01 \n", - "IMPLND_IWATER_041_4 2002-10-01 \n", - "IMPLND_IWATER_051_4 2002-10-01 \n", - "IMPLND_IWATER_061_4 2002-10-01 \n", - "IMPLND_IWATER_071_4 2002-10-01 \n", - "IMPLND_IWATER_081_4 2002-10-01 \n", - "IMPLND_IWATER_101_4 2002-10-01 \n", - "IMPLND_IWATER_111_4 2002-10-01 \n", - "IMPLND_IWATER_121_4 2002-10-01 \n", - "IMPLND_IWATER_131_4 2002-10-01 \n", - "IMPLND_IWATER_141_4 2002-10-01 \n", - "IMPLND_IWATER_151_4 2002-10-01 \n", - "IMPLND_IWATER_161_4 2002-10-01 \n", - "IMPLND_IWATER_171_4 2002-10-01 \n", - "IMPLND_IWATER_181_4 2002-10-01 \n", - "IMPLND_IWATER_191_4 2002-10-01 \n", - "IMPLND_IWATER_201_4 2002-10-01 \n", - "IMPLND_IWATER_211_4 2002-10-01 \n", - "IMPLND_IWATER_221_4 2002-10-01 \n", - "IMPLND_IWATER_231_4 2002-10-01 \n", - "IMPLND_IWATER_241_4 2002-10-01 \n", - "IMPLND_IWATER_251_4 2002-10-01 \n", - "IMPLND_IWATER_271_4 2002-10-01 \n", - "IMPLND_IWATER_281_4 2002-10-01 \n", - "IMPLND_IWATER_291_4 2002-10-01 \n", - "IMPLND_IWATER_301_4 2002-10-01 " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.590488Z", + "iopub.status.idle": "2024-04-22T02:52:27.590620Z", + "shell.execute_reply": "2024-04-22T02:52:27.590556Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.590549Z" } - ], + }, + "outputs": [], "source": [ "implndkeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='IMPLND')]\n", "implndkeys" @@ -1479,266 +1329,16 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
291117.5699117.5699-0.00000.0000
281137.7904137.79040.00000.0000
101144.1288144.1288-0.00000.0000
021122.5966122.59660.00000.0000
051120.2708120.27080.00000.0000
081118.7938118.7938-0.00000.0000
041141.2890141.28900.00000.0000
271136.4228136.42280.00000.0000
251116.6337116.63370.00000.0000
201172.5608172.5608-0.00000.0000
191125.6937125.69370.00000.0000
221126.6460126.64600.00000.0000
071132.6849132.68490.00000.0000
111126.0203126.02030.00000.0000
141116.0248116.02490.00000.0000
131126.2947126.29470.00000.0000
121126.2947126.29470.00000.0000
161131.2695131.26950.00000.0000
211125.3008125.3008-0.00000.0000
011131.6821131.68210.00000.0000
151133.6036133.60360.00000.0000
061133.6036133.60360.00000.0000
301119.8081119.8081-0.00000.0000
171115.9610115.96100.00000.0000
181115.9610115.96100.00000.0000
241120.2066120.20660.00000.0000
231135.5890135.58900.00000.0000
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "291 117.5699 117.5699 -0.0000 0.0000\n", - "281 137.7904 137.7904 0.0000 0.0000\n", - "101 144.1288 144.1288 -0.0000 0.0000\n", - "021 122.5966 122.5966 0.0000 0.0000\n", - "051 120.2708 120.2708 0.0000 0.0000\n", - "081 118.7938 118.7938 -0.0000 0.0000\n", - "041 141.2890 141.2890 0.0000 0.0000\n", - "271 136.4228 136.4228 0.0000 0.0000\n", - "251 116.6337 116.6337 0.0000 0.0000\n", - "201 172.5608 172.5608 -0.0000 0.0000\n", - "191 125.6937 125.6937 0.0000 0.0000\n", - "221 126.6460 126.6460 0.0000 0.0000\n", - "071 132.6849 132.6849 0.0000 0.0000\n", - "111 126.0203 126.0203 0.0000 0.0000\n", - "141 116.0248 116.0249 0.0000 0.0000\n", - "131 126.2947 126.2947 0.0000 0.0000\n", - "121 126.2947 126.2947 0.0000 0.0000\n", - "161 131.2695 131.2695 0.0000 0.0000\n", - "211 125.3008 125.3008 -0.0000 0.0000\n", - "011 131.6821 131.6821 0.0000 0.0000\n", - "151 133.6036 133.6036 0.0000 0.0000\n", - "061 133.6036 133.6036 0.0000 0.0000\n", - "301 119.8081 119.8081 -0.0000 0.0000\n", - "171 115.9610 115.9610 0.0000 0.0000\n", - "181 115.9610 115.9610 0.0000 0.0000\n", - "241 120.2066 120.2066 0.0000 0.0000\n", - "231 135.5890 135.5890 0.0000 0.0000" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.591193Z", + "iopub.status.idle": "2024-04-22T02:52:27.591331Z", + "shell.execute_reply": "2024-04-22T02:52:27.591266Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.591261Z" } - ], + }, + "outputs": [], "source": [ "delta = monthlyoutflow(implndkeys, 'SURO')\n", "delta" @@ -1753,163 +1353,48 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
count27.000027.000027.000027.0000
mean128.5445128.54450.00000.0000
std12.001212.00120.00000.0000
min115.9610115.9610-0.00000.0000
25%120.0074120.00740.00000.0000
50%126.2947126.29470.00000.0000
75%133.6036133.60360.00000.0000
max172.5608172.56080.00000.0000
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 27.0000 27.0000 27.0000 27.0000\n", - "mean 128.5445 128.5445 0.0000 0.0000\n", - "std 12.0012 12.0012 0.0000 0.0000\n", - "min 115.9610 115.9610 -0.0000 0.0000\n", - "25% 120.0074 120.0074 0.0000 0.0000\n", - "50% 126.2947 126.2947 0.0000 0.0000\n", - "75% 133.6036 133.6036 0.0000 0.0000\n", - "max 172.5608 172.5608 0.0000 0.0000" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.591779Z", + "iopub.status.idle": "2024-04-22T02:52:27.591921Z", + "shell.execute_reply": "2024-04-22T02:52:27.591855Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.591849Z" } - ], + }, + "outputs": [], "source": [ "delta.describe()" ] }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.592222Z", + "iopub.status.idle": "2024-04-22T02:52:27.592354Z", + "shell.execute_reply": "2024-04-22T02:52:27.592292Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.592286Z" } - ], + }, + "outputs": [], "source": [ "delta['Percent diff'].hist()" ] }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST IMPLND SEGMENT IS 231\n" - ] + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.592615Z", + "iopub.status.idle": "2024-04-22T02:52:27.592721Z", + "shell.execute_reply": "2024-04-22T02:52:27.592670Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.592665Z" } - ], + }, + "outputs": [], "source": [ "ils = delta.index[-1]\n", "print('WORST IMPLND SEGMENT IS', ils)" @@ -1924,44 +1409,32 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.592971Z", + "iopub.status.idle": "2024-04-22T02:52:27.593072Z", + "shell.execute_reply": "2024-04-22T02:52:27.593023Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.593018Z" } - ], + }, + "outputs": [], "source": [ "plot('IMPLND', ils, 'IWATER', 'SURO', 'sum')" ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.593360Z", + "iopub.status.idle": "2024-04-22T02:52:27.593462Z", + "shell.execute_reply": "2024-04-22T02:52:27.593412Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.593407Z" } - ], + }, + "outputs": [], "source": [ "scatter('IMPLND', ils, 'IWATER', 'SURO', 'sum')" ] @@ -1975,44 +1448,32 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.593742Z", + "iopub.status.idle": "2024-04-22T02:52:27.593847Z", + "shell.execute_reply": "2024-04-22T02:52:27.593799Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.593794Z" } - ], + }, + "outputs": [], "source": [ "plot('IMPLND', ils, 'IWATER', 'IMPEV', 'sum')" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.594159Z", + "iopub.status.idle": "2024-04-22T02:52:27.594262Z", + "shell.execute_reply": "2024-04-22T02:52:27.594213Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.594207Z" } - ], + }, + "outputs": [], "source": [ "scatter('IMPLND', ils, 'IWATER', 'IMPEV', 'sum')" ] @@ -2026,44 +1487,32 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.595144Z", + "iopub.status.idle": "2024-04-22T02:52:27.595278Z", + "shell.execute_reply": "2024-04-22T02:52:27.595217Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.595210Z" } - ], + }, + "outputs": [], "source": [ "scatter('IMPLND', ils, 'IWATER', 'PET', 'sum')" ] @@ -2077,44 +1526,32 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.595591Z", + "iopub.status.idle": "2024-04-22T02:52:27.595715Z", + "shell.execute_reply": "2024-04-22T02:52:27.595656Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.595650Z" } - ], + }, + "outputs": [], "source": [ "plot('IMPLND', ils, 'IWATER', 'RETS', 'last')" ] }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.595991Z", + "iopub.status.idle": "2024-04-22T02:52:27.596114Z", + "shell.execute_reply": "2024-04-22T02:52:27.596056Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.596050Z" } - ], + }, + "outputs": [], "source": [ "scatter('IMPLND', ils, 'IWATER', 'RETS', 'last')" ] @@ -2128,44 +1565,32 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.596616Z", + "iopub.status.idle": "2024-04-22T02:52:27.596724Z", + "shell.execute_reply": "2024-04-22T02:52:27.596672Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.596667Z" } - ], + }, + "outputs": [], "source": [ "plot('IMPLND', ils, 'IWATER', 'SUPY', 'sum')" ] }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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OperationActivitysegmentFrequencyShapeStartStop
PERLND_PWATER_011_4PERLNDPWATER11Monthly(108, 27)1993-11-012002-10-01
PERLND_PWATER_012_4PERLNDPWATER12Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_013_4PERLNDPWATER13Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_014_4PERLNDPWATER14Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_015_4PERLNDPWATER15Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_021_4PERLNDPWATER21Monthly(108, 27)1993-11-012002-10-01
PERLND_PWATER_022_4PERLNDPWATER22Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_023_4PERLNDPWATER23Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_024_4PERLNDPWATER24Monthly(108, 32)1993-11-012002-10-01
PERLND_PWATER_025_4PERLNDPWATER25Monthly(108, 32)1993-11-012002-10-01
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" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape \\\n", - "PERLND_PWATER_011_4 PERLND PWATER 11 Monthly (108, 27) \n", - "PERLND_PWATER_012_4 PERLND PWATER 12 Monthly (108, 32) \n", - "PERLND_PWATER_013_4 PERLND PWATER 13 Monthly (108, 32) \n", - "PERLND_PWATER_014_4 PERLND PWATER 14 Monthly (108, 32) \n", - "PERLND_PWATER_015_4 PERLND PWATER 15 Monthly (108, 32) \n", - "PERLND_PWATER_021_4 PERLND PWATER 21 Monthly (108, 27) \n", - "PERLND_PWATER_022_4 PERLND PWATER 22 Monthly (108, 32) \n", - "PERLND_PWATER_023_4 PERLND PWATER 23 Monthly (108, 32) \n", - "PERLND_PWATER_024_4 PERLND PWATER 24 Monthly (108, 32) \n", - "PERLND_PWATER_025_4 PERLND PWATER 25 Monthly (108, 32) \n", - "\n", - " Start Stop \n", - "PERLND_PWATER_011_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_012_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_013_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_014_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_015_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_021_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_022_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_023_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_024_4 1993-11-01 2002-10-01 \n", - "PERLND_PWATER_025_4 1993-11-01 2002-10-01 " - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.598965Z", + "iopub.status.idle": "2024-04-22T02:52:27.599110Z", + "shell.execute_reply": "2024-04-22T02:52:27.599040Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.599033Z" } - ], + }, + "outputs": [], "source": [ "perlndkeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='PERLND')]\n", "perlndkeys[0:10]" @@ -2413,1084 +1667,17 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.600527Z", + "iopub.status.idle": "2024-04-22T02:52:27.600687Z", + "shell.execute_reply": "2024-04-22T02:52:27.600613Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.600606Z" + }, "scrolled": true }, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
05564.785964.7859-0.00000.0000
22629.427029.4270-0.00000.0000
22245.914545.9145-0.00000.0000
12456.812956.8129-0.00000.0000
23585.654385.6543-0.00000.0000
07113.870913.8709-0.00000.0000
27544.851944.85190.00000.0000
13549.447249.4472-0.00000.0000
02357.903557.9035-0.00000.0000
20110.971510.9715-0.00000.0000
08245.838645.83860.00000.0000
28597.231597.2314-0.00000.0000
304104.4457104.44570.00000.0000
23254.551554.55150.00000.0000
25621.230421.23040.00000.0000
05110.152010.15200.00000.0000
17556.602856.6028-0.00000.0000
295121.6003121.60030.00000.0000
01355.696555.69650.00000.0000
25446.518646.5186-0.00000.0000
22570.394170.3940-0.00000.0000
07254.209254.20920.00000.0000
10237.541037.5410-0.00000.0000
29131.460131.4601-0.00000.0000
07365.601765.6017-0.00000.0000
18452.106652.1066-0.00000.0000
28112.547112.5471-0.00000.0000
07573.629773.62970.00000.0000
20628.445328.4453-0.00000.0000
16449.303149.30310.00000.0000
13343.181843.1818-0.00000.0000
25548.719948.7198-0.00000.0000
07470.845570.84550.00000.0000
22110.278110.2781-0.00000.0000
29288.396188.3961-0.00000.0000
1217.99017.99010.00000.0000
06248.542648.5426-0.00000.0000
305108.6897108.6897-0.00000.0000
02246.354346.3543-0.00000.0000
05246.178146.1781-0.00000.0000
03118.277818.27780.00000.0000
08110.226810.22680.00000.0000
04363.022863.0228-0.00000.0000
293108.5104108.5104-0.00000.0000
1816.07416.07410.00000.0000
17453.813953.8139-0.00000.0000
294117.4441117.4440-0.00000.0000
04254.402354.4023-0.00000.0000
19112.447212.44720.00000.0000
22466.836666.8366-0.00000.0000
02462.475962.4759-0.00000.0000
17236.964736.9646-0.00000.0000
25233.373033.37300.00000.0000
30277.312077.3120-0.00000.0000
05462.430862.43080.00000.0000
13234.452034.4520-0.00000.0000
01458.542658.5426-0.00000.0000
20247.117547.11750.00000.0000
02565.985765.9857-0.00000.0000
08564.796464.7964-0.00000.0000
1416.69026.6902-0.00000.0000
09113.222313.2223-0.00000.0000
1616.84796.8479-0.00000.0000
19247.903947.9038-0.00000.0000
1016.13336.1333-0.00000.0000
20458.483158.4830-0.00000.0000
01246.779046.7790-0.00000.0000
01561.917861.9177-0.00000.0000
21226.961926.96200.00000.0000
12239.360439.36040.00000.0000
21332.997432.9974-0.00000.0000
30394.648394.6482-0.00000.0000
06110.758810.7588-0.00000.0000
19364.240964.2408-0.00000.0000
28380.652180.6521-0.00000.0000
2114.64374.6437-0.00000.0000
27234.202934.20300.00000.0000
1716.35716.3571-0.00000.0000
24470.741270.74120.00000.0000
14235.964135.9641-0.00000.0000
01110.585510.5855-0.00010.0001
08462.063662.0635-0.00010.0001
14347.642147.6421-0.00010.0001
2419.47509.4750-0.00010.0001
04113.435713.4357-0.00010.0001
21615.781815.7818-0.00010.0001
27620.078120.0781-0.00010.0001
21537.441437.4414-0.00010.0001
05357.218657.2186-0.00010.0001
12351.178651.1786-0.00010.0001
26632.891632.8915-0.00010.0001
24575.534075.5340-0.00010.0001
20561.269661.2695-0.00010.0001
21435.731935.7319-0.00010.0001
20354.541654.5415-0.00010.0001
1516.50986.50990.00010.0001
28260.872260.8722-0.00010.0001
30129.737929.7379-0.00010.0001
11240.429240.4292-0.00010.0001
14453.396353.3962-0.00010.0001
25342.011942.0118-0.00010.0001
16236.414536.41450.00010.0001
13447.015147.01510.00010.0001
19473.665973.6659-0.00010.0001
29684.721984.7219-0.00010.0001
16551.548751.5486-0.00010.0001
18514.789814.7898-0.00010.0001
18346.341746.3417-0.00010.0001
08356.916456.9164-0.00010.0001
24244.830344.8302-0.00010.0001
14556.364256.3642-0.00010.0001
17348.186548.1864-0.00010.0001
02110.571610.5716-0.00010.0001
1316.03286.0327-0.00010.0001
11351.922651.9226-0.00010.0001
16344.874944.87490.00010.0001
26111.166311.1663-0.00010.0001
2717.19847.1984-0.00010.0001
23115.034715.0346-0.00010.0001
18234.972834.9727-0.00010.0001
23480.864580.8644-0.00010.0001
24361.399361.39940.00010.0001
2516.86826.8682-0.00010.0001
28636.991236.9911-0.00020.0002
15234.490534.4905-0.00020.0002
1117.12597.12590.00020.0002
19578.479478.47950.00020.0002
30672.724972.7248-0.00020.0002
12559.803759.8035-0.00030.0003
\n", - "
" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "055 64.7859 64.7859 -0.0000 0.0000\n", - "226 29.4270 29.4270 -0.0000 0.0000\n", - "222 45.9145 45.9145 -0.0000 0.0000\n", - "124 56.8129 56.8129 -0.0000 0.0000\n", - "235 85.6543 85.6543 -0.0000 0.0000\n", - "071 13.8709 13.8709 -0.0000 0.0000\n", - "275 44.8519 44.8519 0.0000 0.0000\n", - "135 49.4472 49.4472 -0.0000 0.0000\n", - "023 57.9035 57.9035 -0.0000 0.0000\n", - "201 10.9715 10.9715 -0.0000 0.0000\n", - "082 45.8386 45.8386 0.0000 0.0000\n", - "285 97.2315 97.2314 -0.0000 0.0000\n", - "304 104.4457 104.4457 0.0000 0.0000\n", - "232 54.5515 54.5515 0.0000 0.0000\n", - "256 21.2304 21.2304 0.0000 0.0000\n", - "051 10.1520 10.1520 0.0000 0.0000\n", - "175 56.6028 56.6028 -0.0000 0.0000\n", - "295 121.6003 121.6003 0.0000 0.0000\n", - "013 55.6965 55.6965 0.0000 0.0000\n", - "254 46.5186 46.5186 -0.0000 0.0000\n", - "225 70.3941 70.3940 -0.0000 0.0000\n", - "072 54.2092 54.2092 0.0000 0.0000\n", - "102 37.5410 37.5410 -0.0000 0.0000\n", - "291 31.4601 31.4601 -0.0000 0.0000\n", - "073 65.6017 65.6017 -0.0000 0.0000\n", - "184 52.1066 52.1066 -0.0000 0.0000\n", - "281 12.5471 12.5471 -0.0000 0.0000\n", - "075 73.6297 73.6297 0.0000 0.0000\n", - "206 28.4453 28.4453 -0.0000 0.0000\n", - "164 49.3031 49.3031 0.0000 0.0000\n", - "133 43.1818 43.1818 -0.0000 0.0000\n", - "255 48.7199 48.7198 -0.0000 0.0000\n", - "074 70.8455 70.8455 0.0000 0.0000\n", - "221 10.2781 10.2781 -0.0000 0.0000\n", - "292 88.3961 88.3961 -0.0000 0.0000\n", - "121 7.9901 7.9901 0.0000 0.0000\n", - "062 48.5426 48.5426 -0.0000 0.0000\n", - "305 108.6897 108.6897 -0.0000 0.0000\n", - "022 46.3543 46.3543 -0.0000 0.0000\n", - "052 46.1781 46.1781 -0.0000 0.0000\n", - "031 18.2778 18.2778 0.0000 0.0000\n", - "081 10.2268 10.2268 0.0000 0.0000\n", - "043 63.0228 63.0228 -0.0000 0.0000\n", - "293 108.5104 108.5104 -0.0000 0.0000\n", - "181 6.0741 6.0741 0.0000 0.0000\n", - "174 53.8139 53.8139 -0.0000 0.0000\n", - "294 117.4441 117.4440 -0.0000 0.0000\n", - "042 54.4023 54.4023 -0.0000 0.0000\n", - "191 12.4472 12.4472 0.0000 0.0000\n", - "224 66.8366 66.8366 -0.0000 0.0000\n", - "024 62.4759 62.4759 -0.0000 0.0000\n", - "172 36.9647 36.9646 -0.0000 0.0000\n", - "252 33.3730 33.3730 0.0000 0.0000\n", - "302 77.3120 77.3120 -0.0000 0.0000\n", - "054 62.4308 62.4308 0.0000 0.0000\n", - "132 34.4520 34.4520 -0.0000 0.0000\n", - "014 58.5426 58.5426 -0.0000 0.0000\n", - "202 47.1175 47.1175 0.0000 0.0000\n", - "025 65.9857 65.9857 -0.0000 0.0000\n", - "085 64.7964 64.7964 -0.0000 0.0000\n", - "141 6.6902 6.6902 -0.0000 0.0000\n", - "091 13.2223 13.2223 -0.0000 0.0000\n", - "161 6.8479 6.8479 -0.0000 0.0000\n", - "192 47.9039 47.9038 -0.0000 0.0000\n", - "101 6.1333 6.1333 -0.0000 0.0000\n", - "204 58.4831 58.4830 -0.0000 0.0000\n", - "012 46.7790 46.7790 -0.0000 0.0000\n", - "015 61.9178 61.9177 -0.0000 0.0000\n", - "212 26.9619 26.9620 0.0000 0.0000\n", - "122 39.3604 39.3604 0.0000 0.0000\n", - "213 32.9974 32.9974 -0.0000 0.0000\n", - "303 94.6483 94.6482 -0.0000 0.0000\n", - "061 10.7588 10.7588 -0.0000 0.0000\n", - "193 64.2409 64.2408 -0.0000 0.0000\n", - "283 80.6521 80.6521 -0.0000 0.0000\n", - "211 4.6437 4.6437 -0.0000 0.0000\n", - "272 34.2029 34.2030 0.0000 0.0000\n", - "171 6.3571 6.3571 -0.0000 0.0000\n", - "244 70.7412 70.7412 0.0000 0.0000\n", - "142 35.9641 35.9641 -0.0000 0.0000\n", - "011 10.5855 10.5855 -0.0001 0.0001\n", - "084 62.0636 62.0635 -0.0001 0.0001\n", - "143 47.6421 47.6421 -0.0001 0.0001\n", - "241 9.4750 9.4750 -0.0001 0.0001\n", - "041 13.4357 13.4357 -0.0001 0.0001\n", - "216 15.7818 15.7818 -0.0001 0.0001\n", - "276 20.0781 20.0781 -0.0001 0.0001\n", - "215 37.4414 37.4414 -0.0001 0.0001\n", - "053 57.2186 57.2186 -0.0001 0.0001\n", - "123 51.1786 51.1786 -0.0001 0.0001\n", - "266 32.8916 32.8915 -0.0001 0.0001\n", - "245 75.5340 75.5340 -0.0001 0.0001\n", - "205 61.2696 61.2695 -0.0001 0.0001\n", - "214 35.7319 35.7319 -0.0001 0.0001\n", - "203 54.5416 54.5415 -0.0001 0.0001\n", - "151 6.5098 6.5099 0.0001 0.0001\n", - "282 60.8722 60.8722 -0.0001 0.0001\n", - "301 29.7379 29.7379 -0.0001 0.0001\n", - "112 40.4292 40.4292 -0.0001 0.0001\n", - "144 53.3963 53.3962 -0.0001 0.0001\n", - "253 42.0119 42.0118 -0.0001 0.0001\n", - "162 36.4145 36.4145 0.0001 0.0001\n", - "134 47.0151 47.0151 0.0001 0.0001\n", - "194 73.6659 73.6659 -0.0001 0.0001\n", - "296 84.7219 84.7219 -0.0001 0.0001\n", - "165 51.5487 51.5486 -0.0001 0.0001\n", - "185 14.7898 14.7898 -0.0001 0.0001\n", - "183 46.3417 46.3417 -0.0001 0.0001\n", - "083 56.9164 56.9164 -0.0001 0.0001\n", - "242 44.8303 44.8302 -0.0001 0.0001\n", - "145 56.3642 56.3642 -0.0001 0.0001\n", - "173 48.1865 48.1864 -0.0001 0.0001\n", - "021 10.5716 10.5716 -0.0001 0.0001\n", - "131 6.0328 6.0327 -0.0001 0.0001\n", - "113 51.9226 51.9226 -0.0001 0.0001\n", - "163 44.8749 44.8749 0.0001 0.0001\n", - "261 11.1663 11.1663 -0.0001 0.0001\n", - "271 7.1984 7.1984 -0.0001 0.0001\n", - "231 15.0347 15.0346 -0.0001 0.0001\n", - "182 34.9728 34.9727 -0.0001 0.0001\n", - "234 80.8645 80.8644 -0.0001 0.0001\n", - "243 61.3993 61.3994 0.0001 0.0001\n", - "251 6.8682 6.8682 -0.0001 0.0001\n", - "286 36.9912 36.9911 -0.0002 0.0002\n", - "152 34.4905 34.4905 -0.0002 0.0002\n", - "111 7.1259 7.1259 0.0002 0.0002\n", - "195 78.4794 78.4795 0.0002 0.0002\n", - "306 72.7249 72.7248 -0.0002 0.0002\n", - "125 59.8037 59.8035 -0.0003 0.0003" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "delta = monthlyoutflow(perlndkeys, 'PERO')\n", "delta" @@ -3505,170 +1692,55 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
count129.0000129.0000129.0000129.0000
mean45.512245.5122-0.00000.0001
std26.665726.66570.00010.0000
min4.64374.6437-0.00030.0000
25%26.961926.9620-0.00010.0000
50%46.779046.7790-0.00000.0000
75%61.399361.3994-0.00000.0001
max121.6003121.60030.00020.0003
