From 8742f453b795c41193ea59242eb350b997ee6cae Mon Sep 17 00:00:00 2001
From: Andrew <a.c.olson@bham.ac.uk>
Date: Tue, 10 Sep 2024 10:56:53 -0400
Subject: [PATCH] Update documentation

---
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 arrays/Arrays.html                            |  58 ++--
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 code-basics/Calls.html                        |  54 ++--
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 confidence/large_numbers.html                 |  60 ++--
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 data/brexit_survey.html                       |  42 +--
 data/chronic_kidney_disease.html              |  42 +--
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 objects.inv                                   | Bin 3679 -> 3693 bytes
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 search.html                                   |  42 +--
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diff --git a/.buildinfo b/.buildinfo
index b1aa6a13..1e50cb09 100644
--- a/.buildinfo
+++ b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
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+config: b28aee11c30034d111980df851a26d97
 tags: 645f666f9bcd5a90fca523b33c5a78b7
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literal 0
HcmV?d00001

diff --git a/_images/4f1fdf4b2ffedbb0422b98b88f9ca287cfc1d206754f5924f0941019bc58602a.png b/_images/04a0a3622b464e63c44f851cf3240c23f5d99c113d6c571d8699dada291c7128.png
similarity index 99%
rename from _images/4f1fdf4b2ffedbb0422b98b88f9ca287cfc1d206754f5924f0941019bc58602a.png
rename to _images/04a0a3622b464e63c44f851cf3240c23f5d99c113d6c571d8699dada291c7128.png
index c68eb1e6a1b6ab775d69af9a40fe12a7b9d63aed..a76abb6487945e4df4bb4fe83d11106f648de94f 100644
GIT binary patch
delta 43
zcmX>#m+{nG#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftrT75=Vs;P#

delta 43
zcmX>#m+{nG#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pirT75=VY3hF

diff --git a/_images/29eea8af4fa1b2363b04f6a392ef21f7a28fbeec8ff47936c8d81997f9b17e94.png b/_images/061ac80aa4810582ea42f5d54085f80a16e00ac546b6dad685eebc3efa22ca93.png
similarity index 99%
rename from _images/29eea8af4fa1b2363b04f6a392ef21f7a28fbeec8ff47936c8d81997f9b17e94.png
rename to _images/061ac80aa4810582ea42f5d54085f80a16e00ac546b6dad685eebc3efa22ca93.png
index d033b2748c4ec75d593a8d33747bbf29e156011f..04da20c5f0acc3ea4f6ae1f92762203d5800529b 100644
GIT binary patch
delta 43
zcmex=hw=X%#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftN#+3nhaM2V

delta 43
zcmex=hw=X%#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piN#+3nhFcJ)

diff --git a/_images/080279fcc11db43cdafe410164e2d30c5437d83df9d03599f012a6859b800d6d.png b/_images/080279fcc11db43cdafe410164e2d30c5437d83df9d03599f012a6859b800d6d.png
new file mode 100644
index 0000000000000000000000000000000000000000..48d5d7f024a4805d4aa53d6e421c48cc033fb82f
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/_images/924e7e4b769c4fcd8cb87ad64ff08e6fc08272aa375a789efb1225fd73a95e99.png b/_images/0a7e13cfae4f4f00c3665c4901ce9358acf778abe46b250c8a335d9ac2722ec6.png
similarity index 99%
rename from _images/924e7e4b769c4fcd8cb87ad64ff08e6fc08272aa375a789efb1225fd73a95e99.png
rename to _images/0a7e13cfae4f4f00c3665c4901ce9358acf778abe46b250c8a335d9ac2722ec6.png
index 8554812e472c10e3f1672f8bbf98a356ea177330..a8243599152ad6cba69ca65cc257e6af1247a6be 100644
GIT binary patch
delta 43
zcmbR8nsLf&#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft>6HQiX<ZN^

delta 43
zcmbR8nsLf&#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi>6HQiXqpfU

diff --git a/_images/6a3ebf8333cb01e1567304ce82a14ee8a0730e82f6ede92bb1c7eaaa7351aa86.png b/_images/0b5d623bd9ebef3098fd6597dc9aa965382818dfaafcb98a32d36206db2c90ad.png
similarity index 99%
rename from _images/6a3ebf8333cb01e1567304ce82a14ee8a0730e82f6ede92bb1c7eaaa7351aa86.png
rename to _images/0b5d623bd9ebef3098fd6597dc9aa965382818dfaafcb98a32d36206db2c90ad.png
index 9ac1c8622d4d624a3a3d43cd1719055247421677..c6b0a3a95820ccd59a63e74722599189babb533a 100644
GIT binary patch
delta 43
zcmX@{pYg<h#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftCDj7}fd3Hi

delta 43
zcmX@{pYg<h#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piCDj7}fIJY{

diff --git a/_images/0b90c0b7dd87f35c74f24da22d5039cd88d5d6230a158d358877dca3a03b7c68.png b/_images/0b90c0b7dd87f35c74f24da22d5039cd88d5d6230a158d358877dca3a03b7c68.png
new file mode 100644
index 0000000000000000000000000000000000000000..6b0b3438380be99e5a3a35cc0d0b8dc9b126fdbf
GIT binary patch
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HcmV?d00001

diff --git a/_images/19be1d6e627cc00ff2f0e9d2b8db9eb4fcd81caad315a0e6ac530bc3c0c4eb64.png b/_images/0c79f65ea896db83e69ee7da987a55d34faf6364686c1ecff554479479f74f06.png
similarity index 99%
rename from _images/19be1d6e627cc00ff2f0e9d2b8db9eb4fcd81caad315a0e6ac530bc3c0c4eb64.png
rename to _images/0c79f65ea896db83e69ee7da987a55d34faf6364686c1ecff554479479f74f06.png
index 3bc40deccd6e21b46cd045532189e100680f42f3..b062efe6ae89610ad13cad7e200e0cbe0e28cda9 100644
GIT binary patch
delta 43
zcmdo0lX3q~#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftMb-cSd>IhN

delta 43
zcmdo0lX3q~#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piMb-cSdsYyy

diff --git a/_images/63b187bb4f6d94b5beb32dde597ce4fff468ec41dfde0517638265739f6391ec.png b/_images/0e30d178640c43953228663361042202ab56775eb643b49816d9ad1446925778.png
similarity index 99%
rename from _images/63b187bb4f6d94b5beb32dde597ce4fff468ec41dfde0517638265739f6391ec.png
rename to _images/0e30d178640c43953228663361042202ab56775eb643b49816d9ad1446925778.png
index 0302997152c85c51871782b091c190b78732fa28..1026d0d5ae852fe384f7463068e78e8f7f93a7ce 100644
GIT binary patch
delta 43
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delta 43
ycmeBgWa@8Zn&2U4prepcQc_TCrLUixSW=LaUy_rVq?ccmu5ZHPv2A0TW&;34!4EY6