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 129.0000 129.0000 129.0000 129.0000\n", - "mean 45.5122 45.5122 -0.0000 0.0001\n", - "std 26.6657 26.6657 0.0001 0.0000\n", - "min 4.6437 4.6437 -0.0003 0.0000\n", - "25% 26.9619 26.9620 -0.0001 0.0000\n", - "50% 46.7790 46.7790 -0.0000 0.0000\n", - "75% 61.3993 61.3994 -0.0000 0.0001\n", - "max 121.6003 121.6003 0.0002 0.0003" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "delta.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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z/a6We3Ad8C/Na7i7Wfb7wMea6bPphPEhOn/ELp617t3Nei/RfPJnoW02yy9utnGo2eZZbf8OtNiLX23++88A/zH7920UHkPuxUyz7O18+J3FavNrAiSpED/9IkmFGOqSVIihLkmFGOqSVIihLkmFGOqSVIihLkmF/D/tBDrvUPVXYQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "delta['Percent diff'].hist()" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST PERLND SEGMENT IS 125\n" - ] - } - ], - "source": [ - "pls = delta.index[-1]\n", - "print('WORST PERLND SEGMENT IS', pls)" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.601081Z", + "iopub.status.idle": "2024-04-22T02:52:27.601230Z", + "shell.execute_reply": "2024-04-22T02:52:27.601159Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.601152Z" + } + }, + "outputs": [], + "source": [ + "delta.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.601514Z", + "iopub.status.idle": "2024-04-22T02:52:27.601651Z", + "shell.execute_reply": "2024-04-22T02:52:27.601585Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.601578Z" + } + }, + "outputs": [], + "source": [ + "delta['Percent diff'].hist()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.602102Z", + "iopub.status.idle": "2024-04-22T02:52:27.602265Z", + "shell.execute_reply": "2024-04-22T02:52:27.602187Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.602180Z" + } + }, + "outputs": [], + "source": [ + "pls = delta.index[-1]\n", + "print('WORST PERLND SEGMENT IS', pls)" + ] + }, + { + "cell_type": "markdown", "metadata": {}, "source": [ "#### PERLND PWATER AGWLI" @@ -3676,44 +1748,32 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.604724Z", + "iopub.status.idle": "2024-04-22T02:52:27.604831Z", + "shell.execute_reply": "2024-04-22T02:52:27.604782Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.604777Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'SURLI', 'sum')" ] @@ -3792,44 +1840,32 @@ }, { "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.605240Z", + "iopub.status.idle": "2024-04-22T02:52:27.605349Z", + "shell.execute_reply": "2024-04-22T02:52:27.605299Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.605293Z" } - ], + }, + "outputs": [], "source": [ "plot('PERLND', pls, 'PWATER', 'AGWO', 'sum')" ] }, { "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.605778Z", + "iopub.status.idle": "2024-04-22T02:52:27.605879Z", + "shell.execute_reply": "2024-04-22T02:52:27.605832Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.605827Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'AGWO', 'sum')" ] @@ -3843,44 +1879,32 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.606204Z", + "iopub.status.idle": "2024-04-22T02:52:27.606325Z", + "shell.execute_reply": "2024-04-22T02:52:27.606270Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.606265Z" } - ], + }, + "outputs": [], "source": [ "plot('PERLND', pls, 'PWATER', 'BASET', 'sum')" ] }, { "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.606946Z", + "iopub.status.idle": "2024-04-22T02:52:27.607177Z", + "shell.execute_reply": "2024-04-22T02:52:27.607097Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.607089Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'BASET', 'sum')" ] @@ -3894,44 +1918,32 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.608373Z", + "iopub.status.idle": "2024-04-22T02:52:27.608531Z", + "shell.execute_reply": "2024-04-22T02:52:27.608479Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.608474Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'CEPE', 'sum')" ] @@ -3945,44 +1957,32 @@ }, { "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.608864Z", + "iopub.status.idle": "2024-04-22T02:52:27.608972Z", + "shell.execute_reply": "2024-04-22T02:52:27.608920Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.608915Z" } - ], + }, + "outputs": [], "source": [ "plot('PERLND', pls, 'PWATER', 'IFWI', 'sum')" ] }, { "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWoAAAD4CAYAAADFAawfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAMRklEQVR4nO3dX2iddx3H8c9nWcQDE3KxXNh0NV5IYG64YJiD3hVG6iYzTETF7WrQG4UNRqRBL1SEDQJjN97UORQ2FGExyKbEwTpEmZvpsi1uXXDK1J0KjUjYHw5bln29SNKmbdI8p3mePN9zzvsFgeTk7PTLw/rm6fP7nfM4IgQAyOuqugcAAFweoQaA5Ag1ACRHqAEgOUINAMldXcWLXnvttTE8PFzFSwNAVzp16tR/I2Jwu99VEurh4WHNz89X8dIA0JVs/3On33HpAwCSI9QAkByhBoDkCDUAJEeoASC5SnZ9AEAvmV1oanpuSWdWWjow0NDk+IgmRodKe31CDQB7MLvQ1NTMolqra5Kk5kpLUzOLklRarLn0AQB7MD23dC7Sm1qra5qeWyrtzyDUALAHZ1ZabT1+JQg1AOzBgYFGW49fCUINAHswOT6iRn/fBY81+vs0OT5S2p/BYiIA7MHmgiG7PgAgsYnRoVLDfDEufQBAcoQaAJIj1ACQHKEGgOQINQAkR6gBIDlCDQDJEWoASI5QA0ByhBoAkiPUAJAcoQaA5AqH2naf7QXbT1Y5EADgQu2cUd8r6XRVgwAAtlco1LYPSrpd0iPVjgMAuFjRM+qHJX1H0kc7PcH2MdvztueXl5fLmA0AoAKhtv0lSWcj4tTlnhcRJyJiLCLGBgcHSxsQAHpdkTPqw5LusP2mpF9KOmL7sUqnAgCcs2uoI2IqIg5GxLCkr0t6JiLuqnwyAIAk9lEDQHpt3dw2Ip6V9GwlkwAAtsUZNQAkR6gBIDlCDQDJEWoASI5QA0ByhBoAkiPUAJAcoQaA5Ag1ACRHqAEgOUINAMkRagBIjlADQHKEGgCSI9QAkByhBoDkCDUAJEeoASA5Qg0AyRFqAEiOUANAcoQaAJIj1ACQHKEGgOQINQAkR6gBIDlCDQDJEWoASI5QA0ByhBoAkiPUAJAcoQaA5Ag1ACRHqAEgOUINAMntGmrbH7f9gu2Xbb9q+wf7MRgAYN3VBZ7zvqQjEfGu7X5Jf7T9u4j4c8WzAQBUINQREZLe3fixf+MrqhwKAHBeoWvUtvtsvyTprKSnI+L5bZ5zzPa87fnl5eWSxwSA3lUo1BGxFhE3SToo6WbbN2zznBMRMRYRY4ODgyWPCQC9q61dHxGxIumkpKOVTAMAuESRXR+Dtgc2vm9IulXS6xXPBQDYUGTXxycl/dx2n9bD/quIeLLasQAAm4rs+nhF0ug+zAIA2AbvTASA5Ag1ACRHqAEgOUINAMkRagBIjlADQHKEGgCSI9QAkByhBoDkCDUAJEeoASA5Qg0AyRFqAEiOUANAcoQaAJIj1ACQHKEGgOQINQAkR6gBIDlCDQDJEWoASI5QA0ByhBoAkiPUAJAcoQaA5K6uewBgv8wuNDU9t6QzKy0dGGhocnxEE6NDdY8F7IpQoyfMLjQ1NbOo1uqaJKm50tLUzKIkEWukx6UP9ITpuaVzkd7UWl3T9NxSTRMBxRFq9IQzK622HgcyIdToCQcGGm09DmRCqNETJsdH1Ojvu+CxRn+fJsdHapoIKI7FRPSEzQVDdn2gExFq9IyJ0SHCjI7EpQ8ASI5QA0ByhBoAkts11Lavs33S9mu2X7V9734MBgBYV2Qx8UNJ90fEi7Y/IemU7acj4rWKZwMAqMAZdUT8JyJe3Pj+HUmnJbF0DgD7pK1r1LaHJY1Ken6b3x2zPW97fnl5uaTxAACFQ237GklPSLovIt6++PcRcSIixiJibHBwsMwZAaCnFQq17X6tR/rxiJipdiQAwFZFdn1Y0k8lnY6Ih6ofCQCwVZEz6sOS7pZ0xPZLG1+3VTwXAGDDrtvzIuKPkrwPswAAtsE7EwEgOUINAMkRagBIjlADQHKEGgCSI9QAkByhBoDkCDUAJEeoASA5Qg0AyRFqAEiOUANAcoQaAJIj1ACQHKEGgOQINQAkR6gBIDlCDQDJEWoASI5QA0ByhBoAkiPUAJAcoQaA5Ag1ACRHqAEguavrHgDVmF1oanpuSWdWWjow0NDk+IgmRofqHgvAFSDUXWh2oampmUW1VtckSc2VlqZmFiWJWAMdiEsfXWh6bulcpDe1Vtc0PbdU00QA9oJQd6EzK622HgeQG6HuQgcGGm09DiA3Qt3BZheaOvzgM/r08ad0+MFnNLvQlCRNjo+o0d93wXMb/X2aHB+pY0wAe8RiYocqsmDIrg+gOxDqDnW5BcOJ0aFzXwA6H5c+OhQLhkDvINQdigVDoHfsGmrbj9o+a/uv+zEQimHBEOgdRc6ofybpaMVzoE0To0N64M4bNTTQkCUNDTT0wJ03cl0a6EK7LiZGxB9sD+/DLGgTC4ZAbyjtGrXtY7bnbc8vLy+X9bIA0PNKC3VEnIiIsYgYGxwcLOtlAaDnsesDAJLjDS814fOiARRVZHveLyQ9J2nE9lu276l+rO62+fbv5kpLofNv/978rA4A2KrIro9v7McgvWS3t38DwFZco64Bb/8G0A5CXQPe/g2gHYS6Ijt9VrTE278BtIddHxXY7bOi+bxoAO0g1BUosljI278BFMWljwqwWAigTIS6AiwWAigToa4Ai4UAysQ16gqwWAigTIS6IiwWAigLlz4AIDlCDQDJEWoASI5QA0ByhBoAkiPUAJAcoQaA5Ag1ACRHqAEgOUINAMkRagBIjlADQHKEGgCSI9QAkByhBoDkuubzqGcXmnxQP4Cu1BWh/t7soh7/878UGz83V1qamlmUJGINoON19KWP2YWmRn/4ez22JdKbWqtrmp5bqmUuAChTx55Rzy40NTWzqNbq2o7PObPS2seJAKAaHXtGPT23dNlIS9KBgcY+TQMA1enYUO92tmxJk+Mj+zMMAFSoIy59bLej48BAQ80dYm1J37zlEAuJALpC6lBfvJtDOr+j4yufH9ITp5qXXP4YaPTr+3d8lkgD6BppQ/3NnzynP/39f9v+rrW6ppOvL+uBO29k7zSArpcu1LMLTX3314t674PLLxSeWWlpYnSIMAPoeqlCfetDz+pvZ98r9Fx2dADoFYV2fdg+anvJ9hu2j1cxyPDxpwpHmh0dAHrJrqG23Sfpx5K+KOl6Sd+wfX2ZQwwff6qt57OjA0AvKXLp42ZJb0TEPyTJ9i8lfVnSa1UOtp3+q6Tpr95EpAH0lCKhHpL07y0/vyXpCxc/yfYxScck6dChQ6UMt9VdtxzSjyZuLP11ASC70hYTI+KEpBOSNDY2dvFnJF2xqyQ99DXOogH0riKhbkq6bsvPBzce2xf/ePD2/fqjACClIrs+/iLpM7Y/bftjkr4u6TdlDvHmDjHe6XEA6CW7nlFHxIe2vy1pTlKfpEcj4tWyByHKALC9QteoI+K3kn5b8SwAgG107MecAkCvINQAkByhBoDkCDUAJOeI0t6bcv5F7WVJ/7zC//xaSf8tcZxOx/G4FMfkQhyPS3XiMflURAxu94tKQr0XtucjYqzuObLgeFyKY3Ihjseluu2YcOkDAJIj1ACQXMZQn6h7gGQ4HpfimFyI43Gprjom6a5RAwAulPGMGgCwBaEGgOTShHo/bqDbSWw/avus7b/WPUsGtq+zfdL2a7ZftX1v3TPVzfbHbb9g++WNY/KDumfKwHaf7QXbT9Y9S1lShHo/bqDbgX4m6WjdQyTyoaT7I+J6SbdI+hb/j+h9SUci4nOSbpJ01PYt9Y6Uwr2STtc9RJlShFpbbqAbER9I2ryBbs+KiD9I+l/dc2QREf+JiBc3vn9H638Re/r+bLHu3Y0f+ze+enp3gO2Dkm6X9Ejds5QpS6i3u4FuT/8lxM5sD0salfR8zaPUbuOf+S9JOivp6Yjo9WPysKTvSPqo5jlKlSXUQCG2r5H0hKT7IuLtuuepW0SsRcRNWr+X6c22b6h5pNrY/pKksxFxqu5ZypYl1LXeQBedwXa/1iP9eETM1D1PJhGxIumkentd47CkO2y/qfXLp0dsP1bvSOXIEurKb6CLzmbbkn4q6XREPFT3PBnYHrQ9sPF9Q9Ktkl6vdagaRcRURByMiGGtN+SZiLir5rFKkSLUEfGhpM0b6J6W9KsqbqDbSWz/QtJzkkZsv2X7nrpnqtlhSXdr/SzppY2v2+oeqmaflHTS9itaP9l5OiK6ZksazuMt5ACQXIozagDAzgg1ACRHqAEgOUINAMkRagBIjlADQHKEGgCS+z9QenB+P9twJgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.609224Z", + "iopub.status.idle": "2024-04-22T02:52:27.609326Z", + "shell.execute_reply": "2024-04-22T02:52:27.609277Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.609272Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'IFWI', 'sum')" ] @@ -3996,44 +1996,32 @@ }, { "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.610335Z", + "iopub.status.idle": "2024-04-22T02:52:27.610481Z", + "shell.execute_reply": "2024-04-22T02:52:27.610421Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.610414Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'IFWO', 'sum')" ] @@ -4047,44 +2035,32 @@ }, { "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.611377Z", + "iopub.status.idle": "2024-04-22T02:52:27.611505Z", + "shell.execute_reply": "2024-04-22T02:52:27.611445Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.611439Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'IGWI', 'sum')" ] @@ -4098,44 +2074,32 @@ }, { "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.612048Z", + "iopub.status.idle": "2024-04-22T02:52:27.612204Z", + "shell.execute_reply": "2024-04-22T02:52:27.612149Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.612144Z" } - ], + }, + "outputs": [], "source": [ "plot('PERLND', pls, 'PWATER', 'INFIL', 'sum')" ] }, { "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.612549Z", + "iopub.status.idle": "2024-04-22T02:52:27.612659Z", + "shell.execute_reply": "2024-04-22T02:52:27.612607Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.612602Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'INFIL', 'sum')" ] @@ -4149,44 +2113,32 @@ }, { "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.612962Z", + "iopub.status.idle": "2024-04-22T02:52:27.613066Z", + "shell.execute_reply": "2024-04-22T02:52:27.613017Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.613012Z" } - ], + }, + "outputs": [], "source": [ "plot('PERLND', pls, 'PWATER', 'LZET', 'sum')" ] }, { "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.613384Z", + "iopub.status.idle": "2024-04-22T02:52:27.613486Z", + "shell.execute_reply": "2024-04-22T02:52:27.613438Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.613433Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'LZET', 'sum')" ] @@ -4200,44 +2152,32 @@ }, { "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.613718Z", + "iopub.status.idle": "2024-04-22T02:52:27.613844Z", + "shell.execute_reply": "2024-04-22T02:52:27.613780Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.613774Z" } - ], + }, + "outputs": [], "source": [ "plot('PERLND', pls, 'PWATER', 'PERC', 'sum')" ] }, { "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.614410Z", + "iopub.status.idle": "2024-04-22T02:52:27.614548Z", + "shell.execute_reply": "2024-04-22T02:52:27.614487Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.614482Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'PERC', 'sum')" ] @@ -4251,44 +2191,32 @@ }, { "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.614937Z", + "iopub.status.idle": "2024-04-22T02:52:27.615064Z", + "shell.execute_reply": "2024-04-22T02:52:27.615004Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.614998Z" } - ], + }, + "outputs": [], "source": [ "plot('PERLND', pls, 'PWATER', 'PERO', 'sum')" ] }, { "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.615427Z", + "iopub.status.idle": "2024-04-22T02:52:27.615558Z", + "shell.execute_reply": "2024-04-22T02:52:27.615494Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.615488Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'PERO', 'sum')" ] @@ -4302,44 +2230,32 @@ }, { "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.615920Z", + "iopub.status.idle": "2024-04-22T02:52:27.616023Z", + "shell.execute_reply": "2024-04-22T02:52:27.615975Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.615970Z" } - ], + }, + "outputs": [], "source": [ "plot('PERLND', pls, 'PWATER', 'PERS', 'last')" ] }, { "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.616295Z", + "iopub.status.idle": "2024-04-22T02:52:27.616404Z", + "shell.execute_reply": "2024-04-22T02:52:27.616353Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.616348Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'PERS', 'last')" ] @@ -4353,44 +2269,32 @@ }, { "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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FktpmYonBYBwdvIhZDjuHPWYmllzCEUsrlcEL6npx6yQZOnPDRQUDAgBA7QgBj4TBYDDcQRAElMvlm0ow2baNcrkMQRh9LmcRqy5h6dStttJMD3zNejmOCVJG2Z6AMdhbxwgR3XYXFqgAVrpiwKNhMBgMdzh+/DiuX7+OUqkU9FB8RRCEHT3nhoWJJZcw1Z4bzpgY+Jr1Oofj/AbKxgQMw6+RMcbBqBkARCTQggoJdtcGiZGgh8VgMBhjkUwmsbi4GPQwIgNzw7mEY1kqdqfQNvoXnFxXJMxITQjQmViKCEaddq2ejFXQQQKWwnr6MRgMxs0GE0su4YglGzGsne9v1lw3M5hKmxCICcNk1okosCmWkg0AgFJk3XQZDAbjZoOJJZdwxBIArLxQ6fua9XYB04UWE0sRQq9RsTQhUJGkbrBgMwaDwbjZYGLJJcxt2W0rL+9tT6+uq1AhY3oKEGIWDIv99FHAaXg8KVORpJaZ/5TBYDBuNtiK7RKWsSWWbry2d0EtvVwFAEzPxalYarGfPgpsiqUM/b9SNoMcDoPBYDACgK3YLrFdLK3c2Fu3Yv0V2hdu+gQPId6C0Yr7NjbG4dEbVCRN5On5VasswJvBYDBuNphYcgnToAIpCQs3insrMpSuagCA6UWJiaUIYSg0s3Fyiv6tVJhYYjAYjJsNJpZcwjKpWDqZXMFKNbXn+fVl6pqbvi0LIdGG0WYlrqKAI5Ympun5Uuv9y0IwGAx/+PyvPIEv/dpTQQ+DcZPBVmyXcMTSYrqMG2p2z/PrqzRbbur2PITEKir6XkHFCB+6Qs/b5LFef7gGa4DMYATJP/s3KShtAS9+NOiRMG4mmGXJJayed+bUtIoVa3LP8+slQIICaVqCkOzA6CR9HiHjMBhaTywt0FYnSoP19GMwgkRt83jJvBXrL95cbToYwcLEkkuYvSSpUye6qNk5aBvajufXKwlMJ2j9JSHZhdHh/B4i4xAYGhVHEydlAICq3DxNJxmMMKJ1qJX3K//11YBHwriZYGLJJSwL4GDi2Enq2Vx5bueuZ70hYJqnVaAFrgOjyyxLUUBXqTjKnUgjhg5UVsCbwQgUvUvF0mNfYskWDP9gYsklrBbAwcKx26i7ZuWl2o7n1zUZ0zJdaQXOhtG74RnhxtCpWErlBchQoKis8jqDESRaVwAAfPnl+YBHwriZYGLJJSyLgCMtzN+ZAQDceHmnCWLdzGI6S3dCAm/DsJkbLgo4DY/5DA8ppkPVmVhiMIJEgwgBOl4wb8PGpXLQw2HcJDCx5BJmqyeW7qMFeVaubJmI7a6N9e4kpgo0WFjgbRgQAhknYzR0ndbOinNxSHEDqsHqYzEYQdHSWmgjiYcnXwAAfOW3Xwl4RIybBSaWXMJqxcCTFrInMhChYmV167na1TraSGJ6hv4tCIAFHt02y6wKO4ZJkALtCycnDCgGq7bBYASFXqH34nc8qCIFDV9+lLUfYvgDE0suYbUJuFgLJEYwnyzhxvqWm239Is2Cm56nQd1Cz6hkNtiNHnYMk0Ag1EooJSyoFgvMZzCCQqtQv3iuEMOb8xfx5UuzAY+IcbPAxJJLWO0YuBit7nxMrGGlLm0+t/5aEwAwvUBVkpCicS9GnYmlsKObMQgxep4kzoJqsVgzBiMoHLGUkmL4jvsbeN64DZXXqgGPinEzwMSSS5it+KZYms+puKHlNp9bd/rCnaa1ephYig6GFUMqTi1LMt+G0mZZjAxGUOh1ei+K6Tgefl8eNmL46m+/HPCoGDcDTCy5hNWJgY/3LEtTLay0p2F3adp56QbtXD99ew4AIIj0ZzcarE5I2DFacQgxev4koQ21wwLzGYyg0Go9sZRJ4PU/eicE6HjsC0bAo2LcDDCx5BJWJw4uTrPd5o8BBlKoLtUAAOtrNJB78vYCACaWooTeikOIO2Kpy8QSgxEgjlhKpRPgMzzemLuIL1+cDnhUjJsBJpZcwmwntsTSSRrXsvL8BgBgfYOgQCpIir0Ab4mmnxvNVgAjZYyC0U4glaTnSRa7UGzpgHcwGAyv0Or0XhSzdC59+Fwdz+p3oHa1HuSwGDcBTCy5hNWNg09QsXTsDhqbtHKRtjdZr3KYTm4FITKxFB2MdgJCgrpXJQnQIbKSDwxGQOgKnWPFHN2Qfsd7cjRu6ROXghwW4yaAiSWXsLoJcHG6iM7flQMA3HiFBnavN1OYTjU3XyvItFaPobT9HSRjZPQOByFJJ2iZauA9TZIZDIY/aM2eWMrTRIs3/Ogd4GDiy59n9yTDW5hYcgmrmwCX6Imlc9SHvnKN3tjrehrTsr75WiaWooPRSSLF0fMopentoqyziZnBCAJHLKWy1LKUKqTwxuwFfPkCi1tieAsTSy5hdpPgklQsCTkBBVLBjVX68663cpjObwVzC2nqbzfUjv8D9YGXv7iEP/tnTwQ9DFcwuhwEjp5XRyypG/p+bzkyPPHfXsJf/7tngh4Gg7GJrtEMY3EitfnYd9xbw9PaHagvs7glhncwseQSVjcBPrkVy3KM38BKmUfbaKNsT2Bqwt58blMsaUcz9uXf/NR1/PivLAY9DFegYomeOzlHLYLKxs2RqvyLP6vjZ35RDHoYDMYmmrpXLD38niy6iONrv8PqLTG8YyixRAjJEUL+hBBykRBygRDyJq8HFjUsOwkuuSWI5qUGVpoyNl7utTqZ3epWL2SoCfmoWpZWqwKathz0MFxBtwWkhJ5lKUvFklq9OUo+rKoZVFrpoIfBYGyiaQBBF5y8VUn/jT92BxJo4etfUgMcGeOoM6xl6d8D+IJt23cCuA/ABe+GFE2oWNr6e76g44ZewPrLNQDA9LGtm1vI0uBEQ7dxFFlXJZgQ0LGiLwYNCBB6RbulPD2HURNL9eX6oc5F0cqh2sl4MCIG43BoOiBCA4ltbT7FSREZ0kStQfZ5J4MxHgeKJUJIFsC3A/htALBt27Jtu+bxuCKHCX6HZenYTAdr3WmsXqLlA6ZPbbkzNi1L+tF0wxXNLIDoZ421jTbaSG42PpYnqGpSqtEp+WApFk6dsvGJD3xtpPe1tBY27AmokNHSonO8jKONbsQgkr0xgzyxYFpMLDG8YxjL0iKAEoDfIYQ8Qwj5BCGEVebbht21YYEDv61t2PzxGLqI4/w3FADA9C1b7gwhR1df4wjGCdtdG8XOJIDoB0IbtV7Tzl54hFSgJ1htRMditvFyBTU7h2efHe19pYtl2L3pwalEz2AEjWbEIMb29tTkYy2YLRaCy/COYa6uBIAHAPwn27bvB6AC+OjuFxFCPkQIeZIQ8mSpVHJ5mOGmY3VgIwZuW0P6Y6fpwvrsi9Q3N31HfvM5x99uHME44fq1BizQY3c6hEcVp9Gx0/hYmqAiN0piqXKV1ve6sp464JU7KV6qbf67utwc/EIGw0c0M45UfK9YEmIWE0sMTxnm6roO4Lpt29/q/f0noOJpB7Zt/5Zt2w/Ztv3Q1NSUm2MMPWaD3rzbxdL8HdSS9OzqNBJoIXcyu/kciREI0I+kWCq+VN78t1qO9gE6vfucXn7yNHWlKo3ouE8r16kr9EqjMNL71l7ZEki1lWi7UxlHB92KQ4zvjRnkY22YrXgAI2LcLBwolmzbXgNwjRByR++hvw3gJU9HFTEslcZ0cPyWz/zYvRMAgIvmIqZiZcQSO39qgZgwzKPnY19/bWuRjVog9G70GhXBKYmeO2maep/VCCXdlK9TV+gVax52d/iEgrUrW0K3uhpt0cs4OmitBMRkH7EUb8FgYonhIcPaLf8BgN8jhDwP4ByAf+XZiCKII5Z4YUv8TN81iRg66CCBaW5vsbSjKpaKS1tWCKfpZVTZtCz1xFKci4OHESmxVCnSc2AghfWXNoZ+X3Fly9VYLUZb9DKODloriVRib+cDPt6B2WFiieEdQ4kl27af7bnY7rVt+722bVcPftfNQz/LUpyLYza2DgCYFpU97xFiFgzr6PnYi9e2Fla1FnGx1GtHI0iJzcdkokLRoiNyK6Ut0XPlW8Wh37dW3DrGaina55FxdNDaHESuj1hKtGG2E33ewWC4w9FbrQPAVHpiSdi5iB5L9QpSZva6MYSYBeMIBiQW17ZcPVoj2r3v9AY9r6n01iQsxXSoenR2sOWtEDJceb4x9PvWykmciN8AANQqR7MeGCN66B0OIt9PLHVgdphYYnjH0VutA2DLsrTz55xP98oGFPbuzIUj6mMvlrZ+gyhljfVj07IkbxNLcROqEZ3zVqnHkAYVSVdeHt6dVmymcFLaQAoaqsyOzAgJWkeAyO9NsOATXZhdJpYY3sHEkgtYOhUFvLhzET02SS1K032SA4+qWFqvc5iNUXeP2oxO1lg/+oklOWlAMaMzKVeaSZzg1zFByriyPPztvqZlMJvWkIs1UG0cveuUEU00W0Cqn1hKdmB2k33ewWC4AxNLLmBpdFHlhF2WpVnqvpia3bvYCIk2jCPoYy82JZyWqFhyml5GFV2hIjiV3aoJISUtqBY36C2ho6wKmOBVnEoVR6q1VGwVMFOwkE8qqCpsEWKEA90WIKb2zit8ssvEEsNTmFhyAVPtiaXULsvSSSqGpk/we95zZMWSkcHJQhME3UhljfXD0OgO1mlPAwAS14Laio5YqhgiCqKBU/n60LWWzIaJqp3H7LSNPKehqu29fhkMv+m2uzCQgijufU7gbJjd6NyXjOjBxJILDHLDnX14AnG0cce37fXDCckOjM7R2wkV2xOYKbQhQoMa8VqG/cSSzLehtIWghjQylVYahbSFU7Pm0LWWii/SEgOzx+LIpwzUzOgcL+PooldozbBUHwMpz9kwbSaWGN7BxJILOGJpt2Xpwb97BvWiidsfWdzzHiHZhdE5Wje3uq5ChYyZaRsS0aHp0b68dI0Ki1R+SyxIQgdqJzriodzJYSLbwalFMnStpeLLtC7YzAKPvGyh2pK9HiaDcSBamYolUdpbuoPnbBhgFlCGd0R7NQsJlkEtEJy4163mVH3ejcB1YBwxH/v6RVoqYWY+DimuQzWifXkZOhVLQnZrEpZSXaj2aH3WgkKv6NAholAATp2hYx6m1tLaqzSLc/ZWGTm5g2o74+k4GYxhcCrqi/LeeYXnARPCSFXqGYxRiPZqFhJMx7LURywNQuBsGN2jtRPatEicFCDGTahGtGOynN59fGbrPMmSDcXuL4DDRvUKPR+FyRhO3U8bOQ9Ta2ntKj3w2TtzyOds1JFFx4p2GQhG9NGqvfZD8t6EGb53i7Y0VkCV4Q1MLLmAZdDdDC8PbykSeBvGEfOxFy/TiO7pRQlSwoRmRTvlXNcBHgZIbMvsL0lAG0lYSvhbgJSXqDAqzCRx8g2zAIartVRcoZbS6TMTyBfosdevDV/QksHwAkcsienBYslpas5guA0TSy6wnxtuEAJvw0B0Yl+GobhMJ6qZO3IQk61Ipdj3wzAJUmRn9XVJpuJBLYU/er1ynY5x4piA9Hx66FpLa+sEeVIFn+GRn6QLU+1a84B3MRje4lTUFzN751mnL6fZDP8mhhFNmFhyAbNnWeKkESxLAmCBR7cd7cKN2ymublkkopZi3w/DJBDIzp2qnKG3jLIeAbG0QoVe4TjNtR621tJahcNsksaf5afpNV29HvE6EIzI4zTmFrN751kmlhhew8SSC1jm4cQScLTMxuslghypgc/wkPg2tIhn++lWDEJs5+QrZailRS3v7fcXNsprdHEpLNBstmFrLRWbImZE6nbLzdILtbqiezRKBmM4nF6TqUwfsZSiS5nTp5PBcBsmllzAEUt8enhxIKToTsioHx2xVKxymOlZJEQ+Win2/TCsOFK7xJKcoy4AZSP8YqlSokHZE7fkAGDoWktrehazGSqO8vPUElVdOzrXKSOaOBX1xXyfIr8iE0sMb2FiyQWs3nrKyTe5WGqmMC3Q2BYp1YXWjbhYasUgxHdZlnJ0V6tWw2/ur1QADibEyZ4bbshaS8VWAbMTdNHJL6QBALUNtggxgkVrDhZLTkFgp5sCg+E2TCy5gNnTOwlhhADv3k7IaIR/0R2Wop7BTJrG8kgpG6rdpy9BhNBbCQjxnZPvpliqhV88lGtxFGK1zWy+YWotqesqmshgZppan/InaY2l6sbRia1jRBNNoddgKtdHLPXccEYz/PclI5owseQClkV38NtTzA/iSIqlXvNVABBFwEAq0vV5jHYCqeTOyVeepNYyJQJiqdJMYiK5lfI/TK2l4ktlAMDscSr8xUkRSVioVj0cKIMxBE5jbnFib5ICL9HrlVmWGF7BxJILWC2Ax2juNEGiZuOjshOyFAs1O4eZKTqhSb26jU4/pyhitJMQEjvFnjRBxZJaD78IrGg8CvxW1t4wtZacwqKzp+hxkhhBjtRRrbOpghEsem8qSRX6iCXHDaeF/75kRBM2A7qA1SLgyGii56iJpfUL1CIxM0cvKdGpR7QRXbGkd5IQkgPEUjP8bqmyIaEgbgWiD1Nrae01WiJg5patfnD5hIKqEu1q7Izoo2mAAB2xRJ92J45liYklhkcwseQCpnUIsSTTm9tQjobZuHipBgCYPkHjCaReld0oiyWjwyHF7Zx85RlqMlOa4e9BVbHSmEjvtCIdVGtpbZm+fvZMfvOxPKeipkW7DAQj+mj63iKxDkwsMbyGiSUXsFox8LGbXCy9RpuvzizSoG6nHpHToiCKGF0OArfTgiTkBBB0oUagRmOlm0Uhu3PxOKjWUnG1C4Iupu6c2Hwsn9JRNaLRPJhxdNHNGMRBYqnXasrUw2/xZUQTJpZcwGrHwJHRRI+Qpje3oR6NnVCx13x15vYsgK2WBGolwmLJ5iDwOydfEiOQoEINeQFvvaJDh4jCLl10UK2ltfUYJkl5R2ZnTmyhakWjeTDj6KKZMYhxJpYYwcDEkguYrRi42CHFknY0bu71VSr6Zu6iFokopdgPQrcFpPi9okKOaVC0cN86lcs1AEBhcuc4D6q1tFblMcvvTH3Lp9uottOejJPBGBbNTCAV75+cIGSp+99pPcVguE24Z/yIYHUOIZYyNAbkyFiW1gEJCqRpaoGQ8vT4nH5OUcPu0kbHQp+6mlLMgKrv7XweJipXaXHQidmdrSEOqrVUVETMiDub5uazXdTs7IGVvxkML9GsBMREf7HkdE9gYonhFUwsuYDVjoOPjyiWejshQz8aN3exnMRMorz5t5ijk5daj2ZMVttoo4t4f7GUMKCa4c4Oq1ynfsLC/M4DOKjW0pqRw2x2Z1B+Pg90kICypngwUgZjOPR2AmKy/+bLEUtHZT5lhA8mllzA6sTBxUezEG1alo6Ij73YSGFa2FqAnRR7p0VB1HDqQ6X6FCGXkyYUc/imyUFQvkFjOwrHdx7AfrWW7K6NtfYkZid2Ctz8JLWiVa8OLmbJYHiN1uIgJvtvvvhMzw0X3RBJRshhYskFzMOIpRwVE0Z0M+t3UNTSmJG3op6lSeruiUI9on44PfucHn7bkZItqK1wi6VKke7AJ07tjDXar9ZSc6UJAynMzOx8PDdFrWjVa0fPsvSf3v8VfPaXHg96GIwh0PqU8nCIJWJIoMXEEsMzmFhyAauTAJcYTSw5TXeN8DevH4p1K4eZ3NZM5bQkUJVomsWdNjRCau8tIvEtqO29/anCRKVEr8fCYnbPc4NqLa292Gt1cmKnEMzPUmFfXTkiyn4bv/rHt+B3fjuagv5mQ+/wEPnB8ywPE+bR6R7FCBlMLLmA1U2AT4w24ZIYgQD9SIiljtXBhl3AzNTWb+C0JNBCnmI/CL1GhV9K3hvILQttKO0+wUwholym/QrFyb1+xEG1loqvUDfb7OJOIZWfp39XV4/AxboNu2tjrTMFq8OmwSigdXmIwuB5licWTGv4/pwMxiiwWcIFrG4C3IhiCQAEYsIwo39zb7xcQRdxzMxuHQuJEYhQI1G8sR9OGxqn4fF2JKELtRPuIo2VegwTsWrf5s6Dai2tXabKdnurEwDIn6B/10rRzGwcRPmVClrgYLXDndnIoGh2CikmlhgBwcSSC5jd5E0tlooXaV2e6eM7W2JIRIOqR/MS2xRL0t6FVBK7UO2Qi6Umh0Ky2fc5p9bS6rM7ywdstjq5a6fVKb9A456q5WgG6w9i7aUKAJqgwQg3dteGBhHiPrcdH2vBbEVzvmGEH3ZluYBlJ8AlDyGWYhYMK/qnoPgqXZSdVicOUtyAZkTz+PQmzbpJZfYGcssSoEJGtx3eWJeyKqDA9/eBvuX7aAT3H/+LSzseL67ZiKONidt2iqX0fBoEXVQr3ow1KFYvUbcjE0vhx1Is2IhB7JOd6sDEEsNL2JXlApadBM+NHsicilkwjsDNvb7ca3Vy687MKzFuQjWjuRA5PfucHn7bkXqdP5zyAmGkYoqYkPqP7/7334k3yufx//vcwg7Bt1aKYzq2saereywRQ47UUa1H3wq6ndXL9PexutG8Rm8mtDI9V6I0+BoUYi0YLXYuGd4Q/ZU6BFh2ElxydLEkxK0jcXMXb1CXldPqxEFKmKEv3jgIp7K605ZmO5JMJ2xlPbzR6xUrjYI8OMboJ/9uAy+3FvGX//aZzcfWantbnTjk4w3UmtE8l4NYu04FsdkJdxkIxpZYSomDxRIfb8E8AvMpI5wwseQCJnhwh5hvhXj7aIilNZp5lT2R2fG4lLSghbwe0SB0hYqlvm64LD1n6kZ4LUvlbg6F7OAYox/41w9hipTwH//9VpG/oiJjVu5fSynPqaiqXN/nosrqGl14re7REoFHEb1O4+nE9OD5ko93YDKXKsMjmFgaE7trwwIP/hBld4REG0Y7+hN1sZzATHxjT+aVmGxDbUVzgd20LGX2jl/K9MRSOZyp9HpFh4EUCnurA2zCZ3j8f9/0Ij679hCufu06AGDNzGEm2/+Y8oKOqh7ucgmjsrpBhbBlR/8ePOpoVVrKY1+xlGjDPALzKSOcMLE0Jm2D7sy5Q2gCIXlExFKdxzRf3/O4xLdDX7xxEE6PKaeH33akLD1nSjmc5YIrl2sAgImp/W/v/+Pf3gYA+M//8FXYXRvFziRmJ/tbo3IpC1Vrn+jaCLLWoMfDLEvhR6tRy1K/umcOfKIDs8POJcMbmFgaE7NBF8xDiaVEB8YRiJdYV2XMSHsLKol8B1onmmJJ12jgcyq3d/xyodckuBbOukPlKzQ7sTCz/7W18KZjePfcE/jEt+7B6rNFtMBhdq5/TEg+3UK1ne77XFRZ1Wh1c8uO/j141NHq9F4Ts4PPFZ/owmTCl+ERTCyNiaXSm5jjR88UErgOjE403VTbKZo5zOT2um+kVAdqN9z1iAbh9OxzevhtR8qHWyxVrtPA88L8wW6zn/wZDhv2JP6fn7wIAJg53n8xyme6qHUzfZ+LKqstmpDAxFL4cUp5iLnB8yWf7MDssnPJ8AYmlsbEEUu8cBix1IUR8Zvb7tpY705gZmKv+0ZK2dBCXrxxEIYBEHSRFPsEeE9SEaLU+ndAD5rKChWuEycOdpv97X94P+7gLuM/fPN1AIDZ0/3fk88DJoRQl0sYBXVdRRMZxNCBhehvWI46WmMYsdRlYonhGUwsjcl4liUbRjeabiqH6lINLXA7Wp04iCKgQwx18cZB6DqQgt63XYg0QcWS2ghnRevyGo3vKJw82G1GYgQ/+a5r0ECLR83e3t96lJ+gU0X1yt7YtCiy9sIGAOBYfA0m+D2tXxjhQmv2slOz+4klG2aXCV+GNzCxNCam0hNLwug/pcB3YdjRvrmLF2hZ5+n5wcUbtY3w1iMahGESCKR/ALc0Ra0vqhJOEVgp0XEVFrNDvf5H/905SKAlA2bO9E+hy03S81u91r+0QNRYu0RF30lpAzZi6FjhFL4Miq7Sa1osDHYtC7wd+fmUEV6YWBoTS+tlwx3GDccDBqKdjr3+Wq/Vyam97jYpTX8Tp6BclDCsg8WS0r/1WuBUKgAPA+LkcNlr2YUsPnD2KRRIBbmT/QVWfpZaQKs3oid8+7H6Kk1IOFmg4s9SrCCHwzgAbQixxHM2TETbUs8IL0wsjYkjlvjU6MXQBAGwwEfSTeVQvNLrVH/rXpePKIe7HtF+6GYcqVj/BTQpJsHBhLo3ATAUlGtxFGK1vi7EQfxfX38TnvuWOfA9+Xkqhmtr0TuX/Vi9Ss/twhy1DDvudEY40Xr3WqowOAaS52lcHXOpMryAiaUx2bIsHcIN19skOeUHosiNJbrozN0zsee5sBdv3A+jFYMQH2xtkIgGVQtnr7RKM4lCcjSzFydzOP66uYHP549Tn2p1/WhYYNZWbSTQwvyxXhVvZlkKNZoGJNDqm3Dh4BQGbmlM+DLch4mlMTE1GuvAHcaylKITtVGPrli6eCmGAqmgcEt+z3Nihsa5OAXlooTRikOID5505ZgGRQ/n7VPRBEwI7pq9csdlAEC1dDRie1ZLcczENiCI9Bw6mx5GONENAhH7u4AdsRTlzScjvIRzto8Qln6Ti6XVDM7I1/tnjeXoLlCtRk8s6a0EhPjgBVSKG1CNcBbAKxsSCqK71jwnlqlaORoujtWqgFmhupnFytxw4UbTCcTY/te0U77FbEZvvmGEHyaWxsQRS7w0+sLp7GqNRnRv7guNYzgzX+v7XNiLN+6H0U4glRw8bilhQjXDKZYqLRkF2d3fPCEkkEYDtXo4XY+jsqamMScrm+5zJ6uVEU40M4ZUbP9NJRNLDC9hYmlMNt1w4iHEkkR/fr0WTctS+ZUKSvYU7rytf4C6U0BOa0bPxWG0kxASg11OctKCYoWzAF6lm0Mh6767LB9voNo4Gl3dV80C5goG+BRzw0UB3YpDjB8gllJM+DK8g4mlMbEMKhQO5YYT6XuMZjRv7ot/QbvVn3lI6vv8ZvHGevTiXPQOByE5eNwS14LaCl9NF21Dg4EUJvbG249NPqmiqoZTII5C22hjvTuJ2anu5n3rWIgZ4USzEhAT+1uMmFhieAkTS2NimVQs8fLoi4ggU2uUoURzV3vhm7Sw353fMdP3eUcsaSEt3rgfRjeJFL+PWOLbUNvhq+lSWaLnpDDp/q2d43VUtWjXBQOA0sUybMQwdyy26YZjlqVwo1lJpBL7iyBBivbmkxFumFgaE8ugAa+cdBOKpRc7EKDj5JuP9X1enKA1UVQlekHBRpeDwA0WeXKqDaUTvr53lau0ZEBhxn0LUF40UDWHK3QZZlZfpFXnZxc4ZlmKCFo7CXGfGEJgm2VJjeZ8ygg3TCyNiem44W5CsXRxWcIdwjLiXH8XpFNALqzFG/dDtwUI3GCRJ6e6aHb6ux+DpLxMf+yJY+5bgPJyC7V2+I55VFZfoVW7526TmViKCHqbg8jtf46cJBsmlhhewMTSmFi9mMNDiaU0fY+hRnOivlCdwZ1T5YHPxxIxiFChRbBDhmHzSAmDxdL8nI06slDWwtUrrbJK06sLx923AOUzHVQ7/RvtRom1K/Q3mjuT20zMcGIPGeFE63BIHSSWejGgTtINg+EmTCyNiWXSBZVPjx7sG2WxpFd0XGkfx5lb9g+6FIkONaTFGwdhd20YSG1WWO/H4h30fC99bcWnUQ1HpUhdFYWTe9vPjEs+B6iQI18hefU6vd9m7p7cskawBTbUaF0BojCkZYmdS4YHRGsVCyFWTytw8iHEUoa+x9Cit6t9+S+WYSOGM+f2P24pZkROLDmtL/YTS6cfyAEALj9V9WFEw1Nep9fSxC051z87l6d1bKpLNdc/209WiwR5UoWQE5hlKSLoXQHiPpZegIklhrdEaxULIaYJEHQHxu3sx6ZY0qM3UV/4G+p+u/Mtk/u+Toyb0Mxo1ebRq9RNkxIHF2BcfCPNAFy6EK6+d5UKwMPYt+HoYclP0cWoujxa37mwsVbhMcfR69dxnzsWYkY40ZCCmDpALPUyks0IzqeM8DNUJUVCyBUATQAdAG3bth/yclBRwrIADhZIbPSAWiFLU88NPXoT9cXnLcTQwe3fubDv66SECdUKZ6XrQTjtZ5x2NP2YuK0AGU0sLfk1quGo1OMoxGogsVnXPzs/Q8V9bSWCQWjbWG1ImBUbAMAsSxGgpbXQAofUAfqfiSWGl4xiWfpbtm2fY0JpJ1aLgMfhKnALOSqwDN3NEfnDhcscFhPXN49hEFLSghrSSteDcNrPOO1o+kFiBIvCKpbWwlV3qNxMYiLpjeUnP0ePtboaLmvaqKwaOcxl6U3HLEvhR6/QcyUekLPgxI2aBjuXDPdhbrgxMS0Cjhwu4DUpJkHQhRHBtedCaRJ3FooHvk7kWtBCWOl6P5z2Mylp/9vjdK6Ky7WCH0MamoomoCB4U6shf5yWDagWo9t7y+7aWGtPYm6S3rObYsliC2xYce5HUd7/ftyy1DPLEsN9hhVLNoBHCSFPEUI+1O8FhJAPEUKeJIQ8WSqV3BthyLFahxdLJEYgwIicWOpYHbxsLODMwsHuGIkLZ6Xr/XAqADsVgQexOGdgyZyH3Q3PQlsxJBREby6o3HEZAFAtRTcbrn6tAQMpzPa8lE5ihhmxe/BmQqv0YggP2LxsWZY8HxJjTLQNDW9On8fnf+WJoIcyNMOKpW+zbfsBAO8A8JOEkG/f/QLbtn/Ltu2HbNt+aGpqytVBhhmrTcDFDl8ETSAmDDNandyv/M11mBBw590HB25LQgdq54iKpUVAg4TShQ0/hjUUtbaEnOSNmMmfygIAquXwiMNRWT1Pz9XcArUoOWLJiq6x7MijVXuWpfQBYilD5xkzmn3Jbyr+6KNP4xvKWXzpM9GpWDyUWLJt+0bv/+sA/hTA670cVJSwWjHwscMvTgIxYVjREksXHqPutzNvyh34WlHoQuuGK67nIPQmFb+pzP6xVqfvphGnS9882B3pF42OhKzsjRuCz/DgYaDR8OTjfWHtZTr4uVtoAEwsEUMCLSaWQoxepydHTO+fKOKcSyaWws9v/SHdeC2tRmdtOFAsEUIkQkja+TeAtwN4weuBRQWzHRvPshSzYFjRCh27+DR1v935nccPfK2U6kK1o9VPzGk/47SjGcTigzRe6fKz4VAP3XYXTaSRlr2z/GRJE/VmtK7X7ay+Rq/d2du3KpFzsJhYCjFanW5GxezBiSI8TJjsXIaa8596Gd9QziKGDi5X80EPZ2iGmfVmAPwNIeQ5AI8D+DPbtr/g7bCig9WOjymWWjCsaNUhuvByHNOkhMItB1/oogjoENFtRyfo0qmo7lRYH8SpN80BAJYuhWN2VtdV2Igh42FHkmxCQV2NVimI7awu04V37uxWfTCOtGC1omXdHUTH6qBtHK3eaI5YSh1gWQIAnlgwI2apv9n4rY+tgoeBHz75TSwZc6GK+dyPA8WSbduXbdu+r/ff3bZt/0s/BhYVrE4MfHwMsRS3YLSitVO/sJrDmcyNoV4r9fquOum/UUBXqFhKZQ+oTj4tYZqUsLQcjvPXXKP+/0zOu/FkkzrqerRKQWxnbQ0QoCN7Yrtl6eiIpfctPIkfP/OtoIfhKo5bXMwdnFXLxFK40TY0/Pfz5/B3Tj2Fh8610EQG5VcqQQ9rKMIxy0cYqxMHFz98eX0h3obRis5O3e7auKgex5ljw7meJJlOXGopOoUMnfYzToX1/TgtrWFpXfZ6SEPRWKO/cabg3fWU4Q3UjWgF7G9ndSOJ2cQGSGxrQeViR0csvVqdxKev3B+pzclBaE06v4r5g687PtaCGbHN583EH330adSRxYd+Vsbpu8IX87kf7KoaE7OdGE8sJdow2tERS+svbaBq53HnHcOZTp3aKE5GSxQYRSwtTjRwubl/yxe/aBTpApmZ8M7ykxUsNCz3W6n4xWo9hTmhtuMxnhydBVbt8NAh4q/+w9EJK9UcS2+OiaWo81t/mMWd3Gt460/ei8UHaBjH5adrwQ5qSNhVNSZWNw4ufvh4HCHZhtGJjli68BfU/XbmdcNZU6QsjcdSy9EpfqJrVAim8gdnaiwea2G5PR+KOJFGiQrS9IR3RUCzUgv1drQC9rezpmUwl9mZrszF2rDaR2MqVLr03Hz2j46QZUmh96NYOPh+FGItGK1oxYDeLDiB3R96xzXaAeHN4Yr5PIijMUMEiNVNgE+OY1nqwOhEJwbk4uPU/Xbnw8P1HpN6GSxqJUKWpZ6uO6iVCwAs3hpHBwlcf3LN41EdTGODTjqZae/ScbNyF/VOONyOh2HVmsBsYee1eJTEkpN5+rlLt0UmcPYgnM2LOHGwRZOPt2AysRRKfutjq+Bg4kd//V4AQHo+jUmygctXo3HvRWOUIcbqJsAlxrAscdESSxdesiFBwYk3zA/1ejFDrWZORksUMAwgjjYSwsEWv9P3UuGw9HjwVeubVWrdysx45ybLZmw0kY5UdqOD2TBRtfOYm9kpIrh4G1Yn+lNhx+rAhIDTiau40Z3Ds394KeghuYKmAQTdzaKT+8HHOzA7TCyFjc3A7pNPYuK2rRZRp8U1LK1LAY5seKI/QwSM2U2CSxx+BydwXRjd6PROu3BNxp3i8o4A2f2Q8vTY1Fp0xJJuACkM58ZYfB2NV7r8vOLlkIaiUaUWzsycd5NPNgfYiKG54k2zXi9ZO08F7dzxnYspF+vAakd/gVXXqXvxBx5cAkEXn/0vwVs73UDT6P04zJzDJ9owIxQDerPwx/+4F9j9kZ1z02KhgcuNcMR8HgQTS2Ni2UlwyXEsS3akxNLF+izunK4O/XqpQHeDapQsSyaBQIZzG554/RziaGPp1cO7Yt2iUaeiPT3nnZssk6Oion4jeHE4KqsXagCA2VM73ZRcvAPrCFgjlHWaDbl4SwxvkF/E5x4/Gm2ndJNAJMNtXvhEB2aEYkBvFn77j9K4g7uMb/8H9+14/PRxC8vteXSs4OfPg2BiaUwsOwk+OYZlie/CsKORiq2sKbjWOYYztw4vfJx0X60ZHbeNYcYgxIYLOkwICZxIrGLpevCu1EYD4GAO5a44LNkJuhA5ZQqixNpr1PIyd9tOMXlUxJKTRCFl4vjeN5bxhHo3Vp+NRlr2fmhGDGJsuAQRPtGF2WViKUzYXRtPNW7FO+6+tsc6uHhrDG0kcf2J1YBGNzxMLI2JaXPguHHEEmAgGv1xLv3FNQDAneeGX4ylCXpsaiP8OwcH3YohFRs+IP10uoSlsodls4ekocSQId66x7JT1ApaX4tettXqFXpO5+4u7HicT3aOxALrJFHIuQTe9X/QmMI///jLQQ7JFTQzjlR8uM0LPZfBb1wYW6y/tAENEhYX9z53+izduFz+VvAxnwfBxNKYWODAjXFvCgLQAhcJM+SNCzQTbuGe7NDvcTJYNDU6mTmGFYcQH956tjilYkmb9nBEw9HU4sjEve3inZ2mQrm+Hp3sRofVG10QdDF158SOx7l4F9YREEtKmZ4TKZvA2e+7DSfiN/DZL0bHxT8IzUxAjA93vfHJLhNLIePKt6h1c/GuvYknTszn0vnwu/WZWBoDu2ujBQ7cGPOR0DMqmY3wLz6lG3R3N3XL8FYUcZKmMqveruGuYrRHFEsLHax1Z6BtBOuaaugJZJLeWnyyc/R81jeiE4PmsFaKYTq2sSfLkUscDbGkVun9KeU5kBjBu868ii+t3QOjFp0aZ/3QWwmIieGuNz5pw4xQDOjNwNJzdJPtFKHcjhPzefmV8BsLmFgag5ZGb2B+jBARIUV9uEY9AmJpjV7QU7cP3yk6loghBS1SYklvJZAacnIGgNN30sn5ytdXvBrSUDQMHhnO24UxO0+zWerl4ItwjkqpzmEqWd/zOJc8ImKpTs+JPEEnpHf9kAQNEv76P5wPclhjo7WSEJPD3Y8Cb8OwmVgKE07RSafx+HaSYjI0MZ8HwcTSGDjWoLEsSxESSxsbQAoapOnRUtNFokMzotN7y2gnICSGFwOL91FL29LTw2cJekHD4pHmva2Gm5mnMQb1anQC9h3qOo8cv9f6xyVsWHb4J+uDUBv0mnUyUB/+8D2QoES+mrfW5pDihrsfec6GiWgkzNwsLC3HMEVKkGf7Z+meTpdwOQQxnwfBxNIYWCrd7XD84YWAINJTYDTCX/K9VE1gKj56h2gppkPVo5NtZHSSEEaoyr74xhkAwNKLwbrhmu0UMilv3WPipIg42qjvNdCEnobFI9NHTHLJoyGWlDoVsNIkjQ0RcgK+a+4FfO7iLZGu5q13OIjccPcjzwMmhEgf71FjaV3Cojg4K5PGfM74OKLDwcTSGDhiiRfGEEtShMRSk8cU3xj5fVLchGpERyzpHW4ksTR91yREqLh8OdgJutGWkBG99f2TGEGWNNBQomMpdKi3RGTFPmKJs2EeAdeN2twplgDge9/ewrXOMTz/J9HNitO6PER+eLEEbIVIMIJnqTGJU4XB68bpkx0Uu9ObRVXDChNLY+COZYmKCKMZ/pu7pEqYEke/oMWECc2KTkyI0eGQ4oZ3M5EYwSK/gqXVYEtANGwZGdl791g2rqCuREf8OgwSkzxHs1qjjhMX6CRVAMA7f/YOAMDn/2v469gMQusKSAnDXdeOWIpCwszNQMfqYLk9h8X5wcaAxTt6MZ/fCPc1ysTSGJhKTywJh/8ZBZmKCEMJf8BsycxgKjP6JCQlLahWdNwchs1BGEEsAcBitoql6vCB725jKRYMpJDxwfWfTWqoa9E5nw51O41seu955ThaviPqrhtVpTGFcW5LyM7eO40M6lgrRs8S6KDZKYjCcOfGsfKbzfBb6m8GVp4pogUOi7cMXiNPn6OT1uUnRw/x8BMmlsbA0qjAuWnEUiePqfzo4xSTLait6Ozc9S4PgR9t4Vyc1bFkzAa24DZXaZ2SdMb7RTHLGagb0QqiNRsmTAh9xaSToBF1142ixSCRvXFzqZgJPUIJFtvptrswkIIoHvxagImlsOE0GF+8Z3BS0GbM50vhTkRgYmkMHLHEp46+WNI2NGiQMHWInocS34bWiY5YMiAgNeRO1mFx0UYDWVReCyYjrlmki2Qm5/0tnRFM1M29BebCTOMGrWyeze0VDY5YspRoL7CqHoMc37vgpGImdCuaU71TI2posdSbix2rPyNYlp6n993iQxMDXzN1ZhISFFy+7NeoDkc076CQYKo9y1Lq8PEbQpq6Mww13EW5SpeoiXRqdvRjlfgO1HbwLV0u/vll/M9//K19BU233YUFfrNY6LCc7lWnXfpGMJ3enV5tmQnvY8OyYgv19pCrV0ior9CAnkx+7/XrxBw6MYhRRTXjkOJ762ylYhZ0M3oxZgCglan4S4nDWcaYWAoXS6+0QdDFwhv21lhyoDGfq1haC36N2A8mlsbA0qnAuSnE0ms0m2FyfnQLkSh0oXaDvxF+9sfLeN+vvQGTt2bxoHgBv/CGx/Dorz61w6LgBIaOKpac6rRLzwaTU99Yp4tkZsJ7C15W7qDRGa3WVtA4YjI7uTfW6qiIJcVIQkrsjSmMWoLFdvQaPR5RHm6pEqToJMzcDCxdS+BYfO3A5t6n8xVcrhb2fU3QMLE0Bq6IpQxd3Awt3EX+Slfoznzq5OgWBSnVhWYH77ap6QLuFS7hn/2tr0DmTPzfj78Zj/yTB/Hw3CU0rlMxqFep6Bh2J+uw+Ga6c1q6GEwWTqNEvzcz5X0sUTZto25nIhUQXS/2xOTkXjF5VOJc1FYSUp9K16lEC3ormmJJq/TccOnh5thNy5Ia7rCGw7D+YikSPUS3s7SRxinp4Ca5i7MGlsy5UM8pTCyNgWVQgcNLh5+INsWSHnKxdJ0uxlOn0yO/V5IADRK67WCPUWtzWMzV8Mt/9TC+XDuHarGF3/7xr+IJ5U48cuYq6sv1zUrqTmX1YUnPpzFByli6Gswt1ajQRTI95b0FL5sFOkgE3gtvFBobVAhlZ/b+Pk6ChhODGFXUFge5T9HNVKINvR1RsVSjx5OShxRLvbn4qIml8isVnLpHwu//9DeDHspILKlTWJxsHvi606cBFTI2LpV9GNXhYGJpDEzNBctSlloCDD28ihoASqt08hmlL5yDE5wZdENPrcNB5LcmUWlawgd/5634o59/Ck8qd+Ltd13D2gUaz+RUVh+Feb6M1UowWWLNKj2uzJz37jEniLx+/eBJMCw4jX+dRsDbOTJiqS1A6lO8McW1obejk2CxHUcsiZnhxB7fq1vnzM1Hhef+11XoEHH5UnTci5Zi4UZnFovHD76vFnsxn5e/HkzM5zAwsTQGjmWJE8ewLOXoTtcId9YkSiUgCQvZE6MX8pFkaqVRS8FaIrSOAJHfa916379+I/7kHz+NZ9Tb8b4fo5azYXey25kRmygqwQQ+N3q92vwQS9leELkTNB0FGlW6ePb7fY6KWFI6AiShj1hKdiKVjbodvUnPiZgdrq7XpmXpiIml81+jYQKVanRKQCx/axU2Yli87eD18fRDNF5p6bnRO0T4BRNLY+CGWEqKSRB0YQRrdDmQUiWOyVgFJDb6zSql6WWmlgO2LNkCxAGVgN/zr96AT/3TZ7HamQawFSg6CjMZA0UjO9YYD0ujN8cMalbpJk6QdH0t5Ap/G/Uatdxmju11Ix8VsaR2Rcji3utbFDrQu9Gqi+Wg1aklJZW5ycXSi/QarTSik9W49MQGAGDx7MFz0qk30ZjPyxfDGzfIxNIYWCadgPn04XdtJEYgwAi/WGpwmOIOl+nlBGc6wZpBodkpiKnB7s53/fPX49O/9CwW4tdx25tGLyg1M9FCsT24noiXNJoEaTQQS3h/S2en6cLrBJVHgUYD4GH0zcpx3OhOwkYUsbs2VIiQxL3Xd4rvRlcsNek5EXPDzbG8TEWVGfIY0FF54QYNf6go0bEQLr1ALc+Lr5868LXStISZ2DqWlsMrScI7sgjg3JDjWJYAQCAmDDPc5tWSKmIqdTi3i5Slv49aDW7X0LE6MCEcWNzue3/l9bjaPo47v+f0yN8xM00D2ZU15ZCjPDxNNYZ0zB+3WHaWxhfUS+HdBe6m3owhS/rHWB0FsWQpFtpIQurjhU3xNnQ7+NIdh0FXemIpP5zYO4piqdvu4gX1FACgqkfnPC691kUCLRx7cHao1y+KRVxe994yfliYWBoDy6K7OE4eT+0LxIRhhVwsGRlMpQ9nGXLiDYIUS07m1rCVgA/DzDEqCosv+Z/R0dASyCT8iQnLztMVuV6OjtuqocWRSfQXk0fBdePEAzrxgdtJpQAdqVCnZQ9CU6joEQvDiQTHym8a0TvWQVz9+g2okEHQRcWMTn2zpRscFhIrO3oV7sfpiQaWmodoEeETTCyNgdXzQozjhgMAIWbBCHk7glI7h6nc4TIxpBwVS078QRBs1mvps5i4xcxJOqEXX/E/SLGhJ5FJ+hND5ARJ1yvRERd1jUM22V9MOpZhJwYxiqgb9NzLmb3ziCgCNmKbBVejhKZS0ZPKDyeWtrKLo3sud3P+iysAgHuFV1Bp+dAp2yWWKhkspoffOC4eb2G5PY+2Ec5NWLhX6JBj9QwlY1uWYi0YVngD98yGiQaymJo83G5NKtAJTK0HdxM4YkkasrjdYZi5hZqQi5f9zxJrmDwyvD+LYXo+DYIu6sEUKz8UDZNDhuv/+2y64YzoiL/dOMkTUmbv9e0UWHUKrkYJradvU4XhitpuWZa8GpH/nH+cCuG33raGip2LjIXwijaDxenhQxJO3xZHBwlce3zVw1EdHiaWxsA0gRg6Q5sZByHELRit8J6KjZd7feFmDjdGJ95AbQS3GGnVXtsEL8XSHTkAQPGa/+7GRktARvDHchdLxJBGE/VGuF3H26lbKWRTA8SSRC2fVohdN2bDxH/9wFcHFnZVNnpiKbs3fjLKYknXaWD+sHOsE8BvRs+INpAXXuZwKnENJxdstJEMJCZyVNR1Fev2FBYXhrfwOVlzl791cMXvIAjvCh0BLAvgMP7CKCZaUK3hUmODwOkLN3XscGOUJumuUFMCFEsjFrc7DFN30ky44qr/LoBmO4V0yj/LXTauoKFGZ/qot0RkBvw+UXDDPfrrz+EnPvlWPPV7F/s+78QDOi7v7aQkep6cPmtRQtMJUmR4kRdLxJBA60iJpfPFKdxTWEVhigrGylL4TbpXvkGtQ4t3DO91OfkAnT+XL4Szflt0ZrsQYrUIeBfEUj5loGoE3zttEKUlupOZWjhcdLQjltRmcDt3P8RSUkxigpRRLPl/WzW6MjKSf2I0m9BQV8Mr8HfT6MrIyv1/n03Lkhley5JTgbxyvX/clVqjz8uFvYvTZumOavQUREONQ46NlrjAw4QZnUTNfbEUC5fMUzh7i4bCLD23leXwW5aWnqLeiMX7ho+xOv7QLAi6uHo5nO5wJpbGwLQIODL+XVmQLVSs0Xuu+UXpGt3ZTS0eLq3TiTfQAizg7QSXD1sJ+LDMcFUUq/7WQrG7Nhp2Gpm0f4t9ltNRN6JR88X5fbKZ/r+PI5bCnEHluLBr6/3nG6Unlpz4wO2k0nSDoDei0yrDYbksYUHcGOk9PLFghjy7eFguffEK2kji7IMcCvM0yH2QYA4TSy/ROKvFN84M/R5O5jAXK2J5JZzxu0wsjYHVIuDI+K6PiVwblU54sxw21np94W7LHer9cS4OATrUAK2rmtM2YcjidodlJtVEselvyxNtQ0MXcWR8vIQygom6GY2aL+q6uu/v4wQFh9mypDSoi3BQuQa1TsWUNLH3nERZLF1RJnCqMFoPwqMkls7/FY3fuefhSRSO03mlshp+C+HSko0UNEzfNVopgJPiBpY3wlkegYmlMbDaBFxs/AmokAeayKClhXMyK63biKGDwi2jN9F1EIkOVQ9uAnMWk2GL2x2WmYyOdcNfK2FzjapQp8GtH2RTLdRbwfTBGxWn4W823//3cbJZrRC7bpyNRq3SP65KbdLH5am97vxNsdQMZ0r2INpGG9faczh1bLR5kY+1YIY4YWYUzj/dQgIt3PHIKRRO0nmlUgznOrGdpVUBp7jVkdtjLeSbuKoUPBrVeByNKyogrHYMvBtiaZJeUNWl2tif5QWlcgwTpDJWKw0ppkMzgrvcRi1ud1hmCi0UW/7e7I1VupKmc/6Zr7NSG/V2OHeAu2msUbdFptA/Xi0h9AK8QyyWlF6YyqByDapCrWLS1F4B61hTtUa0xNLKM0W0kcSpW0abN46SWHrhsog7+SvgZA75U7TvZGUjvIkIDldqOSxmKyO/b2HWwrXW7MCszyA5GldUQJitOLjY+BNQYZrGTFSujmZu9otS/fB94RzEuAnNDM4Xran05nOCzb1iZtpGA1kYNf/StBtFGh+QmfAv4Dqb7qJhhzfObjtOw1+nAfBuSIyAgxlusaTRqbo2oFyDogAEXQi5Pm64LBVLeoDZqIfhypM0VunUXaOJcj7WgtEKZ9zLqJwvz+OeGeqKSxVSSEFDZXQN4jtL+hwWZ0ePrTp5isCEgNJF/7sgHAQTS2NgdWLgYuNPQIU56hqqXAtnymRJSWFKGC8DQ4qbUE3vMtEOQuv9tMMWtzssM/N0ki6+OFpQ6jg4DW0zk/4FXGezgAkhElWhN3+fqcEuWA4WrBB7N1SdTtV1pf89pGqABLWv2yOVo8etq+Hbre/HlfN083jqwdGaUwvxFswjIJYa1xu42jmOs3dsqfhCrI5KPdzHVl2qoY4sFk+OHgO4cAedn68+se72sMaGiaUxsNpxcHEXLEvH6AVSueFPu4pRKRkypuTxxiYmLWgB1pLSNCAJC0nR42w4p+XJy/7VQmls0Mk0M+1fwHU2Rxfl+jX/W7uMitPw12kA3A+OtGCFOChYMahIqmn9r19Viw1MsY+sWHqVzq0Lb5gb6X18vAOzE25BMQwv/vlVAMDZN2y5VgtcExUl3CU7lr7eq7F0ZvT5aOEsdTUuvxC+eYWJpTGwOnHwcRcsSws0Jb+8Gk4/QKl1+L5wDmKyBa0VoFjSCUR4L0ZnTlOXgZ8tT5pVem4yM/7V6soU6GJUXwmnNXQ7jQpddDOzgwPSeWLBbIVXLDlW2brR3zqm6HFIsf6uX6evmq6FN9uvH1euxzEfW92syj0sfKINsx2cFdstzn+lCgC457u2xGKB11DRwp2FuvRsDQCweH9u5PeefMMsAGD51fBZrJlYGgOzEwfnhlha7AXulcIXgNmxOqjYeUxNjLcrlbg21La3mWj7oRkEYswHseS0PFn272Zv9Brapmf8y07L9uKj6qvhr/lSr9LfJ3tscJ0wjrRhhTgoWLGoi7Vm9j/HqpmAlBgglkJQ5+wwXCnJOCWN3vqCT3RgdqIvll44b0NGEyfffGzzsYJooGKEO7Fi6QKd+069cXbk92ZPZJBGA1evhm/jEt7ZIQJY3QS4xPhiKXMsjRg6qIQvpg3lVyqwEcPU9HgXr8h3oHWCK2KoGXGIMe8FzPSZXsuTFf+CaRt1ajHIHPMv4Do7TYVvvRj+fmONnkdUnt1HLMVasNrhm6Ad1HZPLA3IQFStBORk/+s7loiBhwE9nF7+gRymxhIA8IkuzG70xdL55Qzuka/syEIupFuotA5XHNgvVlYBCQryi7mR30tiBAt8EcvrwW2sB8HE0hhY3QT4xPhxALFEDHlSQ6UWvsm69Cpdaabmx3OhiUIHWjc487FmxiEmvBdLfIZHjtRQXPfvXDYaNB5rVHfFODjxP068VJipNwjSaOzbjJWLtWG1wzsdKm1679Q7/RdK1eIgJQe7ylPEgG6Eb34ZxGFrLAEAn+zA7IY7rucg7K6N8/UF3HOsuuPxQraDSjcXzKCGpKHEkY0dPrP7ZKaGq7WsiyNyh/DODhHA7CTBuSCWAGAi0UClEb4bfKsv3HjxMFLKhtoNrv+daiUgxv1Z2GeSFRSr/p3LhkKQIc2RC8CNQ3aOuoMGVZQOE3Ulhmx8/2zO0IulDr13msigY+21WiptHhJ/gFgyoyOWDltjCQD4ZDfyYqn4QgllewJn794ZZ1YoAAZS0CvhNRM29TjSicOPb2FKx7Ix7eKI3CG8s0MEsOwEuKQ7YqnAK6io4eu1VVqmF/3kyfH85GLKhgYRdjeYIFOtlYS4z87bTWZSDRQb/sUPNbU4MnF/A62d+J96Jfy1expaApnE/gE7XKwDqx3eDCq1m0IcVJg2buzdtattHhI/+FyIMROaEd7j281haywBAJ+0YXTDN5eOwvk/vwYAOPuWnT16CpN0ya5crvk9pKFpGkmkB8TPDcPC8S7K9gTU9XAljzCxNAaWnQSXcGfxL6QMVPTwtY8orVBrzNSt45lFRRHoIBFYSxetxUHifBJLaR1F3b/4oYaWHGsndxjScz2xVAt/hlVd55BN7v/7cPEOrJCmm9tdGwpkzMVp7ZnatT5iqZuCnBosllJxC7oVzuPrx9Lzh6uxBAA8Z8O0Iy6WvkGP/553nNjxeGEm3AWMAaBh8Ehzhw95OHkrPcblx9fcGpIrMLE0BpadBM+5JJZkExUrfFkOpSI9vsnbx2vhIcnUBaCWgknJ0TocRN4fl9FM3vK15UnD4JDh/A20TopJiFBRD185lD00TB4Zfv/Jm0+0Q1ubx6gZsBHDMYGWbu6Xgah0RUjiYCt3KmFBj1ChxsPWWAIAgbdhInwBwqPwwoU4ZmLrmDqzsxFtYZ7GrlWuhze1sdnikRYOH/KwcDfdaC4/Vz3glf7CxNIYmDYHLumSWMp0UOmEL6itVCbIkdrYxRxFiYolrRyMr13r8BD3cVO4ycy0jaqdh6X4EyPVsHhkeP8DrbOxJurN8C/A9ZaIrLj/78PFu7BCmm6uFKk74liWxl3VVnfeQ3aXurilfQzTqUQLeoB1zkblsDWWAIDnaXX5oFz+o/J/fsdjOJ1cxuvlF/E900/gx275Gzz62q24J3t9z2sLx+lJrqyENwu12U4hLRx+Y7pwP7UmLl8KlyBkYmkMLHDgXLL2FvI2anYObSNcAbOlWhJTifEVvpimi6pWDabYmNYVIAr+VDCenqW31foFf2pBNFspZFL+uzezCRV1NZwCYzuNtoiMuP99xSU6sLrhFH5qmS6MxybpvVNf33kP6RUdNmKQ98koF5Mt6BEq1Hhl43A1lgAqlgAE5vIflS89PQGtK6Ag6CgqMh67egq1bhrf89a9ZlungHGlGN5ja3ZEpMXDb0zn759BHG1cvRyuivPRuXtCRrfdRRtJ98TSBLW81K7WMXnH6H56ryg1U5gSxvePS5mAxZKdgij4s9OcWaCzdfFSDcdfN7obYVQaHRHpA8SAF2STOhpG+K0V9W4aWXn/iZdLdGGFtDaPUqKWpGPzNvA8UCvtXCipa1vcdHX3I5XsQGtGxzV1RZnEm48tH+q9jlgyGyY4OfyxS82WgDfPXManV96465mH97x2q4BxeBMrmraMtHR4oZMQEjgWv47l1XDdj8yydEicXQvv0vxTmKYXRuVKuIJASrqMKWl815mYocenVv13F1E3hQTRp/j5zZYnr43XfHhYGl0ZmTEmp8OSFQzUjXC3XmgbbWiQkMns/7pQi6Uy3WAcX6TCtFbeuVA6YsrZkPQjxXWgB1gUdhTGqbEEALxARaPZDH8NMIC6reTUcJsdaVpCEhYqFY8HdUhaWgsmBKTHzG9ZkMpYLoer+CYTS4fE6bbummVpln5Q5Vq40iVLrSymsuNbg8Qsnei1uv/mY6cmiW9i6Xa6+yte9T6uYFgx4AUZoYV6K7jaWcPgpNk7jX8HwSVsWHY4rWTOBmP+1l5tq10ZiI6bbl+xxHehRySd/sZTa+ggcagaS0D0xJLSTQ3ttiIxgkKshkotnEt3c5VuENOZ8Wp6nSwouKqGx8MCMLF0aCyVLvoc706ht4kTvcC9G+EpNtZtd7HRLWCqML7VQsrTiToIseQElTtB5l4zc5d/LU+cySmT9b/gYFZqoz6g/UZYaKzSzUcmt/9Ux3N2aAsZKr1GydkZATKaqNV3Pq9W6GZGzg22jIlCF7odbiugwzg1lgCAT9FzbSrhjevZDnVbDR8ikE80UVXCea021+j9ls6OJy0W5lq43p7tW4A1KJhYOiRui6XNwL218OyGalfr6CCBKReKqYp56q9UG/5f/FqF7rxF2Z/LXZwUIaPpS8sTZ3I6SAx4QTbdQb3rXz2p/fjaf3q+78RaX6G/T3Zy/8WFS9qwQlqbR61TF41U4JGNKXsyEJUKnTOcDUk/UoINzQ63FdDhygt0A7D4uskDXtkfRywZjfDMpYOwFAsW+H2D83dT4FVU1HDGnzXX6cY0nR8vWeLkYgxtJLH2/Lobw3KFoWdYQkicEPIMIeRzXg4oKlgancCcG3NcCqeoH6WyHp5suNLLNAtuam78XYwjlrRmAGKpF1S+n5vCbWYSFRQr3sfANNZoem0673+8TTYDaJACzzp69S+v4tv+/r3403/8+J7nGutUKGen9hdCXNKGhXDu1pU6vWfkqRRySQU1dec41Rr9/fcVSymaTt9thyvDqB9XXm2DoIsTrxu9az2wzbKkhmcuHYRTFmIUt1UhZaBihFP4Nkv0fkvnx7uXFu6gx3f1qY2xx+QWo6z0Pw3gglcDiRqOP9wty1L2RAYEXVTK4akNstkX7vj4uxhpkl78muL/ZO2IJad8gR/MpOooNryf0BwxkJnwf6F34oAcV2BQrL9KkyJefXFvbJ2TZp+Z3t8FxXG0FEgYUXv3jDQlIsvpqOs7x+lYa+WJwfdpqncpGrXw1udxoDWWioduDC1I9D6PhFhap5sdOTP8UlyQLVSscFh0d9Ms03UxPTnemrFwXx4AsPxieCqVD3WGCCHHAbwTwCe8HU50cCxLnOCOZSnOxZEjdVSq4Wl2uXGNmlSnTo0flyJO0NlaVfwXg06clBNk7gczsoai5v2E1ij1xMCU/2b5bIEuSvUbwYql5gb9Da5e23sv1jd68T6z+wtXjqPteMIUI+Gg9NYLaUpETjBRM3cKP0csORuSfqREOq/o1QiIpTFqLAEAL1EraxTE0mHcVoVsB5VOABkdQ9CsuCSWXjcDAFh+NTyu1GFX+o8D+HkA4bfh+oSl0wnKLbEEAIV4A5VGeNKXSzfoIjRuXzgAEHICCLrQAijKGohYylsoWnnPv6fR28llZvw3y2cK9Frt137DT5oVen6XS3t/g0aV3qeZuf0Fv5PVGrRLsR+KAvAwkBSTyIoW6q2daZ1Ko2d52kcsOfF6TvxemLmiTOLUxOEtCrzYsyxp4RO+u3HcVnJu+LmpkLfRRCaU12qzd7+lp8ebj9LzaeRJFVevhcd4cOBKTwj5XgDrtm0/dcDrPkQIeZIQ8mSpdPhdQVRwdi3OjekGBV5BWQmPK6C0RifhqTvG73NGYgQitGDEUoOeKzHn3287M9VF2S54XpHdmZwys/43YXbigOprwWZwNqv0N15u5PY8V6/Sazh7fH8rH9fbCPvVomYUVJ1AIvTGyckd1No7o4Eda600NfgaSEl0qtdrwRSFHZZxaywB2yxLERBLTnB+emL4uckpYFxdqnkxpLFo1npiaWb8+WiBX8fyenhis4Yxi7wFwLsJIVcA/AGAtxFC/v+7X2Tb9m/Ztv2QbdsPTU1NuTzM8LFpWUq5KJYEHRU9PBdHaYNARhNCzp2UY5HoUHX/s7acbCJfxdJcDDZiKF30tuVJw5mcZv1P4c/O0Otid/sNv2nWqSBaNvembTYaQAKtA69hng9vbR5Fi0OO9cRSpouand3R90xVgSSsfatVp2Q6T+n18B3fdrZqLB1+Xo2SWNqM8Zkafo4tzFArVOVqeOJ5HJoNel2m58YvKHkyV8NyIzz9Ug9cuWzb/se2bR+3bfsUgB8G8Fe2bf9dz0cWcjwRS7KJihWeqqWlasKVvnAOYsyEZvgvljSFniux4F+dmZkTdOEqXqp5+j2NXs0dNyanUcnO9YokloN1BzgTdANZ1Jd3FiGqNwmypAESO6AoZa+QoVMSJEyoRhxSnArSbBZoI7lZaBUAFHXL8jSITbHUCN/xbWezxtLdhxf/vEzFhKmHP2pE6W3k5MkRxFJICxgDQLNJNyeHDc7fzsKUgavG4TIivYDVWTokjlhydjFuUMi0UWmHJ3Cv1OQxxbvXfkVKGNBM/5uVaj03ha9iaZEKieKr3u7+Gk1AgoI45//vmp2nC1qjEuwOvrntJ15+orjjuYYaRyZ+8KLC8XQqdBI3woRiJiAnaWxLrkDHWVveui9VPQaJ7O8KdeL1Qi+WejWWTj14+OrNURJLh3FbFY6Hr4CxQ1MlSBPlwM3JMCycsFHvswEKipHEkm3bj9m2/b1eDSZKmI5lSXRPLE3kbVTtXGhqoZQ0CVOSe0FGYtyCavkfwK6pB8d0uI1fLU+aagyZWDDZaNkTVNjvbr/hN011a2JePr/LsqQlkU0efA07iRqhtCxZHKQkdddkJ3pB9StbApBanva/zlKZXruhRvjE4HbGrbEEAHyaWl6MCIglpWcVladHEEsn6CYlTAWMHZpqHOmYOxavk7fT83jtqXAUpmSWpUNiGfQid1MsFSYIbMRQvxZcM127a+PZP7yEf/X2x/CKfhxTGffiUcSkBc3yvx6QpgExdHztQD5zhgbFF294uzg11AQyiWCy0fgMDw4m6gFv/BQtDgF0l718aeduu2HwyHAHC9ZNN1wYLUstDjJHRVxuml7DtZWtc66aCciJ4cSS3gzf8W1n3BpLwJZYMo3w1KwbRLNJ5yZxcgSxtEg3YpVS+GKymnoC6YQ7Fq+Fu+lm7OpzNVc+b1yYWDoklkF3La6KpWnqSqks+b/6PPm7L+Enbv8qjiWLuP+H78Avfulh3J66jv/977kXCyNxLWjtAMSSDojQXDEND4s8KyMFDcXiwa8dh4aRRPqAhdJLsqSBejPYaaSpJ3Cav4EkLCxf2WlNqFsCssLBgp8T6L3nuNfDhNIWIAtU5GSnqYjYHlSvWMlNy9MgUjn6Pl0N3/FtZ9waSwAgZOmxmuGvkoCmQiBjNLdVGAsYOzTNJNJJd374hQdou5vdG6CgCE9Rn4hhmXRSdvzjblCYpTd55ZqKW1z71OH4uZ+y8GT9AXzviefwjre/iu/+qdsxe+8ZV79D5NpQG/4XT9T0GERiAPCv6i2JEcwkyp63PGkYPDJ8gGIpoaKuBjuNNM0kskkdxztrWF7deT82WilkUgdnJG664UJoWVI7AiSBipzcPLVA1Na3xJHa4jCR2t+66LQb0gOooD8KV5RJvOX48lif4VilzHBXSQAAKFqsl+k4fNZXLBFDnlRQqYWnBpFD0+SR4d354Wfvne67AQoKJpYOian33HCSi2JpngYgV67771bZMGS849jz+MPlN3v2HSLfgdYJQCwZMYgHxHR4wQxfR7HubSmIRkvALXLF0+/Yj2xSQ10Ptqda0+SRFQxw8QqWqzstofWOjKx8sAAKc7q50hUhi716Ub2g+np565jUNo+TByRipPJ0bnHi98LIVo2l18b6nFgihgRakRBLTT1+KLdVIRGuAsYOzbaAY1l3YihjiRhOJFZxdTUcPRuZG+6QWJYHYinAwL1KK4287G1wq8h3oXX8y0hz0Mw4xLj/M+dMWkVR8zalv9lOIZMKzhqS5Q00jGA7oDfbAtJCCwsTCpbVrSwqu2ujYaeRTR8sEJwSIGFzw9ldGyokSCI9htwCjeOoVbZ220p7y/I0CEcs6Vp4xZIbNZYceJgwwxf/vAfFSB4Yb9aPAqegogR73/Wj2U4h7eJ8tCBXsFwJRx88JpYOidVbe90MGi6cohNhec3fjBy7a6PazaKQ9dbcKYldqLb/RTdVKwEx7v/MOZMzPW950uhIyEjBLfBZwULdCraQqjNBL8y1caMzu1k13agZaIFDZohqHGEVS2bDRAcJyD3NnSqkkEALtdrWa9RuClJq/3HzGR4EXejhCP/oyytfo1lPJ8+Mn7XKEwumFT431W6aJoc0N/pGrpDSUTHCU8DYodl1dz46OaFiWTt8GQk3YWLpkJgeiKX8Yg4AfA/c0ys6TAjIe9zKTEwBGsQd1Yf9QLOSEA8IgPWCmckuSt0Jz5qzOpaTtByctSAjtlFv+99qZTvNroS02MXCqRg6SGD1Obro1q/TAkzZ/MHTnJOo4SRuhAW1RF3ykkwXfhIjyJH6jqB61RYhpfa/BkiMIAU91GLps/+jCR4GXv+/3Tr2Z0VFLG3PdByFgmShYoangDFA56OmLbs6Hy2eaCMGOxTldJhYOiSWBcTRdrUYYEJIIIM6KlV/b/LqFZp9V5j09nIQRcBGDGbDX5eY1k5CTPpfP2dmlqCLOMqveBNTZNQMtJEcynLiFVm5g3onuEl7+wS9cCcVbctP0yrQjVVa7yUzREf3sIolZZ2KJTmzdW9m4ypqCj2mjtWBgdSm5Wk/UsSAZoRTQHSsDv7o/J34nrlnkV0Yv8UFH2vBbIV/eaNW0UOIpUwblU54ChgDdD7qIIG0i16z//OvH8aV9nHEEsGfy+BHEFEsC+DgvrWCBu75W43Z6TGUn/Y2kM7ZHTu7Zb/Q2hwk3v+4ns2WJxfdaxmzncYKDaTM5IJbALMZG02kA9v5bZ+gT56jptHll+jv4jT4zU4efF2HVixtOF3pt+aEHKeirtFrS12nglAaojtIKmZCN8M55X/5/3kea90ZvP+H3bFK8LEWDMv/qvaj0uyISB/gQu1HIW+jZmc9s1ofhuYqve/SmXAK8nEJ550TAawWAQf3rRUTXBMVxb/iiQBQXaGLSmHO24BBUaaXm1bxNzNN6/AQef8nlc2WJ695U2G7WaSiM5MPLismm6XWwuZKME09t0/QJx6aAQBcfYVuYhrr9DrLTB18XW+2yAiZWFIr1AorZbcEX5Y3UOsF1asb9N6V0gdP5VQshVNA/MEnmpCg4J3/5D5XPo+PtWC2w7+8KV0RsjT6NReGAsa7ceajdC6c19i4hP9qCimmRcATDyxLgo6K5m/gXmWFLir5eW+/NzCx1BUg8v4vgjO3Unt08Yo3gSKNtZ5YKgQolgp0YnRcXn6zfYKWZ2UUSAXL1+l1Vi/1WoTMHJyB6WS1WiGr+qxU6DHI+S2xlEttBdWr5Z7lKXvwApWKW9BDaG2xFAt/cuks3nPyuZEqWe+HEG/BbIXvWLfTbXehQkb6EF7szQLGV0Iklkr0WkwHuHnzEiaWDonVJuBi7luWCpKJinX4jtuHoVqkE3LhpLcpmlKW3kTObtkvtK4AMRWAWLqLZnGsr3gTL9Uo0d8xPeGvJXI7/XqV+cnuCXpBWMdyiYqjRoW6XjOzBy/Am2LJCpdYUmv02pHyW+c4J7VQa9EV1nHTSZmDhYGYsKCHUEB86d8+h6qdx/t/1L0wAD7egdkJ37Fux3GhDhNvtpvNAsbLwfSF7MfmvRjgfOQlTCwdEqsVA0c8EEuZNiotf+tKOD2G8gvefq+YoQuaVvcv2Nru2tAgQgwgyzZ7IoM42qgcXED6UDhiKTPtf+0qh8wEXeCc+CC/2T1BL2TrWG7k6Jgq9LrOHjt4NXKyWq2QFTJUalTwyZNb5zib7qDepce06abLHSw0Uok2tFY4Cvxt5w9+10SeVPH2nz/n2mfyiTbMdrgtHM01KpbS2dGX4c0CxjfCk97YLNNNNxNLjB1Y7Rj4mPtBw4VcFxU772t6fbVKM/syx73NrhB7cRd+iiVLsdBBAmIA2e0kRpAnNc/aEjSrPcvJTHD1VhwXV60YjMrYPUEvTBlYNmjsUqNO76H03AhiKWSFDNUGFXzSxJZYymUBBWm0jfaW5WkYsZRsQw+gN+N+aBsa/ufSffj+28+7WoaFT3RgdsItlpQSFTrDuFB3s1nAeDU86r5Zoddieiq4zZuXMLF0SMx2DJwXYmkC6CDha8BspRZDjtQ9bzQrFajpWGv4l5mmlemEJErBZGgUEk1UGt4sUI0qXUgzc/66bbez+EYqTF593v8WPcDeCXrhhI06sqgv11GvAyJUJMWDf/84F0cMndCJJaVB3cfy9Jbaz/ayH+vXGptiSZ44OIg9xbWhd8K16//zX30OCtL44Z9wt/wEn+jC7IZbLI0T4+MUMK6sh6eXYbNG56P0TLB117yCiaVDYrVj4OIeiKUpeuOUL9dd/+xBVJsJFBLeBwqKuV66c/0mEku8gorqzQLVqNGFNDMfXJ2jmXumMEVKeP6FYKYSZ4KWp6h1beFW+ltfe2odDTWGbGz4TQcHK3xiqUmtY9LU1gKUm6CWiPoNBUrvXtpueRqEyHdCJ5b+4A+Bmdg6Hv5pd7LgHPhkB2Y3XFa03TQ3Dh9zGFQB4/1o1ntiaTa4zZuXMLF0SKxOHFzM/XT0wgy9wf0M3KuoHPKc9wG6YqHXzFPxL41fq9IJSUwHE+xZSBmo6N7stBoN6j4VcsGave/NXcP5lUIg3717gl64m8bdLT9fQ11NIJMY3uLFI3xVn1UVSMLa4aJy6kbVbqhQe5anYcRSiutC64bHRdK43sDnbtyPH7zngqvFfQGAT3ZDL5Y2Mx2HsAruxilgXPXIxX8Ymr39tjzDxBJjG1YnDj7hgWXpGN0hV67759aoGikUUt4HCkqT9Ng0xb/dkCOWhskW8oKC7F12Y6NJkCUNz92nB3H2VBMvqIuBFMhzJmgnLmnhgUkAwPIlHXWNQzY5/H3EEQtWKzyLDwAoKoFMdm5kcjN0ca0XDajNvW66QaQEG3o3PM1XP/MvnocJAT/8990X2nzShtENlxVtN07M4WFjfAqJBir18GT8NZtAChoSQrjdn4eFiaURaWkt/PK3P4ZvNO7G8bz7gmZiwf/AvYopIy95738QJ3q1YfwUSzV6XE4mnt8UMh1UOuO3b+hHQ40jEw8mZX87956LQYeIy1++5vt3N5uAAH1zgp69dxoJtLB8pYuGySPDD38fcaQdOrGkGjFIsZ0bme1B9UrPAD1MfaKUYENHeJqv/v6neSzEr+ONP3G365/NczZMO9xiyXGhOi7kUSkkFd8LGO9HU40hTYKfj7yCiaURePEzr+KNk6/in3/1YfzI6W/i3//VWde/I4jAvWonjULG++/jZA4xdKD5GAvsZN6J2WBM8rQtQc4Tq0tdS47kZvKKsw/TelLPP7rq+mc//XsX8OivPjXweTpBb7ms41wcxxNrWF5Not5KIZsafhPAxVqw2uESS4qegBzfKZZyx+iGql5uQ1WpWBzGjSWKQAtcKFpk1Jfr+FLpHH7ogVc96fsl8DZMhMeK1o9mnVoFDxsQnRd0VPQQuVW1ONLx4Ocjr2BiaQg6Vgf/9nsfw4PvPY5rxiQ+/fPfxH977duQO+m+xSB/in5mZcOfIorddhdVO4d81ntrD4kRSFCh+VgaxMm8c4LL/aYwQRff2lX3A/YbBocM52819H7c9T2nQNDF+Sfct4b+q1+o4cP/52A3TbPPBH1SKmO5IqPRFpERh98EcLE2rJA1X1XNBOTEzt/VqRtVK3eg6gQSGW6BSvUMGHol+No8Vx8voo0kXvdt3ggangdMCL6WYBkVpZd7IM8eLkGjIJmomOGJD2rqSaSTwV9bXhGumSGk/OK3fxX/6M8exnfPPocXzgPv+9dv9Oy7OJmDjCYq3vRe3UPjRhM2YihM+PN9YsyAqvl32TmZd4GJpWnqHvKiLUHD4pEVgq+zIk6KuC15Fc+/7P4u12jFUW4P3pQ0jQTSiZ2CcWFCwbI6gXpHRlYeftPBxdqwQtZPTLGSkJI7rWOZYzSIvV6zoepxyLHhFqiUSIW7kyEaJMVXqVJw+ie6Dd/TYC3Nv5puo+LE+Bw2uL2QbqHS8rY23ig0TQ7pZPDzkVeEa2YIIXbXxu89eTveOf04/vTG6zF995Tn31mI130L3KssUYtHftKfmB4xZkDzsfO51qQuBzEfjEm+MEtFmhfZjY1WCplUOBaDs9NrOL8x6/rnmu04qnYO3XZ/0dM0OaR3WdcW5tq43plFExlk0sNbFrhYG1YnXFOiYvGQ+Z1iKSEkIKOJWp1AMeKQEsNZF1MSPTa9FvyCVrxKx+z0T3QbRyyZjeCPdRDjxvjQAsa50FjPmhaPNB+y2hsuEq6ZIYQ8+4eXcL0zj+/7HtO3rKMC51/gXvU6vVmdkgVeI8VNaKZ/wdaaQhdZp2yB32xmN3rQlqDelpERg48/AYB7bzfxWmths9+VW5jtxL7d1ftN0AunYuiAXmPZ3PDfxcfbMNvhyS4CALXDQ+L3uhJz8SZqzRhUMwEpMZwgcMpn6PXgF7TidSrynf6JbsMLdK42m8Ef6yAUPQ55jBifQgFoIwllLRz94ZptAWkhHJs3L2Bi6QA++1/WQNDFO3/uTt++syBoKKv+ZK04JQryc/6ICTFhQvVTLKl01+Vk4vlNYYHGI5RX3Z+0G7aMbNr/BsH9OPs6ATZiePHPrrj6uVavGapjAd1Ns5XaM0Ev3Lnl2snkhhc/XLyz+X1hQWmnIAt7BXEuoaKuJqFaHOTkcNdWSg6RWCoCHExkT3jjRoqCWOrnQh6FwtT+94bfNDsi0iPECEYNJpYO4LPfmsbrpZcwc4/37jeHguhf4F6119PL6TXkNWKy5WszTyfzLlUISCx5lN1oKRYMpJAJScjCvY/MAQCef6zi6uc6LSsq1/pbrJSOgHRqp5hYuDe3+e/sxPDCPIxiSbVTkFJ7BXGW01HTeSgtDhI33G4+le41sq4FLyCK5QRm4hueWev5FF3aTCW8lg7FTEIeI8YnN0XnUcc7EDTNroS0FI7NmxcwsbQPK0+v4UntLrzrTRu+fm8h3UKl7Y0vfzeVIl3E8yf8aZkhcS1oPjbz1DQaROlFevIwOBmTbrclaNygAbKZbDhS3Re//QQkKDj/nLuTpeWIpQFFWvtN0Ccemtn8d3ZqeHc2F+/CClnzVcWWIEt7r51cykDdFKC2hb5uun44YklvBr/7L9YFzPDeWUQcsWQ0gheGg6Au5MOLpfwsDcyq3gg+Xb/b7kKFjHRwnZc8h4mlffizj78MAHj335v39XsLuS4qXX8C96plutA4JQu8RuQ6UNv+BVtrBoFIgsv+iXNx5EgNlaq7oqaxSneTmXw4LCGxRAz3SFfw/FV3TV1mp9f+Z23vomd3bSiQkZZ33ifp+TTyhKaTZqaGv9a4RHdTnIUBS7HQRhJynwUom2qh1hKhdgRIfdx0/XAyQkMhljQZM7J3sTabliU1+GMdhNISkBYOP778Mepurq4FH8TuxE2l/dnjBwITS/vw2Ud5nIxfxz3vu83X752YoMXj3A6W7UelQova+eWmEvkOtI6fYikGMRZsLaJCvI5Kw91FuFGkAtDpExYGzh6v4Hx9wVWRb9o9sVTc605R11XYiPWdoBf4dQBAdnb46zpsYkkp0vtfkvcK7Vy6jXpHhmqnIIvDWfNSGfpb6krwAqJo5jCT9W6RFyS6iQizWGp2UpBTY4il4zR0oroevKuxuUav1XT26EqKo3tkY6JXdPxF8Szedddrvvfe8jNwr9qIoxCref49DlKq42szT9WIQ4wHu/MqcCoqqrvZjfU1KpYyk+Fpd3DvPTbK9gRWny269plWrxlqPzfmfhP0QrYGAMjMDl/HJ2zNV5V16l6RM3uPL5u2UbOzUGwJkjicOE3l6CZFawYbV9Jtd7HencTMpHeZnE7Ffr0RvJAYRLMjIT2k0O1H/iS14lY3gs+Iba7T+Sg9QkJF1GBiaQB/+fHz0CHiXe/33wnrZW2e3VSaSeST/qWeioIN1famEF0/NDMRvFhKaaho7lruGhvULTWKm8lrzn4bdeWe//x11z7T6e/Vz43ZLFIx0W+CXpim1sTs8eH9AlyyC8sOj2VJLdNj6NcEOpcDOkigjSSkIXMzHLGkq8GKpcprVXSQwMysd5tQeYIeq1INp1iiLuT+8WjDkp5PI442qj4VMN6PZoleq+lCeDYbbsPE0gD+1x8bkNHEd/zkPb5/d2GeWl4GBbW6SVXnUeD9CxAURUCHOLDIoNtorQTERLAT5oRsomK5m23YKNNjys75JzwP4uw7FwAAz3/dPfFtoWdZ6lOkdXOCzu8VOI+8J4XvLDwFaXr4351L2rDs8Ez2SpmKfDm39/iy+a2pu5+brh+bYkkLViwVL9LVffaEd7/1pliqhdMNZ9QMdJAYK8aHxAhypI5aI/gkj+YGvVbTE+GxdLsNE0t96La7+NzLt+ORYy+Az/i/cy8cpwtgZcX7WJuKISIv+hfT4+yCjZo/36m1khCTwYqlQqaNStvdwOdGlZreM3Ph6Q01cVsB87FVnL/onnXGaYbar0jrfhP0u/756/Gl8oMjudDDJpbUKrUeSrm9Y8ptq7jfz03XD3GSzit6n71R+ZUKPvfLjx9ilKPjdasTAJCnqCW3WQ2nWHLi0eT0eEInn2ii2gzeGtos02s1PRkeS7fbMLHUh6f/x0Wsdmfx7u8JxhdcOEm3G/2CWt2m2pJRkP1LrxUlOjmoJX+sWVqbg8gFO2EWcva+LTsOQ71KPyszH65c3XsL1/H8ijs1yTpWB1304vf6dFd3e4LmkoCF8OyMlQo9PsdKsp3tJRH6uen6kRSTiKMNvU9y6H/++8/j3f/8IV+SStYu03vfq1YnACBPUyGmBByfNYj9XMijkOdUVF2OhzwMjihNTwXTKcEPmFjqw2d/ex0xdPA9P3cmkO930vjLJe9v9Eoni3zGP1EoyvSS0yo+WZYGtIvwk8IEQRfxzdpIbtBoAAm0IOTCNTmdXVRxwTjlSgPT7X29+hVpbVbod7g1QXMcFUth6bXlNIHuJ5Zys1vHPKxYAoAUdGh9xNK1GzHYiG0GzXtJ8Uav1cmZgmff4bhfFfduOVdRNga7kEchxxuo6sEU3N1Os0bXkPRMeMIC3IaJpT589okZvCn9Iibv8KZv0UGkCimkoKFc9vZ7LMWCChmFvLffsx1nYteq/gRdax0e4pB1aLzCi+zGhkKQJQ3fMzUP4uwDCVjg8fKXro79WdtbVfTrru72BM1xgI0YOlbw2UUAoNTpOKSJvWJwe0kEuTC8ZSFFDOjG3ml/pdKL8Sl5X5OsuAYkYSG/mPPsOxJCAgJ0KOFom7YHJ95Ozo/n9s1LJqoux0MehmadbuzTs8GPxSuYWNrF9SdW8Yx+Bu96i7ttG0ZlJlFGseKtL7p6hS7e+YJ/C66YocekVnwSS3YKohCspcCL7Ma6EkcmHo42B9u5923UBXf+L9fH/ixLpRaIDOp9u6u7PUGHrVO90qDH57iUtpM7vuV+7RfTNAgxZkI3+4ilJnWJORl4XlIsxzEdK3su9GWiQtHCucRtupDHDIjOy21U28G74ptNgKA7UkJF1AjnlRQgT/3pMgDgb/2gf73g+jEn1LBW99a8Wl2mNurCjH9BrY5Y0ur+BF1rdgpiKmCxdIyex8oN93btDT2JTCK4yuSDuPO7TyGONs4/NX4cnGNZmuPKfburN3suFrcmaI6ni7cj0oJGVeh1K03tFUvbSyJIheFjtlJxE7q1d9q/YVArupOB5yW01UnN8++R4zoUPZxLnFPSoJ+LdRTy2S6qfTYSftNUCNJohs7S7SbhvJICxGmrMHVLsB1KZ9Mq1lRvx+A0J83P+BcgKOXpd/khltpGGxZ4iAG70Z0mxZVV9xaihsEhy4dPLPEZHnfyS3j+1fF/dEujMTtzIrWA7nZjNhVARtO1vn9hE0uKQuPSOHnv/ZkqpJBEL1uuj5tuEKm4Bc3cabFuG20Uu3Rz6ASVe0lR8bbViYMcN6DowWeK9WMzIHpMF3I+D7SR9CUwfz+aagzpWPA96rwknFfSAfzytz+GiUmCn/70d7j+2dUyjRNwqqMGxWzBwlfWvAuABIDqKjW5O5YPP3D6U6k+iCVtQwOQCV4sOdmNLrYlqJsCjqXDGb16dqaEL147g39w75eRTNpIJoBkEnjb+7J428/dP/TnOB3jZzM6UKNuzJNv2XqeTtAqAHeyqsImllSNQIIGEtvbt9GpsVOypzbT5IchlWhBb+2c9osvlGBjjn5n3ftkiKKZw73HvG9OLicNKGZ4SkFsx3Gxji2WJulGoXq1AXk2OHdcU08gnTjaYimSlqUvP5/DH3zJGyFRrVDfa+ZYsB0B52a6KNsTsBTvdnqVXgNGp8eQH4h5p+WC90G0Tsadk4EXFE4ga2Wjv6n8P73/K3hz+vxIn9loicikwrGo7+Z93wfwxMLvvXAvfuvph/Dxx9+Ef/m1h/GRfzrawrBpWZqk98DuIq1NLYF03D3rGieESywpWgzyPrv1bKLXO66Pm24QYrIFvb1TLK28uFUC2usijnbXxnp3AjMT3t//ac6CYgWfVt+PZoPOBfLMeHNvfoqKwdr1YCPZm0YC6WSwPTi9JpJi6f7FOp5XTnuStVKt0x2bW6b9wzJ7jH5/8UXvdmDVEv39Cqf8s6I5LgM/+lOFRSwlxSTSaKAyoC3BX/9NEt9Qzo5kSm90RGSkcGRt7eYH/+83Y7Uzg0o3D8WWYdo8fvT036DRHk0sOU1QZ2fo37u7qzeNJNJJF8UST68TR6QFjWrEIe8Tl5ZLaiDojtQEO5VsQ2/vtLbcuLhloVQ9vi+rSzW0wGFm1tOvAQDIfAtKO5xFEhWFZgSOW/Q4P0vfX10J1iXfNHmkuXAkRnhFNMXSQ3FokPDyo1dc/+xqI4F8vOH6547K3CkqKtYu1jz7Dqc5ae7kXjO/V4iFnljyoT+VU55ATAff3LEQb6BS7+/1XqrQ3//ak8M3oG3YaWTT4Sy41w9Z7KDZOZxYmlugv9vuIq1Nk3N1guZFep2ERSwpZgLSPn0Ns7wBCepIQbUprgO9s9PasrK0ZRFw3ENeUbxAs4xnjnnvHpNTbSjtcNUhc2gqBDIZP84oP0+FshNSERTNFo80Hw6LrFdEUyw9Mg0AeObza65/dkXlUOCCT8mevZX6n1df9i4upVojyKKOOOefmHBaLqg+WI21Wi8ANht8aF6Ba6Ki9F8gLut0m7383HAdMc2GCRMCMsGG1Y1EWrLRtEeLqbB0ajmbO91r/7OxcyGnE7R7bmpOoNOhI9KCRjE5yPuIwZxoQoqNZlFIcV1onZ3WjJXrNuKgx+x1XaLNVienvI+TlFNdKJ3gCzb2o6nFe/F245E/Qe+pqovxkIeh2U4hHdKwALeIpFg68z2L4GHgmcfdPzlVPYW8EHyW0dxdtFLk2lXvTJuVRhz5hL9WtKSYRBIWNB9iAZ2MOzEbfJBnQdBR0fZO3I3rDVRsGn+3fHG4H8WpBJ7JRidNN50GLPAjxeCZGhVL2RkBAnRUdpU+a7ZSSAvuCRsu1bMs6eFwb6otDhI3eI57+E0W3n7q5ZE+UxS60Lu7xNJ6HLOxEkSoUD3eJxaX6DU+e7v3Sl8WuyMLdL9QjDjkxPjWoNwJGltb3QhW4Dc7ItJidCzdhyGSYikpJnFWvIxnXnP/