diff --git a/_images/12339d8ad1f1f05aaba30902603fe219fbceb322bbac98ef571d49409e522ca5.png b/_images/12339d8ad1f1f05aaba30902603fe219fbceb322bbac98ef571d49409e522ca5.png
new file mode 100644
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rename from _images/88c709eaa0d5075685888c6cdfb1a7acc29dbaa058f998508ccbb4f123700bac.png
rename to _images/13946187ff46b9bbb91d684ddf2f25799aae4d61472874836f9d33333ed513a4.png
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delta 43
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delta 43
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deleted file mode 100644
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GIT binary patch
literal 0
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similarity index 99%
rename from _images/4a42bb78440c2eac8dfcbbe327e69d68e7b1e54501fef012896138f99332f2f7.png
rename to _images/1471e93622348768ebccd8f21962f005eff18a8a54b39ebc3136420c229abb4a.png
index b8f7f4175ae86ed0f4f69ab87707a704a8d2e98b..8f07662501c6a8526ee34d6f7f8bded3ae54e167 100644
GIT binary patch
delta 43
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delta 43
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diff --git a/_images/02b0954d04f3dcaed3675f6525d77dedd7165f20d9b3cda548f3fd66ecdeb366.png b/_images/14c17253486ef44e443b45e50c9fad8f72b52bc6f96ed3a456dc689c3837db02.png
similarity index 99%
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rename to _images/14c17253486ef44e443b45e50c9fad8f72b52bc6f96ed3a456dc689c3837db02.png
index 64834c909aa423b16eafc56cc6b14d59ac6adc4e..b00426e6d4f24ba2374c9333687b3f68bbc941b9 100644
GIT binary patch
delta 43
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delta 43
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diff --git a/_images/3cba567e38117ccc477edc43c4b37ec600723eb9cea0e2be0035a711d8c0a5b2.png b/_images/15becd95500e291801fb1bd2d19691ff1977054a7cc689395a7c3f65c69cea7f.png
similarity index 99%
rename from _images/3cba567e38117ccc477edc43c4b37ec600723eb9cea0e2be0035a711d8c0a5b2.png
rename to _images/15becd95500e291801fb1bd2d19691ff1977054a7cc689395a7c3f65c69cea7f.png
index 240de49b57071715c9e887bb2b0fe11e5082d37a..9345ddcce332e902cc7073ab914f445921ce3d11 100644
GIT binary patch
delta 41
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delta 41
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deleted file mode 100644
index b3cc2187cbcb1fc37eff3a971d24a13ad939afad..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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similarity index 99%
rename from _images/be323700c6598d0e042488706b8b9202fdbd886d8e1e068a5f440f4dc83c4327.png
rename to _images/19a90aa2935a5f6bcde592ac942f8ed68f5e229f09ba8615435f1f9abd30d100.png
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GIT binary patch
delta 41
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delta 41
wcmaEu_%LyThn#_qLPkkRL9vy-er{q(K~8>2PG*u`eo?x<35&<JjcL^e08%9nmjD0&

diff --git a/_images/19d8601764078a8d60a0a37a03ff75a06505ffeeade5044612b8afc0ce1cb582.png b/_images/19d8601764078a8d60a0a37a03ff75a06505ffeeade5044612b8afc0ce1cb582.png
new file mode 100644
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rename to _images/2200a2edbc771ad0760275d2a99a5390238e4412b00556850cc4cc5da9826a11.png
index 5f5eac67803396847e89e4b695371213bf30cc54..7ceb4f834dd333f1487a0a9bc780b637e171c7c1 100644
GIT binary patch
delta 43
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delta 43
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similarity index 99%
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index db9498549e7394a90c28d4ea309aae8aa2e14e91..479e4a1f8955d42e0ffdd179aefd1c8921a33946 100644
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delta 43
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delta 43
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deleted file mode 100644
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GIT binary patch
literal 0
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literal 0
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diff --git a/_images/f0cd932bfce6cea454ae859bc19e144e112c88f86c65566ea3c1d36f9c2371c1.png b/_images/24b9feb508e7bf91c1751afb39da8dc8eb6dd95fd46a3dee810bdeb07c40cccd.png
similarity index 99%
rename from _images/f0cd932bfce6cea454ae859bc19e144e112c88f86c65566ea3c1d36f9c2371c1.png
rename to _images/24b9feb508e7bf91c1751afb39da8dc8eb6dd95fd46a3dee810bdeb07c40cccd.png
index 66e1171c4d1319440aaa567d2d6e4d960f4e821f..c1afb730c5bb3033ab600458a2a750e12e0e999c 100644
GIT binary patch
delta 43
zcmeA^#MFI=X@ZBGk&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1t?x^UaNEOBVnDTHz34

delta 43
zcmeA^#MFI=X@ZBGfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}WOBVnDS{@Kf