hqtaEvJS8L7X6bsmAQCrN7y7AKsqh0LS/8BAETo03fuFPlRiSTL7tuxY+vrq5r+Xl4ZbpBurdEXLTgTvXhyWdIae7+bq8NebZdBrn5cSKMRqqNR3Hi+doN0TNmETS0qbh7xPq54P//F34Hdf+7aRPjMldKHbO11TNyopzKcqkInmeRHH4vVeq5M7vW8bIMuAgRTaRjgshdtpGkmkXRBL2RMZEHRRDbaGMpq2jLTExFIouX9hA8/UTrlejKvalpGXg7+5kmISk2QDa+venaKKFowVTYzpUH0QS04atFOuIEgK6RbKfVp2XH5qy/W2vDKcu7C+SnfnmULwInBY0ll6HTsNRIfB1Onky4kJFJIKKs2dx9u0JVcn6LCJJbUjQHLRcgYAKQHQkdoxb64oWcynFchxDWqfVihuUlyjLr/CLT6IpV5Cc9A1iPqhWBzS/Pib8lgihixpoFoLzsrc0lowISAdbAK550RXLJ0DKnYBy9+44dpn2l3aHT6fDYdCnuMrWK14l81RtUQUArCiSXEDmuG9VcQpT+CUKwiSQq7bt2XH0kW6uzzDvYar5eHSiBsles4yk8GLwGFxGoYeRizxchIFQUVF27KItI02dIiuTtBhE0tKV4SccncuSqWADhI7Gh2vWBM4NmlASphQDG/j+4obcUzHNnzJNpbT9DuU9fDV/2m2BMguBUTn4w1Um8HFZTrWYsd6fFSJrlj62zTO45nPDS+W/uLfPI33zn0L3Xb/CUhdV9FGEnkfG8vux6zYxFrTuxpIlVYGedn/oDwxbkKzfBBLCj3PTgZekBQK6Nuy4/ISDbK/b7aIZWW42mGbYmk6+OMaFqdh6CjtNBw3HCcmUBANVMytbDqlSK0FaRc98ZyY2PG9QaPaImTJXct5qvcT6hVqUTZqBip2AfOzNuSE6XkRx2KN96XVCQDIWTrH+NEceFSUtoB0yh2rYT6poqoGt3FqrvXuxWxk5cRQRPbo7n3vacTQwTNfH/5G+NKnGvjM2htQv9Y/qNlpp+B0iQ+auZyONSPnyWdTK1oWhZz/C4OYsKD6UFk3VGKpd03tbtmxtCZiMbWKk3MWrrXnBgr57dTLVOBm5wIuTT4CTsNQp4HoMJgGFQp8mkNBbqFibZmRHGtBOuvevcrL9Jp0LFpBYikWLPCQXN4riRKd8vUaFa0rz9KGx/Mn4pA4C6rHRRyLqoQZ0Z84STlHxa8f/e5Gpdlxz2qYF3RU9eDmuOY6XYMd6/FRJbJiSZwUcQd3Bc9cGj41tFSlE2v5cr3v89Vr9CbOT4fjpM9OtrHamfKkSaK6rqIFLhArmpRsQWv5IJZ61nenXEGQFGbpIlRZ3rlQLNULOJ2vYeEUQQscii+UDvysRoW6iTKzwR/XsKSn6GTeHKH3mGVuE0vZDirdrXpgjjtPdlEshcmypJZ6x5d217WR2i2WXqoBAOZvSflSxLFoZDGT9acmkFyg91woxZKLAdF50UTNCm4uaJbo+UxHKIbyMERWLAHA/XNreGbjxNCvL9XpRLB7wXJwqqDmZ4O3RADA3DyBBR61q/3F3ThUr1LrWhBWNJFrQWv7I5Y4mEgIwYvfwjy9pra37LC7NpaseSzOGVi4nYr+5aeGEEt1KiKCbskzCulpenzN6vDxQGZvjeNkDoUCoEPcdB95MUFzEv0sR6QFibpBj1NyWyz1qtk7BVtXXqFz4bG7spCFNlQPxZLdtVHsTGJmwp8EmvQkPRalGq76P05AtOxSVYN8uoVqO8C+cD1rsWM9PqpEWiw9cLaF6515lC4M1xKkpFL1Xb7WP+DPqYLqVEUNmtkTdPJePe9+y5PKVVqrJwgrmsh1oPpQWVfTCUQSjniFwvFeYcXVrV3u2vPrMJDC4mmChXtzAIDlFw8uQtpoUBEo5MIh6ofBaRjarA0vlqyeEYqTORSchqFX6MahuUF/Rzcn6DCJJSfORna5oGpKpp+n1+mPu3KFCon5eychCV0oI1ZZH4XG9QZMCJiZ8ewrdiBPhFMsbcXbuSOE85kuql3/ujDsxrEWO9bjo0qkxdL9D9ML5Jn/eXWo12+Yve7va/1dAU4VVKcqatDM3UInrrVX3K/i7VjRCnP+X+CS0IHW9T5DTTNCJJZO9q69bS07Ln+Dtjc5fY+IhdfRFWT5lYNdBvVmDBniXWV3L0jP0XvKaSA6DKZJ+2eRGEFhhgoZR+Q3K/R3dKwHbhAmsaRW6HUgZdy1/IqZnlhq0N/vxnUbPAzkF3OQxS5U27uN4tqLZQDAzHF/3DXyFD0WpR6O7EaHrXg7d5bfXA4wIWxaXf3GsRY71uOjSqTF0rn3ngIAPPOV4RaOUjsHACgX+5uBqxv0pOcXwuHecKrcrr7mfuprZaVnRTvmv69bFLrQut6LNNWIQ9ynt5afFE7nAOxs2bH0PL1uFx+aQPZEBmk0sHzt4N1mQ40jEw9f7Zj94GQOCbRGaqdhWgAPev4Kcz0Xes+N2exZC9ycoDmZWqks9zqoHBonzsaJu3GLVIYKFb1J58CVUhLHEkWQGIEkASrkoZIMDsNmq5OT/mzQ5Gk6t3nd725U3I63y0/stLr6jWMtdqzHR5VIi6XCLXmcjF/HMy8ePKGYDRMNUEuU00B2N5UKEEcbmePhaLo1e/cEAGDtmgdtXXpWtMKC/1Y0MWVDtb2/sTQzERqxJOQEiFB3tOxYepmeg1NvngeJESzwRSyvH2wpaegJZJLhsJgNC4kRpImCpjK868FqEXCkd506bsyeyPdigk6KPctSCMSSWqPH7blYqouYF2v0u3pTgbbhTV0ip9XJzK3+bEalqZ5YagZvKdyOI4TdirfLT1FroZOg5DeOtdixHh9VDhRLhBCBEPI4IeQ5QsiLhJCP+TGwYbl/+jqeWZs78HXlV7cqJZcr/Sfsaj2GHKmP1MXbSzLHM0hBw+rqwa8dlUqpZ0U76b8wlCRqNu5Y3prHNSsBMRGCla9HIV7f0bLj8nIc87HVzdijhUwNy7WDYw/qBo8sF2yX8cOQjqloasPvpk2LgCf0/Dmi3nGhN3tB7ulZ93LrY4kYkrA2A8uDROmJJangrrs6laXiyynYekPNYT5LrZRyhi4HTnC52xSv0XPnR6sTgFoKOZhohsxj7cTbuSWE87P0GqneCKb4ZqNB3eV8Jvjiv14yjGXJBPA227bvA3AOwHcTQt7o6ahG4P47DbzSOrmn2N9uSq9umSgrjf5Bk9VmAvlEeO4sEiOYTWxgrey+j79aBRJoQZ4NwLK0qzCeV2itJMRkeII7C8kmKsrWuVwqpbEobWW/LUzqWDamDvychiUgI4RgRR+RdEJHUx8+YNlqxcDHepalxZ5VuCfym00ghg5SBXfjJDhYobAsKT3LmTzprsvKqWavKx3YXRsrrSnMT/aEmccVr4trNmLoYPL24YqvuoFMVChaODa/Dm7H2zkJSU6Ckt80VWo1PuocKJZsivNLJHv/hcauef9bRNiI4bk/vbzv60pXtmI8ykr/i7Sqcshz4YoFmUvVsFp3P3CuUoshT2qBWNFEmX6nVztYB62dhJgMvs+fQ0HQdrTsuKxM4fTUVoHUheNdbNiTB7pBGq0UMi5V//WTdNJA0xhe+JutGDhCj1OelZFAa9ON2VQI0lBcv3450oLVCn5xVZs0zkaadPfeT+V6YkntornShAoZx+bpdO4UcXSCy92muBHDVKyMOOdfuRI5pkEZwZrpB0qNXtNuxdvlj1PrarUYjMpvanGkY+FrKeM2Q8UsEULihJBnAawD+JJt29/ydFQj8MB7aJ2lZ/6quu/rSteo6j4Zv46K0f8irRpCII1l92M2rWFNc99VVlUSKCSDsaJJaTp5aRVvd0Jah4e4T9d2vymIJioGndgsxcL1zhwWj2+Nb+EWKiSuPbG27+fUOzKyIWj2PCppzkJzhArRVjsGPk534SRGUCA1VGq9hrxaDGkPgtzDIpacOBt5xt0S3qk8Feu6ZmPleVqSZP4kve6krLcVr4s1HjPc/vO028gJA4oPfShHwYm3c7L1xsVJSHISlPymqSeQToRr3fSCocSSbdsd27bPATgO4PWEkHt2v4YQ8iFCyJOEkCdLpYML67nF/AOzmCIlPP3c/oeysUon3Ttyayib/V1PVUtCXgyBDX4bcxMm1iz3zdYVlQ/MiiY6YqnqrStJ6/CQhPCkDRfSFioteu0tf2sVNmJYvG3LLbVwV++55wYvKHbXRsNOIyOHxrg7NDLfgtIa3q1ktuPgYluisJBsoNKkC3tTSyAdd3+C5kgLVjt4saSq1M3odhyI47bUNODGizUAwPxtVJBtVrweocr6KBSb/rU6caBiKVyVpZ3sPLfi7XInqYu6Vg1mTmgaHNLJ6MVQjspI2XC2bdcA/DWA7+7z3G/Ztv2QbdsPTU0dHHfhFiRGcH/hKp65vv93ltZtEHRx27yKSqd/EG2lnUEhE64d++y0jYpdgNlwV1hUjRQKqWAucKfWi1fmfgetK0AUwpM2XMh2UenmAACXH6e7+tP3bWUGnXyAZj8uXxxs0jYbJlrgkAlHwuZIpFNtNNvD76bNdhx8fJtY4lVUVCoemkYSaQ8yAjnShtUKPklYUQlkD9yMcS4ODiZ0HVjplSSZP0PnQ6eIo5OJ5zZFM4uZrL8WCJmzoHjc725Umk2AoOtaG6Y4F0cGdVRrwYj8psUhzUcvhnJUhsmGmyKE5Hr/TgH4LgAXPR7XSNx/q4IX9dOwlME7olI5hgKpYmrCRs3OoW3sFEV210bNziKfDc/iCgCzx6gVpviiu1W8K5aMvBSMFU3K0Z2eVvc2+Fq1RYhCeCwwhQJgIAW9omPpBWrVW3z9lsifv38GMXSwvDTYGta4QV2nmWzw1o9RSUsdNLvDLxBWJw4+vvVbFFLGpgu9aXFIc+5fv3y8BasdvFhSdQLZoziQFAzoBsHKVToHzt9Hr0Fpglr9lLr7G0a7a6PYnsBMwd/NaJpvQWmFK0tLUeG6EM7Hm6g2gnE3NlsppIXwJNJ4xTCzwhyAvyaEPA/gCdCYpc95O6zRuP8NHFrg8OJnBwd5l+pJTCVrKEzQC3R3v7XmShMdJAJpLLsfc4t0Alt9yV1ff7UTnBVNzHovlrrtLgykNjPvwkBhit5ulcs1XH61iyQszN+/1fshKSYxHy9ieWXwpFdfoSIrOxF8v7tRSUs2mvbw2ZdmJw5uu1iSLVQsaolrtgSkBffFEhdrwwyBWFL0BKS4N5bfVKwnllYJMqhvZsQ6MTSqB0UclTUFOkTfWp04yEIbig+tlUahqcZcF8K5pIqqGoy7sdlJIR3BhJNRGSYb7nnbtu+3bfte27bvsW37V/wY2Cjc98gsAOD8Xw+2vmwoKUwJCiZm6CJTvrxTLDmNZfOT4QoGnL2VTmRrr7kXX9SxOqjZOeRzwVhdxBw1i6se7GAdnLIEoRJL21p2LK3wOJW8sSczaEHcwHJ5cCxDo0iPK1OIoFhKAy1wQ7uUrW4CfHKbWMp2UOlQ/2Oz7c0EzcXaobAsKUYCcsIrsWRCt2K4scFhntuaM53MOy8qXhcv0DTGmWP+XrdyqgOlG642HF7E2+UFDVU9GFHY7EhIi+HyyHhB8LOCC5x8Iy1KeW1p8ORZMmRMSvpW24RrO8VH9Tr9Oz8drmDAubuoqWv1ins+4fo1KgwdK5vfOLVenMJ4XqCVe2JJCo+7yunDV7muYamSxWKmvOc1C3kFy8rggP7GOl1AM1Phci0Mg9M4tLk6XJCv2UmCi29NwoW8jSYyaGktNDsi0qL71w8X78DqBL9hUq0kpKQ3bvJU3IJmxrFSlzEvbW0anRiaUVrSDEvxZfo9frU6cZDFLpQRXL9+oJgJ1+Pt8ikTVdP/47S7NpqQkY5gwsmoHAmxlCqkMEHKuL4y+HBKVhZTWQsTJ+gFVb6+82J1qp861VDDwvRdkyDoYm3FPeVeuRKsFc3ZwWqKd7sRpyyBKIfnEt/esuOyPovF6b2m+IVZC9daswP7c9VLdAHNzoTLtTAMToVopzfWQZjdBPjkNrHUE/fVpRqatoy05P4EHRaxpLQ4yB7EZAGAGLegWwms6Hkcy2+dizgXhwgVqgdJsn63OnGQZW/73R2GpslBdlkI5+UWqi3/CwzrFR1dxJEORztVTwnPSjImx/kNXN/ov4B0212U7QKmJroonKAuDqdtgkOlV/3UWdDCQkJIYIqUsVp071Q5VrTCbDBZImKBnien8J4XOGUJnDIFYaBwks4oSxcNVOwCTp/ae/wLJwlMCFh/qb9LuVGmcV6ZmXC5FoYhne/V8SkNt6u27CS47WKp58Zcu1CFBd6TCTosYklt85A8qhGWSrSgtRJY6Uxjfmrnd0hEg6K5vyxstjq5I+f6Z++H1/3uDoNi8UjzLoulTAfV7sGtktymuUbXEsdqfJQ5MmLpRKaO683++dTVpRq6iGNqmmDilhwAoLy+c5Ko9v7OnwhfM8BZvoK1mnsWL6dze34uGOuEY+7XPJy/tBqdjEIllnotO556ji76i3fuPacLd1ARtPxU/1pljSp1PWXm3C1W6AdO41CnN9ZBmN0k+OSW9cgR91efq9HP82CC5hJdWN3g48GUtgDZoxphqWQL15QCWuAwf2znbyjHdaiGB2JptQuCLqbunHD9s/dj05q5Fp7ODM22AFlwVwjn84AO0fUSMwfhWInTufDMs15xZMTS8UkD143Jvs+VXqkBACZnE8gcSyOGDiq7wkWc6qdBNJY9iDmpibWme4ujUxbfsbL5TZyLg4fhi1hyyhSEAXFSBAcTT67MAwBOP5Db85qFs1RQLb/Q2PMcANRrVDxkjkXP7u30whpWLFk2B57bJpZ6Vt+rF6llKp11f/riE12YneCvGbWbguxBTBYApJIdXGkfAwAcO73TuizFTSgj9O8blmIphglSQULwOcA7SxfxYa2ZfqB0UkiLLoslJ8t7uf+84RXN9V7CyUTw94zXHB2xNE/7ahm1vRkkpcu0Ns3UCQGxBK23VK7uPPRqFYijHUhj2YOYzRlYNdyraVBZp64cp0x+EIhEh+phg0unLIFTpiAMkBhBIVbDy61FAMDim2b3vGbhdTS3evnV/oKi0QB4GJHs8L0plirDlYwwwYHbZllyemBdvUIfc9x6bhIay5ItQUp5EzQr8m10QI9x/rad852cNKCY7t8zxSrne6sTYKvfnbIRngrTza6EtORuCEJ+ip6z6rK/LaycjY9jNT7KHB2xdIreFDeeLu55rrRM1e/UKTrZFhJNVBo7J8RqPbjGsgcxO9nGWmcKdtedyXNjnX7OxK3BFZUSiQHNA3O/g1OWwClTEBacfnwZ1JFfzO15PncyCxlNLC/3vw4bSgwZEkxPv3FJz1DLULM63K7aAgd+myYsnKJW36tr9EEvJmgu2YVlByuW2kYbJoTNeBu3SXFbC/X83TvnAJmzoLY8EEuKiBnR/+tWztNj8arf3ah0210oSEN22aifn6HznBOP6hfNMrXgOxuho8zREUu304n4+vm9u5eNFXpCp26lLo4JXkFZ3Xlyq80E8olwLkJz8wQtcKi85s7OrLRBkCM1JMXgdgNS3IBmeufndsoSOGUKwkKBp5PZ6dRqX2FOYgQLfBHLxf7jbqhxZOLhCVYdBafoYbN+8K66bbTRRRzcNq2bPZEBQRdXq9Qi6sUEzSVsWPbO+8Lu2rj82LLr3zUIdZ1eI5JXYmlbC6C5+6Z3PCdxbU8qXpeMNKbT/lt3vO53NypOoLnbyQlO/Gl11d/f2LESp6eil507KkdHLN2TAwBcv7RXWZeKdHKYvI3uogqijoq+M+utovIoBNRY9iBmT/SygF6quPJ5pVoSUwn/TeLbERMmNMs7sbSxRq0XbnX2douCSCezxVxt4GsW0lUs1/vHztX1JLLJaIql9Bxd/ZXmwRZSJ1B1u2UpzsWRI3Vc1ekC74lYSu4VS3/yD7+JW/7WAq78zXXXv68fyjo9v3Lam+k5xdPff4qUwMk7La+y0IbqQcXrjXYOk1n/W2I4i7hSC6bCdH15V6eIXqC5E3juFrl5up458ah+8ezjFhJoYe5s/3jho8SREUvH7qcT6PWlvTdkaYNARhNCjt44E7KFsrVT2leNFPKp8AQBbmfuVmqzXb3kTvBeSREwJQRrRRMTFlQPYiMcPvflNG5PLmH23umDX+wjBZlOZovzg3eAJ6d0LOv9G0M3DB4ZPjzxF6PAZ3gkYaE5xKVnqfQ+5vid1rdCvIFityeWZtwv89FPLP3PT9PNltsthwax9DjNhHRaHbmNU9V+nt+7+ZIE9ytet7QWqnYeU5P+Fy6UJ4MTS+c/9TJyJ7P4D9//5c3HnEBzt7PHnPjTasm/47S7Nv7gyVvxXVPPInfS/7IFfnNkxJI8KyNHarh+Y69rY6OW2GFJ2d42waFqSYE1lj2I2dvpWNeW3BFzJV3GlBSsMJSSLWgexEYAwMalMh6r3ou/87qroYtBK2Spe/D06cHjWjjeRcme2mzZsp2GJSDjQU80v0gTBU314HNiNukx8sIuscRvlZf2RCxxNFbKoWN18MXlOwFsxWd4zeNfpCLm9T+06Mnnp3paaD69d/MlS12oLoulyuUaAGBy2v97UZ7uVSX3oIXLQVx+iq45P/Ppt+KPPvJ1AFvZY07guVs48Y/Vin+C9JufeAFXO8fx/u8LRzyY1xwZsQQAx7kSrm/sNc2Xmjym+K2JYaJA2yZYytbkV+2kkU+HsxmgY+JcXXbHjE2rmQd7gYtcG1rbm+Drz/zqS+ggge//+z537RyCQi+edvHuwQv9wi1URF57Ym3Pc/W2iEwquh2+0zENTfXgXbVjWdojloQtAem49dyE52n/Oqfi89O/fwllm9YGUqr+/O7feobDyfh1zNzT37o4LimR/qbz+b0WSlkCVEiuVrx2SrdMzfufbCHPUKv8MK5ft6n2so7v4Jbwv3/8Qfz1v3tmM3YqPeHub5EUk5CgoFpz9WP35ff/YwUCdLznn97r35cGyNESS+karveJ9ShpEibFrUm2MNlrm3CF+pO77S5qdhb5bDj728izMkSoWNub6DcydtfGRreAqUKw5f9Fvg21403w9af+XMBiYhn3v/9OTz5/HCan6S13+nWDi/Mt3EVFwPJze90+jY6ErOxdTz2vSSd0NIeo42MqPTecsHOKKshU5HMw98TbuIETUN7S6Pd//r+tbz43bBbfuHxrZQFvmPcuoNwRS8dm915HkgTYiPW1ah6Wjas0TmfyuP9BwJzMIYGWJ/3uDqLSc4l9/i953Mpfw3t/7jS+9jl6T3sRb5ePN1Bt+FMcsmN18EcvnME7jz2LzPHw1Sb0gqMlliZ0XOtTmLJkZTGV2bKkTPTaJpQvU7HUXGmiizjywWXS7wuJEcwmNrC6Mb7bqna1jjaSmAo4lEcSOtA8EEu1q3X8Rek+fP+5y6FzwQHAD/6Le/HbP/5V3PHdg10sC/dTIbV8YWfCgd210bDTyES4aaWcNNAcIlbN0uhCw6d2iaUMfTxNvFn9HLHkWJ2/8MQETiWuAQCUuvcitfhCCVc7x/H6+7xz+TlV7eeP753+5V5VdLXkXhLBZumWRf9r2JEYgUxUKEO4ft2mUqa1+06++Ri+8GUR6ZiGf/LowwAAecIDsZRUUFX8sd499u+fQ7E7jR/+IV++LhQcLbE010WxO73DvWZ3bWx08pjKb+0KC3P0QnXafjiNZQtT4S3ZPpeqY60+foxG6WW6s5maC7aImCjY0Gz3M9U++6vn0QKHv/P3wpmdkV/M4YO/89Z9hdyxB2ZA0MXy0s7FWa/oaCOJTIQ3cmnOgmIdPKEPtCzlegUpPSqf4ASUW2oLldeq+JZyF37g/tcAAM2G9yL1W79/GQDwhncUPPuOVK+59PzpvZYeKe1+xeuNVXouJ28JJghYjnnT7+4gKjVaAJnECE68YR5f/LSKHKkB8CbeLs9rqOn+lEr5/U+okNHEO3/xnC/fFwaOllg6SW/0lWe3TOfqugoDKUxuWzsnTtALtXydTgjVa3SX6hT2CiOzGRVr2vir5GY18+PB1h8SUzZU2/0J408+k8Tx+Ape92N3uf7ZfpEUk5iPFbG8slO8N1bodZrNR/e2TQstNFsHu2NMtWdZEnf+BoVeW4d0wpsEhe1i6S9+4wK6iOO9PzGBGDpDZfGNy7ce0xFHGw/84K2efcfiuRySsHDX39ob0yf3srTUsnsZl07plqCK4MpxHYrh/0a40kggn9iygN79nlvx5//5Gj5051f21Ldyg3zKRNX0vlSKpVj41Ctn8d7F55AqhKs0i5dEd9btw/Hb6Im7/vxWSuymJWV262Zxur9X1qgFqrpCJ978bLgKGG5nrmBhtTV+E8rd1cyDQpJoIK0TG+IGzZUmvrh2H77/7CuIJaJ9aS+IG7hS2um2aKxSt1wmH14L6EGkU2002wdPsJZOrWp7xFLP+ptOelM+YbtY+vznOsiTKt7wgbuQhuKLK+dbFzK4N/XKZrNpL3jgR86gUe3ilred3POcnHO/4vVGOdgiuHLCRNPw/7srKr8jexMA3vShs/jNC9+OOOf+PZyXLVRb3rs6v/ivn0XNzuH9Pxbe9dILor2i7OLE2RwA4PrFrQu09Bp1sW23pEycpubg8jqdkKtrdGLIH/NughqX2RkbNTvXt/fdKJRu0GN1qpkHhdjTam4Gkv7Zr52HCQHf/xM51z4zKM7M1XC+fmJHi5tGMfpNK9NiB83uwULd1Oi9yaV2iaVZav1Nc97E9DgxUqbSwhcu3463H7+AOBdHOq6i6bErp9vu4onqLXjDYsnT7wGwWXNuN1Le/YrXQRfBlTkTium/16BipFBI+VcTLZfuotrx3kf/+/+9hQKp4Lv+0TnPvytMHCmxdPyBXmHKy1s3+sYyjW2YOrklhORZGQm0UOkZoKqlXmPZE+Frouswd5wuGmsvbIz1OaU1ahKfusO7mIhhECV66akb7omlT32aYDZWxJs/dI9rnxkUDz1oY8OexPI3bmw+Vi/SiTczGV538UGkZRtNWz6wz+GmZUnamTlXOEatUmnBmzR+J0bqic+sYK07g+9+O71f5LiOpuZtz7iLf/7/tvfm0Y1l933n92J5AIGHlQBBgiCLVcVae6nq7qruai0t2T1qbZbUiqVIcsbWWJ6xZFuxFcd27MSZJEfxjOWJEtuJT8ZyLI/j2HK02GpLtiTL2lpLV6uqu6ururo21sYdBAgCBIgdePPHfY8bdhDAu0D9PufwFOrhAbyX7717v/d3f8strMOFxx7Xb1jWHI+12oqdIJqywGfRIRxNRZYKSBV0EEt5eTN6sxd43ApScHTUWr+bjZUNPHP3JN5z5BVdy2XpwUCJJWfICQfWdySmjMzzm9W3fytjNzMwDBvWsLrGu78W5QOiZ5+4nrOjU3wluNcswruzmeuFXU33n451ZuWVjqbxdwsP4t3HrnXFxN1rTr2FO9md/+Lc5rH1KF8EuEb7109AloEizJvlTGqRU8WSZNsllia4VUoe6k4YvyaWnvkS//fNHz0EgG/7pXLdFUvPf3EJAPDY02Nd/T31sHu5WOpkxutIWobPrl+JHtlaRKoLJVwaESu64HX2Ls2Hx8vnvfjdRIMz2+fLv/Uy0rDjAx8Wd67sFgMllgA1MWVkaxURWeIPvf+Qe8d5XlMSsSRXxrEYYEYe9hF9/XjqEbqPb5stXNvbCi2yZtK9LhywFb6cXuvMyuurv3MRadjxnp/ucIVKnXjw3QdhRh7nv7f191mP8XvZGehfseRQQ9OTS/Xv41yaL2AqLEuqv6HD1p08Ydq231fn78MJ6zWMneRO0A4ph2Suuz4az59V4EKiblqJbqPVUtxY79wkH8074Xfql3XeYSsiVertM1PKl5CAC15P79J8ePz8WVmb7V4kwmc+a8SYYRmv//kHuvY7RGXwxJIcx3x8a8KMRLgQ2p04a9iawuqGWqk5YYCHJYTMy6MReohn892+xdgOu7OZ64XNwR/sjbXODKKf/2wJw2wVT/zCYDzEFqcFDwzdxPnrW/dyIsYnMOeYuKK+EVpNrEah6fkcn2Qk+05Tv2e/G0YU4XF3ZxLSxFISTrz15NLmcdlSQLLQXbH0wzt+nPbO6Bqc0OnyIEpZQaTshc+jXyJV2VZGqtxbf1TNuqNFb/YCLZp7bb47BeE3VjbwleWT+McPDob1vlUGTywNpzGf2Yoai64Z4TesVgghry2LWFat1Jwyw2PWt7BsIzz73RhCGvNze5skImk7/DqaxDU0R9J0Yu/767n1HL589wG8+/BlmKzd3SrpJaf2RXB+7eCmf896gv/rHO9f65lDjeTTamTVIpdRLUvyTrFktpnxzL95CR/5vWNdad92h/K3vN+9+drR5a2cdDSNi5lDeOyYzgWu1Si8TmW8Ti2nkIcF/u5UbmkK2Q6k0NhPrpNs5u4b6d145BlTF/9L3XEqP/+ZG8jDgqeeFjcQqpsMnlgaLWGpPIJilm9ZRNYl+KRKS8qwI4/VglqpOS3BI3VHjXcKZmAImcOYX9mbo+LubOZ6YXPxSbATYunc/7iGJJx4x48PVijrqdNAXHHj1rd56Yv1dcCKTFfKfPQKh5e3PRmpP6BrliWLo7Kvb/+3pze3xzqNJpYcWMdr/o/7No87bCUkS92bJF787AxKMOGxH9F3IjJKRgwhjY0ODYda6hbfqH6LGFnufAmXRsRme5+7T4vmXgt3Z8vz7FfjAIDHfuJgV75fdAZPLE0aUIYRy5d4+G1kwwb/UOWT73WWECtxP6C17BA8PQzxbJeQPY75ePsRe0pZQaTkhV9Hk7iGzc0HkU5E3Sze4APT/ocFrVfTJqfeyqM7zz/DI+ISSQOcXSrz0Su0AqLJ1foDei5bfRuu22g+Uv/L2Ks7on1kWxlJpXvRss9/hYfmPvZ+/fyVNOyscxmvo7f1T4KrlXBJhXu3II4tcGGmRW/2As8kX/zHo90Jfjj7shWHzLcxfEjfSGq9GDyxpCWmfHkVABDJOuF3VAqh4WEgDTuy8SzW8nZ4bPo5IDZLyLuB+XT7N2pqOYUcrLqaxDXsw9xknE7uXbiF57h1KnB0sMTSfe84AAuyOP8Dfm+up01wmsS2gDZCC01PxupbFPPq42hx9naSdQW5P9jbn9rZPocDyGJo02LdaZ6/YMGUaQ4j9+n/cMrGDDYynZkaInf5lr9vQr+gBNnZ+RIujdASHmvRm73AM6Uu/lc7H/yglBWcDe/HmYmFxicPKIMnltSosfkrfEUTLbrhc1UOzF4f73rsVhyxkmuzQKfIhAJFLJQCKBfbexi26sLp79dj9/HBsxOOpOFlBQaUBm7FI8kSTthncH6G39PrGTNcZv39zfaCVhMruVb/ecupO8W9zuUy9boQnvujV/C/feo1O47LqptYt6wTzy9N4LGxucYn9gDZmEUq25kxIqolwT2oX6i57OZ9SUV7t3sQW+H3t3eqd/22OC0YQhprXQh2nn1uAcvlAM6c1n9XQi8GTyxtixrLp/JIwAW/r9Kxb3iUD8KRmQQSirNr0TWdJDTJUIQZK6+2l5iyWjZzvfDsd4OhjGhk73/3cNQAv2F1ICM0Tu1fxQvxgygXy1jPSXBK+vub7QVNLDUSybkcICGnS4Tqmf/9/op7yeHiQ2VqpfNidfniCmZLITz2sBjWbbsp17GcUlrqFt+0uyPf1w6yp/MlXBoRW+XjmntfbysluA3rWFvv/Dh49rPcb/LMOzpf065fGDixtD1qLHqd+wH4A5Xd9Ab5NtDtl+JQYICnD4wSoYO8zXMvtSmW7lZmM9cLo2SEl60hsrr3WzActyAg6Z87qhucOm1AEk7c+PodJPJDcFrFmFDbxTHG/X6S6w0yeBcACeL01aFaJ5Lhzoul5//yNgDgsbfuvfZjJ5ClPDbynXFMjka56HUE9YvglLWggmgPxdIagwuJnkfneswprKU6b409+90ChpDGA+/uXoFn0Rk4saRFjc2tSIjeUi0pwcqbZ3iCC4abr6hFdH36b001InScm3TnX20vT5KWzVxPk/h2/OY4IvG9P9jhlB0BW387Ptfi1Nt51Nf5Ly1hvWCDy9a9Uga9QJIlSMgh2SBCPpdnsDBxxJK2ldMoiq8dnv92BiYU8NB7xZiI7JYCUh3KKRWJGeEzxHTNYaf5yaXivXt2YutGeE3dy6RdC4+Uxlp669rFbq7hD/7xd/DKX9/Y0/eeveHFKeeNe67EyXYGTiwBW1Fjkdt8Aq3mXKhlAp65xf8EnhHxb4LQSV4CY/5meyukyDLfb/YfFsMR2m9NIbqx99w14awbAVfvnDd7ybG3H8AQ0jh/toj1sh1Oe//7DMhsA8mN+pNnviCWWNKi+DpZYFbjh1edOGG7gSGvGJnZZUsRG6XOiKVoUoK/SuqWXiL7+BiTivfu2VnbkOCVer+A8wxlsZYbwo2v38FHH/wOJqYlfPRzb8Anf2257e/MrefwYuowzhwZTOt9swymWFKjxiJzfBXo318Z8jt80A0AmFnm0QpaQi+R8R0ZhoRc24kpIxGep0eUsi5+OYNIZm/h2EpZQbg0jIBXfAf9djBZTXjIMYNzMx6sKw44HeL71jXCYUgjma7vV5ErGCAZxLmmDp8axdcg5UE7XIpP4GRotePf2y7yUKlmeZDrX7uN5GLziTOjG0PwVUnd0ks2/eQSvRNLsfQQPNbeL+A8ch6XMtM48tQk/ujSGbzv0IvYb5pFZL198XvhczwZ5Zk3ij9HdpOBFEsTo0UslgIIz3Ozq3+60sluyDsEC7KYWecOa96Q/n48jTCYDBg3hTEfbs8KFlkzwW/U1yS+HZ8zj0jevafvSC4mkcUQAt3JUSgEpw6s4VzyCEowwSnGDuqecJgySGbqb3vnCwZYDOJsOWrWiUZRfK0Su7mGFcWPY4fFsRjabWVslCvFUrlYxqNv8eJ33vdC098VyTqqpm7pJXKALw5TyR5m8M7b4bX3Phjj1MkS/IZV/KvXPYu7Lyfw6euvx7QzguhG+/Pb2b/lQv7M+6c61Mr+ZCDFUmjSgCLMuHyFgaEM78HKbSdmYBg2rGG2GAQAeCa6l3Cuk4Rsa5iPt2cZiqxbdDeJb8c/XMaq4mk7FQIAhK9wJ/7AuPg+Z+1y6owRefCVocvT/4+sw5xFKldf8OeKglmWumSduPL3PF3AsVNiWHuB2uVBwq9EkIALdxebf9ZqpW7pJVa3FQaUOlbCpRliBQe8jt7fv7/4hTdgqRTAx7/7Row+yA0BPkcW0Vz7DvZnXzBjwriA4MOjnWpmX9L/I28VQtN8FfjSrA8eFq8ZkeA1p1AG3w7QEnqJTsiTwvxGez5HkbQNfps4SQ39IwwlmLB2O972d4RvcPEX2De4JuJTPza2+drp6f/0CA5LDslc/W2BXNEIi0hiaZSLmWSiswn/rpzlTsDHfkScichur14e5M4PVwCg6S2dQrqANcUD37C+W8fMwCAjhVQDP7lOoZQVxBQPvO7OJ4dsB5+riGjR3fbnzy5O4MzYbOca1KcMplhSo8YupQ/Ab47XPG/YyoWDhJwwzpWNmAgUMF8cbasoZCTnhN8pTlkXLTlm5Ea87e8I3+bXMDDdv8VlG3H4qSnI4H4izmHxAxEa4bAWkGxQlDZfNMJiFEcsaQVmG0XxtcrVyyVYkcHkmWBnv3gPyA4uKjYiO9Mk3LnEOx9JN2cFi92KAwD8Af23/WVDGql0b9qRXEyiBBO8gqSj8Q0rSMCFQrp1C9/yxRXcKU7gzMP9nd+tEwymWFKjxnKwwm+tPbp5bVw4eAwJYfx4GhGaYMjDgui11h1CI0UP/B5xJiD/BJ8wo3fat4+H57jDbeCIuxNNEhKjZMTDrpsAANeI/glF94psLSFZrL84yZWMkIzi+PEYTAbISCLVYcPslVk7jlhnhUqoKruqlwe5e4M/a5Fcc45z2iLIN6a/wJeNWaQa+Ml1itgdbu32+sW4pr4RPretzrQezablADvzNjFygOnJQIolLWoMAPz22hEJw07+8HtMHV4udpHQQT5Zzl9oLTFlJpbBBmT4fd1oVXtoUYpassx2CC8pYCjDf3SwH+ZT03EAgHOk/7cbHbYSkuX61ol8yQiLSRxhDwAOwwaSG50dMq+sBXBsRJxIOACwq7XUNlZ3WqHvzPK+R0rNmUyid7my9OtYF05DNnWuhEsjYnf5fOId7Uxiz72iidXozdbzPp39VgZm5IXJAaYnAymWmIEhZOJ5JXyu2qG+XhffU/ZaxPHjaUS7iSkj19Rs5qNirHYAwHeA9yWy0H44djhigI+t9jxTbq95y3sckJHcLOfTzzhkBUml0oF4O7mSGZJJDJ8PDdmY6ah1IhPL4E4xhGMHxcknBdQuD3JnhW9FZmDDxkrjMTMyyxeqvn36O6/LUg6pfG8sXLEF3m+tSoTe+EJcrGritRXOXnXhpF2cHGB6MpBiCQBCdrVorLf2gDusGiM8Q+L48TQidII3en6mtTZv1oUbF2O1AwD+I3yFGgnvIRouLiEgxTvUInF5068/gkTBPhDFgh0OoAQTcuu1/SByZRMsgoklhymLZAetE9e+PgsFBhw7KdbWqt2tiqVdCTjvJLfuPa0odz2iS2rqlkPuzjWuTWSpgFS+N3/ntWV+X3vGxUhHo4nV6FxreZ+K2SLOxQ/hzMH2ymsNGoMrltyqCXikti+StqfssYu1sqvHyHEfTChgfra1iSRyR/17CFAXTsPitMCBdUSi7fuLhZN2BGz9s426FwymwXhcHU5+vZNLtX3V8mWTcJYlh5RDMte5xcaV7/Htt6OvFWsLWSsPsrGtPIhSVnA3P4bDZu7Doi2+6qEtgoan9a8YIDcRVNApYmH+d9OqROiNZsHXxGuzXP6bm9iAjDOvG2yrfbMMxuhbhVCA3xi+0doXeniUr6A8DnEcSRthlIwIGsOYX27tBo7Mq9nMD4jxAGv4TWuIrLX/MIazTgScg1nqZFBxuPkipV5R2lxZgsUslliSLfmOWieuXszDgBIOv2lfx76zE2yVB9nyGVt5NYoshnB6fBHA1uKrHtFVBjeLC1FPTLaWkGoQVNApYlF+34qSjkYTq9GV1p6ns8+EAQBn3jvR8Tb1I4Mrlib46tUfqj24aXvKHnd/lZAI2WKYX2vNQhRZ4gOfKHXhNPyWJKKp9iegcHEYgWFxMj0TjZE1sbRSW+TmFRMskljPpcNa7Kh14sotCw6Y52BxCrYNN8z7uLG+tYi88zyfOE+d5OOIVpS7HpG4GT5TvPMNbAOHvYxUuTdW9VgMGEJaGD8fzYIfXW3Ngn/2hwx+FsH+J0gsAQMslo49yi0o+0/VNnEPT6p14bz9kTZAI+ROYS7VmuiJrABm5OGaEKteht+ebjpvy25SyylsQEZgpMONIrqKw8u3spLROj5LigTJLJZYkoeKSJY6N+FeifhwzBvu2Pd1CnlEzVae3LJE3H2Fb7udfoqPO9riqx7RlAV+ixhb5LJdQQr2tvLTtUosYYTX0HrkWTfxmeKIxluz4P9wbgyP+W/3TVqdbjOwYunJX3kIt74zh8Nv3l/znKnHx3BEurU5APQLoZE85guBlh78SMwIn0GcunAaPmcOkXx75urwq9znY5BLnQwijuHGYikPSTzLUgetE8VsEddzkzi2T7wtZK3Qdmqbzrlzjft1PvCOKUjIIRJp/D2RtAyfvf20IJ1ElhsHFXSKWMoMrySGSNTwWZKIJluzYM7mApgeF+/+1IuBFUvMwBqaD+VRGVdzB/Dan3uwR63qDKEQD99tpUxIZF2CXxJrtQMAfk8JkZK3rRXfZqmTSbG2MYj6OPxaUdrq26dKWUEOFkjiBG4CABwykIJjT7UMNW5/dx55WHDsAfGEvlEywooMNra5Jd2ZNcDD1uAMOeE3xBBZa5yCJJp3wu8UI3hGy0qeCnc/TUwsbYXXIoZI1PDZ0ohmmhf6GysbSMGB0YBYCxY9GVixNMiEDqiJKV9qYnmnEknZ4B8SL5+U388zraeWW8/iHb6lljo52B9FkAmOY4T7cqTi1QMritkiFBhgEUwDy+pt1kyOoUZc+Tbffjt6xr3n7+oGdrazPMjdlSFMWXnuOr8lgUii/sVRygoiZS98HjGCZ2plJe8Gsax9szqEKPgcOUSbzLwOkNW+GiSW+pDQUT5qz19u3lIUyTngd4j1AAPb6sM1kbdlN/dCqZNBpFFR2nyKX1fRxJLDxYfL1MrerQZXX+KT9rGnxHSelQ0ZbGS2rEd31j2YcvPxxj+0gchGfStFajmFPCzwC5JDtadiqSDDI4sVdOJzFxEtuZs+P3ydX2uy2m9BYqkP2UxMeaP5Bz9S8MDvFusBBraiFaO3W9/jDy/xyXbkuEA1XIiGyAFVLK1XN/HnklwsSRax/OuaSXnQLFduGDFmWIZrUozw8t3IpgxSWd5fpazgTm4M+0bVElKOLCK5+ilItMVPvdQtvaRWVvJusFZ2wesSw6Km4RsGNiAjE2tuzli+ya2no4fESjWjJySW+pDRB/wwoNR0Ysp8Ko8EXPD7xNt/1pJktlMfLhwxwMtiQuRxIZpHkiVIyCFZQx/nN7iot1jFEkuym0/8ycjeLbRXljw45lrc8/d0C7sph40c7+/qjRjSsGNqir/n9xQRKdYPitEWP/VSt/QSWY3A3J2VvNNkYhlkYINXsET7vhE+1a/ejDd1PlntKyGx1IeYbWaMGlYwv9xcnTet2rQ/IN7l9u3nK5dm8rbsJrwmIWBuffuO0B8HS9UsSiusZUmN4turdUIpK7iyMYFjIbEiprYjS3mk8ry/Wo6lqaPcMd/vU5CEs25kmbb48QlQRBfYykqeqhFU0CnW7vDtK69PrLHWF+TXMnqruZqimtV+0AuUt4JYV5RomtDQKuZXm4tuiMyovgbj4llgtCSZzeRt2U04aUPA1lpBYUIMHMY0kunqw08+ze8Fy5BYw5PDxyfc5OrerBNLF8JYhwtHj3SiVd3BLhWQKvD+3nmZjx/7TrgBbC26tOLc1YgucCGlLYb0plpW8m4Qu8sFsDcg1liridZmi+mGIwYMs1Wy2m9DrNGIaJoJdxLzKXdT50Zu80gz/6Q4deE05FEZFmSbytuym3DWiYCD8oD0Iw5TBqkaRWlzKb76l6xiDU+b1ok9TrhXvsG337TEuSIiW4vYKPL+3r3Ohc/UmVEAW8W4tUVYNUSrGCD7uVhI1ojA7BSxeW5R846Jsf2osVlMd765LeTlmIRRqbYYvhcRazQimibkz2M+31yoSWROrQu3X7wQe2Zg8BtjiMab21LcTrjgxSiVOulLHOYsktnqiZRyG4JalgJ8sZHco1i6eo5bH449Gdxzm7qFPFRCqsQFxp27DC4k4N7HndE3/Qzr1IeLRnnFAEdQDEGoRWCm1rtbbzC2yMdab0ishanvIL92zRbTDads90yB8mYRazQimiY0zv0G1uebqP69yB8Q/yF3l1vVHn6pcd6W3WRiGSThRGBEPKd1ojGylEcyX10sbW7D2VoX0N1kUyzVSHnQLFeuAk4kMHYy0IlmdQX7kIKNsiqWwkPYp+ZYArYWXdoirBrRNSP8hlVhKgYMeYfAUEaq9XRuLRFb5lu03kmxFqbeg2ox3Uhz42U446IC5bsgsdSnhA7wiWb+xZWG50ZWFBhQ2nxgRMNva5y3ZTebSdOCYk2oRHM4rAUkC9Wdf3NpvlUiDYl1bauVAWmHK/MOHLPPCSMkqsFrqclQygrurrsx5Y5vvteMn2FkXYJPEsef0GAywI4NpLqclzcW4feuZ59YNThNVhM8bA3RWHP3XLjoRcDbXf+ufoPEUp/SSmLKyKoBwywGg0nMy+2Tcw3ztuwmfC0OAAjs61wVeKJ3OIaKSJaqi6V8hk84FrsYOXo0TFYThpCumfKgWa4kgjg2JnYUp90OlGFENp7FnewopgJbViT3PheMKCKyUttKEd0YEq5igGxII1UjArNTxGKAEUVhth+3w4vpNnbYplIn1Wl45zDGJhhj32KMvcoYu8wY+6VeNIyoT+hBnshj/nrj/ESRhFnIunAazeRt2c1mqZMD9m40iegyDlsZyVL1ayeqZQkAHGyjZsqDZkjMJrBUHsXRabGSFu5Gq6U2d24ZSTixb9/WxGkwGeAzxBCJ1f47RLIO+GSxKgbIxgxSme7eU2sJA7xsTUiroc+SQjTVeHFJpU6q08xTXwTwzxVFOQ7gDIBfYIwd726ziEYET44AAObvNh50I6kh+K1d3qzfA83kbdlNeI6fS0nT+hOHrCAFe9UCyppYEs2yBACyMb2nCffK388BAI49LEb+oVpo5UEuf1PNsXRk5yTrNycQSdSudBwtuoWrGCCbskjluntPxZImeM1iOkb77GlEM40Xl1TqpDoNxZKiKEuKoryovk4CuAJgvNsNI+ojyRIChhXMLTbWu5GMA35ZXGc9LW9L9HrzoarhRbXUyTFKmtaPOBxACSZk45XWh3yWX1vJJp5YcpiySNZIedAMV8/GAQDH3iiuczcA2J2qWHqBX5+pEzvLsviHUoikqvsZFtIFrCke+IbF2saRzTmkct3NGxTbsMAribX9qOFz5hHNN/alCt/muxVUoHwnLdmTGWNTAB4C8HxXWkO0RMgaxfxq4xVqpOASbpW3nc28LTebdwgNrzC4WRwWJ61++hFtmye5VGnxzGW4WLI4alsu9EI252qmPGiGK5eKkJDD/teHOtiqzqOVdnnlOu/rvkd3iju/I4NItrpfTuxWnJ8TEGsrantW8m4Ry9jgtYm5MPW5S4iWPVWtudtZvsut9qPHxAwI0oumxRJjTAbwBQAfUxSlYlZjjP0sY+w8Y+x8pJ0Mg0TLhJxJzCfddc8p5UtYVbzwD3c3v8he2Mzbcrv5rUJe6oSSpvUr9YrS5nN8MLfI4mUPdlhySBWqT7jvDT2Hn7vv2ZqfLRfLeObCJB6Rr8NkFc9qth27h/fx8oofMpIVkbR+dwGRorvqZyM34gAA35hY10+2FJEqdjcgJFaQ4ZW7W3+uXXw+IAcrNlbqW76o1El1mhJLjDEzuFD6c0VR/qraOYqifEpRlFOKopzy+5tLlkjsjZA/2zAxZezmGhQY4POLtcrbjm+qcd6W3YSTQwgMiROaTLSGw1O7KG0uy8WSZBdrsgUAh7WIZKH6hPutxcP4w1dfh1f++kbV97/2f72Aa/kD+OhPiX/faoVnr+X2YcqyXOGw7B9WsKZ4UEhXWqy1khp+QerCachDPRBLRSe8TjGd930BvkCJzsTrnkelTqrTTDQcA/DHAK4oivIfu98kollCQQVxxY3Ucm2LjLbK8wfFvfG1ZJmt1IcLZ6jUST/j8PL7sZpY2rQsibgNN1TczGy9nY2VDawqw1BgwL/56GrVz/7u7zMEDUt4zydOd7uZe0arpVaAhH2uyjQH2habVqR7O5FZ/lxqJTZEQR4qI1Xe6WfVaEuqFQrpAtbhgtcjlq+WRrPFdMNrEgKS2Kkt9KAZy9JrAfwkgB9ljF1Qf97W5XYRTRDazyechZdqJ6bcrAs3IW4+Is9+d8O8LbtZzg8j4BHT3E00pl5R2pwaFCnJ4omlWikP5s7zqLHjlhn81eIZvPA/rux4//IzM/j71VP4hSevCdmv3diHt8aLqUDlosSvTrzaYmw7WkkN0SoGOGQFSUVGKV/CNz/5Ej5y/FmMmqJ4rfMili82Tu7biPhdHkXm8YppxfeptUGjs/XTzSwnbRilAuUVNBMN9z1FUZiiKA8qinJS/fm7XjSOqE/oCB+051+J1zxn6SZ/MILHXDXP0RuDyYBhtoZonbwt28nGs0jARaVO+hiHX6sCX7mNo4klEbcBHLKCpJrZejtzF/lK/Ld/NQYvi+H//OWd1t7f+/VFWJHBh//gwZ61dS/II1sWmKnJyufMP8mta9Xqw0XC3OdleFosB2FZ5payoDWGJ3/lIfzZlUfw2tGbuJA8iDMP53Hlyzf39P2xO1xgeEfE9EfT3B2iC/VTtFCpk+qImdKZaIrQA3wwWrhRe6WweJev3Mce8PWkTe3il+J187ZsZ+WKVuqEbt9+RdvmSa5V+nfk84AFWSET+8nyVmbr7cxe5c/gA28O4tfefBF/FzmNH/zhJQBA9Noq/uzqafzU0XMYPuTteZvbQSvtAgD7DldGnG7Wh5utnFSjq7zwrmhi94HHbHCzOJ4IzuBzv/wcIhGGv1o8g+/86V1kFQmveecwnv3PL7f9/WsL/B7wjoppOfRNuwEA0eX67g5U6qQ6NNv0MeMPqYkp79S+sRcXgCGk4ZoQq1bRbnjelkpfkEwsg4XzSzuObSZNm6C0Af2KVgW+WlHaXJ5BgphbrA5n9ZQHs7dLYChj/OEAPvqnpzHCIvjXv8GtZn/40UvIYgi/9Ilgz9vbLiarCRZUz7EEAP5pfkwr0r2dm0s2TFrD3W1gG7zj449irezG5+Yfx3s++ThsPm49O/VTx/Hct3IYNa/iTb94FH/5iz9o6/tjC1w4esfFcmzXcO9zwYBS3WK6VOqkNiSW+pgh7xC8LIb5OokpF6NmBE0RIVfp2/HZs4hkK5Ogfey153DwtAff+H9e3DwWvsknqtFpSprWrzjG+LVLrlcOyvkCYGGCiqUaKQ9mF40IGsIw28ywj9jxG+96Fd9cexhf+63z+INvHsWbh8/j+Dun9Why28iMb7FNPTpS8d7wIS8YylX9DC+shnAyuHcfoF6y/4kJfP9VLx5zXsUH/vNr2hJMsWV+z3onxRyXuLtDrK67A5U6qQ2JpT4nZIlgPlrbwrKUsCFoi/euQW3idxcQKbh3HCtmi/jCtfuQgxXv/LUjm9sa4Vm11Mlhcf2wiPqYbWZYkK1alDaXN0BiYiZR1ZI1pqK7tuFW7Zi0RTf//5E/eQzjhiW87zcPYak8io99rJet7Ax2QwZDSMN3pDLfjlEywsvWEFndOYVErkSxWB7Dyfv7bxvHe9CDv797BAdMd/EXn229pE1shffZOyWuFd9nXkd0vfb2KJU6qQ2JpT4n5FjH/Hrth3Nxw40xl5jp97fjHy4jpnhQym/5sHz/D1/BqjKM//Le7yBojuBtH5nES5+5ivAiPydwn9h+WER9HCxVtShtvshgMYgpljZTHkR3OsnOpryY9GwpP6vbit983w0k4MIx6Sbe/C8f6Wk7O4FsymJKWqpplfab44jsqmL/8pdmAQAnn+jPhYzVbcVrJ+dwLjLVclqB2Co/371P3L77rClEq7g7aFCpk9qQWOpzQsMZzGdri4bFgg9Bn5gTz3b8IwwKDIjd3Mrv8cU/TcCCLD74+4/gG98xw2VM4ql/4sP3LtjhRAJWt7jpEIjGOIxpJNOVK/hcwQDJIKZlYjPlwTaxVC6WMVcYxeTozq3DD33qDN4+8kP81sfE3wavxqRjDSdGa/se+a2VfoYXnuURYSfeua+rbesmpx8qYbkcwMILyy19LrbGSzAZpfYLLXcbnz2DaLZ2/isqdVIbEkt9TihYRkTxI7deGQ6aXEwiBQeCY+I762lJM7W8LUpZwRcvHcCbRi5CHpUx+fg4/uErRRhZGV+JnKZSJwOAy5xGIl25JZArGIW1LMnDXCyl4ltiLnJ1FTlYMTG5UxBJsoQvhx/Fuz9xpqdt7BSfffko/tu5EzXf98uZCj/DC5fNCBkX+ybqrxqn38K3Hc99/m5Ln4utm+Axip2fyOfKI1qobfmiUie1IbHU54T28VXM4oVKh8qlS9yHYmxSrBDeamzmbVGTaF78/HXcKU7g6bduicBDb5rCP3w+AS+LYVKmDLP9jtuSQSJb6RuRLxlgMQpqWRrh92lybat9cy/yWpiThwfL0ukIOnakENiN35VHJL9z4r2wNIKTw/PdblpXOfmeaZhQwLnvNl9+CQBiGxK8UvP1LfXA5ykjWvbW3GKkUie1IbHU54wf4uGv8xcrLS2LV7izXnDaVvGeaGilEbS8LV/8r0tgKOMdv3p0x3n3v/sQXvp+Bp/+20DFdxD9hcuaRzxf6T+RKxohGcSsr1Ut5cHsK9yaMPmAuL4q3cA/XMaq4kW5yP8W2XgWV3P7cfJw/QzRomN1W/Hg0Ax+eLU1R+1Yegheq9jJHH1+oAQTEnPVLWBU6qQ2JJb6nNB9fICev1bpxL14gx8TOXu3xu68LV98fhSvdV7CyH2VhYInHx/H5OPjPW0f0Xnc9gLihUrLRb5khMUkpmVJDvD2ppJbK/PZG9z6OXmqMsR+kPGPMJRh3PQzvPzl2yjBhBOP9n8k1empCM6vHdwUgs2wlrfDa6+fHVtvfAEezVmrmC6VOqkNiaU+J/SwmpjyVmVemqVZLjzG7hd//9l3mPs4RMJl3H52DhcyR/H0E7TCGWTcjhISpcqom1zJBMkopmVJkiVIyO1IeTA7q8CGDXgP3ltOsbv9DC/8A9/2P/m2/km+WYvTjzIk4MLMN5r3W4oWXfA6xRT5Gr5xLmSjt6vk7ACVOqkHiaU+xxlywoF1zC9URtssLgE2bMAZEjfvh4bZZoabxRFdZXjmP90CALzrY/t1bhXRTVxOBetw7UgXAXCxZDE1v6LvNTLbQCq99bzNhi2YlJb7MuJtL2jFuTU/wwsvliEjiQNvmNCzWR3h9I/xbf5zzyw2dX5uPYeY4sVYQNz7FmhcTJdKndSGxNIAEJIiWIhW1iNajEgImvsnbNlvWkMkbsYXv+XC/ZYbmH6yf8OPica4VUPM7tIh+bIJksBiyWFII7mxFR4+G3di0nHvWUH9U5qfIZ94L9x144TjNgym/p9Wjv/YAQwhjXPPNScctACb8Ulx0wYAgG+/AwAQXazcidBKnVCB8ur0/11NICTHMR93VBxf7JPs3Rp+axJXVobx3cQDePr0gt7NIbqMy8Mnlvjczi2BXNkMi1nMbTgAcJgySGa2ykHMZvyY9PW3U3M7bPoZLhRQLpbx8vp+nNg3GKLRZDXhYccMzt1sbmt18TLvd/CgmHXhNOoV09VKnYyGqNRJNUgsDQCh4TTmM5V+SUtpF8ac/TOI++wZvJw9gjKMePrDFO026Lj93OclvrAzOCFfNsNiFnd1K5uzSOV423PrOYTLI5gIimsJ6xbb/QzvfG8eSThx8qH+sGI3w+npNbyUnEYh3Tjn18J1bh0dPya2y4Mj6IAZeUSjle9RqZP6kFgaAMYDJSyVR1DMbq0WlLKCxYIfQb+YBUmr4XfytoaMi3j4J442OJvod9wBPignlnc6lOYUMySBxZJDyiOZ59ve8+d5lufJA/fealySJbiQQCTKcOHvuG/PyScHpwTR6cdNyMCGy1+61fDcxTtcUAUfFLv/zMDgM8QQXavcLqRSJ/UhsTQAhCYNKMOI5UuRzWPJxSQ2ICM4pmPDWsTv5VsvTx+/0Td+VkT7uALcQTge3hlunVfMsEgCiyVrAckCb/vsBZ7fbPJY7eSNg4zfzP0ML5zNwoAS7n/H4ARlnH6apyc597e1S75oLC4osCDbFxGRPmkd0fVKH9fNAuVH3D1uUX9AYmkACB3i++TzL69uHuun7N0afjVNzdM/Wel/RQwe7iCPzIlHdm5z5GAR2rIkW4tIFfkzN3uFbyFOnuzf8h57wW9JIpK04uUbQzgi3cGQV2yfnVaYfnIf3CyOc+can7uwYkbQtNIXizyfdQPRjcrrtLzIt5JHjottHdMLEksDQOg43ydfuLblKNtP2bs13v3PD+JfPPZtvOGfPqh3U4ge4J7gojgR23LmVsoKcrDCIrDbhMNeQrLMn6vZW3zrO/TIvelj55fTiGTsuBAZx8mx1grPig4zMJz23MS5u42TjS4mbBi39Ydzu0/OIpqr3GqjUif1IbE0AIQe4lmu529u+SctzvD9537I3q2x/4kJ/PbZN8Jkvff8P+5FnONcLMXXtqxImt+d2GJJQVLhk83sggEBwwqs7sGqC9csfmcet7JBzJZCOHlczOLHe+H00SQuZaaRidVP1Liw4UbQVVlFQUR8rkLVYrpU6qQ+JJYGAO9BD6zIYH5ua9JZvKtm736ATKqEmJhtZtiRQjyxdSy3zv0mpEqXCmGQZaAACflUHrNRGyaHIo0/NKD4vSWkwEXvydcP3vb56SeGUIIJFz4/U/OczWAaX3+IRZ+3jJjiqUgGS6VO6kNiaQBgBoaQOYz5la0ZZmkZsCMFR3DwBjBicHAbkkgktyJz8ht8wrFYxfX9cDh525JLKcwlPZh037sTjH/bDtWJd0zq15AucfrHeZ/Ofa2yULnG+vw6NiBjPCiun912fH4GBQas3Y7vOE6lTupDYmlAGLfFMR/fisjpt+zdxL2Jy7yB+MaWj0QuybeSJYu4963DxYfNZDiN2XwAEyP9k56j0/jH+Jb5qCGMwP2VRa/7nfFTYxgzLOOHL9Z2DVi8yINpgvv6w9fHN6oW072Z2HGcSp3Uh8TSgBDybGA+vRWRs5iwI2hL1PkEQeiPW0ojkdmyiPaDZUl288lm9qVVbEDG5GR/WBS6gT/EfbVOemd1bkn3OD1yF+cWahcHXniVj7Pjh/sjfYRPvWbRO1tlhqjUSWNILA0IoUABC8UAykUe/rmUcWHM1T/Zu4l7E5c1h3huyzk6l+JiSbKKOzQ5vNyCcPkHfJKcPCSwN3qX0erDnZzuD+fmdjh9XwbXC/sRv1t98bkZTHPc3cNWtc9mMd25rS03KnXSGHFHJKIlQhMMBUiIXlvty+zdxL2J25ZHPL+1ItfEkmVI3KHJMcwtYa9e5qvwyfv7J+K00xx8fRBBwxLe/D633k3pGqd/hEc+vvDZm1XfX5zlW1fBE/2xDek7wFPN/Mp/GMWDQ9dxwDyLUz/KfVtHp+7NqM5mIBk5IISm+U0+fyEKi0NCGq6+yt5N3Ju45RISpS2xlM/wCB2LTdzq7fIwtyRdnuOTzuQj/TFJdgP3PhcWSi4AgzvYPPyPpoDfBC5+fx1P/mrl+wuLDC4kYB/pD9E8/sgo3jfxA0RTVjisecjWIhy2MkZ8Zbzh5x/Tu3nCQmJpQAgd4yuD+VfXMeSSALj6Kns3cW/icpQRV1xQygqYgSG3wVfpQm/DjfDsx5cTIViQhf9oZRFrYnDwHRmGCwncvFXdj25x1YJxSwRAf4glo2TEX86+Ru9m9B3ijkhES4RO8nxK8zezWLrGQ5mDh/rD4ZC4d3G7gSLMSEe538emZcku7jrOEeA+HyuKHxPmZRhMNIwOMszAMG1bwMxi9fF0ISEjaKdgmkGHnvIBYeS4DyYUMD+r9GX2buLexO3lQ1Binpfq2bQsDQm8DRfYmjQn5dr5d4jBYXo4jplE9e3WxawHQTflJxp0SCwNCAaTAUFjGPNhE2XvJvoG1zC3IMXneRhzLi2+ZcnqtsIILuomhwc3CozYYnoyjzvFcRTSO7N0l4tlLJVGMB6g/ESDDomlASJki2FhzYbFJQYZScreTQiPe4RHliWW+co8n+WpL0S2LDEDgwwukibGSg3OJgaB6aMmlGDC3ecWdxyPXF1FEWYEx8XNC0Z0BhJLA0TIncJ8yoOlVTOC5qjezSGIhrhGeGRZfDkLAMhluFiyyGIHJziMXCxN7hdX1BGdY/phHvk489zOOoCLl3h+ovED926urXsFEksDRGgkj/nCCBbiMsYoezfRB7iD3Fk6HuHbG5plSXyxxC1hk0dtOreE6AXTrxsFAMy8vHPbdeGKGkxzWO55m4jeQmJpgAiFgDTsuJIKIegmXwpCfNwhPskkVrnPRy7LEz1KdrHFkmzmlrDJEx6dW0L0gsD9ftiRwszMzuOLt/h9MP4gpY8YdEgsDRDj+7n/R0zxIugrNDibIPTHFeJ+dfEYtyjlc1wsWRxSzc+IgEPKAQAmTgV0bgnRC5iBYdq6gJnFoR3HF+bKYCgjcB8F0ww6JJYGiNDRLYfu4LiODSGIJhnyDsGMPOJx/v9+sSw5LAUMs1XYRyiX2b3C9HAMM/GdomgxbEDAEIHZJvb9SuwdEksDROhB7+brsUmxV+YEAfAVu5slkEjyoSjHDTawOMV2mH3rj+bwkydf0bsZRA+ZDuVwKx9CKb8VAbkQG0LQQrm27gXETWZCtMzYiREwlKHAgOA0OZ4S/YHLtIF4ig9F+TzAUIbJKvbQ9OE/f0LvJhA9ZvqIEYXnJcz9cB5TrwsBABaTTkw4KZjmXoAsSwOE2WbGqGEFABA87ta3MQTRJG5zGvE038bI5QAJeTAD5a0hxOLgCR6MMPODlc1jC7lhjA9n9WoS0UNILA0YoSGe94OydxP9gtuaQSJrBQDkCwwW5HRuEUFUMv1a7sx/82U12/x6DlHFh+BoWc9mET2CxNKAEXIm4cA65FHK+0H0B66hPOJ5vm2cyzNIjCI5CfEYf2QUFmQxc52Lo+VLPEHl+CQlJr0XILE0YPzEBxR89PEX9W4GQTSN215EosjFUr7AYCGxRAiIwWTAQcs8Zha4FXThlTUAQPCAVc9mET1CbC9KomXe88nH8R69G0EQLeBylBAv83ISuQKDZCCxRIjJtGcVMzGegHLxOt+OGz/u0rNJRI8gyxJBELridvHM84V0AbmCERYSS4SgTI9ncDM3jnKxjIXbeQBA8AHK3n0vQGKJIAhdcXt45Ftibh35ogEWQ1HnFhFEdaYPGZCBDUsXwlhcUCAhh+FD3sYfJPoeEksEQeiKy8sdZOPzKeSKBkhGEkuEmEyf4BnbZ74fxsKKGUHTCqW5uEcgsUQQhK64/TzHUnxhA/mSERYSS4SgTL9mBAAw81ISi3EbgkNrOreI6BUklgiC0BX3KI8mSoSzyBVNkIylBp8gCH2YeHQMZuQxc62ExbQL464NvZtE9AgSSwRB6IorwMVSfCWHXMkEi4nEEiEmJqsJ+80LmJmzYCHvR9CX17tJRI8gsUQQhK64x7kfSCJaRL5sJLFECM20O4qXwkGk4MB4UNG7OUSPILFEEISuuEIOAEA8VkKubIZkovIRhLhMB9O4WdwHAAjuM+vcGqJXkFgiCEJXnOMOMJQRXwPyZRMsZhJLhLhMT2+9Hj9s168hRE8hsUQQhK4YTAY4kURinamWJdraIMRl+kHb5uvgMcrefa9AYokgCN1xGZOIJ43IK2ZYJLIsEeIy/bh/83XwhL/OmcQgQbXhCILQHbd5A/G0GTlFgkRuIITA7Hs8CCOKsGMD8ihZlu4VGlqWGGOfZoytMMZe6UWDCIK493BbMkhkLMjBAotE23CEuEiyhEnTIoJSVO+mED2kmW24/w/AW7rcDoIg7mFc1hzWckPIwwKLRe/WEER9njx4B6/bv6B3M4ge0nAbTlGUZxljUz1oC0EQ9yhuewEvRJwAAEnSuTEE0YA/uvqE3k0gegw5eBMEoTtuuYSVsg8AyLJEEIRwdEwsMcZ+ljF2njF2PhKJdOprCYK4B3A5FRTBPbslC1VxJwhCLDomlhRF+ZSiKKcURTnl91M4JUEQzeN2b722WEksEQQhFrQNRxCE7ri8xs3XZFkiCEI0mkkd8BkAzwE4whibZ4z9TPebRRDEvYTbtxVrYhmiNRxBEGLRTDTcB3rREIIg7l3cgS2vbouNxBJBEGJBoxJBELrjClg3X0tWY50zCYIgeg+JJYIgdMcd3CpOarGRWCIIQixILBEEoTvukLz5WhoisUQQhFiQWCIIQndcE87N12RZIghCNEgsEQShO5IsYQhpAIDF3jDuhCAIoqeQWCIIQghchiQAQLKRWCIIQixILBEEIQRuUwoAYJHNOreEIAhiJySWCIIQArfEt+HIskQQhGiQWCIIQghclhwAwOKQdG4JQRDETkgsEQQhBG5bHgAg2WkbjiAIsSCxRBCEELjlIgCyLBEEIR4klgiCEAKXowwAsDgtDc4kCILoLeRJSRCEELzrQ8PIZL8Do/SE3k0hCILYAYklgiCE4DUffgCv+bDerSAIgqiEtuEIgiAIgiDqQGKJIAiCIAiiDiSWCIIgCIIg6kBiiSAIgiAIog4klgiCIAiCIOpAYokgCIIgCKIOJJYIgiAIgiDqQGKJIAiCIAiiDiSWCIIgCIIg6kBiiSAIgiAIog4klgiCIAiCIOpAYokgCIIgCKIOJJYIgiAIgiDqQGKJIAiCIAiiDiSWCIIgCIIg6kBiiSAIgiAIog4klgiCIAiCIOpAYokgCIIgCKIOTFGUzn8pYxEAdzv+xa3jAxDVuxFdhvo4GFAfBwPq42BAfRwMWunjPkVR/LXe7IpYEgXG2HlFUU7p3Y5uQn0cDKiPgwH1cTCgPg4GnewjbcMRBEEQBEHUgcQSQRAEQRBEHQZdLH1K7wb0AOrjYEB9HAyoj4MB9XEw6FgfB9pniSAIgiAIYq8MumWJIAiCIAhiT/SdWGKMfZoxtsIYe2XbsROMsecYY5cYY19ijDnV4xJj7E/U4y8zxt5Y5fv+Zvt3iUCn+sgY+zZj7Bpj7IL6M9L73lSng32UGGOfYoxdZ4xdZYz9eO97U51O9JEx5th2/S4wxqKMsd/VpUO76OA1/IB6/CJj7KuMMV/ve1OdDvbxfWr/LjPGPtH7ntSGMTbBGPsWY+xVtX2/pB73Msa+zhi7of7rUY8zxtjvM8Zm1D49vO27Pqief4Mx9kG9+rSbDvfxq4yxOGPsy3r1pxqd6iNj7KR6f19Wj79Pz35tp4N93McYe1EdUy8zxj7S8JcritJXPwCeAPAwgFe2HTsH4A3q6w8B+Lj6+hcA/In6egTACwAM2z73jwD8xfbvEuGnU30E8G0Ap/TuT5f7+O8A/Hv1tQGAT+++dbqPu77zBQBP6N23TvUPgAnAinbdAPwOgH+rd9863MdhALMA/Op7fwrgSb37tq0/YwAeVl87AFwHcFy9Fr+uHv91AJ9QX78NwFcAMABnADyvHvcCuKX+61Ffe/TuXyf7qL73JIB3APiy3v3q0nU8DOCQ+joIYAmAW+/+dbiPEgCL+loGcAdAsN7v7jvLkqIozwKI7Tp8GMCz6uuvA9CsC8cBfFP93AqAOIBTAMAYkwH8MoB/390Wt06n+igyHezjhwD83+p7ZUVRhEmy1unryBg7DD4Jf7c7LW6NDvWPqT92xhgD4ASw2NWGt0CH+ngAwA1FUSLqef+w7TO6oyjKkqIoL6qvkwCuABgH8C5wYQf136fV1+8C8N8VzlkAbsbYGIA3A/i6oigxRVHWwP82b+ldT2rTwT5CUZRvAEj2sPlN0ak+KopyXVGUG+r3LIIvZmoma+wlHexjXlGUnHqOBU3ssvWdWKrBZfA/CgC8F8CE+vplAO9kjJkYY/sBPLLtvY8D+CSAdC8bugfa6SMA/IlqavzX6mQkMi31kTHmVt//uGpS/RxjLNDTFrdOu9cRAN4P4H8q6nJIUFrqn6IoBQA/B+ASuEg6DuCPe9vklmn1Gs4AOMIYm2KMmcAH8t3XVggYY1MAHgLwPICAoihL6lvLALRnaxzA3LaPzavHah0Xij32sS/oVB8ZY4+CW2FudrO97bDXPqpbehfV9z+hCsOaDIpY+hCAn2eMvQBumsurxz8N/sc5D+B3AfwAQIkxdhLAQUVR/rr3TW2blvqovvdPFEV5AMDr1Z+f7GWD26DVPpoAhAD8QFGUhwE8B+A/9LjNrdLOddR4P4DP9KaZbdPqs2gGF0sPgZv8LwL4jR63uVVa6qNqZfk5AP8T3Cp4B5XXVndUa/sXAHxMUZT17e+pAl1kkd4U1Mfm+6ha0v4MwE8rilLueEP3QCf6qCjKnKIoDwKYBvDBRgtt0x7aKwyKolwF8BSwuVXxdvV4EcA/085jjP0AfI/zDQBOMcbugP8NRhhj31YU5Y29bXnztNFHKIqyoP6bZIz9BYBHAfz33ra8edro4yq4ZfCv1Lc+B+BnetjklmnnOqr/PwHApCjKCz1tcIu00b+T6vs31eOfBfc5EJY2n8UvAfiSevxnIZhYUkXrFwD8uaIo2vMUVrcsltSJc0U9voCdlrGQemwBwBt3Hf92N9vdCh3qo9B0qo+MBy38LYB/pW5fCUOnr6OiKIuMB3C8HsDna/3egbAsMTXKizFmAPCbAP5f9f82xphdff0mAEVFUV5VFOW/KooSVBRlCsDrAFwXWSgBrfdR3QrwqcfNAH4MgFBRf7tp4zoq4BPQG9WveBLAq71udyu02sdtH/0AxLcqtdO/BQDHGWOaT8SbwP0QhKWda7jtMx4APw/gv+nQ9Kqo2/N/DOCKoij/cdtbfwNAi2j7IIBnth3/KcY5AyChboF8DcBTjDGP2s+n1GO608E+Ckun+sgYkwD8NbivT03xoAcd7GOIMTakfqcHXAdcq/vLFQE83Fv5AZ8wlgAUwE3ePwPgl8BXcNcB/Da2km1OqX+AK+BOlfuqfN8UxIuG23MfAdjBo3EugvtY/B4Ao9596/R1BLAP3Nn2IoBvAJjUu2/duFfBI4uO6t2nLl3Dj6jHL4KL32G9+9aFPn4GXMi/CuD9evdrVx9fB75tcRHABfXnbeBRfN8AcEPtj1c9nwH4A3A/lkvYFnELvkU5o/78tN5961IfvwsgAiCj3hNv1rt/newjgP9Vvd8vbPs5qXf/OtzHN6nf8bL67882+t2UwZsgCIIgCKIOA7ENRxAEQRAE0S1ILBEEQRAEQdSBxBJBEARBEEQdSCwRBEEQBEHUgcQSQRAEQRBEHUgsEQRBEARB1IHEEkEQBEEQRB1ILBEEQRAEQdTh/wfbKacHP3o/kQAAAABJRU5ErkJggg==\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.617091Z", + "iopub.status.idle": "2024-04-22T02:52:27.617193Z", + "shell.execute_reply": "2024-04-22T02:52:27.617144Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.617139Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'PET', 'sum')" ] @@ -4404,44 +2308,32 @@ }, { "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.619587Z", + "iopub.status.idle": "2024-04-22T02:52:27.619724Z", + "shell.execute_reply": "2024-04-22T02:52:27.619661Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.619654Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'SUPY', 'sum')" ] @@ -4455,44 +2347,32 @@ }, { "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.620978Z", + "iopub.status.idle": "2024-04-22T02:52:27.621085Z", + "shell.execute_reply": "2024-04-22T02:52:27.621036Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.621030Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'SURO', 'sum')" ] @@ -4506,44 +2386,32 @@ }, { "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.621396Z", + "iopub.status.idle": "2024-04-22T02:52:27.621502Z", + "shell.execute_reply": "2024-04-22T02:52:27.621452Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.621447Z" } - ], + }, + "outputs": [], "source": [ "plot('PERLND', pls, 'PWATER', 'TAET', 'sum')" ] }, { "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.622148Z", + "iopub.status.idle": "2024-04-22T02:52:27.622249Z", + "shell.execute_reply": "2024-04-22T02:52:27.622201Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.622196Z" } - ], + }, + "outputs": [], "source": [ "plot('PERLND', pls, 'PWATER', 'UZET', 'sum')" ] }, { "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.622525Z", + "iopub.status.idle": "2024-04-22T02:52:27.622663Z", + "shell.execute_reply": "2024-04-22T02:52:27.622599Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.622594Z" } - ], + }, + "outputs": [], "source": [ "scatter('PERLND', pls, 'PWATER', 'UZET', 'sum')" ] @@ -4608,44 +2464,32 @@ }, { "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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RCHRES_HYDR_001_4RCHRESHYDR1Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_021_4RCHRESHYDR21Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_022_4RCHRESHYDR22Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_023_4RCHRESHYDR23Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_011_4RCHRESHYDR11Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_024_4RCHRESHYDR24Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_031_4RCHRESHYDR31Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_071_4RCHRESHYDR71Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_043_4RCHRESHYDR43Monthly(108, 17)1993-11-012002-10-01
RCHRES_HYDR_041_4RCHRESHYDR41Monthly(108, 17)1993-11-012002-10-01
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" - ], - "text/plain": [ - " Operation Activity segment Frequency Shape Start \\\n", - "RCHRES_HYDR_001_4 RCHRES HYDR 1 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_021_4 RCHRES HYDR 21 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_022_4 RCHRES HYDR 22 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_023_4 RCHRES HYDR 23 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_011_4 RCHRES HYDR 11 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_024_4 RCHRES HYDR 24 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_031_4 RCHRES HYDR 31 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_071_4 RCHRES HYDR 71 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_043_4 RCHRES HYDR 43 Monthly (108, 17) 1993-11-01 \n", - "RCHRES_HYDR_041_4 RCHRES HYDR 41 Monthly (108, 17) 1993-11-01 \n", - "\n", - " Stop \n", - "RCHRES_HYDR_001_4 2002-10-01 \n", - "RCHRES_HYDR_021_4 2002-10-01 \n", - "RCHRES_HYDR_022_4 2002-10-01 \n", - "RCHRES_HYDR_023_4 2002-10-01 \n", - "RCHRES_HYDR_011_4 2002-10-01 \n", - "RCHRES_HYDR_024_4 2002-10-01 \n", - "RCHRES_HYDR_031_4 2002-10-01 \n", - "RCHRES_HYDR_071_4 2002-10-01 \n", - "RCHRES_HYDR_043_4 2002-10-01 \n", - "RCHRES_HYDR_041_4 2002-10-01 " - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "rchreskeys = summary[(summary.Frequency=='Monthly') & (summary.Operation=='RCHRES')]\n", "rchreskeys[0:10]" @@ -4844,1002 +2528,16 @@ }, { "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
1955182.86335182.86340.00000.0000
525755.3912755.3912-0.00000.0000
1934381.47274381.47300.00000.0000
50472021.945372021.95190.00000.0000
50219465.156219465.15910.00000.0000
952709.6678709.66800.00000.0000
0421649.16521649.1648-0.00000.0000
964754.5003754.50050.00000.0000
40124895.396524895.40350.00000.0000
0114362.42334362.42490.00000.0000
064659.7577659.7574-0.00000.0000
4214785.92634785.9245-0.00000.0000
40254092.238354092.2170-0.00000.0000
52127894.384827894.39570.00000.0000
50358696.613358696.5834-0.00010.0001
0432826.30082826.2993-0.00010.0001
431122787.2812122787.35030.00010.0001
5141164.70911164.7084-0.00010.0001
5132387.71952387.7180-0.00010.0001
4224786.96584786.9627-0.00010.0001
08210818.158210818.1500-0.00010.0001
54246246.496146246.4583-0.00010.0001
524502.1086502.1082-0.00010.0001
0411284.56181284.5606-0.00010.0001
0655130.60355130.5989-0.00010.0001
1011838.95951838.9578-0.00010.0001
307628905.2500628904.6303-0.00010.0001
201222791.8594222791.6388-0.00010.0001
09210395.042010395.0314-0.00010.0001
0457854.15677854.1480-0.00010.0001
4433280.68973280.6860-0.00010.0001
0014438.92584438.9206-0.00010.0001
051549.0590549.05970.00010.0001
0445409.58255409.5752-0.00010.0001
526534.6501534.6494-0.00010.0001
5018593.09188593.0796-0.00010.0001
44221559.509821559.54060.00010.0001
00215997.407215997.3832-0.00010.0001
4418057.06158057.0494-0.00020.0002
04616087.815416087.7906-0.00020.0002
0524096.20214096.1956-0.00020.0002
510737.4306737.4294-0.00020.0002
311567.3906567.3896-0.00020.0002
41113728.829113728.8047-0.00020.0002
523520.5114520.51230.00020.0002
306427589.5625427588.7750-0.00020.0002
1076026.49516026.4840-0.00020.0002
500897.5441897.5425-0.00020.0002
54119720.740219720.7013-0.00020.0002
404214783.8281214784.26460.00020.0002
2316698.25786698.2442-0.00020.0002
42329856.003929856.06510.00020.0002
405241551.7031241552.21360.00020.0002
081894.3212894.32310.00020.0002
2338076.36728076.3495-0.00020.0002
2414744.51424744.5037-0.00020.0002
505142266.2656142266.58460.00020.0002
408282911.0625282911.71190.00020.0002
2326702.08546702.0697-0.00020.0002
2434841.02644841.0147-0.00020.0002
06150.780950.7808-0.00020.0002
407254031.4219254032.03470.00020.0002
2424738.84034738.8287-0.00020.0002
5118180.42588180.4057-0.00020.0002
52242176.175842176.28190.00030.0003
0912232.94342232.9375-0.00030.0003
506180278.1719180278.65840.00030.0003
406252074.4375252075.12520.00030.0003
0313580.31983580.3100-0.00030.0003
1032069.97312069.9670-0.00030.0003
10913218.149413218.1088-0.00030.0003
1021839.22421839.2185-0.00030.0003
40389014.484489014.76320.00030.0003
5128044.95468044.9289-0.00030.0003
2127844.98937845.01480.00030.0003
010124638.4375124638.0076-0.00030.0003
1042070.18122070.1739-0.00030.0003
008109942.2969109941.8991-0.00040.0004
305417478.4688417476.9523-0.00040.0004
009110430.3828110429.9814-0.00040.0004
1063680.53323680.5196-0.00040.0004
1089737.87409737.8358-0.00040.0004
1052075.32712075.3186-0.00040.0004
063298.5320298.53320.00040.0004
00783588.648483588.2946-0.00040.0004
301168875.0625168874.3195-0.00040.0004
304437196.8750437194.9168-0.00040.0004
00667333.710967333.3843-0.00050.0005
192438.8760438.87830.00050.0005
19416856.970716857.06230.00050.0005
00546529.046946528.7898-0.00060.0006
0214114.19094114.1670-0.00060.0006
53117607.769517607.87530.00060.0006
00329524.980529524.7953-0.00060.0006
00433555.156233554.9251-0.00070.0007
90432689.837932689.6056-0.00070.0007
202225417.1562225418.95080.00080.0008
0232359.88962359.8698-0.00080.0008
0722016.15102016.1322-0.00090.0009
204232862.0000232864.75230.00120.0012
203224703.8750224706.53470.00120.0012
024218.4370218.43980.00130.0013
205234785.3594234788.74850.00140.0014
302160585.4531160583.0851-0.00150.0015
0257859.83507859.7125-0.00160.0016
303150679.0156150676.4391-0.00170.0017
206261748.9688261753.67350.00180.0018
06258.455858.45710.00220.0022
207205014.4062205019.82370.00260.0026
0223784.81743784.7093-0.00290.0029
071333.4920333.4770-0.00450.0045
2116395.64216396.13280.00770.0077
22310950.780310951.64990.00790.0079
2279763.13189763.93440.00820.0082
1917558.62167559.51050.01180.0118
2224994.42684995.35780.01860.0186
2215000.51125001.44450.01870.0187
1909016.99519018.73640.01930.0193
2256016.86826018.11280.02070.0207
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" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "195 5182.8633 5182.8634 0.0000 0.0000\n", - "525 755.3912 755.3912 -0.0000 0.0000\n", - "193 4381.4727 4381.4730 0.0000 0.0000\n", - "504 72021.9453 72021.9519 0.0000 0.0000\n", - "502 19465.1562 19465.1591 0.0000 0.0000\n", - "952 709.6678 709.6680 0.0000 0.0000\n", - "042 1649.1652 1649.1648 -0.0000 0.0000\n", - "964 754.5003 754.5005 0.0000 0.0000\n", - "401 24895.3965 24895.4035 0.0000 0.0000\n", - "011 4362.4233 4362.4249 0.0000 0.0000\n", - "064 659.7577 659.7574 -0.0000 0.0000\n", - "421 4785.9263 4785.9245 -0.0000 0.0000\n", - "402 54092.2383 54092.2170 -0.0000 0.0000\n", - "521 27894.3848 27894.3957 0.0000 0.0000\n", - "503 58696.6133 58696.5834 -0.0001 0.0001\n", - "043 2826.3008 2826.2993 -0.0001 0.0001\n", - "431 122787.2812 122787.3503 0.0001 0.0001\n", - "514 1164.7091 1164.7084 -0.0001 0.0001\n", - "513 2387.7195 2387.7180 -0.0001 0.0001\n", - "422 4786.9658 4786.9627 -0.0001 0.0001\n", - "082 10818.1582 10818.1500 -0.0001 0.0001\n", - "542 46246.4961 46246.4583 -0.0001 0.0001\n", - "524 502.1086 502.1082 -0.0001 0.0001\n", - "041 1284.5618 1284.5606 -0.0001 0.0001\n", - "065 5130.6035 5130.5989 -0.0001 0.0001\n", - "101 1838.9595 1838.9578 -0.0001 0.0001\n", - "307 628905.2500 628904.6303 -0.0001 0.0001\n", - "201 222791.8594 222791.6388 -0.0001 0.0001\n", - "092 10395.0420 10395.0314 -0.0001 0.0001\n", - "045 7854.1567 7854.1480 -0.0001 0.0001\n", - "443 3280.6897 3280.6860 -0.0001 0.0001\n", - "001 4438.9258 4438.9206 -0.0001 0.0001\n", - "051 549.0590 549.0597 0.0001 0.0001\n", - "044 5409.5825 5409.5752 -0.0001 0.0001\n", - "526 534.6501 534.6494 -0.0001 0.0001\n", - "501 8593.0918 8593.0796 -0.0001 0.0001\n", - "442 21559.5098 21559.5406 0.0001 0.0001\n", - "002 15997.4072 15997.3832 -0.0001 0.0001\n", - "441 8057.0615 8057.0494 -0.0002 0.0002\n", - "046 16087.8154 16087.7906 -0.0002 0.0002\n", - "052 4096.2021 4096.1956 -0.0002 0.0002\n", - "510 737.4306 737.4294 -0.0002 0.0002\n", - "311 567.3906 567.3896 -0.0002 0.0002\n", - "411 13728.8291 13728.8047 -0.0002 0.0002\n", - "523 520.5114 520.5123 0.0002 0.0002\n", - "306 427589.5625 427588.7750 -0.0002 0.0002\n", - "107 6026.4951 6026.4840 -0.0002 0.0002\n", - "500 897.5441 897.5425 -0.0002 0.0002\n", - "541 19720.7402 19720.7013 -0.0002 0.0002\n", - "404 214783.8281 214784.2646 0.0002 0.0002\n", - "231 6698.2578 6698.2442 -0.0002 0.0002\n", - "423 29856.0039 29856.0651 0.0002 0.0002\n", - "405 241551.7031 241552.2136 0.0002 0.0002\n", - "081 894.3212 894.3231 0.0002 0.0002\n", - "233 8076.3672 8076.3495 -0.0002 0.0002\n", - "241 4744.5142 4744.5037 -0.0002 0.0002\n", - "505 142266.2656 142266.5846 0.0002 0.0002\n", - "408 282911.0625 282911.7119 0.0002 0.0002\n", - "232 6702.0854 6702.0697 -0.0002 0.0002\n", - "243 4841.0264 4841.0147 -0.0002 0.0002\n", - "061 50.7809 50.7808 -0.0002 0.0002\n", - "407 254031.4219 254032.0347 0.0002 0.0002\n", - "242 4738.8403 4738.8287 -0.0002 0.0002\n", - "511 8180.4258 8180.4057 -0.0002 0.0002\n", - "522 42176.1758 42176.2819 0.0003 0.0003\n", - "091 2232.9434 2232.9375 -0.0003 0.0003\n", - "506 180278.1719 180278.6584 0.0003 0.0003\n", - "406 252074.4375 252075.1252 0.0003 0.0003\n", - "031 3580.3198 3580.3100 -0.0003 0.0003\n", - "103 2069.9731 2069.9670 -0.0003 0.0003\n", - "109 13218.1494 13218.1088 -0.0003 0.0003\n", - "102 1839.2242 1839.2185 -0.0003 0.0003\n", - "403 89014.4844 89014.7632 0.0003 0.0003\n", - "512 8044.9546 8044.9289 -0.0003 0.0003\n", - "212 7844.9893 7845.0148 0.0003 0.0003\n", - "010 124638.4375 124638.0076 -0.0003 0.0003\n", - "104 2070.1812 2070.1739 -0.0003 0.0003\n", - "008 109942.2969 109941.8991 -0.0004 0.0004\n", - "305 417478.4688 417476.9523 -0.0004 0.0004\n", - "009 110430.3828 110429.9814 -0.0004 0.0004\n", - "106 3680.5332 3680.5196 -0.0004 0.0004\n", - "108 9737.8740 9737.8358 -0.0004 0.0004\n", - "105 2075.3271 2075.3186 -0.0004 0.0004\n", - "063 298.5320 298.5332 0.0004 0.0004\n", - "007 83588.6484 83588.2946 -0.0004 0.0004\n", - "301 168875.0625 168874.3195 -0.0004 0.0004\n", - "304 437196.8750 437194.9168 -0.0004 0.0004\n", - "006 67333.7109 67333.3843 -0.0005 0.0005\n", - "192 438.8760 438.8783 0.0005 0.0005\n", - "194 16856.9707 16857.0623 0.0005 0.0005\n", - "005 46529.0469 46528.7898 -0.0006 0.0006\n", - "021 4114.1909 4114.1670 -0.0006 0.0006\n", - "531 17607.7695 17607.8753 0.0006 0.0006\n", - "003 29524.9805 29524.7953 -0.0006 0.0006\n", - "004 33555.1562 33554.9251 -0.0007 0.0007\n", - "904 32689.8379 32689.6056 -0.0007 0.0007\n", - "202 225417.1562 225418.9508 0.0008 0.0008\n", - "023 2359.8896 2359.8698 -0.0008 0.0008\n", - "072 2016.1510 2016.1322 -0.0009 0.0009\n", - "204 232862.0000 232864.7523 0.0012 0.0012\n", - "203 224703.8750 224706.5347 0.0012 0.0012\n", - "024 218.4370 218.4398 0.0013 0.0013\n", - "205 234785.3594 234788.7485 0.0014 0.0014\n", - "302 160585.4531 160583.0851 -0.0015 0.0015\n", - "025 7859.8350 7859.7125 -0.0016 0.0016\n", - "303 150679.0156 150676.4391 -0.0017 0.0017\n", - "206 261748.9688 261753.6735 0.0018 0.0018\n", - "062 58.4558 58.4571 0.0022 0.0022\n", - "207 205014.4062 205019.8237 0.0026 0.0026\n", - "022 3784.8174 3784.7093 -0.0029 0.0029\n", - "071 333.4920 333.4770 -0.0045 0.0045\n", - "211 6395.6421 6396.1328 0.0077 0.0077\n", - "223 10950.7803 10951.6499 0.0079 0.0079\n", - "227 9763.1318 9763.9344 0.0082 0.0082\n", - "191 7558.6216 7559.5105 0.0118 0.0118\n", - "222 4994.4268 4995.3578 0.0186 0.0186\n", - "221 5000.5112 5001.4445 0.0187 0.0187\n", - "190 9016.9951 9018.7364 0.0193 0.0193\n", - "225 6016.8682 6018.1128 0.0207 0.0207" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.624960Z", + "iopub.status.idle": "2024-04-22T02:52:27.625115Z", + "shell.execute_reply": "2024-04-22T02:52:27.625061Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.625056Z" } - ], + }, + "outputs": [], "source": [ "delta = monthlyoutflow(rchreskeys, 'ROVOL')\n", "delta" @@ -5854,163 +2552,48 @@ }, { "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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HSP2 SUMHSPF SUMPercent diffabs(Percent diff)
count119.0000119.0000119.0000119.0000
mean60604.266860604.42350.00090.0013
std109767.5969109767.69130.00390.0038
min50.780950.7808-0.00450.0000
25%2607.01012607.0087-0.00030.0001
50%8044.95468044.9289-0.00010.0002
75%56394.425856394.40020.00020.0005
max628905.2500628904.63030.02070.0207
\n", - "