diff --git a/_images/c84835d94f6e5753620fdfc71c5671396d03c1789a08876cbf2fe365db10496d.png b/_images/2848f51d64ce5ab1f163f648a4a767ecb00f8299f8db3b4b91903fa7ad1a20f5.png
similarity index 99%
rename from _images/c84835d94f6e5753620fdfc71c5671396d03c1789a08876cbf2fe365db10496d.png
rename to _images/2848f51d64ce5ab1f163f648a4a767ecb00f8299f8db3b4b91903fa7ad1a20f5.png
index 3fe9873ea6a33f55a42ef9bc393c7cdb8afc2bdd..76021b920dc2a4eef261b9974510f5029fa6355c 100644
GIT binary patch
delta 43
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delta 43
zcmezSjPdU?#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pii5CL^h~N;q

diff --git a/_images/fab8cde2e9c8af2ad4ba367f4b3ea92368fbd51c8abc07cbb3217ea79a208a56.png b/_images/29f7f9bdaaf5e5120884b6dd4e53a67bcd0e185d5d863bf086fc425e39e5f2df.png
similarity index 99%
rename from _images/fab8cde2e9c8af2ad4ba367f4b3ea92368fbd51c8abc07cbb3217ea79a208a56.png
rename to _images/29f7f9bdaaf5e5120884b6dd4e53a67bcd0e185d5d863bf086fc425e39e5f2df.png
index f9591096c2adf414e1a7af1cc79be8b0516e7a8e..1faa3097e6bce141be3c8453bd9aaa2ff7cdda21 100644
GIT binary patch
delta 41
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delta 41
wcmaD{_qc9?hn#_qLPkkRL9vy-er{q(K~8>2PG*u`eo?x<35&<JjcI@F09>sQWdHyG

diff --git a/_images/dbc7646b1bacc8dc0e58194e5217138fb80a9a086574e60110e973824b821abd.png b/_images/29fe5be5c92562a4ed4a21dd7a8dd31d950ba847fc2355150753ca20a3f153bd.png
similarity index 99%
rename from _images/dbc7646b1bacc8dc0e58194e5217138fb80a9a086574e60110e973824b821abd.png
rename to _images/29fe5be5c92562a4ed4a21dd7a8dd31d950ba847fc2355150753ca20a3f153bd.png
index 2797d6981914dc64028e5681b6c750f3d58222bc..d5eaf776104eb884e8d6514461210b834b2efe23 100644
GIT binary patch
delta 43
zcmex#o$=Fk#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft^<)D8f;ABe

delta 43
zcmex#o$=Fk#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi^<)D8fpQS@

diff --git a/_images/7105bf218687b0830c317c36ce3e8472a9bf1a1e35446a351f807f9c3458c860.png b/_images/2a8ce644a49eea8fa7e50d65859ba47a312d79a719dfbf597d5fbc79f796b736.png
similarity index 99%
rename from _images/7105bf218687b0830c317c36ce3e8472a9bf1a1e35446a351f807f9c3458c860.png
rename to _images/2a8ce644a49eea8fa7e50d65859ba47a312d79a719dfbf597d5fbc79f796b736.png
index c7895ecd40188cda44605724007c6b51ec9b40fd..173b01de73b240d1e26980e74c7be41802f5dd70 100644
GIT binary patch
delta 43
zcmZ4Xk8#;Q#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft9jF5Uc4H9-

delta 43
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diff --git a/_images/2a9924b8b99351b382b55c5c48eaf9e45d95e4c27d716caa48fc4eed5ea7a37e.png b/_images/2a9924b8b99351b382b55c5c48eaf9e45d95e4c27d716caa48fc4eed5ea7a37e.png
deleted file mode 100644
index d0b984912fb753cfba0d86b25ba56ca7d50fdbf9..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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rename to _images/2cb0e9ee757584362d430b9d3b6add9e37c685b59ac4b9ca3c153d40252dbbfe.png
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delta 43
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delta 43
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similarity index 99%
rename from _images/dd5fd8a80de10b71391c71aa75208e04d5251b19c66794237eab17bba76de210.png
rename to _images/2e11b6bf840316fc319b3433319204097df26116a67eb98838957e162dd57f17.png
index be3394c83aef707e98c975a11289ab130a2d2a69..5f601e8485612744c84cbb1bf3d6a93198960a89 100644
GIT binary patch
delta 41
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delta 41
wcmeyI{W*Jrhn#_qLPkkRL9vy-er{q(K~8>2PG*u`eo?x<35&<JjcL8609yJF<^TWy