" - ], - "text/plain": [ - " HSP2 SUM HSPF SUM Percent diff abs(Percent diff)\n", - "count 119.0000 119.0000 119.0000 119.0000\n", - "mean 60604.2668 60604.4235 0.0009 0.0013\n", - "std 109767.5969 109767.6913 0.0039 0.0038\n", - "min 50.7809 50.7808 -0.0045 0.0000\n", - "25% 2607.0101 2607.0087 -0.0003 0.0001\n", - "50% 8044.9546 8044.9289 -0.0001 0.0002\n", - "75% 56394.4258 56394.4002 0.0002 0.0005\n", - "max 628905.2500 628904.6303 0.0207 0.0207" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.625452Z", + "iopub.status.idle": "2024-04-22T02:52:27.625559Z", + "shell.execute_reply": "2024-04-22T02:52:27.625508Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.625503Z" } - ], + }, + "outputs": [], "source": [ "delta.describe()" ] }, { "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.625879Z", + "iopub.status.idle": "2024-04-22T02:52:27.625984Z", + "shell.execute_reply": "2024-04-22T02:52:27.625934Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.625929Z" } - ], + }, + "outputs": [], "source": [ "delta['Percent diff'].hist()" ] }, { "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WORST RCHRES SEGMENT IS 225\n" - ] + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.626210Z", + "iopub.status.idle": "2024-04-22T02:52:27.626328Z", + "shell.execute_reply": "2024-04-22T02:52:27.626270Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.626264Z" } - ], + }, + "outputs": [], "source": [ "rid = delta.index[-1]\n", "print('WORST RCHRES SEGMENT IS', rid)" @@ -6025,44 +2608,32 @@ }, { "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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emk5CZObV1tbS0dHxrApf7k5HRwe1tbWTfqwmUBWRxAk0xkukbJYtW8auXbvYu3dvpZtSVrW1tUOuATlRCl4ikjiDXY0Dz55v4CKVUlVVxQknnFDpZhwz1NUoIokTFMJDmypeIhI3Cl4ikjiDXY2qeIlIzCh4iUjiFBS8RCSmFLxEJHEGuxp1VqOIxIyCl4gkzuGzGlXxEpF4UfASkcQJPDy0BUGFGyIicgQFLxFJnMNdjap4iUi8KHiJSOIUK14KXiISNwpeIpI4g8ErX+GGiIgcQcFLRBKngKaTEJF4UvASkcRRxUtE4krBS0QSR8FLROJq3OBlZteaWZuZbS5Z9gMz2xjdtpvZxmj5SjPrKVn37yWPWW1mm8xsm5l9ycxsRvZIRJ71NJ2EiMRVZgLbXAd8GbihuMDd/1fxvpl9HjhYsv2T7r5qhOf5GvDHwG+Bm4HLgF9OusUiIuNQxUtE4mrcipe73wnsG2ldVLV6K/C9sZ7DzJYAc9z9fnd3whD3hkm3VkRkAgJPAwpeIhI/RzvG6wKg1d2fKFl2gpn93szuMLMLomVLgV0l2+yKlomITLsAVbxEJJ4m0tU4lssZWu3aDaxw9w4zWw38zMzOnOyTmtlVwFUAK1asOMomisizzWBXY6ChpCISL1OueJlZBvhD4AfFZe7e5+4d0f0NwJPAqUAzsKzk4cuiZSNy92+4+xp3X7No0aKpNlFEnqUKqniJSEwdTVfjK4At7j7YhWhmi8wsHd0/ETgFeMrddwOHzOyF0biwdwI3HsVri4iMKiAa46WKl4jEzESmk/gecB9wmpntMrP3RKvexvBB9S8FHo6ml/hv4H3uXhyY/wHgP4BthJUwndEoIjPicFdjhRsiInKEccd4ufvloyx/9wjLfgz8eJTt1wNnTbJ9IiKTVqx4BQVVvEQkXjRzvYgkjroaRSSuFLxEJHEUvEQkrhS8RCRxDgcvHeJEJF50VBKRRPGC42geLxGJJwUvEUmUQr4weD+vwfUiEjMKXiKSKEH/4Tkk8gUd4kQkXnRUEpFEGRK8NMZLRGJGRyURSZTS4BW4uhpFJF4UvEQkUdTVKCJxpqOSiCRKMFA6uF6HOBGJFx2VRCRRVPESkTjTUUlEEqUQ+OD9fCFdwZaIiAyn4CUiiTKk4uU6xIlIvOioJCKJMmSMl6viJSLxouAlIolSGrwCVbxEJGZ0VBKRRBk6uF4VLxGJFwUvEUmUYsUrw4C6GkUkdhS8RCRRisGrmn4FLxGJHQUvEUmUYvCqsX7yKHiJSLwoeIlIohTn8aoxVbxEJH4UvEQkUQ5XvAbIe6bCrRERGUrBS0QSZTB4pQbU1SgisaPgJSKJMhi80gMECl4iEjMKXiKSKEE+HONVncqTR12NIhIvCl4ikiiHK1558lThBR/nESIi5aPgJSKJMljxSocz2BfyhbE2FxEpKwUvEUmUwekkouCV781XsjkiIkMoeIlIogx2NVYpeIlI/Ch4iUiiFLsaazJhAFPwEpE4UfASkUQZDF5RxatYARMRiQMFLxFJlMGLZGfCAKaKl4jEiYKXiCTKYMWrOgpefUElmyMiMoSCl4gkyuB0ElUKXiISPwpeIpIoqniJSJwpeIlIohSisfQ1NeFPBS8RiRMFLxFJlMGKl4KXiMSQgpeIJMqw4NWv6SREJD4UvEQkUQYH19dY+Lvm8RKRGFHwEpFECYrXaqwNg5cqXiISJwpeIpIoQTRfak1deHjTGC8RiRMFLxFJlCO7GlXxEpE4UfASkUQZnE4iG1W8FLxEJEbGDV5mdq2ZtZnZ5pJlnzCzZjPbGN1eXbLuY2a2zcy2mtmlJcsvi5ZtM7OPTv+uiIhAEPUs1tSlAQUvEYmXiVS8rgMuG2H5v7r7quh2M4CZnQG8DTgzesxXzSxtZmngK8CrgDOAy6NtRUSm1eB0ElkFLxGJn8x4G7j7nWa2coLP93rg++7eBzxtZtuA50frtrn7UwBm9v1o20cn32QRkdENVrzqw8NbMYiJiMTB0YzxutrMHo66IudHy5YCO0u22RUtG225iMi0Kgav6mJX44CCl4jEx1SD19eAk4BVwG7g89PVIAAzu8rM1pvZ+r17907nU4tIwh1Z8VJXo4jEyZSCl7u3unvg7gXgmxzuTmwGlpdsuixaNtry0Z7/G+6+xt3XLFq0aCpNFJFnqWHBSxUvEYmRKQUvM1tS8usbgeIZjzcBbzOzGjM7ATgF+B3wAHCKmZ1gZtWEA/BvmnqzRURGVgxeVXUKXiISP+MOrjez7wEXAg1mtgv4W+BCM1sFOLAdeC+Auz9iZj8kHDSfBz7o7kH0PFcDvwLSwLXu/sh074yISKEAafJkajTGS0TiZyJnNV4+wuJvjbH9p4FPj7D8ZuDmSbVORGSSggDSBApeIhJLmrleRBJFwUtE4kzBS0QSJShAisJg8NI8XiISJwpeIpIoQWBhxas2Glyfr3CDRERKKHiJSKIEAaStQLoquki2uhpFJEYUvEQkUYKCKl4iEl8KXiKSKIVCWPFS8BKROFLwEpFECQqo4iUisaXgJSKJEhSMtBVIZVIYBQUvEYkVBS8RSZQgCIMXQIb84CWERETiQMFLRBIlKBgpDgcvVbxEJE4UvEQkUYpdjRAFL1W8RCRGFLxEJFFKg1faCuTzVuEWiYgcpuAlIokyvOKl4CUi8aHgJSKJUnAOBy8L1NUoIrGi4CUiiTKk4mWBKl4iEisKXiKSKEEhRdrC6zMqeIlI3Ch4iUiiBAUjVVLxChS8RCRGFLxEJFECt6EVr4KCl4jEh4KXiCRKUEiRTpVMJxHoMCci8aEjkogkytCKV0EVLxGJFQUvEUmU0opXJhWo4iUisaIjkogkSkEVLxGJMQUvEUmUwK2k4lUgX9BhTkTiQ0ckEUmUwFOkU1HFK1UgUPASkRjREUlEEiXwFCk7HLxU8RKRONERSUQS5ciKl4KXiMSJjkgikiilwSudcvKuw5yIxIeOSCKSKEMqXukC+UK6wi0SETlMwUtEEqXgVtLVqIqXiMSLjkgikijDKl6uipeIxIeCl4gkSuBp0tGRLZNydTWKSKwoeIlIogSkSA1WvJxAhzkRiREdkUQkUYZ2Nbq6GkUkVhS8RCRRSrsa0wpeIhIzCl4ikigBKdLpYsULBS8RiRUFLxFJlICSwfVpJ0+msg0SESmh4CUiiVJwIx0VuTIZdTWKSLwoeIlIooQVr5KuRlW8RCRGFLxEJFEC0iUVr/B3EZG4UPASkUQJSJMqjvHKqOIlIvGi4CUiiXJkxctJUcgXKtsoEZGIgpeIJIYXnEJJ8Cr+zPfmK9coEZESCl4ikhjFylZpxQsUvEQkPsYNXmZ2rZm1mdnmkmWfNbMtZvawmf3UzOZFy1eaWY+ZbYxu/17ymNVmtsnMtpnZl8zMZmSPRORZS8FLROJuIhWv64DLjlh2G3CWu58DPA58rGTdk+6+Krq9r2T514A/Bk6Jbkc+p4jIUQn6A6AkeFWF3+/yfUGlmiQiMsS4wcvd7wT2HbHsVncvfoW8H1g21nOY2RJgjrvf7+4O3AC8YUotFhEZxbDgpYqXiMTMdIzxuhL4ZcnvJ5jZ783sDjO7IFq2FNhVss2uaJmIyLQpBq/B6SSiilcwoLMaRSQejmqCGzP7KyAPfCdatBtY4e4dZrYa+JmZnTmF570KuApgxYoVR9NEEXkWKQasdCYMXOpqFJG4mXLFy8zeDbwGeHvUfYi797l7R3R/A/AkcCrQzNDuyGXRshG5+zfcfY27r1m0aNFUmygizzIa4yUicTel4GVmlwF/DrzO3XMlyxeZWTq6fyLhIPqn3H03cMjMXhidzfhO4Majbr2ISInDFS+inwpeIhIv43Y1mtn3gAuBBjPbBfwt4VmMNcBt0awQ90dnML4U+DszGwAKwPvcvTgw/wOEZ0jWEY4JKx0XJiJy1A5XvNTVKCLxNG7wcvfLR1j8rVG2/THw41HWrQfOmlTrREQmoRA4oDFeIhJfmrleRBJj2Biv6vAQl+/XWY0iEg8KXiKSGMUxXqkjuho1nYSIxIWCl4gkxrDpJFTxEpGYUfASkcRQ8BKRuFPwEpHEGHU6CQUvEYkJBS8RSQxVvEQk7hS8RCQxDgev8NCm4CUicaPgJSKJMWwer5pwXgkFLxGJCwUvEUmMUbsaB7xibRIRKaXgJSKJMWweryh4BXlVvEQkHhS8RCQxgvxoXY2qeIlIPCh4iUhiDHY1VkWD64vBS12NIhITCl4ikhhHVryKAUzBS0TiQsFLRBJDFS8RiTsFLxFJjFGnk1DwEpGYUPASkcQY7GpUxUtEYkrBS0QSoxi8BqeTqA0v2hgEFWuSiMgQCl4ikhijVrzyqniJSDwoeIlIYhQnSh0MXlHFKz9QsSaJiAyh4CUiiXFkxStdXax4VaxJIiJDKHiJSGIEUcAaVvFS8BKRmFDwEpHEOLLilcpEE6gqeIlITCh4iUhiDM7jFQUvSxkZBhS8RCQ2FLxEJDGOrHgBZMgreIlIbCh4iUhiFOfrKnYxQhi8gkKFGiQicgQFLxFJjBErXhaQz1ulmiQiMoSCl4gkRlAc4xVNIwFRV6NmrheRmFDwEpHEOHI6CYC0FVTxEpHYUPASkcQojvEaWvEKyAcKXiISDwpeIpIYhcIoY7wUvEQkJhS8RCQxBrsaSyteCl4iEiMKXiKSGCNOJ5EKCAoKXiISDwpeIpIYI47xsoC8gpeIxISCl4gkxsjBq0A+0KFOROJBRyMRSYyRuhrTVlDFS0RiQ8FLRBIjCCBFgKUOB61MKlDFS0RiQ0cjEUmMIIA0Q6epz6QK5As61IlIPOhoJCKJUSgoeIlIvOloJCKJoYqXiMSdjkYikhhBwUhRGLIskyoQuAbXi0g8KHiJSGIEQXgWY6lMyskX0qM8QkSkvBS8RCQxgpHGeKUL5F2HOhGJhwkdjczsWjNrM7PNJcsWmNltZvZE9HN+tNzM7Etmts3MHjaz80oe865o+yfM7F3Tvzsi8mwWBEb6iK7GtKniJSLxMdGvgdcBlx2x7KPAb9z9FOA30e8ArwJOiW5XAV+DMKgBfwu8AHg+8LfFsCYiMh2CAqTtyIqXq+IlIrExoaORu98J7Dti8euB66P71wNvKFl+g4fuB+aZ2RLgUuA2d9/n7vuB2xge5kREpqxQsOFjvNIF8q6Kl4jEw9F8DVzs7ruj+3uAxdH9pcDOku12RctGWy4iMi2CwvCuxrDipeAlIvEwLfV3d3fAp+O5AMzsKjNbb2br9+7dO11PKyIJFxQgNazi5QTqahSRmDiao1Fr1IVI9LMtWt4MLC/Zblm0bLTlw7j7N9x9jbuvWbRo0VE0UUSeTYIRuxpV8RKR+Dia4HUTUDwz8V3AjSXL3xmd3fhC4GDUJfkr4BIzmx8Nqr8kWiYiMi1GDl4oeIlIbGQmspGZfQ+4EGgws12EZyd+Bvihmb0H2AG8Ndr8ZuDVwDYgB1wB4O77zOxTwAPRdn/n7kcO2BcRmbJRK14TO9SJiMy4CR2N3P3yUVZdPMK2DnxwlOe5Frh2wq0TEZmEkYJXWhUvEYkRjTgVkcRQxUtE4k7BS0QSo+AjBK8MCl4iEhsKXiKSGCNWvBS8RCRGFLxEJDGCQoqUDZ1SMJMBJ0UhXxjlUSIi5aPgJSKJEbiRHiF4AQT9wQiPEBEpLwUvEUmMoJAinRre1QiQ781XoEUiIkMpeIlIYoxU8UpHM0koeIlIHCh4iUhijFjxqjIA8n3qahSRylPwEpHEGGuMlypeIhIHCl4ikhgFT5FOHRG8VPESkRhR8BKRxAjchk8nEQWvYEDTSYhI5Sl4iUhiBKp4iUjMKXiJSGIoeIlI3Cl4iUhiKHiJSNwpeIlIYowUvNIZBS8RiQ8FLxFJjDErXv0aXC8ilafgJSKJUWCE4FUdHuZU8RKROFDwEpHECDxFShUvEYkxBS8RSYywq3HosmLFS/N4iUgcKHiJSGIEpEfvalTFS0RiQMFLRBIj8BTp9NBlCl4iEicKXiKSGCNVvNJVCl4iEh8KXiKSGGNWvAZ8hEeIiJSXgpeIJEZAmnRaY7xEJL4UvEQkMcJ5vIYuy9SEJbC8zmoUkRhQ8BKRxAhIkxptOom8uhpFpPIUvEQkMcKuxqHLBite/QpeIlJ5Cl4ikhgBmdGDlwbXi0gMKHiJSCIU8uEYLgUvEYkzBS8RSYSgP7wI9pHBa3AeLwUvEYkBBS8RSYTRglemNgNAXoPrRSQGFLxEJBHG72osd4tERIZT8BKRRChWvIZNJ1EMXqp4iUgMKHiJSCIE0QSp6czQ5cWuxiBf7haJiAyn4CUiiXB4jJcNWX54jFfZmyQiMoyCl4gkwviD68vdIhGR4RS8RCQRDnc1Dq14pTLRdBIKXiISAwpeIpIIo43xspSRJq/gJSKxoOAlIokw2hgvgIyCl4jEhIKXiCRCIQiniziyqxGi4BWUu0UiIsMpeIlIIhS7GlPp4esyBATB8EAmIlJuCl4ikghjdjWaKl4iEg8KXiKSCKOd1QiQsYB8XhUvEam8KQcvMzvNzDaW3A6Z2YfN7BNm1lyy/NUlj/mYmW0zs61mdun07IKIyDjBi4C8uhpFJAYy428yMnffCqwCMLM00Az8FLgC+Fd3/1zp9mZ2BvA24EygCfi1mZ3q7uoAEJGjFuRHH1yfNgUvEYmH6epqvBh40t13jLHN64Hvu3ufuz8NbAOeP02vLyLPcuN2NSp4iUgMTFfwehvwvZLfrzazh83sWjObHy1bCuws2WZXtGwYM7vKzNab2fq9e/dOUxNFJMkGp5OoGn5Yy1hBwUtEYuGog5eZVQOvA34ULfoacBJhN+Ru4POTfU53/4a7r3H3NYsWLTraJorIs8DgdBIjHNUyqYB8QcFLRCpvOiperwIedPdWAHdvdffA3QvANzncndgMLC953LJomYjIURvsahyx4hUQKHiJSAxMR/C6nJJuRjNbUrLujcDm6P5NwNvMrMbMTgBOAX43Da8vIjLm4Pqwq1Gz54hI5U35rEYAM6sHXgm8t2TxP5vZKsCB7cV17v6Imf0QeBTIAx/UGY0iMl3GrHipq1FEYuKogpe7dwMLj1j2jjG2/zTw6aN5TRGRkYxZ8UoVyBdU8RKRytORSEQSYayKV9pcwUtEYkFHIhFJBFW8RORYoCORiCTCmPN4KXiJSEzoSCQiiVCseKXSI1S80gUC1+FORCpPRyIRSYTBrkZVvEQkxnQkEpFEGDt4OXlPl7tJIiLDKHiJSCKMGbzSTr6g4CUilafgJSKJMFbwSqecvMZ4iUgM6EgkIokwdsWroK5GEYkFBS8RSYTB4FU9PGBl0hrjJSLxoOAlIolQCCeuH2U6CQUvEYkHBS8RSYSxuxohUPASkRhQ8BKRRAiC8OeoXY0oeIlI5Sl4iUgijFnxyqCuRhGJBQUvEUmE8StemTK3SERkOAUvEUmEYIyLZKfTKHiJSCwoeIlIIgT58OeIFa+MgpeIxIOCl4gkQnE6idGCV4E0hXyhzK0SERlKwUtEEqE4xiuVGXlwPUDQH5SxRSIiwyl4iUgijDm4XsFLRGJCwUtEEmEiwSvfmy9ji0REhlPwEpFECAIwClhqhEsGVYXL8n2qeIlIZSl4iUgiBAGkGTlYpaMimCpeIlJpCl4ikghjBS9VvEQkLhS8RCQRxg5e4U8FLxGpNAUvGdXXLr+Tt6+8p9LNEJmQgkOKkefpymRU8RKReFDwklHdfV+a2545tdLNEJmQIDDSowWv6jB4aToJEak0BS8ZVa4/TbdnK90MkQkJCpC20boaw0OdKl4iUmkKXjKqXH+GHPV4wSvdFJFxhRWvcQbX9+uSQSJSWQpeMqrcQDgiuWdfT4VbIjK+sOI1SlejzmoUkZhQ8JJR5Qaqw58dCl4Sf2ON8UpnVPESkXhQ8JJRdQc1AOT29Va4JSLjCwo2+hivao3xEpF4UPCSUeWi4NXdoeAl8VdwSNnI4xEHg5cqXiJSYQpeMqpcoTb8eaC/wi0RGd/Y00koeIlIPCh4yahyXgdA934FL4m/sKtx7OAV5HWGrohUloKXjKiQL9BDOIdX7uBAhVsjMr6JBC9VvESk0hS8ZES9Bw6P68odylewJSITo+AlIscCBS8ZUekUEt0KXnIMCHz04JWuUvASkXhQ8JIRlU4hkevUh5XE34QqXgMa4yUilaXgJSPK7e8bvN/dpeAl8RcUjHRqlOBVkwYgP6D3sohUloKXjKh73+HgleuuYENEJqjgRorx5vFSxUtEKkvBS0ZUOndXLlfBhohMUFBIjVvxCgIFLxGprKMOXma23cw2mdlGM1sfLVtgZreZ2RPRz/nRcjOzL5nZNjN72MzOO9rXl5lROoVEd84q2BKRiQkH149S8Sp2NariJSIVNl0Vr5e7+yp3XxP9/lHgN+5+CvCb6HeAVwGnRLergK9N0+vLNCudQiLXq+Al8TeRildeE6iKSIXNVFfj64Hro/vXA28oWX6Dh+4H5pnZkhlqgxyFXGd4MWGjQHdvusKtERnfmBWv2gwAec0FLCIVNh3By4FbzWyDmV0VLVvs7ruj+3uAxdH9pcDOksfuipZJzOS6wuA13w6Q68tUuDUi4xur4jU4j5emkxCRCpuOT9SXuHuzmTUCt5nZltKV7u5mo3wNHUUU4K4CWLFixTQ0USYr1xX+yRZVHSDXr+Al8Rd4inRqnIqXuhpFpMKOuuLl7s3Rzzbgp8DzgdZiF2L0sy3avBlYXvLwZdGyI5/zG+6+xt3XLFq06GibKFOQ646CV20n3QNVFW6NyPgCN1LjDa5XV6OIVNhRBS8zqzez2cX7wCXAZuAm4F3RZu8Cbozu3wS8Mzq78YXAwZIuSYmRXA5SBMyv6yWXr650c0TGVZhQxaucLRIRGe5o+5AWAz81s+JzfdfdbzGzB4Afmtl7gB3AW6PtbwZeDWwDcsAVR/n6MkO6c5AlR31NQHe+ptLNERlX4KlxB9cHQTlbJCIy3FEFL3d/CnjuCMs7gItHWO7AB4/mNaU8cj0pstZLtiYgF9RWujki4xprjFe6ujidRDlbJCIynGaulxHl+lJk073U1xXIuYKXxN9YwctSRpq8gpeIVJyCl4wo15cmm+4jW+d0e7bSzREZ11jBCyBNoOAlIhWn4CUjyvVnyKb7qa+HfmrI9+oTS+ItIEU6PXrwyqjiJSIxoOAlI8r1V5Gt6icbFbty7bpStsTbeBWvDHnygS5/JSKVpeAlI8rlq8hWDZCdFb5Fcvt6K9wikbEVPEVqjFyVsYC8zmoUkQpT8JIR5fLV1NfkqZ+t4CXHhvG7GgMCVbxEpMIUvGRE3UEt2ZqA7OzwNPzuDgUvibewq3H09RnLq+IlIhWn4CUjygW1ZGsK1M8Np3rLHeivcItExhaQHrviZYHGeIlIxSl4yYhyXku2rkB2bnidxu4DusidxFvg6XEqXgpeIlJ5Cl4yjBecHFmydZCdF16nMXdQwUvibbwxXmkrkA90yBORytJRSIbp7+qnQJpsFurnh8Gr+6AmQJJ4Cxiv4lVQxUtEKk7BS4bJdfQAkK03sgvCywXlOjUqWeItIE1qrOCVCsgXFLxEpLIUvGSY0uBVvzAKXl2FSjZJZFwFUqTTo68Px3jpkCcilaWjkAyT298HQHZ2muzCOgC6u0YfOyMSB+FZjaOvz6QKBK6Kl4hUloKXDFMMXvVz0tQtCINXTlcMkhjzguPjVrw0uF5EKk9HIRmme384Z1d2ToZUJkUdObq7K9wokTEE/eEYxPEqXvmCDnkiUlk6CskwxakjinN4Za2HXK+6aCS+FLxE5Fiho5AMMxi8ojm86lM95Hr1VpH4mkjwSit4iUgM6CgkwxSnjigGr2y6j+7eTCWbJDKmCVe8XIc8EaksHYVkmMHgNb8m/JnuJ9c/xieaSIUV8uF0J6kxg5er4iUiFaejkAxTnLOrOHlqfVU/3f1VlWySyJiCgfA9m06PPhYxky4QqOIlIhWmo5AMk+sO5+wqzuGVrRogN6DgJfE1ka7G2qoCuaCmTC0SERmZgpcMU5yzqziHV31NnlxeH1gSX4MVr8zoFa/jFg6we6ChXE0SERmRgpcMk8tBHTlSmfDtka3J061KgcTYRCpeTUucbmbR2dJZplaJiAyn4CXDdPcYWesZ/D1bUyBXqK1gi0TGNpGKV9PxYXd5y0N7y9ImEZGRKHjJMLneFNlU7+Dv9dkC3YW6CrZIZGwTCl4nZwFoeexgWdokIjISBS8ZJteXJpvuG/w9Wwc5snhh+IWy7/36Ji6a/3v6u/rL2USRIYrBKzXGEa3p9LkAtGzThUdFpHIUvGSYXF9mSPCqr4cC6RHD1e0/6mDtgXPZtX5POZsoMkRxHq8xK17PXQRAy46BsrRJRGQkCl4yTG4gQzZz+MMpWx9+mHXvHV4paNsbrmt/WgOWpXIm0tU4u2k2s+ikZbeuOyoilaPgJcPkBqrIVpUEr1nhB1VuX++wbdv2hwOW259R941UzkSCF0BTVTst7ZqTTkQqR8FLhsnlq8lW5wd/r58dnqPf3d4zbNvWznDQfXtz37B1IuUy4eBVf4CWg/XlaJKIyIgUvGSYXFBDtuZw8MrOCS+QnTswfIxXW89sANpb88PWiZTLhIPX3BwtuXllaJGIyMgUvGSYXFBDfW0w+Hv93NGDV2v/fADaNTWSVFCQD8+4HTd4LRqgJd844hm6InHxotmb+Nxr1lW6GTJDFLxkmO5Clmzt4Q+m7NxwTEz3gaFng+V783T4QgDa9+utJJUzOJ3EGBfJBmhaCr3UcWCH5vKSeMr35vlt15msf7i60k2RGaJPSxkmRx3ZupLgNS88AOQODe1ObH983+H7B3WQkMopBBOseB0fvk9bHm6f8TaJTEXr5r04Kdo6NWl1Uil4yRADuQEGqCabPbysfkF4ncbug0ODV+uW/YP327t1kJDKGRzjVTX2Ia3plHBgvWavl7hq3hR+oW3rmVXhlshMUfCSIXr2hWculgav7ILwOo25rmDItm1PdQGwONVGe68OElI5Ex7jdcY8AFqeHH6GrkgctDweHlfb+udVtiEyYxS8ZIjiXF3ZWYffGvUNYTUr1zV0QHLbM+G2Z8xppn1gTplaKDLcRCteS86JZq9/RmfhSjy1PB0eV9t9IflevU+TSMFLhhgpeGUXhsGr+4jg1docDrY/c/khOnzB4GVbRMptohWvbEOWeXZAs9dLbDXvDN/LToqObfvH2VqORQpeMkRufzgRajaaNBWgelY1KQJyR0xO39YKVfRz0knhtRx1pphUykQrXgBN1e20dNTMdJNEpqSl7fCxt22rglcSKXjJEMW5uoqTpgJYyqinm+7c0CpB2740jakOFi0Jt23fdqBs7RQpNVjxmkDwWpI9RMshzV4v8dS8L0uKcDxtcRytJIuClwzRvT8MXvXzhl7PLpvqJdczNHi1Hqhlcc0BGpaG1YP27TpISGUUg9d483gBNM3P0dIzf6abJDIlLd1zOLV6O3B4HK0ki4KXDFGcq6s4aWpRfaqHXN/Qt0tbdz2N9V00HB9WD3ShbKmUwXm8JtLVuCjP7kCz10s8tfQ3cO6SPQC0NQ+Ms7Uci6YcvMxsuZmtNbNHzewRM/vTaPknzKzZzDZGt1eXPOZjZrbNzLaa2aXTsQMyvQaD17yhE6Jm0/1092aGLGvrm0PjnD4aToiu19gy/JJCIuUw0cH1AE1LjQGq6Xhi37jbipRTz74e9vt8zjxlgAwDtO7Rl4Mkyoy/yajywJ+5+4NmNhvYYGa3Rev+1d0/V7qxmZ0BvA04E2gCfm1mp7r70MmhpKJyneGfIzt/6ODjbKaPXP/ht4sXnNaggcULt9FwSnS9xlb9KaUyJjPGq2llNHv9pg4aTls4o+0SmYyWjW3A8SxbmWFRqoO2jvS4j5Fjz5QrXu6+290fjO53Ao8BS8d4yOuB77t7n7s/DWwDnj/V15eZkesKzw4rTppaVF81QPfA4e7HzpZO+qilsTE8Rb+WHtp1FRapkEkFr1PDyX5bthya0TaJTFbLowcAaDqpjsbqg7TpUmyJNC1jvMxsJXAu8Nto0dVm9rCZXWtmxVGsS4GdJQ/bxShBzcyuMrP1ZrZ+796909FEmaDRgle2eoDcwOGDQOtjYTfN4mUZLGU0pPfTfkDfzqQyguIYr+rx34NNZ4aHJM1eL3HT/Hg3AEvPmEtjtou2Lp19m0RHHbzMbBbwY+DD7n4I+BpwErAK2A18frLP6e7fcPc17r5m0aJFR9tEmYTiXF11C4Zee7G+Jk8uOBy82raF1YLG5WFAa6g+RPshfTuTygiiCb4nNJ1Ecfb6neoal3hp2RGOk2167iIa5/TS1qcrgiTRUQUvM6siDF3fcfefALh7q7sH7l4Avsnh7sRmYHnJw5dFyyRGcrlwUtSq7BHTSdQEdAeHq2Bt28OE1nhi2G3TUNdNe3cWkUqYzHQSNXNqWGgdtOzRSd0SLy3NUEeOucvnsHjhAG35BZVuksyAozmr0YBvAY+5+7+ULF9Sstkbgc3R/ZuAt5lZjZmdAJwC/G6qry8zI9djZBneBZOtLZArHA5erTvDb2aLT5sHQMOsPtr7dKFsqYzBMV4T6GoEaKrp0Oz1EjvNe6tZWtWGpYzGRdDNLLrbuivdLJlmR3NW4/nAO4BNZrYxWvaXwOVmtgpwYDvwXgB3f8TMfgg8SnhG5Ad1RmP8dPekqE/lgLlDltfXOd1+uKLVticcC9ZwaviNrGHuAO0755WrmSJDFKLLhE6kqxGgqf4QLZ36oiDx0nIwS1P2AACNS8IvEW1b9nFCo8Z6JcmUg5e73w2MVNe/eYzHfBr49FRfU2Zeri9FNt03bHk2C73UUcgXSGVStLUb820/1bPCgcoNC539Pp98b55M7dHkeZHJm8xZjQBNC3rY/ORYJ2GLlF9z93ye1xSOwGlcEfYwtD1xkBNeunysh8kxRoMcZIhcX2bE4FUffeHKtYdju1r3VbO46vAElA2Lwgy+70ld1FXKL4hq5xPuamwM2FNYRNCvorvEgxeclvwili4Kh3E0nhAedIvjaSU5FLxkiFx/hmxm+Az02fowWOU6wvFfbV11NNZ1Dq5vWBIOxm9/8mAZWiky1GSmkwBoWmYEZNi7pWMmmyUyYQd3HqKHLE1RIbbx5PCMxradw78Iy7FNwUuGyA1Uka0afn2w7KzwrZLbHx4E2npms3j24UH4DcvCsnj7Dg0ElfKbzHQSAE0nhO/Xlk0KXhIPzRvDOSuXRldWaDw9vKpC225VZZNGwUuGyOWryFblhy2vnxtWEro7egFoHVhA4/zDlbHBC2Xv1KSUUn6T7moszl6/tXOcLUXKo+WxsLeg6ZTwWFq3oI7ZHKK1bfwpUuTYouAlQ+SCGrI1w4NXdnY4YD53oJ/+rn72+3waGw5fwLXhxLAsrgtlSyUUg1cqM8GK11nh2bgtT/XOVJNEJqV4JYWmM+YNLmvM7Kdtv05WShoFLxkiDF7DS9v188IxXN37+2l/PLpc0JLDb5+FJ0cXym4rlKGVIkMNTicxwYrX4jMbMAq07NL7VeKheUf4hbdpVePgssbaQ7QdqhvtIXKMUvCSIXKFWrK1wz+MsnPD4JU7OEDr1gMANC47fImg2nm1zKKTdg2ZkQqYbFdjVbaKxlQ7La06BEo8tOwJp+gpvVxb46wcbT2aby5pdNSRIbo9S32dD1uenReGrNyhPG1PdQHQuHLoJYIaMgdoP6CyuJTfZLsaIZq9fl/t+BuKlEFLew1N1e1DljXO66Otf15lGiQzRsFLBhXyBXqpIzvCJRfrF4YfUN2HAtp2huNiFp86dHb7hupO2jt1GRYpvyCANMPHJo6laXYnuztnz1CLRCan+dAsls4aOh3P4oYCewsLKeTVJZ4kCl4yqGdfOLhzpOCVXRAGr1xXgdZd4Qdc42nzh2zTkO2mPacLZUv5hcFrcqfdNy3opaVPFyGWeGjpXUDT/KFnhTcuNgqk6Xhi3yiPkmORgpcMKk6OWpwstVR9QzjuoLuzQFsb1NDL7Kah1YKG2X2096mCIOU3leC1pLFAa2ER+d7JVcpEplvQH7A7aKSpceh7uHFpOLa27fEDFWiVzBQFLxmU2xd2IRYnSy1VHPCZy0FrR4bF6XYsNTSgNcwLaM/Pm/F2ihwpKECKyXXHNC1L4aRo3bx3hlolMjF7t3QQkGHp8qHH1Mbjw+Nu25Oaby5JFLxkUHFW+uzs4WeGZWozVNNHLgdth2porDk0bJuGhU4nc+g7pEtcSHkFgU2+q/HEaPb6R3R9Uams4hUUildUKGo8KexBaNuhiamTRMFLBuUOhJOfjhS8AOotR3fOaOuexeJZXcPWNzSGb6fiPF8i5VIoQNomWfE6LfxQ0+z1UmnNW8L3YPGKCkWNp84DoK15+GXc5Nilc/9l0GDwiubsOlLWesn1pmjtm8dzl7UPW9/QFF0o+6lDLF2zZOYaKnKEoDCFilc0e/1tv+glyN9Pf2+Bgf4CqZTxpn9YTe08TTUh5VG8gsLSs4ee7LHwlAWkCGhrHT7Fjxy7FLxkUO5g+K1qtOBVn+6lqzdNW2EhjQu2DlvfsCwcj6ALZUu5BcHkK16NZzQwm0N8ZdPL+Mqmoet6uu/ij66/YBpbKDK6ll0FUgQsPmvRkOWpTIpFqTZa29U5lSQKXjKo+2B4dlf9/OoR12czfew+WM8A1Sw+bvj6hpVhmbx9l65/J+U1lYpXujrN5ns7aXtiF9XZDNXZDFW1aV76ymp+vTbNH81QW0WO1LwnzeLUXjK1ww+sjdUHaDug+RGTRMFLBuU6ww+u7PyR/5NnM/083R1+I2tsGl4VazgpnFC1fbfGI0h5BVMY4wWw4kVLWfGipUOWXXT83fxq+2l4wYeduSsyE1r219JUuw8YIXjVddHWpfkRk0T1Sxk0XvCqrxqgOQgPDI0rho9/WXDiPADa92o8gpRXULApBa+RXHShs9cXsfmnT0zL84mMp7lzDk2zRz7Jo3FOD229c8rcIplJCl4yKNcdBqbswroR12er83j0lll88vCJUquyVcyzA7R3qEogM+eZ+5rZ+sunhiwLApv0PF6jueg9JwBw+3d2T8vziYynpW8hSxeOPA1P4/w8bfn5I66TY5OClwwaL3jV1xye4bt4mvORGjIHaD848uB8kelw1Wt38wevGzrlScGnr+J1/PnLOCmzg9/cq7MaZeb1Heqj3RtoOm7k9+/ixnB+xOIl3eTYp+Alg3I5SBFQPWuUwfW1YVekUaDh1JGvcddQ00l7lwaCyszwgvPbfSfzZP54tt+9a3D5dHY1Alx88g7uaH2OLickM273w+GVE5qWjzx/YuOScPnerZofMSkUvGRQrgey5EYdUFxfF1bEFto+MrUjn5fRkO2hvad+xtooz25PrXuGAz4PgLXXPj24fLqD10WXZDjEXDZ8Z8u0PafISIpXTlh68sg9DY3Lwy+yrY8fLFubZGYpeMmgXE+KrI0+FUQ2Cl6N1QdG3aZhTh/t/RoIGidP37mTJ27bXulmTIsNP28Gwsrs2jsOf0GY9uD1vlMBuP2HwycKFplOLY+HVwFpes7Ix83GleEZjW1Pa37EpFDwkkHdvSnq06OPI8hGZzQvrhv9EisN8wLag/l4QWc2xkHQH3DZK/Jc8uo0Qf/k5rmKo/X39FNNH69b8gC3bz9p8H023cFr0ekNnFO7ld88oC8RMrOanw6vGNJ09sIR1zeeEk7T0/aM5kdMCgUvGZTry5BNj36B6/roMmKNs0cPZ4sWQS915Npz0908mYKbPv4Ajw+cwPb8cv7nk+sr3ZyjtmHbHM7JPsmlF/bTXFjCtt/sACBwI23TG/YvOn0P9+w/nd4D+sCTmdPS7FTTx8JTRh432/iccHnb7mP/i5OEFLxkUK4/TTbTP+r6bH34dmmcP/oEqQ2Lw4Gg7U/sn97GyaR5wfmnr8zihMwzLE3t5itfH3nw7rHCC86G/Sex+vh2Xv6OZQCsvf4ZIKx4paax4gVw8Wvq6KWO+659bFqfV6RUy94MTZm20cfWNtZTTxdte8vcMJkxCl4yKDdQRTYzeqiqnxN+cC9uHL2y0NAUnhHZ/vTo3ZFSHnd/9WF+230WH3nT07zv5Vu5tWMNj//q6fEfGFNPrn2Gg8xlzfOMUy89gabUbm6/MzzJIyikpr3i9dKrnkOaPLf/VIOaZeY81T6HpXVjf1FtzOyjbZ8uNJMUCl4yKDdQTbZ69OCVnR0Gr8Ylo79tGlaEA8F0oezK++dP9dFg7bz7y8/jj79wJlX089WPPlPpZk3Z+hvDgfWrL1uEpYyXr3iKdc0n4wUP5/FKTW/Fa86yOTxv1mP8ZuPIY29Ejta+J/fz284zuPCcsaeKaKw5ROvBkc96lGOPgpcMygXVZKtHn7coOyf8xtW4bPR5ugYvlN08+lgxmXmP3rSNX7Q9nz+5cDPZhiyLz1rEW45/gP/cuIquPV2Vbt6UbLivnxp6OfO1JwJw0YUFWguNPPaLJ2dkjBfARed08Luu0+lsUQVXpt8vP/8oARlee0XDmNs1zuqmLTerTK2SmabgJYNyQQ3ZmtEHcD73Nct50axNPO/Nx4+6TcPJ8wBo35OciScPPnOQ2z6z4Zg6U/NzH9lNlm4++PVzBpd98GNzOMRcvvNnD1awZVO3fttczql/cnCC35dfsRKA2/+rOexqnOaKF8DFfziXgAx3fkPzecn0u+kXxuJUG8971xljbtc4t5+2/rllapXMNAUvGZQLasnWjP7htWTVYu7tPJum844bdZt5x88lRZCYC2W3bt7LS0/bwyUfW81PP/rbSjdnQprX7+bbT7yAK89eP+RMqRf98VmcW/cYX/7xkmMqRAIU8gUePHAia1Z2DC474aXLWZnZydp7a2as4vWiK55DDb3c/gt1ncfFM/c1s+fhtko346j1d/Vzy84zec3JW0llxv4oblwYsLewkEJ++r9cSPkpeMmgnNeSrTu6/9ipTIqFto/2fcf+W2vnb1t46XldbOtdxomZHXz4X5bT3Rb/D+AvfmArAWn+75dPHLLcUsYH39rO5r5TuOsrD1eodVOz7Tc7OMRcVq8ZeubXy0/YzrrdpzJQSM9IxatuQR3nz3+UX21eqilSKizfm+czl63jlBc38OLVvcd89++dX93MIebyujePfIm2UouPM/JUcWCHTvRIgmP/01GmhRecbuqpzx79czVUHTrmL5T95O07uOD8AnsGFnDrV5/k+i8eZGewlL9//QOVbtqYDj5zkH9/4DzeuuK3nPDS5cPWX/651cy3/Xz5n4+tELHhF7sBWPPqxiHLL7o4xT5fwKO5laRTM1PFe9MlnTzSdwrHLcrzx8+5k3u+9vAxVzE81j1y4zZetPBxPvarC3nZgs3syC/lmpdvrHSzjsrPv9tJLT284pqzx922cWl4PG3bqml6kkDBSwDoO9SHkxqcnf5oLKk/yM+a1/Caxb/jhqvu5uAzx9a3tEdv2sYFr6yhq1DH2m+3cP77z+ElHziHd510N5+//8VsufmpSjdxVF/949/TyRz+3z/MH3F9tiHLlec9xE92PY/v/cm9ZW7d1K2PBtaf8ZqhVbyXvyf8vYcsqRnoagR4/3dfyrovbORNJz/E97aex0s+cA6n1W7ny2+5Q10/Myzfm+cfL13HeW9YzvaeRn54zX3c2rGav3jRXXzr8Qu48S+Pje7/I3nBuemRE3lF4yayDeMfdJtODrf55Pv30PLgnplunsw0d4/1bfXq1S4zr2PbPgf3L7xx3VE/1xO/3u7/73lr/fj0Tgf3anr9dcfd77/81ANeCArT0NqZ8/RdO32htfuS1G7f/LMnhqxr3dzmczngF8/fEMv92LOpzWdz0F/T+Nsxt2t7dK+/ePZDDu7vOukuP9R8qEwtnLqXzf29v6B+04jrTql6ysH9DUvum/F2dO7u9P98z11+fvTvd/H8Dd68YfeMv+6z1XtPv8PB/S3L7vXWzW2Dy/s6+3xV3WO+yNp8z6a2MZ4hnjb95HEH96+//Y4JbR8MBP4XL1jr1fR6PZ3+qYvXeq4jN8OtlKkC1vsYuabiwWq8m4JXeez8XYuD+zfeMbEDwUQUgoLf981Nfs15a70pFT7/BXM2+t1ffWjaXmO6vXnpvZ6lyx+/9ekR13/5Lesc3H/w4XvK27AJuOo5d3iGft9y85PjbjvQM+B/89K1niLvJ1c97Q9c/8jMN3CKgoHAZ3PQP3j2yF8Kih/Ob1p6b9naVAgK/s133ulZunyhtfuNf3l/2V772eKpO57xNAP+gbNG/rtv/tkTXkOPv3bx/bH8IjSWf7hkrYNPOrRv+812f9PSex3cl6d3+X+9724f6BmYoVbKVCl4yYRsvSWsGnz7/XfPyPP3dfb5V/7XOj8utcfB/Q8af+sbf7BlRl5rqu78t40O7p98+dpRt8n35f3cuke9KdUSq0rRxh9s8RR5//C5k6tY3vlvG315epdn6Pd/uGSt93X2zVALp27LzU86uF97xZ0jrv/+h+5xcH/r8vKH4cf+50k/t+5RB/f3n3mHd+/tLnsbkuqPTrvDa+gZM5z86xvCL0LffOfI7424euGsh31Ndupfdu740kY/L3rfnZDZ4V960zrvau2axhbK0VDwkgn5/fe3OLj/5M9ntrumq7XL//HStT7P9ju4n1O7xT/2orV+11cequg3t2Ag8NXZR3xZunncD8/7vrnJIayOHdkdWQmFoOAvn/egL7AO3/fU/kk/ft9T+/3N0bfoEzPb/QcfvidWFYRvv/9uB/eH/3vriOv3bGpzcL/8+Jn50jCe3oO9/merwwrGktRu/6dXrfUDOw5UpC1Jsf3unZ6hf9QqZ1EwEPhF8zd4PZ1+01//1vN9+TK1cOr2bGpzI/C/u2jtUT1PMBD4T/78vsFhA/Ntn//V+Wv9mfubp6ehMmUKXjIh9/z7ww7ut/z9A2V5vX1P7ffP/sFav3Deg56h38F9nu33y4+/22/8y/vLXnm57o/ucnD/r/dN7MP7r1+y1tMMOLivyT7i//bmdd7+eMcMt3JkP/vY/Q5hN+jRuOXvH/Cza7c6uL+gfpPf9ZV4dAlfc95ar6N7zGB+WcPv/NOvXFu+Ro1g3Rd+7xfP3+DgPpuD/pE1a33XAy0VbdOx6r2n3+HV9PrO343/7/fM/c2+IhpPenx6p3/6lWt990OtZWjl1Hzr3Xc6hF92p8s9//6wv3HJfW4EDu7Pqd7mf3LOOr/xL+/3gzsPTtvryMQoeMmE3PZP4QfGnf+2seyvfWDHAf/vj9zrV5xypzfYXgf3Bdbh7z39Dr/rKw95MBDM6Ot3tXZ5U6rFn1e/eVKv1bq5zf/1Det8Vd1jDu5V9Plblt3rt3/+wbJVjHoP9vpJme1+Rs0T01IxzPfl/dor7hwck/fi2Q/5p1+51n///S0Vq4JdMGejv2jWwxV57anY8O1H/W0r7vEUec/Q7xfN3+D//Oq1/vB/b41VJTGunrm/2avo8/edMfHxpn2dff6j/3vvYPDN0O9vXnqv//dH7o1d9+8bltzny9O7ZuS98MSvt/vnXrPWL2v4ndfR7eCeZsAvmLPRP3OZ3oPlouBVZr0He33TTx73H3z4Hv/bl63195x6p3/uNWt93Rd+H6sxQUe68S/Dqsn6/3q0ou3o7+73//nE7/zy4+8ePHA0pVr8fx9/t3/jHXf41luemvYDx9+8dK1D+K1xqh760Va/5ry1vsA6HNxPq37S//UN66bU9TcZn3tN2PZf/cP6aX3ertYu/8xla3119hEHH/w7vOfUO/2/P3Jv2brS8n15n8Uhv3qcLqc4euqOZ/wvXrB2sIpY/Dd898l3+hf/cJ3f/vkHve3RvZVuZux84Kx1XkWf77h315Qev/WWp/zPVq8d/BKXpcvftPRe/+7V9/j+7eV5347m99/f4lm6Rj1hYDr1Huz12z//oH/sRWsHvxwWB+W/9/Q7/Ib33uWbfzbxL2y9B3t93Rd+73d/9aEZP64d68YLXhZuUz5mdhnwRSAN/Ie7f2as7desWePr168vS9umquXBPVz/sS18784mHu09kYDwYtJGgQbrYK8vGvz99JqnOGV+B1XpApm0k0kXSKdgTn3A4kZncVOaxStqWHxiPbMW1lAzq4raOdXUzq2hbn4tdQvqsJSN1Zwp+d6f3Mv//vKLeex/nuI5rz5x/AeUQdeeLn72yYf4n5uNdbtOYk9hMQBLUns4d+FOTm7KccopcPJz6znlxYtY/vwlg9fxG4kXHC/4kMtz7PxtC6e9cB6vW76R7z/z4qNuc8++Hn700Q38+/fmcl/X2VTTx6k1z3Dqwg5OXdHLKc9Jc8rqOSxftZCl5y2mKju1iWY7Wzp54HvbeONHTuSCxq38ovX5R9320ex5uI1bvvQ4N/8qza27zuAgc8kwwPlzH+FVLzrAxZc3smxVAw2nLiBTm5nW137sF09yxmtP4ro/upt3ffMl0/rc5dS8fje/+so2bvl1htubT6XDFw6uW5xq4zmzWzh+YRcrmvKsOCHFitOyNBxfT3ZeNdn5NWQX1JJdWEf1rGoytZnBY0AhX+DgzkN0PHWQfc90sa+5BzNYuDzLwpWzWbByDnOWzZmRY8ZM2PXAbk56/gLe/Zzf8vXHXnpUz5XvzXPnVzbx4+sO8ZNHnzN4/FicauOUWbs5ZfEhTj0x4KQzajjxvHmc8KLjmH/CvBn5tzr4zEH+5nUb+fJDL2Gh7ePXP9zPOW8+ddpfZyzN63fzy3/bxs23VXHb7jPpYjYAdeR47qwnee7y/axcUWDFSVWsOHM2x69uILevl1u/tZNb7syybu8Z5KgffL4lqT2cMbeF05d1sqjBmTUb6melmDU3zez5GRpWZGk8eQ6Np81ndtPsY+Y9OB3MbIO7rxl1fTmDl5mlgceBVwK7gAeAy9390dEeM9PB601L7+fp/XOZU93HnNo+ZtfmmVUX4ED/QIqBvDEQhB/Ui+f3s7TJWboyw9JT6jnQ2sd/Xp/i5rbVFEhzwZyHeNk5+zljVTVnXLCQU1+xgroFdbQ9spcNP97OA+u6eeCRLDsOzSPwFPlCmsBTDHiaQ4VZHPB547a3jhyLMx001hyksT5H49w+GhcGNC6GxqYqGlfUMr+pjtmLapm9OMvs4+qpb6wf91pg33r3XfzR9Rew495mVrxo6TT8y04vLziP/+pp7vjOLu64O80jrQ1s611KN7MGtzEKNKVaOb5+LysXdLJwbp62/VW0HKxnd89cWgYWkaOeKvqpo4da62eADDmvY+vd7Rx//rJpbfNDP9zKdz+/m8d21PH4/kU82b+cPIeDllHguFQby+o6WDqnk4Y5/SycV6ChARY2pqmqSdHfW2Cg3+nvc3pyzuatGdbvWsKW/hNwUsyikwf+Z2/ZwvJAboD7r32Um7+zn19uXMJDvacNWT/f9rMoc4CG2k7m1fYxv76f+bPzzJvrzJsHs+emmD0/E94WVpOdV03dnOjLxZxqquoydLXl2L+rmwN7evnVjw7xufUXsuknT3DWG08pyz7ONC84ex5uY/Mtu9h0XyebHk2zrW0OO7obaA6Oo0B63OcwCmTIE5Aed/s0eWZbF/XWQ326l1mZXmZX97FoVg+N8/tZvMhpPC7F3IUZzMCiz0dLQTpjVNemqa5NUV2XprouTVVtmupsJvy9vir8vb6KqroMVXUZqmdVU5WtIpVJYSmb1Afuh557B197+MU8cVcrK18yff8fC/kC935jM/f8fB9PPJXm8T1zeKLruMEwVjSXg5xQt5ulsw+xODq2Lj7OWLQkQ219asi/RU19hrnH1TG3qZ55y2dT31g/bF+94Hz36nv5yNdPprWwiPedeTef/vk5zD9h3rTt21Tke/M8fut2HvxlKw/+boAHn5zHpkMr2OcLRtz+5KrtXPqcHVzy2lrSVSkefaCbR7ZmeHTPfLZ0L6eTOWO+Xg291Fkvhg/eUhSYle5hflU382t7mJ/tY96sAepqnGydU1cHdXXhMeO4FdUsPrGe406by+IzFlLfWD/m61Va3ILXi4BPuPul0e8fA3D3fxztMTMdvD6yZh1bdmbp7KvmUH8tnQN1dBXqSFGgyvJUWUBVKo9j7OlfyEGGXiF+SWoP737BFq745EpOeeXKo2pL74Fe2h7roPXxg7Q+2UWuM09vd4G+3gK9Oae7y9nbDm37MrQdqqUtN4vWvnnsLSwc8oF+JKNAPd3MTnUzO93DrEwvs6r7SJtj5qTM2dU1jy39J7F3SwcNpy0c9bnixAtO6+a9PHHnbrY9eIjtTwbsaM6wo6OeHV0Lac/PY3HVPpqyB2iam2NJQz9z50BvL/T0Gr19Rk9fiksuNd7+1fNnvL353jw77m1m23172fVEDzu3B+xsSbNrXx0tXXPpGJhNe2EBA4xetTsu1crzFm3neWf2sOZl9bzg7Sez4KSRZ6kvh5YH93Dvd56mrbmfva3O3g5j74Eq2rtqOdBbx4GBLPuDORzwufgUL5SxyPbSkps/7dW0OMr35mn5fSs7NrSzf3cvuc4gvHUV6O5y8nkGb0EA6TQsbDAWLk6z4Lga5i+pxQtOx64e9rUO0NGaZ98+6Oo2unIpunrTdPdlONRbw97eWbQOLGC/z+z7xyiQokANfcxOdTMn3c3sKPzlCym689V052voDmrZU2jkilPv5T+2XjCjbSo6tOsQT92zm6cf3M9Tj/by9A7j6T1ZWrpm09Y3l7ZCw5jH1lJp8tTTTa31U5vqozY1QN5TPJU/nufVP8JXv2qseecZM7xHR6drTxc717eyY+N+ntkSXlbs4iuP56SLjh/zcfnePLn2HF1tObr29tC5t5f2Hd207eylrTlPayv09lnY2UnY6VkoGJ25NAdyVezvqWV/Xz0H81lyXkeP19JH7YTbXXyPpQlKbgWqbCD6HA8/y2dletnYc9r4T3iU4ha83gxc5u5/FP3+DuAF7n71aI+JW1djd1s3zb9vo/mRA7jDSz94dsU/ELzgHNhxkLYt+2h7spP9u3vp3J+n80BA58ECnZ3Q1Q2d3Sk6cxk6e6vo7q+i4EbBDQcKbqyY38n3nnrhuNUxmTlecLr2dNG+7QDBQGGwmlC8zTpu1jFZsi/kC3Tt6aJzTzedbT0cau2hs72Pns48vd0BvbkCvbkCfT0FZs9LM29RFfOX1DJvSR0rnreYuSvmjv8iMiX9Xf20P76PQ3tyg9eg9ILjDsFAgf5cnoHegP6egL5cwEBfgf6egIH+Av29Tl9PWJUd6HcGBpz+PhgYKH64hrcggL4+ODR4DMrQ2VdN2pz66gHqa/LU1wY0zA/4fzecHZsvf4V8gf1PH6B92wH6uvND/i16OvMc3NvPwY48B/cXOHAAunPhF7re/hR9A+Htsov6ec+155OuHr+SKYcF/QG9B3o51NJF69YD7Hmikz3be9mzK09vb/j+guLItcPvsyCAoABBYGGPVR4G8mHvVTrt3PDkzA9ZOCaDl5ldBVwFsGLFitU7duwoWxtFREREpmq84FXu0kYzsLzk92XRsiHc/Rvuvsbd1yxatKhsjRMRERGZSeUOXg8Ap5jZCWZWDbwNuKnMbRARERGpiLIOTnL3vJldDfyKcDqJa939kXK2QURERKRSyj4q3N1vBm4u9+uKiIiIVJpOXxMREREpEwUvERERkTJR8BIREREpEwUvERERkTJR8BIREREpEwUvERERkTJR8BIREREpEwUvERERkTJR8BIREREpEwUvERERkTJR8BIREREpEwUvERERkTJR8BIREREpEwUvERERkTIxd690G8ZkZnuBHZVuB9AAtFe6ETNM+5gM2sdk0D4mg/YxGSazj8e7+6LRVsY+eMWFma139zWVbsdM0j4mg/YxGbSPyaB9TIbp3Ed1NYqIiIiUiYKXiIiISJkoeE3cNyrdgDLQPiaD9jEZtI/JoH1MhmnbR43xEhERESkTVbxEREREyuRZHbzM7FozazOzzSXLnmtm95nZJjP7uZnNiZZXm9l/RssfMrMLR3i+m0qfKw6max/NbJ2ZbTWzjdGtsfx7M7Jp3MdqM/uGmT1uZlvM7E3l35uRTcc+mtnskr/fRjNrN7MvVGSHjjCNf8PLo+UPm9ktZtZQ/r0Z2TTu4/+K9u8RM/un8u/J6MxsuZmtNbNHo/b9abR8gZndZmZPRD/nR8vNzL5kZtuifTqv5LneFW3/hJm9q1L7dKRp3sdbzOyAmf2iUvszkunaRzNbFb2/H4mW/69K7lepadzH483sweiY+oiZvW/cF3f3Z+0NeClwHrC5ZNkDwMui+1cCn4rufxD4z+h+I7ABSJU87g+B75Y+Vxxu07WPwDpgTaX3Z4b38ZPA30f3U0BDpfdtuvfxiOfcALy00vs2XfsHZIC24t8N+GfgE5Xet2nex4XAM8CiaN31wMWV3reS/VkCnBfdnw08DpwR/S0+Gi3/KPBP0f1XA78EDHgh8Nto+QLgqejn/Oj+/Erv33TuY7TuYuC1wC8qvV8z9Hc8FTglut8E7AbmVXr/pnkfq4Ga6P4sYDvQNNZrP6srXu5+J7DviMWnAndG928DilWPM4Dbo8e1AQeANQBmNgv4v8Dfz2yLJ2+69jHOpnEfrwT+MVpXcPfYTAg43X9HMzuV8AP9rplp8eRM0/5ZdKs3MwPmAC0z2vBJmKZ9PBF4wt33Rtv9uuQxFefuu939weh+J/AYsBR4PWFIJPr5huj+64EbPHQ/MM/MlgCXAre5+z5330/4b3NZ+fZkdNO4j7j7b4DOMjZ/QqZrH939cXd/InqeFsIvRqNOLFpO07iP/e7eF21TwwR6Ep/VwWsUjxD+AwO8BVge3X8IeJ2ZZczsBGB1ybpPAZ8HcuVs6FGYyj4C/GdUTv149MEWZ5PaRzObF63/VFQ2/pGZLS5riydvqn9HgLcBP/Doa1pMTWr/3H0AeD+wiTBwnQF8q7xNnrTJ/g23AaeZ2UozyxB+KBz5t40FM1sJnAv8Fljs7rujVXuA4v+tpcDOkoftipaNtjxWjnIfjwnTtY9m9nzC6tCTM9neqTjafYy6LR+O1v9TFDJHpeA13JXAB8xsA2H5sT9afi3hP/R64AvAvUBgZquAk9z9p+Vv6pRNah+jdW9397OBC6LbO8rZ4CmY7D5mgGXAve5+HnAf8Lkyt3mypvJ3LHob8L3yNHPKJvt/sYoweJ1L2K3xMPCxMrd5sia1j1H15/3ADwirldsZ/retuKgX4MfAh939UOm6KOzHOfBPiPZx4vsYVfj+C7jC3QvT3tCjMB376O473f0c4GTgXeN9ac8cRXsTyd23AJfAYHfMH0TL88A1xe3M7F7CPuGXAWvMbDvhv2ejma1z9wvL2/KJm8I+4u7N0c9OM/su8HzghvK2fOKmsI8dhBXLn0SrfgS8p4xNnrSp/B2j358LZNx9Q1kbPElT2L9V0fono+U/JByjEVtT/L/4c+Dn0fKriFnwigLwj4HvuHvx/1Nr1C2zO/oQbouWNzO0YrcsWtYMXHjE8nUz2e7JmKZ9jLXp2kcLTxj5H+Cvoi662Jjuv6O7t1h48swFwH+P9rqqeB3BorP1zCwF/DXw79HvWTOrj+6/Esi7+6Pu/jV3b3L3lcBLgMfjHLpg8vsYdXc0RMurgNcAsTp780hT+Ds64YfZhdFTXAw8Wu52T8Zk97HkoZcT/2rXVPavGTjDzIpjSF5JOG4jtqbyNyx5zHzgA8B/VKDpI4qGIHwLeMzd/6Vk1U1A8czEdwE3lix/p4VeCByMunl+BVxiZvOj/bwkWlZx07iPsTVd+2hm1cBPCcdGjRpEKmEa93GZmdVFzzmfMAdsHfPFPQZnF1TqRvjhsxsYICzrvwf4U8Jvlo8Dn+HwJLMro3/MxwgHtB4/wvOtJH5nNR71PgL1hGdVPUw4JuWLQLrS+zbdf0fgeMKBzg8DvwFWVHrfZuK9SniG2HMqvU8z9Dd8X7T8YcIgvbDS+zYD+/g9wi8FjwJvq/R+HbGPLyHsmnkY2BjdXk14NuZvgCei/VkQbW/AVwjH/Wyi5Mxpwm7YbdHtikrv2wzt413AXqAnek9cWun9m859BP5P9H7fWHJbVen9m+Z9fGX0HA9FP68a77U1c72IiIhImairUURERKRMFLxEREREykTBS0RERKRMFLxEREREykTBS0RERKRMFLxEREREykTBS0RERKRMFLxEREREyuT/A+baemNZa10zAAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.626771Z", + "iopub.status.idle": "2024-04-22T02:52:27.626902Z", + "shell.execute_reply": "2024-04-22T02:52:27.626836Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.626830Z" } - ], + }, + "outputs": [], "source": [ "plot('RCHRES', rid, 'HYDR', 'IVOL', 'sum')" ] }, { "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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8MdDUnsxs4nEwjBODh46Gc8GUyU3qyMwmKg8ljRNDDR0NNnlSB2uWzG9SR2Y2UXmLoU0NPuKod4QhIoGPSjKzunEwtKGhjjgSDLlfoWvKZH689o+a2p+ZTWweSmpDQw0bBaUtgywPHZlZIzgY2tBwRxYFpS0EpZ9fuvbtHjoys7rzUFIbGm6fgoeNzKwZvMXQhtYsmc/kSR25moeNzKxZqg4GSbMk/UDSM5L2Sfp0qt8mqVfS7nRZlllmnaQeSfslLanHE5iIVizq4kvXvt3DRmbWErUMJb0B/GVEPJ3O+7xT0vZ021ci4h+yM0taAKwELgEuAL4v6eKIGPng/DPUikVdDgIza4mqtxgioi8ink7TvwSeBUZ6J1sOPBQRr0fEzymd9/nyah/fzMwaoy77GCTNARYBT6bSzZL2SNooaWqqdQGHM4sdYeQgMTOzFqg5GCS9FfgOcEtEvArcA1wELAT6gDuruM/VkoqSiv39/bW2aGZmFagpGCRNohQKD0bEZoCIOBoRpyLiV8C9/Hq4qBeYlVl8Zqq9SURsiIhCRBQ6OztradHMzCpUy1FJAr4BPBsRd2XqMzKzfRDYm6a3AislnSNpLjAP+Em1j29mZo1Ry1FJ7wA+AnRL2p1qnwWul7SQ0gd1DwGfAIiIfZIeBp6hdETTTT4iycys/VQdDBHxn7z563sAHhthmduB26t9TDMzazx/8tnMzHIcDGZmluMv0avQ57Z0s+nJw5yKoEPi+itm8Xcr3t7qtszM6sbBUIHPbenmX3f89+nrpyJOX3c4mNlE4aGkCmx68nBFdTOz8chbDKPInnt5qFNrQmnLwcxsonAwjGDwuZeH06Ghjto1MxufHAxDKG8lDHUWtaFcf8Ws0WcyMxsnHAxJNgwEww4bZfmoJDObiM74YNiyq5fbtu7jxMDJ07XRQsHnXjazieyMDobPbenmwR3/PaatgzKfe9nMJrozNhg+fO9/8eODxytapmvKZNYsme9TbprZhHbGBUM1gTB5UgdfuvbtDgQzOyOcUcHwnrt+yIFj/zumecs7oL2VYGZnmjMiGK64fTtHf/l/Y55/6m9O4vPvv8RhYGZnpAkdDJVsIZT96eLZPvzUzM5oEzIYqtmPAPCOi6Y5FMzsjNf0L9GTtFTSfkk9ktbW+/6rDYXzzungwY//Qb3bMTMbd5oaDJI6gK8B1wALKJ0fekE9H6OaUJh+7tns+dul9WzDzGzcavZQ0uVAT0Q8DyDpIWA58EyT+wBKqXjXhxZ6J7OZWUazg6ELyJ684AhwxeCZJK0GVgPMnj27IY2846JpHjoyMxtCW+58jogNwAaAQqFQ95MdHLrjvfW+SzOzCaPZO597gex3VM9MtaaYfu7ZDgUzs1E0OxieAuZJmivpbGAlsLWeDzDcG/+hO97Lk7e+p54PZWY2ITV1KCki3pB0M7AN6AA2RsS+ej+OtwrMzKrX9H0MEfEY8FizH9fMzMam6R9wMzOz9uZgMDOzHAeDmZnlOBjMzCxHEXX//FhdSeoHXqhi0fOB/6lzO/XUzv21c2/g/mrRzr2B+6tFtrffiYjOau+o7YOhWpKKEVFodR/Daef+2rk3cH+1aOfewP3Vop69eSjJzMxyHAxmZpYzkYNhQ6sbGEU799fOvYH7q0U79wburxZ1623C7mMwM7PqTOQtBjMzq4KDwczMciZkMEhaKmm/pB5Ja1vw+LMk/UDSM5L2Sfp0qt8mqVfS7nRZlllmXep3v6QlTejxkKTu1Ecx1aZJ2i7pQPo5NdUl6e7U3x5Jlzawr/mZ9bNb0quSbmnlupO0UdIxSXsztYrXlaRVaf4DklY1uL/1kp5LPTwiaUqqz5E0kFmPX88sc1l6TfSk56AG9Vbx77JRf9PD9PetTG+HJO1O9Wavu+HeRxr/2ouICXWh9HXeB4ELgbOBnwILmtzDDODSNH0u8DNgAXAb8FdDzL8g9XkOMDf139HgHg8B5w+q/T2wNk2vBb6cppcB3wUELAaebOLv8iXgd1q57oB3AZcCe6tdV8A04Pn0c2qantrA/q4GzkrTX870Nyc736D7+UnqWek5XNOg3ir6XTbyb3qo/gbdfifwNy1ad8O9jzT8tTcRtxguB3oi4vmI+D/gIWB5MxuIiL6IeDpN/xJ4ltL5roezHHgoIl6PiJ8DPZSeR7MtB+5P0/cDKzL1B6JkBzBF0owm9PNu4GBEjPTJ94avu4h4Ajg+xONWsq6WANsj4nhE/ALYDixtVH8R8b2IeCNd3UHpbInDSj2eFxE7ovRu8kDmOdW1txEM97ts2N/0SP2l//qvAzaNdB8NXHfDvY80/LU3EYOhCzicuX6Ekd+UG0rSHGAR8GQq3Zw28zaWNwFpTc8BfE/STkmrU216RPSl6ZeA6S3sD0pn+Mv+UbbLuoPK11UrX5d/Ruk/ybK5knZJ+pGkK1OtK/XUrP4q+V22at1dCRyNiAOZWkvW3aD3kYa/9iZiMLQNSW8FvgPcEhGvAvcAFwELgT5Km6mt8s6IuBS4BrhJ0ruyN6b/fFp2LLNKp379APDtVGqndZfT6nU1Ekm3Am8AD6ZSHzA7IhYBfwF8U9J5TW6rbX+Xg1xP/h+Tlqy7Id5HTmvUa28iBkMvMCtzfWaqNZWkSZR+mQ9GxGaAiDgaEaci4lfAvfx6yKPpPUdEb/p5DHgk9XK0PESUfh5rVX+UAuvpiDia+mybdZdUuq6a3qekjwLvAz6c3kBIwzQvp+mdlMbuL069ZIebGtZfFb/LVqy7s4BrgW9l+m76uhvqfYQmvPYmYjA8BcyTNDf917kS2NrMBtLY5DeAZyPirkw9Oy7/QaB8JMRWYKWkcyTNBeZR2pnVqP7eIunc8jSlHZV7Ux/lIxZWAY9m+rshHfWwGHglsynbKLn/1tpl3WVUuq62AVdLmpqGTq5OtYaQtBT4a+ADEfFapt4pqSNNX0hpfT2fenxV0uL0+r0h85zq3Vulv8tW/E3/MfBcRJweImr2uhvufYRmvPZq3XPejhdKe+d/RinRb23B47+T0ubdHmB3uiwD/gXoTvWtwIzMMremfvdThyMaRunvQkpHdvwU2FdeR8DbgMeBA8D3gWmpLuBrqb9uoNDg/t4CvAz8VqbWsnVHKaD6gJOUxmdvrGZdURrr70mXjzW4vx5K48rl19/X07x/kn7nu4Gngfdn7qdA6U36IPBV0jcjNKC3in+XjfqbHqq/VL8P+OSgeZu97oZ7H2n4a89fiWFmZjkTcSjJzMxq4GAwM7McB4OZmeU4GMzMLMfBYGZmOQ4GMzPLcTCYmVnO/wOR6oX2/WZxRgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.627252Z", + "iopub.status.idle": "2024-04-22T02:52:27.627379Z", + "shell.execute_reply": "2024-04-22T02:52:27.627320Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.627313Z" } - ], + }, + "outputs": [], "source": [ "scatter('RCHRES', rid, 'HYDR', 'IVOL', 'sum')" ] @@ -6076,44 +2647,32 @@ }, { "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.628036Z", + "iopub.status.idle": "2024-04-22T02:52:27.628193Z", + "shell.execute_reply": "2024-04-22T02:52:27.628121Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.628114Z" } - ], + }, + "outputs": [], "source": [ "plot('RCHRES', rid, 'HYDR', 'PRSUPY', 'sum')" ] }, { "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.628527Z", + "iopub.status.idle": "2024-04-22T02:52:27.628667Z", + "shell.execute_reply": "2024-04-22T02:52:27.628601Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.628594Z" } - ], + }, + "outputs": [], "source": [ "scatter('RCHRES', rid, 'HYDR', 'PRSUPY', 'sum')" ] @@ -6127,44 +2686,32 @@ }, { "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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XXFDy9ih4iUjk5Cpe6moUkT/+8Y+cdtppnHnmmVx22WV86Utf4qijjhp2+29+85ts3ryZT3/60yxdupSlS5fS2to67PbjZf58p+G1fPlyl+unFREZizctvpefbr+ANT9+grPfdHKlmyMSaU888QQnn/zc/H9W7NjNbI1zbvlwz1HFS0QiRxUvEQkrBS8RiRwFLxEJKwUvEYmcrAuuauxX8BKRcFHwEpHIUcVLpLzCPl58Kkz0mBW8RCRyFLxEyqe2tpb29vbnVPhyztHe3k5tbe24n6sJVEUkcjyn4CVSLgsWLKClpYW2trZKN6WsamtrB9wDcqwUvEQkcvIVr/7nzl/gIpVSVVXFkiVLKt2MI4a6GkUkcrysf2pTxUtEwkbBS0QiJ9/VmFHFS0TCRcFLRCInV/Hy1NUoIiGj4CUikZOveCl4iUjIKHiJSORkFbxEJKQUvEQkcjwXDK5X8BKRkFHwEpHIyV/VqOAlIiGj4CUikaOKl4iElYKXiEROLnh5XoUbIiIyiIKXiESOKl4iElYKXiISOfnglalwQ0REBlHwEpHIUfASkbBS8BKRyMmSu2VQhRsiIjKIgpeIRI4qXiISVgpeIhI5nosDCl4iEj4KXiISOR6aTkJEwknBS0QiJ9/VqOAlIiGj4CUikeOR62q0CrdERGQgBS8RiZz8GC9PwUtEwkXBS0QiJzfGS12NIhI2Cl4iEjnZfPBSxUtEwkXBS0QiJzfGy1PwEpGQUfASkcjJD65X8BKRkFHwEpHIyQevrIKXiISLgpeIRIrLOlx+jJdOcSISLqOelczs+2bWamYbCpbdYmZrg69tZrY2WL7YzNIF6/674DnLzGy9mW02s2+Ymf4UFZGS8/oOX8qoipeIhE1iDNvcBHwT+GFugXPuDbnHZvYV4EDB9s8455YW2c8NwD8ADwJ3AJcDvx93i0VERuAHL//UpoqXiITNqGcl59xKoKPYuqBq9XrgZyPtw8yOBmY45x5wzjn8EPfqcbdWRGQUqniJSJhN9s/BC4G9zrmnC5YtMbNHzeweM7swWDYfaCnYpiVYJiJSUtlMNv/Yy6riJSLhMpauxpG8kYHVrt3AIudcu5ktA35jZqeOd6dmdh1wHcCiRYsm2UQReS4ZWPFS8BKRcJnwWcnMEsBrgVtyy5xzvc659uDxGuAZ4ERgJ7Cg4OkLgmVFOedudM4td84tb25unmgTReQ5yOs/XPFS8BKRsJnMWemlwJPOuXwXopk1m1k8eHwscAKwxTm3G+gys/OCcWFvAW6bxGuLiBSlipeIhNlYppP4GXA/cJKZtZjZ24NVVzN0UP1FwLpgeon/Ad7hnMsNzH8X8F1gM34lTFc0ikjJDah4OQUvEQmXUcd4OefeOMzytxVZditw6zDbrwZOG2f7RETGZWDFK17BloiIDKU/B0UkUgorXp4qXiISMjoriUikqKtRRMJMZyURiZSBwUtdjSISLgpeIhIpuQlU42QUvEQkdBS8RCRSchWvGnoVvEQkdBS8RCRS8sHL+hS8RCR0FLxEJFIUvEQkzBS8RCRSDgevfjwUvEQkXBS8RCRSvIwDoDrWr4qXiISOgpeIREqu4lUdy5AZ/eYcIiJlpeAlIpGS72pU8BKREFLwEpFIyXp+V2NNXMFLRMJHwUtEIiU3xqsmkcERy0+oKiISBgpeIhIp+a7GuOf/3OdVsjkiIgMoeIlIpOQrXlV+4Mr0ZCrZHBGRARS8RCRS8lc1xv3vCl4iEiYKXiISKfl5vBJB8OpVV6OIhIeCl4hESr6rsVoVLxEJHwUvEYmUw2O8/O+qeIlImCh4iUik5OfxqlbwEpHwUfASkUg53NXof88NthcRCQMFLxGJlHzwqvF/VsVLRMJEwUtEIsULuhqrq/2fFbxEJEwUvEQkUrzgIkZVvEQkjBS8RCRS8vN41RgAmT6N8RKR8FDwEpFIyY/xqg2ClypeIhIiCl4iEilekLNywUtXNYpImCh4iUik5OfxqvNPb+pqFJEwUfASkUjJVbyqaxW8RCR8FLxEJFJy00nUJOOAgpeIhIuCl4hESn46CQUvEQkhBS8RiZT84Ppc8Op3FWyNiMhACl4iEin5MV51qniJSPgoeIlIpOQrXtMS/s8ZVbxEJDwUvEQkUvIVr6QfvDKax0tEQkTBS0QixfPAyFJVm+tqVMVLRMJDwUtEIiWbhTgeiRoNrheR8FHwEpFI8TwFLxEJLwUvEYkUBS8RCTMFLxGJFC/X1VgbXNXoVbhBIiIFRg1eZvZ9M2s1sw0Fyz5pZjvNbG3wdUXBug+b2WYz22RmlxUsvzxYttnMri/9oYiIgOcZMRyJ6uBejap4iUiIjKXidRNweZHl/+mcWxp83QFgZqcAVwOnBs/5lpnFzSwO/BfwcuAU4I3BtiIiJeVlIW4e8ZpgOgnN4yUiITJq8HLOrQQ6xri/q4CfO+d6nXNbgc3AOcHXZufcFudcH/DzYFsRkZLyPBs0xqvCDRIRKTCZMV7vMbN1QVdkY7BsPrCjYJuWYNlwy0VESsqveGXzY7wymQo3SESkwESD1w3AccBSYDfwlVI1CMDMrjOz1Wa2uq2trZS7FpGIy2aNOApeIhJOEwpezrm9zjnPOZcFvoPflQiwE1hYsOmCYNlwy4fb/43OueXOueXNzc0TaaKIPEflx3hVB12NCl4iEiITCl5mdnTBj68Bclc8/ha42sxqzGwJcALwEPAwcIKZLTGzavwB+L+deLNFRIrzskbcsljMiJPRdBIiEiqJ0TYws58BFwOzzawF+ARwsZktBRywDfhHAOfcRjP7BfA4kAHe7Zzzgv28B/gDEAe+75zbWOqDERHxPD94gT+flypeIhImowYv59wbiyz+3gjbfw74XJHldwB3jKt1IiLj5AVjvAASZBS8RCRUNHO9iESKlzVi5s/dlSBDxrMKt0hE5DAFLxGJlNwYL4CEeWQ0xktEQkTBS0QixXMFwQuPTEYVLxEJDwUvEYmU7ICKVwYvW+EGiYgUUPASkUjxnBGPFXY1quIlIuGh4CUikVI4xituWQUvEQkVBS8RiRQvGyOeu6rRPDKeTnMiEh46I4lIpAwYXK+Kl4iEjIKXiESKl40RiwUVr5hHJqvgJSLhoeAlIpHiV7zU1Sgi4aQzkohEipeNHb6qMZbFc6p4iUh4KHiJSKRkMeJBV6N/VaNOcyISHjojiUikDLiqMZYlk9VpTkTCQ2ckEYkUz8XyFS8FLxEJG52RRCRSFLxEJMx0RhKRSBkSvJxOcyISHjojiUikeC5GLD/Gy+Gp4iUiIaIzkohEyoCKV1wVLxEJF52RRCRSPGLE48F0EjFHxsUr3CIRkcMUvEQkUgaO8XJksgpeIhIeCl4iEilZFyMenNkScaeuRhEJFZ2RRCRSPArHeKmrUUTCRcFLRCLFczHiQdZS8BKRsFHwEpFI8YgPqHh5KHiJSHgoeIlIpHguTiw4s8VV8RKRkFHwEpFIKZxOIhGHjEtUuEUiIocpeIlIpPhdjf7jRMKRUVejiISIgpeIRIpHvGBwPWRQxUtEwkPBS0QiJUvBVY0JBS8RCRcFLxGJlAEVrwR4JHBZV9lGiYgEFLxEJDJc1uEGVbwAspls5RolIlJAwUtEIsPr8wDywSv3PdOTqVCLREQGUvASkcjIBa9Y/qpG/7uCl4iEhYKXiETG4IpXosr/ruAlImGh4CUikTEkeCUMgEyvV6kmiYgMoOAlIpHh9fuD6ONBF2O+4qXgJSIhoeAlIpGRu3oxHvcrXbmKV64SJiJSaQpeIhIZw47xUsVLREJCwUtEIuNwV6MF3/1TnIKXiISFgpeIREa+4pUf46XB9SISLgpeIhIZuYpXLBaM8VLwEpGQGTV4mdn3zazVzDYULPuSmT1pZuvM7Ndm1hAsX2xmaTNbG3z9d8FzlpnZejPbbGbfMDObkiMSkeeswV2NieogePXplkEiEg5jqXjdBFw+aNldwGnOuTOAp4APF6x7xjm3NPh6R8HyG4B/AE4IvgbvU0RkUoZOJxEbsFxEpNJGDV7OuZVAx6Blf3TO5aaCfgBYMNI+zOxoYIZz7gHnnAN+CLx6Qi0WERnG4asacxWvYHC9Kl4iEhKlGON1LfD7gp+XmNmjZnaPmV0YLJsPtBRs0xIsExEpmazngMKrGjXGS0TCJTGZJ5vZR4EM8JNg0W5gkXOu3cyWAb8xs1MnsN/rgOsAFi1aNJkmishzyNAxXqp4iUi4TLjiZWZvA14JvCnoPsQ51+ucaw8erwGeAU4EdjKwO3JBsKwo59yNzrnlzrnlzc3NE22iiDzHKHiJSNhNKHiZ2eXAh4BXOedSBcubzSwePD4WfxD9FufcbqDLzM4LrmZ8C3DbpFsvIlJAwUtEwm7UrkYz+xlwMTDbzFqAT+BfxVgD3BXMCvFAcAXjRcCnzawfyALvcM7lBua/C/8KyTr8MWGF48JERCbNy/hjvGIaXC8iITVq8HLOvbHI4u8Ns+2twK3DrFsNnDau1omIjMNwFa9cIBMRqTTNXC8ikZEPXsH8XYka/27ZmX4FLxEJBwUvEYmMXGVryHQS6moUkZBQ8BKRyMjP46WKl4iElIKXiETGkDFeCl4iEjIKXiISGfmuRlW8RCSkFLxEJDKGq3jpqkYRCQsFLxGJjPw8XglVvEQknBS8RCQyhlzVGHQ5KniJSFgoeIlIZAwZ41XrzxGdyVSsSSIiAyh4iUhkaHC9iISdgpeIRIYqXiISdgpeIhIZQyZQVfASkZBR8BKRyPCGCV6eV7EmiYgMoOAlIpHhBZWteLU/tiuWiGFkVfESkdBQ8BKRyMjP4xW3/LI4noKXiISGgpeIRMbgwfUACTIKXiISGgpeIhIZubFcua5GCIKXxniJSEgoeIlIZBSteJlHJmPDPUVEpKwUvEQkMoareHnZCjVIRGQQBS8RiYxsVhUvEQk3BS8RiYzB00kAxMmS8RS8RCQcFLxEJDKKdjWap+AlIqGh4CUikZELXrHEoK5GBS8RCQkFLxGJjKIVr5hHJqvgJSLhoOAlIpExfFejTnUiEg46G4lIZHgeGFksdrjClbAsnipeIhISCl4iEhme59+bsZC6GkUkTBS8RCQystmhwStuWXU1ikho6GwkIpFRvOKVJZPVqU5EwkFnIxGJDK9IxUvBS0TCRGcjEYkMzzNiuAHLFLxEJEx0NhKRyPCyELciFS+nU52IhIPORiISGZ5nRboaHZ4qXiISEjobiUhk+BWv7IBlibgqXiISHjobiUhk+BWvgcErbo5MNj7MM0REykvBS0QiI+uKjPGKO1W8RCQ0dDYSkcjwsjZMV6MqXiISDgpeIhIZnlcseDkFLxEJDQUvEYkML1tkHq+4w1NXo4iEhM5GIhIZxbsaVfESkfBQ8BKRyCgWvOIxFLxEJDTGFLzM7Ptm1mpmGwqWzTKzu8zs6eB7Y7DczOwbZrbZzNaZ2dkFz3lrsP3TZvbW0h+OiDyXeW6YiheJCrVIRGSgsVa8bgIuH7TseuDPzrkTgD8HPwO8HDgh+LoOuAH8oAZ8AjgXOAf4RC6siYiUQtGuxoQqXiISHmMKXs65lUDHoMVXATcHj28GXl2w/IfO9wDQYGZHA5cBdznnOpxz+4G7GBrmREQmzMsa8ZgqXiISXpMZ4zXXObc7eLwHmBs8ng/sKNiuJVg23PIhzOw6M1ttZqvb2tom0UQReS7JFutqTKDgJSKhUZLB9c45B4Ou4Z7c/m50zi13zi1vbm4u1W5FJOK8bIy4DZpOIgEe6moUkXCYTPDaG3QhEnxvDZbvBBYWbLcgWDbcchGRkvCcESsSvLLEyWaywzxLRKR8JhO8fgvkrkx8K3BbwfK3BFc3ngccCLok/wBcamaNwaD6S4NlIiIl4WVjQ8Z4xYNil9fnFXmGiEh5jWngg5n9DLgYmG1mLfhXJ34B+IWZvR3YDrw+2PwO4ApgM5ACrgFwznWY2WeAh4PtPu2cGzxgX0RkwjxnVBepeAFkejJUJasq0CoRkcPGFLycc28cZtUlRbZ1wLuH2c/3ge+PuXUiIuNQrOJVGLxERCpNM9eLSGR4LkY8NqjiVWUAZHrV1SgilafgJSKR4c9cX7yrUWO8RCQMFLxEJDKyqniJSMgpeIlIZBTraoznxngpeIlICCh4iUhkeC5WZB4vVbxEJDwUvEQkMooOrq9W8BKR8FDwEpHIKH5Vo3+aU/ASkTBQ8BKRyPCIEY8PM7i+T7cMEpHKU/ASkcgYaR4vTSchImGg4CUikeEHr4HLEtVBV6MqXiISAgpeIhIZWYpNJ6HB9SISHgpeIhIZnosRjw9cpoqXiISJgpeIRIZHnNiQ6SQUvEQkPBS8RCQyPBfXGC8RCTUFLxGJjKLTSQTBy8u4Yk8RESkrBS8RiQwPVbxEJNwUvEQkMjziQwbXx6sUvEQkPBS8RCQyigWvfMWrX12NIlJ5Cl4iEhlZikwnUeMvyPSr4iUilafgJSKR4LIOVyx45cd4qeIlIpWn4CUikZC7F2Ns8OD6fMVLwUtEKk/BS0QiIRe8hutq1HQSIhIGCl4iEgmjBa+MgpeIhICCl4hEwnDBK16d62osd4tERIZS8BKRSPCCqxbjiYHLNcZLRMJEwUtEIuFwxcsGLE/U+klMXY0iEgYKXiISCaOO8VJXo4iEgIKXiERC1vMrWvFE8YqX55W9SSIiQyh4iUgkDFvxync1lrtFIiJDKXiJSCTkBtfHBo3xyl/VqOAlIiGg4CUikXD4qsaBwctiRgxPwUtEQkHBS0QiYbjpJAASZBS8RCQUFLxEJBKGm04CFLxEJDwUvEQkEobraoQgeHlDl4uIlJuCl4hEwojByzxNJyEioaDgJSKRMNw8XgAJPFW8RCQUFLxEJBJGqnjFzSOjipeIhICCl4hEghfci3HwPF7gdzWq4iUiYaDgJSKRMNoYLwUvEQkDBS8RiYR88Koaelrzg5dOdyJSeRM+E5nZSWa2tuCry8zeb2afNLOdBcuvKHjOh81ss5ltMrPLSnMIIiKHuxqLV7yyeFlVvESk8orM8Tw2zrlNwFIAM4sDO4FfA9cA/+mc+3Lh9mZ2CnA1cCowD/iTmZ3onNOQVxGZtBErXjF1NYpIOJSq9n4J8IxzbvsI21wF/Nw51+uc2wpsBs4p0euLyHPcyBUvj4wqXiISAqUKXlcDPyv4+T1mts7Mvm9mjcGy+cCOgm1agmUiIpOWn8erSMUrbo5MVmO8RKTyJn0mMrNq4FXAL4NFNwDH4XdD7ga+MoF9Xmdmq81sdVtb22SbKCLPASNe1RjT4HoRCYdSnIleDjzinNsL4Jzb65zznHNZ4Dsc7k7cCSwseN6CYNkQzrkbnXPLnXPLm5ubS9BEEYm6/DxeiWJjvLKqeIlIKJTiTPRGCroZzezognWvATYEj38LXG1mNWa2BDgBeKgEry8iMvIYLwUvEQmJCV/VCGBm04CXAf9YsPg/zGwp4IBtuXXOuY1m9gvgcSADvFtXNIpIqeSDV9GrGrP0efFyN0lEZIhJBS/n3CGgadCyN4+w/eeAz03mNUVEihkteKniJSJhoDORiETCSMErHnNksqp4iUjlKXiJSCSMXPFyZJxOdyJSeToTiUgkZLMjBK94loxTxUtEKk/BS0Qiwcv43+PVQwNWQl2NIhISCl4iEgn5ebziRaaTiDs8dTWKSAjoTCQikTDiGK+4U1ejiISCgpeIRIIXzApYtKtRwUtEQkLBS0QiYdTpJFDwEpHKU/ASkUgYseKVUMVLRMJBwUtEIsHzRhrjBRk3qRt1iIiUhIKXiETCiNNJJNTVKCLhoOAlIpGQzfrfiw+uB0/BS0RCQMFLhvXk77dy1xcfqXQzRMYkN8YrlijS1ZiADOpqFJHKU/CSYf3H+3Zy7UePqnQzRMZk1OkkqMIFtxUSEakUBS8Z1sF0nIPZZKWbITImIwWveMKfzT6byZazSSIiQyh4ybBSfXFSrq7SzRAZE88DI4vFitwyKOhlzPRkytwqEZGBFLxkWOn+BH3U4PV5lW6KyKg8D+IUf68qeIlIWCh4ybBS/VUApDvSFW6JyOhGDF5VwTb6I0JEKkzBS4aVzlQDkGpX8JLwG7ni5Xc/ZnoVvESkshS8ZFgpLwhe+3sr3BKR0WXd6BUvdTWKSKUpeMmwUl4tAOlOBS8JP88zYhSfLiIeV8VLRMJBwUuGlXY1AKQ6+yrcEpHReVmI23AVLwUvEQkHBS8ZVm4qidSB/gq3RGR0nmcjdDUqeIlIOCh4SVHZTJYe/OCV7lLwkvDzK17FJ0hV8BKRsFDwkqJ6Onvyj1NdGpAs4edXvEYOXl6/Zq4XkcpS8JKi0vsLgle3qgQSfl7Whh/jVa2Kl4iEg4KXFJXqOBy80gf1YSXhN3JXo3+qy/Sp4iUilaXgJUUVBq/UQX1YSfhlszZs8MrdJFvBS0QqTcFLiiocUJ9OFZ8bSSRMvOzw83glqoOKl7oaRaTCFLykqMK5u1KpCjZEZIy8ESpe+eClipeIVJiClxRVWPFS8JIjwViCl5dR9VZEKkvBS4oqnEIi3WMVbInI2HhOFS8RCT8FLykqffBw8Er16G0i4aeuRhE5EugTVYpKdfsfUAn6SfXGK9wakdF5WSMeG+aqRk0nISIhoeAlRaWCubtmxzpI9yl4Sfh52djoFa9+jfESkcpS8JKi0of8D6imqi5SfYkKt0ZkdFlnxG2U6SRU8RKRClPwkqJyVzI21Rwi1V9V2caIjIHnjNhwwavGr9qq4iUilabgJUWl0/74rhm1faQzCl4Sfl42NuwYr1zw0nQSIlJpCl5SVCptJEmRrM6Q8qor3RyRUXkjdTWq4iUiIaHgJUWlemIkYz3U1WRJeTWVbo7IqMZS8VLwEpFKU/CSotK9Rl2sl2RtlnRWwUvCz3Mx4rHiwSo/nYSCl4hU2KSDl5ltM7P1ZrbWzFYHy2aZ2V1m9nTwvTFYbmb2DTPbbGbrzOzsyb6+TI1Ub4Jk3A9eKVdX6eaIjEpdjSJyJChVxevFzrmlzrnlwc/XA392zp0A/Dn4GeDlwAnB13XADSV6fSmxdH+cung/dXWQIonL6gNLwm2kilei1p8SJZMpulpEpGymqqvxKuDm4PHNwKsLlv/Q+R4AGszs6Clqg0xCqq+KZFUfySQ4YvQd7Kt0k0RGNGLwyl3V6OkPCBGprFIELwf80czWmNl1wbK5zrndweM9wNzg8XxgR8FzW4JlA5jZdWa22sxWt7W1laCJMl7pTIK6RIZk0v851Z6ubINERpF1seHn8cpVvPrL2SIRkaFKEbxe6Jw7G78b8d1mdlHhSuecww9nY+acu9E5t9w5t7y5ubkETZTxSmVqSFZnqJvmv0UUvCTs1NUoIkeCSQcv59zO4Hsr8GvgHGBvrgsx+N4abL4TWFjw9AXBMgmZlFdDssYjOd3vokkfUFejhNuIVzVWB4PrFbxEpMImFbzMbJqZTc89Bi4FNgC/Bd4abPZW4Lbg8W+BtwRXN54HHCjokpQQSWerqavxqKsPKl77eyvcIpGRecSIx4sHr1gimE5CwUtEKmyydz+eC/zazHL7+qlz7k4zexj4hZm9HdgOvD7Y/g7gCmAzkAKumeTryxRJZetI1jqS0/23SKpTFS8Jt5EqXhYzEvQreIlIxU0qeDnntgBnFlneDlxSZLkD3j2Z15TySFNLXa0jOdO/T2O6S6OSJdz84DX8+gQZBS8RqTjNXC9DeH0efdSQTELdDD94pbr0iSXh5hEftuIFfvDyit9RSESkbBS8ZIh0h38FY10dJBv8G2QreEnYeS5GPD78+oR5ZDJWvgaJiBSh4CVD5KaOSE4zko3+fRrTB71KNklkVFlixEapeGX0NhaRClPwkiFyVzAm62PUNfjBK3VQfTQSbp6LjzjGK25ZVbxEpOIUvGSIdKcfvOrq4yRn1QKQOqTgJeE20nQSAAk8Mp6Cl4hUloKXDJGbOiI5PU5ytn/PoHSqki0SGZ0/uH749QlT8BKRylPwkiFyU0fUTU9QlawiToaUgpeEnEd81MH1XlbBS0QqS8FLhkgd8INXbg6vJClSaX1gSbiNGrxiqniJSOUpeMkQ6W5/6ojcHF7JWA/pHn1gSbh5JEafTkIVLxGpMAUvGSLV7V9zn5tKoi7WS6pXbxUJr2zGv/hj5OCVJePpfSwilaWzkAwxOHgl472kekf4RBOpsFzwio02nYQqXiJSYQpeMkQ6mDoiN4dXMt5Hum+y91MXmTpen//HwuhjvHTKE5HK0llIhkgd8udCSjbVAVCX6CfVr+Al4TW24JUlk9UpT0QqS2chGSLt3zGIull+8EpW9ZPqr6pgi0RGNtbg5Tl1NYpIZSl4yRCpFNTQQyzhvz2S1RnSXnWFWyUyPK8/GFw/QmFWFS8RCQOdhWSIdI9RZz35n+uqPVKZmgq2SGRkhytew1e0FLxEJAx0FpIhUj0xkpbO/5ys9UhlFbwkvMbS1RiPOTJZXZ0rIpWl4CVDpHpjJOO9+Z+TtY60q61gi0RGdrircZSKl9MpT0QqS2chGSLdF6cu3pf/ua7WkXJ1FWyRyMjGMo9XQhUvEQkBBS8ZItWXIFkQvJJJ6KMm350jEjZjqXhNr8twIJMsV5NERIpS8JIh0v1V1FX1539OBp9V6Y70kG2fvGML7z59pUKZVNRYgte8ORn2eM356piISCUoeMkQqUwVyapM/ue6pP9hlmofGrx+841n+daGi9i5Zk/Z2icy2Fimk5g33+inmvanO8rUKhGRoRS8ZIi0V01d9eHglaz33yap/b1Dtm3b539v39ZdlraJFDOW6STmLfHnotu1vr0sbRIRKUbBS4ZIeTUkaw53HSan+wOS051Fgtd+v8TQviNVnsaJFDGmrsYT6gHY9WRXWdokIlKMgpcMkfJqSdYcHgdTV+8Hr1Rn35BtWw/400y07+wZsk6kXMYUvE5tBGDXFr1XRaRyFLxkiLSroa7W5X9OzvTv01gseLWlpgHQvrd/yDqRcvEy/vt1pOB11OnNAOzaoQtBRKRyFLxkiBRJknVDg1e6OzNk29a+mQC0t7kh60TKJVfxio0wxqtmRg1N1s6uPTrtiUjl6AwkA/Sn+vFIUFcwX2rdjKDi1TUweLmso82bBUB7x/AfeCJTLeuNXvECmFfTzq4O3f5Kwu0DZ9/Dbz78YKWbIVNEwUsGSO3zB8knpx1elmzwrwYbHLy6d3XTiz/Gq6NLM4JL5YxljBfAvGld7O6uL0eTRCYkm8nyzUfP51e/0PCNqFLwkgFyVy7WJQ+/NZKz/HCVPjRw4sm2p/bnH7d3q4oglZMPXlUjn9LmzUqzKz2rHE0SmZC9G9rIUJW/cEmiR8FLBkh1+Fd85ebuAqhr8ENV6uCg4LXFn7srhkd7SvdylMoZy+B6gHlzPPZkm3WnBQmtlsf8eeZyFy5J9Ch4yQC5SVJzc3cBJJv8UJVKDRxA37r1EADHVu2gvU/dN1I5Y654LTA8ErQ9qUlUJZx2PO7/QZu7cEmiR8FLBkh3+eMKcnN3AdQ2BF2Ng+ZIbdvpTy/xvMZW2jM6SUjljLnitcR/L2v2egmrls1+r0ObNwuX1dXiUaTgJQPk5urKTSEBEEvEqCVNalDwat3td9c8b1GKTjdT3TdSMWOueJ0YzF6/Sbe4knBq2eGHrV5q6d6l92kUKXjJALm5uuqmD7zbcNLSpHoGvl3a9sE0DrJgoeGIsX9rZ7maKTJAruI10jxeAPNO8wfWa/Z6Casde6vzjwsvYJLoUPCSAXJTRuSmkMhJxnpI9wz8UGvbn2BOooOmucH9GrccKE8jRQbJz+M1SsVr7qmzMbLsasmOuJ1IpbR0TsPw35+tm3Vf0ShS8JIBUt1+d2HdzIHBqy7WS6p34FxdrV21NNd00XS0v23HjkPlaaTIIGMd41WVrGJObB+79urUJ+HUkprFSdVbAWjbnhplazkS6ewjA6QP+cErN3dXTjLeR7pvYPBqS02jeVqKpoVJANpb0uVppMgg+eA1SsULcrPXa44kCZ9sJsvOzFzOPnoPcPgCJokWBS8ZIHXQ/wAbErwSfaT6Bo77au1tYM7MXpqO8Qcst+/WSUIqY1zBa3o3u7qnT3WTRMat9fF99FPN2af7V5fnLmCSaFHwkgHSwVxddY0Dg1ddVT+p/sNXOrqsoy07i+ZGj6bjGgBobx16E22RchhP8Dq6sYfdvZq9XsJnx6P7ADjhjDqmcZC2fRVukEyJCQcvM1toZneb2eNmttHM3hcs/6SZ7TSztcHXFQXP+bCZbTazTWZ2WSkOQEorN2VEbu6unGRVhnTmcPDq3tVNHzXMmQMzF84gToZ2nSSkQsZV8ZqbZW+2mUyP/lCQcGl53B9Mv+CUGcxJdNDaUTXKM+RIlBh9k2FlgH92zj1iZtOBNWZ2V7DuP51zXy7c2MxOAa4GTgXmAX8ysxOdc6qlhkg6DXWksFhywPJkTYZU5+EB962b9gMzaD46gcWMRuukfb8KqFIZ4wpeC2I4YuzdsJf5y4+e6qaJjFnLM/6dQxae3UxzzR7adA/cSJrwJ6Vzbrdz7pHgcTfwBDB/hKdcBfzcOdfrnNsKbAbOmejry9RI9RhJGzpIvq46S8o7fBJoe8b/y6x5gb+sqaqL9i79dSaVkZ/HKzGG4HVsMHv9Rs2RJOGy41lHDT3MPqmJOdNStKZ0K7YoKkmJwswWA2cBDwaL3mNm68zs+2bWGCybD+woeFoLIwc1qYBUT4y6WO+Q5cnaLOns4eDVus3vk5xzrH9iaKo5SPshXSkmlZENpuUaU8XrJH9gvWavl7Bpaa1iQWIvFjOaZ/bS1qtbsUXRpIOXmdUDtwLvd851ATcAxwFLgd3AVyawz+vMbLWZrW5ra5tsE2Uc0r1xksMEr5Sry/+cu8y5+bgZADQl03T0JIc8T6QcxtXVmJu9fuvQ97lIJe3YX8+CaX4lds4sj9Zsk+7XGEGTCl5mVoUfun7inPsVgHNur3POc85lge9wuDtxJ7Cw4OkLgmVDOOdudM4td84tb25unkwTZZxSfXGSiaEfSHV1kCKZPwm07fGH5jWf5H+INU3vo71fl+hLZXjBSNF4dXzkDYE5p8wmhqfZ6yV0WlKzWNDoT0Td3Az9VNPVotnro2YyVzUa8D3gCefcVwuWF45WfQ2wIXj8W+BqM6sxsyXACcBDE319mRrp/gR18f4hy5NJcMToO+hXulrbjHq6qZvlV8GaZnq0ew3lbKpI3ngqXvHqOEfFWtm1d/SQJlIuuclTFx7ln3/nzPevffMvZJIomcxVjRcAbwbWm9naYNlHgDea2VLAAduAfwRwzm00s18Aj+NfEfluXdEYPqn+KpJVRYLXNP9WLKn2NDUzamjbn6A5sR/wq1xNTZAmSbojnQ9jIuUynooXwLza/ezarzGJEh7+5KlzWLDQP9c2L/Dfn21bujmhkg2Tkptw8HLO/RUodmO0O0Z4zueAz030NWXqpTNVzKrrGbK8Lnk4eDUuaaC1q5Y5NYdL4E3NfqWh/ZlOFih4SZl5Y7xJds68Gd1s62yYwhaJjE/L2n3AHBae4AeuOUumAbpfYxRp4iUZIOXVkKwZOrFkcrpfSUgf8Lsa29L+fRpzmo72p5Jo36rxCFJ+XvCWHXPFa1avZq+XUNmx8fDkqQDNx/tXNLa26CKQqFHwkgFSXg111UMHHeeCV2q/fxJo653JnJmHTwizjvb/Smvfob/OpPxyXY1jmccLYN5RWdpcc37Mokil5SZPXbB0NnD4wqW2PboIJGoUvGSAdLaGZO3Q/+h19UHw6uzDZR2t2SaaZx0eote0yC+Lt+8c2k0pMtXy83iNteK10N9uz3pNVyPh0LLDUU0vzSf7wau2oZbpdNHaVmxEjxzJFLxkgJSrKxq8kjP9rsR0Vz9dLV30U03hTB9Ni/1B9u17hg7MF5lq4x5cr9nrJWR27K1iQWIPFjsctJoT+2nbP5lr4CSMFLwkz2UdaeqoKzI2Ptng36cx1ZXJX96cu9wZoOl4/wYFHftUFpfyG2/wOvokfxzNrqcOTlWTRMalpWDy1Jw5tV20duvq26hR8JK83q5eHDGSRSagr5vhV7xSXRnatvi3Wsld7gx+WTzJIdo7ytJUkQE8D4zsgGrBSDR7vYTNjtQsFgaTp+Y0T0vRpvs1Ro6Cl+Sl9/vjs3JTRxRKNvr3aUwf9PKXN+cud85pinfS3qmyuJSf50GcsU8LOPukJhL0s2unbscilZebPHXB3IFDNebM7KO1T/drjBoFL8lLtaeBw5OlFkrO8qtbqYPZ/OXNucudc5qqu2nvrp7iVooMNd7gFUvEODreyq5W/aEgldf2ZDv9VLNw0cBzb/MsjzbdrzFyFLwkLzdVRF390LdFXYNf8UodyuYvb85d7pzTVJuiPaXJU6X8xhu8IDd7vd6vUnk7HvGvrl1w/MDxXHPmQoYqOrcfqESzZIooeElebnLU3JxdhZKz/YFf6ZR/n8bpdFHbMPAkMWtaL+29Go8g5edlbfzBa8ZBdh2aMUUtEhm7lif8cbO5yVNzmoOJqdue0tW3UaLgJXmpzlzwGtr9UpWsIkE/qRQF92kcqGlGP+0ZfZBJ+XkexBhfd8y82b3s6ps9RS0SGbsdm/3ehoVnDXw/zll0+H6NEh0KXpKX7vIHduauYBysjjSptNHaXcuc2qG3BmpqzLLfNZDNaEoJKa+sg7iNs+J1lGO/a6SnU5P+SmW1PJulml5mn9Q0YHnzYv8CptZtuiNIlCh4SV6qy7/hXW6y1MGSsR7SPUZbqn7AfRpzmmZDljgHduh+jVJenjeBrsZFfmV39zrNXi+V1bK3ivmJvUNueTXnBP8CpradurVVlCh4SV662w9ew1W8krEeUr0x2vpm0Dxj6ImgaY7/Qda+RQNBpby8LMRtfJXWecf5A+s1e71U2o799SycNnQSxNkn+hcwtep+jZGi4CV5qW6/YpCbs2uwungfh3oStGWbmNM0tLrQNM9/Xvs2jUeQqdN3sI90R3rAMr/iNc7g9bxg9vqnD42ypcjUakk1sqBh6PuwZkYNMzlA2z7drzFKNImN5KUO+h9cuakjBkvG+9jTnfTv0zhn6PqmBX4Fob0lPXSlSIlct/QhtrRNZ+WBM/PLvKyNf4zXGf5A5v/6fh133L6KrlQVXT1V9HtxbrxlJidetqSk7RYpJjd56sKjthRd31y1n9b9xXsh5MikipfkpVN+8Eo2FZ/bKFnVx7ZD/p2x58wbeiJoOsafSqJ9t27DIlNn5fZF3Nt1Gt27DldWJ9LV2LikgTNqN/HogSX8eeuxbGpv4lBfNSsPnMEt/7G91M0WKartyXb6qGHBwuJVreaabtp0v8ZIUcVL8lJBpXu44FWXyLA7OxeA5gVDq2JNx/oDQdv3jq/yIDJWXS1dbM0sAuChnzzNJR88G8hVvMYXvCxmPJY+Kfjp8F0YzqzbxKq100vSXpHRtKzdBzQPmTw1Z059ii2djeVtlEwpVbwkL52GGB5VyWEG11dncMFbJneZc6GZC2dgZGnfp9tbyNRYf/u2/OP77jx89ayXtXHP4zWci07Yw30dJ9Gf6h99Y5FJ2rHRfx8vPLX4HIjNM3tp0/0aI0XBS/JSaUiSwmLFS97JmsOVrDknNgxZH6+O02idtO/X2ypMXNbhIpKF163sBKDZ2rj3scN3SchOoOI1nIteWs0h6nn0lqdKsj+RkbRs9ueRW7C0+GS+c5qytGWbND9ihOgTUvLSPTHqbPjJJOsKgtfg+zTmNCUO0NGlHuwwed2CB3nt/Acq3YySWLcOGqyT15z0BPe3n5D/MJpIV+NwLnzbcQCsvFXze8nUa9nhqKaX5uc1FV3fPMfwSOh+jRGi4CV5qZ4YydjwA+OTtX7ZZAYHqJlR/MrHppqDtB8qvk7K76/fWsevd5/H7buXs39rZ6WbM2mPPdvIGTO2ccGFMbqYyeO3PwOA50oXvI46Yw4nVm1