diff --git a/_images/0f80b2df70f04d9a0aaeeb7bf5078c782c97b9de1b3a6720b22fabc6c7da83b4.png b/_images/2f69d9e330ddd3c391804489e30018d46feb147d1d1b344bef05bdb25c686c41.png
similarity index 99%
rename from _images/0f80b2df70f04d9a0aaeeb7bf5078c782c97b9de1b3a6720b22fabc6c7da83b4.png
rename to _images/2f69d9e330ddd3c391804489e30018d46feb147d1d1b344bef05bdb25c686c41.png
index 078a89709e8f8c39c217b4b03bc5b4f90a32cf20..44ebbba1e4903bff05923928aa5d70fed20a842d 100644
GIT binary patch
delta 43
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delta 43
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diff --git a/_images/2f7bc77a726ef1bd5a557c00ad6841968db30f688789ae6a2e3eebf259cdebee.png b/_images/2f7bc77a726ef1bd5a557c00ad6841968db30f688789ae6a2e3eebf259cdebee.png
deleted file mode 100644
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/_images/9a241acd06fa0cf41d4847a2799c9309e647be332098a6fc1945ee3a19c4c638.png b/_images/30526d2c8727c2e093a4fc772bc5fd5bf7405fbead217d5c08f1c11b9caedfdb.png
similarity index 99%
rename from _images/9a241acd06fa0cf41d4847a2799c9309e647be332098a6fc1945ee3a19c4c638.png
rename to _images/30526d2c8727c2e093a4fc772bc5fd5bf7405fbead217d5c08f1c11b9caedfdb.png
index b4fb86c94dd9f26f137d21a5e6f0c04b79a3bc20..9dea452193ce758aa033422c794a5f7b99431a38 100644
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delta 43
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delta 43
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diff --git a/_images/3256e05d01fe49034b6c816dde38d462abe8933bc875cb1905276a661e1d9cc3.png b/_images/3256e05d01fe49034b6c816dde38d462abe8933bc875cb1905276a661e1d9cc3.png
new file mode 100644
index 0000000000000000000000000000000000000000..7b936d3049c2f5c7f6f856523b1e7c6c6751bb76
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diff --git a/_images/9e2a301ec22d44e3971c9d240b52e6d5198f781ef39e12dfe8360ed3ea318baa.png b/_images/343b3b30bceef37fd73e328508c8b7b4db5fe85399d0dc2c09bc7ce8ac7d1465.png
similarity index 99%
rename from _images/9e2a301ec22d44e3971c9d240b52e6d5198f781ef39e12dfe8360ed3ea318baa.png
rename to _images/343b3b30bceef37fd73e328508c8b7b4db5fe85399d0dc2c09bc7ce8ac7d1465.png
index b36ef37380336a38606f8d5ccdf68bc90a7bec9d..af6ae6b1c06e972599d7137dba1ec59d9d3ab33e 100644
GIT binary patch
delta 43
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delta 43
ycmey+#rUC%ae{}OfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}WT&@6TMGvh2

diff --git a/_images/a45f35c85161d833ead678364f26487fcaf8ed7e8aa7e56ef2bd1b4f2c851061.png b/_images/3485861ed353b4c8e7f30c50f693cec038a6af071a22e6c0ad331d88ed94356f.png
similarity index 99%
rename from _images/a45f35c85161d833ead678364f26487fcaf8ed7e8aa7e56ef2bd1b4f2c851061.png
rename to _images/3485861ed353b4c8e7f30c50f693cec038a6af071a22e6c0ad331d88ed94356f.png
index 2d11b72eb558f1136d0d5db5c7d90b68c5e697a2..749b9066bfe71b9263ee8fba0ea2268bb73fc394 100644
GIT binary patch
delta 43
zcmX?ql=1vg#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftWhMataN7`c