l5WrdQFum3o49xSdPzZkzz/9DVvdrjA4FL8lL9capi48QvOr84NWc6Bx2m6ZkmvZ0stRNkwn6+Ec9aknjkeDOrz5e6eZMSjaTZf3BxZx5zAHOf8NCAO69dQ9Q2ooXwEXH7mBV60nq3pEp91RbI8fUtw+7vnmhP+i+9RnNjxgVCl6Sl+6Pk4wPf2uKuqAA0FzkPo05TfV9tPfpirAwuPurj3J351l87lUP0mxt3H77kT3Qa+vKHRxkOmcsjXHcixcxx9q4735/PKKXNeKxEgavi2N0ugY2/GZzyfYpMljrxjbWpJ7Hi88avhtxzrH+WMa2ZzU/YlQoeEleqq+KZNXwwSsZFLLm1A9/w9amhgztXkOJWybj5bKOj38qxrzYbt75g3N5xXFP8vtnTz2ir9Rb94fdAJzx4iYsZpx/1DPct2MBAF42VtqK15sXA7Dylt0l26fIYHd+fROOGK+4du6w2zQf71/R2Nqi+zVGhYKX5KUzCeoSmWHXJ+v96kKx+zTmNM2CQ9TT26VJVCvpri8+wl+7zuQjr3uKull1XPmaKjpdA/feuLHSTZuwdQ+mMbKc9srFAJx/Vg+b+xfTurEtGONVuoreMRcsYGF8JysfqC7ZPkUGu+POGHNjrZx19UnDbpO7X2PbXnV7R4WCl+SlMtUkq4cPXnVJ/+1S7D6NOU3N/jbtmzUQtFJc1vHxz9WwML6Tv//ueQBc+k+nUU0vt/+4s7KNm4THnqrjhKrtJGf7pdcLXuVfBXbfj7fgZWPEShi8AC5auI1Vu47FZY/sLloJp0xPhj+0nMIVx20admA9QHV9NQ3WSWub7tcYFQpekpfyaqirHj5UJafHAYrepzFn1lz/Cpz2rcOPA5OpdcenV/PgodP4t6ufyV99Wn9UPS9uWs/v1h1T4dZN3Lq2ozlz7p78z2e/4QSq6eW+P6fJutKO8QK46AKPPdm5bP7TtpLuVwTg/u9upNM1cMWVo0+/Myexn7ZO3a8xKhS8JC/t1QyYJHWw5Az/BNF89PAngKZ5/hU47TuGHwd2JOnt6uUPn1vN99626oiofLis4+P/Uc+SxLNcc+MLBqx75YsP8VT/Ep76w9YKtW7iund180zmGM446XAXdm1DLcvqn+K+J2eVvKsR4KL/448fW/nTlpLuVwTgjp/sJ0E/L3vfKaNu21zbTWu3pjeJCgUvyUu5Wupqh68a1Df6gWvuMcPfsLVpkX8roY5dw0/EGnatG9v4wbWreN38B5g9s4/L/205f3/zhdz52dWVbtqobvvoQzySPpmPvXn7kFs/Xfl+f2LQ27955N0AesPvtgFwxrkDP3zOP6md1d0nks5UlbziddLlS2i2NlauUhePlN7/rp3HCxs2MHPR6LcDaq5P0ZauH3U7OTIoeEle2tXmJ0kt5oXvOI3/esM9XPzeM4bdpmmxP5VE+54j8wqctbds4pjT6rn2Bxfy4J5j+LtTHuX2jz3E/Nhuvvy1eKWbNyKXdXzuG9M5LrGdN3/rBUPWH3PBAk6vfYrbVzWUv3GTtO6eDgDOvGL+gOUXXFJLL7VsSB9HPFbaipfFjIvmbWbls0du9+yR7o5PPcxVRz/Ia+Y9yN8seIA3LLqfNy25l19f/2ClmzYpOx7cxfqeE3nFBWObjX7OzD5a+xqmtlFSNgpeAviTU/ZQl58yopiqZBXv+vmLhr2JNkDTcQ0AtLcemVfgfO2jbSTIsPpHT7Cj/yhu2HgRr/z0Obzv8k38Zf/ZPPKTJyrdxGHd/Z9rWZ06hQ++fjuJ2uLjRq48exd/PXDaETeL/WOPGTM5wKIXDAxeL3jTsQD0U13yrkaAi87tY1tmIc/ev7Pk+5aRuazjn/99Fqv2nsjmjlk83tbM2j1H8aftJ/KGL57Foz97stJNnLA7vuHPD3fFdQvGtH1zU5Z216gJfSNCwUsA6On0uwbrJjmMIDk7SS1p2oefiDm02p/u4OfPLOfNpz7Ksr87ecDNwq+74Sym08VXPtpRwRaO7Iuf95gba+Wt/3XOsNtcec1sPBL8/stH1rQS655t4IwZ24bcwP2oM+ZwbMLvOi11xQvgotcfBcCqH20r+b5lZPd/ZwNP9h3Hl96ygfU9J/B473Fs6lvC45viNMfaedPbqkjtOzLHkt7xlxoWJ3Zw8iuPG9P2c+b692s80v5gkuIUvASAVLs/K3Jy2uTHszTFOmk/EO5uuWJ+8E/r6aWWd37qqCHrZi6ayT8se4Rbtp8byurHoz99gj+2L+d9L32c2obhx+A9/y0n+7PY/+7IGbeUzWRZ172YM47pLLr+gkU7gKkJXqe/5nhmcoCVdw9/0YlMje99pZNpHOT1/750wPKmE2Zx8+d380TfcXzwxQ9XpnGT0NPZw5/2nMYVz9sy5A+J4TTP83sZWjdpmp4oUPASAFIdQcVr2uTfEk3VXWxtq6d715Fzb7FsJssNdy7hwhmPcfrrTiy6zfv+3wkAfP3/Pl3Opo3JF6/fz3S6eOeNZ424Xbw6np/F/kipFmy/byfdzOCMM4p/SJ1/rt/9Uup5vMD/fb1wzib+vPkYDmzvLPn+pbjuXd3c8vRZXH3io0yfN/QWZC/90Nn887IVfGvDi/jdxx8qfwMnYeUNG0kxjVf8zdjvaXv0cf623/5YyxF99wnxKXgJAOlO/zL9ZP3k3xLHz9rPis6zaJxfxwumr+cj56/gri+sCfVs9n/84qNsySziXW89NOw2i14wnzcc8yA3rllG5/axDYoth2f+sp1f7jiXdzz/ERqOGf0Kqb+7bhpdTOeCRc+ydeWOMrRwch77/S4AznzxrKLrz3+tX6GciooXwN9c2cczmWOYt7iKvz9pFWt+dGTfbPxI8IuPrOUQ9bz9nxuG3eZzf3kBZ9Zu4trPLmHPutbyNW6S/veWg9SS5uJ3nzrm51z4rtP5+5NW8vW1L+KiuU8eEf9vZXgKXgJAqtO/CrGufvJdhD/ZuJQ/fn4NH3rBXzHgS/dfwKUfXsbJTXu59YP3h3I+rBu+mWGOtfHaf18+4nb//LlZHGQ633nXo2Vq2ei+8t7tJMjw/v9+3pi2v+SDZ/O7T65hW89RLLu4nj98LtzTZORuFXTqK5cUXX/qq45jBgeoSkzNwOO3ffeFrP7RE/yfk9bws6fOZvlbTuH50x7nR+/4K16fuiCnwndvbeDk6mc47+9PG3abmhk1/OTncbpdPddcsj2U55Vi7nj8GF7SvCF/B4axiFfH+c6TF3HL++/jiYOLWPqiGfz8/947ha2UKeWcC/XXsmXLnEy9e/97nQPn7vzswyXfd/fubvfr6x9wp9U85cC5F8181D3y0ydK/joTte2vO1yMjPvoBXePafuXNK5x82O7XG9379Q2bAz2rt/rakm5t5+4ctzP3fznbe702k3O8NznXna38/q9KWjh5L1u3n3u+KqtI27z2397sCzvqc7tne6bf7vCnRq8l8+sfcL94XOl/z/zXLbxtqcdOPflV949pu2/+bcrHDj3jyffE4r/kyP51Yfud+Dct66+Z8L72Lpqh3tBvX++fsuxq9z2e3eUsIVSCsBqN0KuqXiwGu3rSAleG2972p1V97g7d9p6d93z7nHf/NsVbuX/W+s6t3dWumljctcX1zhwbuX/Wztlr9Gf7nffuvoe12T7nOG5t5+40j1000aX9bJT9ppj8ZHz73YxMm77fS1j2v6OTz3kwLmb/2HVFLdsdB89/y/O8NyTdzwzoecf3HvQ/Z9j/urAuSuaH3Lr/mdTiVs4ecdXbXWvm39fpZsxQNbLup+/9163JLHdgXOXNj3s1t7yZKWbFQn/tOxul6DP7d3QOqbts17Wfeicux0494L6dW7n6l1T3MKJ2XLPs66B/e750zZMOiD2p/vdv73Q/z3F6XdvWvxXvf9CRMGrDLb9dYebH9vl5liru7jhEddoHQ78326CPvehc+52h9oOVbqZI/rtvz3owLmHb9445a+1f1un+6dld7sqeh04tzDe4t575gq34muPukxvZspfv1DPgR43x1rdVUc9MObnZL2sO63mKZegz1059wF3y/vvdan21BS2srgDOw64BtvvXjvv/kntJ+tl3ddfu8LV0+XAuauOesA9dNPUvw/Gont3tzM896kX313pphTVc6DH/eerV7hZ1u4Mz72kcY37yPl3u998+AG369E9lW7eEae3u9fNtrYJvad/8YH73DS63dzYXrfyG4+WvnGT0Nvd654/bYObSafbcs+zJdvvsw/sdP+07O78/93Lmh52t7z/XrflnmdL/gftvqfa3Qeff7f7+EV3u2fu3l7SfUeNgtcUa328zZ1YtcXNpNM99ku/WpD1sm7HQ7vc/37yIfe241c5cG5JYvuUdOOVys/fe68Dv3JXLu2bO9zN/7DKXXXUA66WlAPnmmyfe/3Ce9133rLSbV1VuhJ6b3ev+8HbV7n3nL7Cffold7vvvGWl+90nHnJfeoX/l/If/n31uPa3/f6d7kPn3O3mx3Y5cG4Gne7aE1a633/m4SkNYV6/51Z9c617x8n+hz049+D3N5Rk3+2bO9wnL747/4fDpU0Pu5+/9163ddWOilUl7//OegfO/ebDYw/GldCxZb/7yPl3u7PqnnBx+vN/eC2Mt7i/XXCf++pVd7v7v7Pe9RzomdJ2eP1exSvIk/E//3KfA7+qPBEbfvO0O7Fqi0vQ5776qrvdwb0HS9vACXr/Uv8886sPTe6PpOF0bNnv/v3Su93c2N78e6/ROtwls9a4D51zt/vFB+5zW1dOLIxlvaz78Tv/6mZbm4vT7wzPgXMXNzzibv6HVaH5HYfJaMHL/G3Kx8wuB74OxIHvOue+MNL2y5cvd6tXV37wb7bfI1Y1cOB5V0sXLzmphY2pJdz1X0/zwncVv5XOPd94jH/84HQ29R3LG4+5l49/62jqZlb7/z2yDpd1zJw3jVnHzxrzvC6l9oNrV3HtDy5kyz07WHLRwrK//sE9B7nzS+v57W+y/GnbcezO+leqHV+1jRcu2sGJx2U4/pQajn9+I8e/aD7T588Y0367Wrq48R2P8LXfn8TO7NHU081BBl6efnzVNjalFhFLjP9aE6/PY8XXH+PHNx7ifzYv5SDTqSPFS+Zs4IoXp7n8Hxez+MKFE9p3TjaTZfUPH+fX32njZw8fz3ZvIUkO8epj1vL3703y4n8aeQqJ8ere1c0N//AIX7nzFFqzzQDMsTbOnbOFc09LcfZF9Sx95QKOWnrUlL5f+w728ZnL7+Wz9764Yu/LiUh3pHn0l5t56M4OHnykivt3LmK7589QXkMPp9RtxTkjna0m7VWTztZQH09zxuzdLD0pzZnn1nLmy+fh9WfZ8Kc9bFzTw8anq3mybRazalOcsqCbU041TjlvBtV1cR5bsZ+1a+GxHY2sO3gsNdbH82dt4dxTujnn4iTnvGEJc05truwvZYyumPMw6zvmsy01l3j1xC70OfDsAd5y7pP8ds+5JOhn2bRNXHjyPi68tI7lr13E3NPnTHjfE/Gb6x/gNV88j/ctvYevPfqiKX2tvoN9PHbrZh754z7WPAKPPDubdanj6acagNm2j+VNW1l+0kGOf16CBScmWXhGIwuWH1V0sP/We57lna9r5Q/tyzl32gZuvKmaxoX1/PDfnuKmexazuX8x9XRzXO0uGmtTNNb1Mmt6P7MbPc58fjXPf/V8jnvxoop9rlWKma1xzg17pVZZg5eZxYGngJcBLcDDwBudc8Nenz3VwevDL1hBy94E1QlHVfAVj8O+zgS7OpPsTs1gV99supnOcVXPcvrsPZx2fA+nL6/hhh/UsrLzdG77xKO84pPPH/F1ert6+cJV9/PvK15AHzVFt6mnm8U1uzlmRifHzElTPy1LVQKqq6G6BmpqjOkzY8yYlWBGUxUzmmuY0VxDsrGGabPrSDbVkZydJF5T/HYxhbKZLPu3dtK6aT+tz3Tzs2938e0nLmLP+jbmnlbZk7TLOp743y386eYW7vprHQ+3LWZvds6AbaZxkIZYNw1VB2msSdFQ20vDtD4ap3s0NjgaZxm7djpufPgsDjCTlzQ+wof+OculH15G38E+9qxvY/eTB9j99EFOu2QuJ7xs8aTbne5Ic88Nj3PHLw/yvxuXsCWzCIAq+pgf38uCaR0saDjI/OY+GhugodFomJ2gcW41M2ZXM62xmmRjDclZtdTOqObhX2zltlt6uP2pE9mdPYo4GV46ey1/9ze9vPoTZ1J/1NTeNLc/1c+6X2/mwdvbeHB1nAd3HM2mvmPz65utjaWN2zl10UEaGxwzZsL0mXFmzIozvbGK5MwqpjVWM22W/x6tnVlDVbKK6mSCqmnVVCWrsPjAQJpJ9/OXr67llpvT/Hrz6ex3jZxe+xRrD55ALH7knrx3r93L/T/dyn1397Jx2zSq4h511R511VnqarLs707w2N65bOpbgitysfnixA6e17CH/ek6Hj+0iG4G/uExkwMsnbmVMxcfIN1rPLhtLht6jieLHzBm2z5OrN/FSXMPcOJxGY47uYZZR/vnjxlz65g+xz9/xKtixKvjxKvjJGoTxKri/oemjf93n2o7xLb7drF1TQdbn+ihqhqe9/wZPO+S+cw5tRmLGV6fx5ofP8FdP23jrtWNrDxwBh994Uo+s+riCf2ec7KZLH/60qOs+F03qzY08lDX8/Ln3TgZjo61Mq+ug/kzupnb0MfsWVmaZsPsuQma5vm/l7oZVSQb/P+T1dOq6Gw5SPuzh2jf2UP77j56exzzj6tl0WkzWLhsDo3HNg4JGFtX7uDsF03n+OQu7t17PNX11ZM6ronoO9jH+t88w8O/b+Ph1cbqZ+ewsec4PAZ+TszkAPWxFMl4D8l4H8lEH2sPHkccj8//zSO88ycvHBBYXdbx12+t4+ff7qRlXy0dqVr29ybp6J/OvuysfNibZR0sn7WF+Y1pEnHnfyUciThMSzpmzDRmNBgzGhNMn5UgOT1B3cwqkjOrqZtRRX1zHQ2LZlA3e9oRE+DCFrxeAHzSOXdZ8POHAZxznx/uOVMdvK6c+xAbO46iz1XRn03QRxUZF2d2opN5dfuZN+MQ82b3Mb3esWlbDevb5vJ03zH5E9qP3nEvf3fDBWN+vc1/3s7KHz8L+Oey3IfJ/n0e27bB9r01bOtsYHvPXFKujj6qi56IR2IMf1m94TAcWWJD9juDA+zdXzPizOeV0r37IFv+uovND3WweWMPra1GZ3eM/Qer6EzVsL+3jv199XR60zmAP5dVDI/XLXiID352Js9/6yllba9z8PRd2/jLzc+yfaujZU+CHfun0XKokV39zaQZ26Xk9XRz+YINvOqVjlf8y8nMOq5xils+ss7tB3jst9t57J5OHltvrG2ZzabUQg4xsRAYJ0OCDFX0U2UZ+lwVh6hnOl28+tj1vOHN1bzsX86syAdWJaT2pdhw+1bW/qWDqio47UVNnHzZogEh22UdO9fsYeMfd9Kb8jjzivksesH8IR9Kh1oP8cgvNvPwXfvZ9FSMTbtn8FT3Uflq8lgZWWLBV5zD02c4Dr9e7t+vOv/vmKDVzSm2OwAarJMT6nayOT2P/c5/T59V9wSXL93LR361vOR/VPR09vDQjzax/q8H2LXTsas1zq6OOnYenEFrX6N/H0QmVwWbxkEa413E8UhYlrh5dGRm0O+qeGRFF8e+KDwV296uXlpW72HHuv20bDrEji397N5jpHpipHpjHOpNkOpLMK8hzWd/eiwLz503rv33p/rZePsWHvpdKw8/DKufbaa9bzoZFyfjEnjE6HcJDjFtzL/3anpptAM0JA5SG/enP8q9A80OvxsNhwWTKcfMEQt+jpmjLpHhro5l4zqWiQhb8Pob4HLn3N8HP78ZONc5957hnhOWrsZC6f09PPH7bSRq4pzxuhOm/PW8/iz9qX56Onvobk3TtfsQXXvTHGjtpau9n/TBDKnuLIcOOg4dAi9T/N/UBb3/4Ie+2c3GnPlVzDmmjuYl9RxzzlxmLhxbF16YeX0eB3Z0AVQ8qAyn92A/B3Z00dlykM5dKQ7s7SF1oJ9UV4ZDXR6pQ1lOOHMaL37v6dTOLF4hDZNMT4buPYfo2n2I7r0puvf1cmh/n388BzKkuj16Uln6+xx9fdDfD/19jkwG+jOQyRj9GX9fL3l5LZf/65mh/AMgCrp3dbPl3t0c2JOmu72PrvZ+ujs9UgezeB5kMuS/Z7OQ9RzZLHhZf3lh8cvMP6dkMkZfP/RnjL7+GIm445gFHktOqubYpTNYct5ceg/28+Tdu3lyzUGefNJ4anc9i5pSvOyyGJe880TmnDK7Yr+TrOfofLaLfZs72be1m4MdfaS7/fdtqtujr9fR0BSnaV4NsxYkaVo8nepkgp3rO3h2Qxc7NveyY4ejszsR/J6MTNZwznjnP9Vx8fuXVuzYwsxlHan2NF27DuY/19Jd/f7vvitD+qBHd6dHZ4fH/v2w/0Cc/QcT9GViOGeAwzkj94lX7HE2a2SDx9XxLHe0jjxXYykckcHLzK4DrgNYtGjRsu3bt5etjSIiIiITNVrwKvfM9TuBwnrrgmDZAM65G51zy51zy5ubj4xBoSIiIiKjKXfwehg4wcyWmFk1cDXw2zK3QURERKQiRr/8rYSccxkzew/wB/zpJL7vnNtYzjaIiIiIVEpZgxeAc+4O4I5yv66IiIhIpZW7q1FERETkOUvBS0RERKRMFLxEREREykTBS0RERKRMFLxEREREykTBS0RERKRMFLxEREREykTBS0RERKRMFLxEREREykTBS0RERKRMFLxEREREykTBS0RERKRMFLxEREREykTBS0RERKRMzDlX6TaMyMzagO2VbgcwG9hX6UZMMR1jNOgYo0HHGA06xmgYzzEe45xrHm5l6INXWJjZaufc8kq3YyrpGKNBxxgNOsZo0DFGQymPUV2NIiIiImWi4CUiIiJSJgpeY3djpRtQBjrGaNAxRoOOMRp0jNFQsmPUGC8RERGRMlHFS0RERKRMntPBy8y+b2atZrahYNmZZna/ma03s9vNbEawvNrMfhAsf8zMLi6yv98W7isMSnWMZrbCzDaZ2drga075j6a4Eh5jtZndaGZPmdmTZva68h9NcaU4RjObXvDvt9bM9pnZ1ypyQIOU8N/wjcHydWZ2p5nNLv/RFFfCY3xDcHwbzeyL5T+S4ZnZQjO728weD9r3vmD5LDO7y8yeDr43BsvNzL5hZpuDYzq7YF9vDbZ/2szeWqljGqzEx3inmXWa2e8qdTzFlOoYzWxp8P7eGCx/QyWPq1AJj/EYM3skOKduNLN3jPrizrnn7BdwEXA2sKFg2cPAi4LH1wKfCR6/G/hB8HgOsAaIFTzvtcBPC/cVhq9SHSOwAlhe6eOZ4mP8FPDZ4HEMmF3pYyv1MQ7a5xrgokofW6mOD0gArbl/N+A/gE9W+thKfIxNwLNAc7DuZuCSSh9bwfEcDZwdPJ4OPAWcEvxbXB8svx74YvD4CuD3gAHnAQ8Gy2cBW4LvjcHjxkofXymPMVh3CXAl8LtKH9cU/TueCJwQPJ4H7AYaKn18JT7GaqAmeFwPbAPmjfTaz+mKl3NuJdAxaPGJwMrg8V1ArupxCvCX4HmtQCewHMDM6oF/Aj47tS0ev1IdY5iV8BivBT4frMs650IzIWCp/x3N7ET8D/RVU9Pi8SnR8VnwNc3MDJgB7JrSho9DiY7xWOBp51xbsN2fCp5Tcc653c65R4LH3cATwHzgKvyQSPD91cHjq4AfOt8DQIOZHQ1cBtzlnOtwzu3H/91cXr4jGV4JjxHn3J+B7jI2f0xKdYzOuaecc08H+9mF/4fRsBOLllMJj7HPOdcbbFPDGHoSn9PBaxgb8X/BAH8LLAwePwa8yswSZrYEWFaw7jPAV4BUORs6CRM5RoAfBOXUjwUfbGE2rmM0s4Zg/WeCsvEvzWxuWVs8fhP9dwS4GrjFBX+mhdS4js851w+8E1iPH7hOAb5X3iaP23j/DTcDJ5nZYjNL4H8oDP63DQUzWwycBTwIzHXO7Q5W7QFy/7fmAzsKntYSLBtueahM8hiPCKU6RjM7B7869MxUtnciJnuMQbflumD9F4OQOSwFr6GuBd5lZmvwy499wfLv4/+iVwNfA+4DPDNbChznnPt1+Zs6YeM6xmDdm5xzpwMXBl9vLmeDJ2C8x5gAFgD3OefOBu4HvlzmNo/XRP4dc64GflaeZk7YeP8vVuEHr7PwuzXWAR8uc5vHa1zHGFR/3gncgl+t3MbQf9uKC3oBbgXe75zrKlwXhP0wB/4x0TGO/RiDCt+PgGucc9mSN3QSSnGMzrkdzrkzgOOBt472R3tiEu2NJOfck8ClkO+OeUWwPAN8ILedmd2H3yf8ImC5mW3D/33OMbMVzrmLy9vysZvAMeKc2xl87zaznwLnAD8sb8vHbgLH2I5fsfxVsOqXwNvL2ORxm8i/Y/DzmUDCObemrA0epwkc39Jg/TPB8l/gj9EIrQn+X7wduD1Yfh0hC15BAL4V+IlzLvf/aW/QLbM7+BBuDZbvZGDFbkGwbCdw8aDlK6ay3eNRomMMtVIdo/kXjPwv8NGgiy40Sv3v6JzbZf7FMxcC/zPc66riNYgFV+uZWQz4N+C/g5+TZjYtePwyIOOce9w5d4Nzbp5zbjHwQuCpMIcuGP8xBt0ds4PlVcArgVBdvTnYBP4dHf6H2cXBLi4BHi93u8djvMdY8NQ3Ev5q10SObydwipnlxpC8DH/cRmhN5N+w4DmNwLuA71ag6UUFQxC+BzzhnPtqwarfArkrE98K3Faw/C3mOw84EHTz/AG41Mwag+O8NFhWcSU8xtAq1TGaWTXwa/yxUcMGkUoo4TEuMLO6YJ+N+Dlg04gv7kJwdUGlvvA/fHYD/fhl/bcD78P/y/Ip4AscnmR2cfDLfAJ/QOsxRfa3mPBd1TjpYwSm4V9VtQ5/TMrXgXilj63U/47AMfgDndcBfwYWVfrYpuK9in+F2PMqfUxT9G/4jmD5Ovwg3VTpY5uCY/wZ/h8FjwNXV/q4Bh3jC/G7ZtYBa4OvK/Cvxvwz8HRwPLOC7Q34L/xxP+spuHIavxt2c/B1TaWPbYqOcRXQBqSD98RllT6+Uh4j8HfB+31twdfSSh9fiY/xZcE+Hgu+Xzfaa2vmehEREZEyUVejiIiISJkoeImIiIiUiYKXiIiISJkoeImIiIiUiYKXiIiISJkoeImIiIiUiYKXiIiISJkoeImIiIiUyf8H0lIiR5Wo9sUAAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.629217Z", + "iopub.status.idle": "2024-04-22T02:52:27.629358Z", + "shell.execute_reply": "2024-04-22T02:52:27.629291Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.629284Z" } - ], + }, + "outputs": [], "source": [ "plot('RCHRES', rid, 'HYDR', 'ROVOL', 'sum')" ] }, { "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.629760Z", + "iopub.status.idle": "2024-04-22T02:52:27.629907Z", + "shell.execute_reply": "2024-04-22T02:52:27.629839Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.629832Z" } - ], + }, + "outputs": [], "source": [ "scatter('RCHRES', rid, 'HYDR', 'ROVOL', 'sum')" ] @@ -6178,44 +2725,32 @@ }, { "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.631326Z", + "iopub.status.idle": "2024-04-22T02:52:27.631444Z", + "shell.execute_reply": "2024-04-22T02:52:27.631389Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.631383Z" } - ], + }, + "outputs": [], "source": [ "plot('RCHRES', rid, 'HYDR', 'VOLEV', 'sum')" ] }, { "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "execution": { + "iopub.status.busy": "2024-04-22T02:52:27.631819Z", + "iopub.status.idle": "2024-04-22T02:52:27.631931Z", + "shell.execute_reply": "2024-04-22T02:52:27.631879Z", + "shell.execute_reply.started": "2024-04-22T02:52:27.631874Z" } - ], + }, + "outputs": [], "source": [ "scatter('RCHRES', rid, 'HYDR', 'VOLEV', 'sum')" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -6309,7 +2811,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.10.14" } }, "nbformat": 4, From 9b73aac1eab74367c2766b8decd733e52a10689d Mon Sep 17 00:00:00 2001 From: Tim Cera Date: Tue, 30 Apr 2024 11:58:47 -0400 Subject: [PATCH 02/22] fixes for publish.py and pyproject.toml --- publish.py | 2 +- pyproject.toml | 2 -- 2 files changed, 1 insertion(+), 3 deletions(-) diff --git a/publish.py b/publish.py index abd245df..a0c7c051 100644 --- a/publish.py +++ b/publish.py @@ -24,7 +24,7 @@ subprocess.run(shlex.split("python3 -m build --wheel"), check=True) wheel = f"dist/{PKG_NAME}-{version}*.whl" -for file in [sdist, wheel]: +for file in [wheel]: subprocess.run( shlex.split(f"twine check {file}"), check=True, diff --git a/pyproject.toml b/pyproject.toml index 3933de7b..de0b45ad 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -73,7 +73,5 @@ readme = {file = "README.rst"} version = {file = "VERSION"} [tool.setuptools.packages.find] -exclude = ["build*", "dist*", "docs*", "examples*", "hsp2.egg-info*", "__pycache__*", "tests*"] include = ["HSP2*"] namespaces = false -where = ["."] From bfe5ef94b52a99a98c2a27836e63369072febc31 Mon Sep 17 00:00:00 2001 From: Austin Orr Date: Tue, 30 Apr 2024 12:31:45 -0700 Subject: [PATCH 03/22] this action does not work, it hangs indefinately --- .../workflows/hsp2-conda-install-test-dev.yml | 48 ------------------- 1 file changed, 48 deletions(-) delete mode 100644 .github/workflows/hsp2-conda-install-test-dev.yml diff --git a/.github/workflows/hsp2-conda-install-test-dev.yml b/.github/workflows/hsp2-conda-install-test-dev.yml deleted file mode 100644 index 4c6e299c..00000000 --- a/.github/workflows/hsp2-conda-install-test-dev.yml +++ /dev/null @@ -1,48 +0,0 @@ -name: Python conda dev application -# this is a standard setup copied from -# https://docs.github.com/en/enterprise-server@3.10/actions/automating-builds-and-tests/building-and-testing-python -on: - push: - branches: [ "master" ] - pull_request: - branches: [ "master", "develop", "develop-specact" ] - -permissions: - contents: read - -jobs: - build: - runs-on: ubuntu-latest - - steps: - - uses: actions/checkout@v4 - - name: Set up Python 3.11 - uses: actions/setup-python@v4 - with: - python-version: "3.11" - - name: Install dependencies - run: | - $CONDA/bin/conda env update --name base - $CONDA/bin/conda install -c conda-forge --name base mando numba pandas pytables - $CONDA/bin/conda install flake8 - - name: Install hsp2 - run: | - # install the hsp2 executable using dev environment - $CONDA/bin/conda-develop ./ - - name: Lint with flake8 - run: | - # stop the build if there are Python syntax errors or undefined names - $CONDA/bin/flake8 . --count --select=E9,F63,F7,F82 --ignore=F821 --show-source --statistics --exclude=HSP2/ACIDPH.py,build/lib/HSP2/ACIDPH.py - # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide - $CONDA/bin/flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics - - name: Test with pytest - run: | - $CONDA/bin/conda install pytest - $CONDA/bin/pytest tests/ptest/test_sysexit.py - # Add more tests here. Example (note, benchmark takes a long time to run and could crush the free monthly 2,000 minutes during times of high activity) - # $CONDA/bin/pytest tests/testcbp/HSP2results/benchmark.py - - name: Run hsp2 test10 - run: | - cd tests/test10/HSP2results - hsp2 import_uci test10.uci test10.h5 - hsp2 run test10.h5 From 3886a15e979bfa4585e5accc52f66ad1f5f28e0b Mon Sep 17 00:00:00 2001 From: Austin Orr Date: Tue, 30 Apr 2024 12:32:36 -0700 Subject: [PATCH 04/22] this action is not yet needed, should likely be a simple matrix in the other action to test 3.11 --- .../workflows/hsp2-pip-install-test-dev.yml | 48 ------------------- 1 file changed, 48 deletions(-) delete mode 100644 .github/workflows/hsp2-pip-install-test-dev.yml diff --git a/.github/workflows/hsp2-pip-install-test-dev.yml b/.github/workflows/hsp2-pip-install-test-dev.yml deleted file mode 100644 index 5729bc1e..00000000 --- a/.github/workflows/hsp2-pip-install-test-dev.yml +++ /dev/null @@ -1,48 +0,0 @@ -name: Python dev application -# this is a standard setup copied from -# https://docs.github.com/en/enterprise-server@3.10/actions/automating-builds-and-tests/building-and-testing-python -on: - push: - branches: [ "master" ] - pull_request: - branches: [ "master", "develop", "develop-specact" ] - -permissions: - contents: read - -jobs: - build: - runs-on: ubuntu-latest - - steps: - - uses: actions/checkout@v4 - - name: Set up Python 3.11 - uses: actions/setup-python@v4 - with: - python-version: "3.11" - - name: Install dependencies - run: | - python -m pip install --upgrade pip - pip install build - pip install flake8 pytest - pip install mando numba pandas tables - - name: Install hsp2 - run: | - # install the hsp2 executable using dev environment - sudo pip install .[dev] - - name: Lint with flake8 - run: | - # stop the build if there are Python syntax errors or undefined names - flake8 . --count --select=E9,F63,F7,F82 --ignore=F821 --show-source --statistics --exclude=HSP2/ACIDPH.py,build/lib/HSP2/ACIDPH.py - # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide - flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics - - name: Test with pytest - run: | - pytest tests/ptest/test_sysexit.py - # Add more tests here. Example (note, benchmark takes a long time to run and could crush the free monthly 2,000 minutes during times of high activity) - # pytest tests/testcbp/HSP2results/benchmark.py - - name: Run hsp2 test10 - run: | - cd tests/test10/HSP2results - hsp2 import_uci test10.uci test10.h5 - hsp2 run test10.h5 From 059ea16572d972c6d450f60821444c33c0e48dd5 Mon Sep 17 00:00:00 2001 From: Paul Duda Date: Wed, 1 May 2024 16:32:10 -0400 Subject: [PATCH 05/22] OXRX_Class.py -- explicitly set tcginv and len_ to avoid future issues with undefined variables, as noted in PR #159. --- HSP2/OXRX_Class.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/HSP2/OXRX_Class.py b/HSP2/OXRX_Class.py index 26d6de15..1c00b86b 100644 --- a/HSP2/OXRX_Class.py +++ b/HSP2/OXRX_Class.py @@ -129,17 +129,20 @@ def __init__(self, siminfo, nexits, vol, ui_rq, ui, ts): self.expred = 0.0; self.exprev = 0.0 self.expod = 0.0; self.exprel = 0.0 + self.len_ = ui['LEN'] * 5280.0 # mi to feet + if self.uunits == 2: + self.len_ = ui['LEN'] * 1000.0 # length of reach, in meters + if self.LKFG == 1: self.cforea = ui['CFOREA'] # reaeration parameter from table-type ox-cforea + self.tcginv = 0 elif self.REAMFG == 1: # tsivoglou method; table-type ox-tsivoglou self.reakt = ui['REAKT'] self.tcginv = ui['TCGINV'] - - self.len_ = ui['LEN'] * 5280.0 # mi to feet + self.delth = ui['DELTH'] if self.uunits == 2: - self.len_ = ui['LEN'] * 1000.0 # length of reach, in meters self.delth = ui['DELTH'] * 1000.0 # convert to meters elif self.REAMFG == 2: # owen/churchill/o'connor-dobbins; table-type ox-tcginv From 9e8abaab43ea5d4fcf8352b2a8f3e75105873e4e Mon Sep 17 00:00:00 2001 From: Paul Duda Date: Wed, 1 May 2024 16:43:55 -0400 Subject: [PATCH 06/22] Test10 -- fixed sedment option flag in the UCI --- tests/convert/conversion_test.py | 3 ++- tests/test10/HSP2results/test10.uci | 8 ++++---- tests/test10/HSPFresults/test10.d66 | 20 ++++++++++---------- tests/test10/HSPFresults/test10.uci | 8 ++++---- tests/test10/HSPFresults/test10R.hbn | Bin 76574815 -> 75988083 bytes 5 files changed, 20 insertions(+), 19 deletions(-) diff --git a/tests/convert/conversion_test.py b/tests/convert/conversion_test.py index 4ed48b5a..10aa10fb 100644 --- a/tests/convert/conversion_test.py +++ b/tests/convert/conversion_test.py @@ -8,7 +8,8 @@ start = datetime.now() - test = RegressTest(compare_case, ids=['434'],activites=['GQUAL'],threads=1) + # test = RegressTest(compare_case, ids=['434'],activites=['GQUAL'],threads=1) + test = RegressTest('test10') results = test.run_test() test.generate_report(test.html_file, results) diff --git a/tests/test10/HSP2results/test10.uci b/tests/test10/HSP2results/test10.uci index 9304c7cd..5ec4f0f2 100644 --- a/tests/test10/HSP2results/test10.uci +++ b/tests/test10/HSP2results/test10.uci @@ -378,10 +378,10 @@ RCHRES SANDFG RCHRES *** - # - # SNDFG *** - 1 2 1 - 3 4 2 - 5 3 + # - # SDFG *** + 1 2 1 + 3 4 2 + 5 3 END SANDFG SED-GENPARM diff --git a/tests/test10/HSPFresults/test10.d66 b/tests/test10/HSPFresults/test10.d66 index dcec3a67..da8b30be 100644 --- a/tests/test10/HSPFresults/test10.d66 +++ b/tests/test10/HSPFresults/test10.d66 @@ -213,10 +213,10 @@ Day JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC - 1 0.10 0.06 0.03 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - 2 0.10 0.06 0.03 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - 3 0.10 0.06 0.03 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - 4 0.10 0.05 0.03 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 + 1 0.10 0.06 0.03 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 + 2 0.10 0.06 0.03 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 + 3 0.10 0.06 0.03 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 + 4 0.10 0.05 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 5 0.10 0.05 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 6 0.09 0.05 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 @@ -228,10 +228,10 @@ 11 0.08 0.05 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 12 0.08 0.05 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 13 0.08 0.05 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - 14 0.08 0.05 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - 15 0.07 0.04 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 + 14 0.08 0.05 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 + 15 0.07 0.04 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - 16 0.07 0.04 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 + 16 0.07 0.04 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 17 0.07 0.04 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 18 0.07 0.04 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 19 0.07 0.04 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 @@ -240,7 +240,7 @@ 21 0.07 0.04 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 22 0.07 0.04 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 23 0.07 0.04 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - 24 0.06 0.04 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 + 24 0.06 0.03 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 25 0.06 0.03 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 26 0.06 0.03 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 @@ -250,6 +250,6 @@ 30 0.06 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 31 0.06 0.01 0.00 0.00 0.00 0.00 0.00 - AVER 0.08 0.04 0.02 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 + AVER 0.08 0.04 0.01 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - AVER of monthly values 1.16550E-02 + AVER of monthly values 1.14285E-02 diff --git a/tests/test10/HSPFresults/test10.uci b/tests/test10/HSPFresults/test10.uci index c36e5a1c..0ebba1bb 100644 --- a/tests/test10/HSPFresults/test10.uci +++ b/tests/test10/HSPFresults/test10.uci @@ -399,10 +399,10 @@ RCHRES SANDFG RCHRES *** - # - # SNDFG *** - 1 2 1 - 3 4 2 - 5 3 + # - # SDFG *** + 1 2 1 + 3 4 2 + 5 3 END SANDFG SED-GENPARM diff --git a/tests/test10/HSPFresults/test10R.hbn b/tests/test10/HSPFresults/test10R.hbn index 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