delta 43
zcmX?ql=1vg#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piWhMata2OC>

diff --git a/_images/21269184eef674d1118f0e8fae5f490434a316ef19042433171dee87c6f71259.png b/_images/34fe254f1d405f536d1e4e6b661d00186df843f214927a5f986f87537e4ec005.png
similarity index 99%
rename from _images/21269184eef674d1118f0e8fae5f490434a316ef19042433171dee87c6f71259.png
rename to _images/34fe254f1d405f536d1e4e6b661d00186df843f214927a5f986f87537e4ec005.png
index ed2d1bd27c27e4da9163b0f8475e4e96f075cda4..77bf0d78f7d59307dee6d322e7f5bb7c11f6da77 100644
GIT binary patch
delta 43
zcmcbzjPc4c#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`fty$b>WX{8Xg

delta 43
zcmcbzjPc4c#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piy$b>WXyOo_

diff --git a/_images/e2d1e9b9d2c25426f577dae896bd64dd82bef6b8b3ce240ff9e778c32d69ede6.png b/_images/3644d4b71d724dc32aebfeec475e0beb5981a90636c429bba3bd505e118c59c3.png
similarity index 99%
rename from _images/e2d1e9b9d2c25426f577dae896bd64dd82bef6b8b3ce240ff9e778c32d69ede6.png
rename to _images/3644d4b71d724dc32aebfeec475e0beb5981a90636c429bba3bd505e118c59c3.png
index b054b13624283bf7ba3c9a5c4bd3925d832a0630..a64b6ba11b4f7bab081f7e8e2cbeae86adbcd899 100644
GIT binary patch
delta 43
zcmdmRooT~$rU@Q$Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftd94NjY}ycp

delta 43
zcmdmRooT~$rU@Q$2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pid94NjY!?u3

diff --git a/_images/deb1f3dc9bad27a3113660346c881aa811d3cd224ae3f4b1aad038e47f38324c.png b/_images/367e00ba7041a9b0c5c3cf31f6b49c860549687a3933ee7c05295db56414cf6f.png
similarity index 99%
rename from _images/deb1f3dc9bad27a3113660346c881aa811d3cd224ae3f4b1aad038e47f38324c.png
rename to _images/367e00ba7041a9b0c5c3cf31f6b49c860549687a3933ee7c05295db56414cf6f.png
index 7b0c3ad5614f40e68ac1e3c07f55b0a7b86c7c1a..3ae5bb2bcc9f394f6d42a259868e5d8fcd9711fc 100644
GIT binary patch
delta 43
zcmcbxiSfcF#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`fty@~(;Y$FiI

delta 43
zcmcbxiSfcF#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piy@~(;YhVzt

diff --git a/_images/231c10ae1be87741883e2a31ccbfcb683be3ed93d3197e100e81bdd5e6f0df8d.png b/_images/38922d2543e5ee35944a1626a11073f41c612012fb83ac1b5b3801bfb1d4b3c7.png
similarity index 99%
rename from _images/231c10ae1be87741883e2a31ccbfcb683be3ed93d3197e100e81bdd5e6f0df8d.png
rename to _images/38922d2543e5ee35944a1626a11073f41c612012fb83ac1b5b3801bfb1d4b3c7.png
index b9da6eb607756e1e2f26eb11c49276061e215401..25c50c38e4e49b4eb029e62d52bbd2491ac1df4b 100644
GIT binary patch
delta 43
zcmcb#o$1ncrU@Q$Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft<;(^EZS)YF

delta 43
zcmcb#o$1ncrU@Q$2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi<;(^EZ7~pq

diff --git a/_images/7da340aa2c29dd96cb5ea512d051461982ab10cc7b09179976f98cae27c8e1fb.png b/_images/3bcc7ed1831e849e87f21be63f4f356e786b262bc8f658c0ec4151930681878b.png
similarity index 99%
rename from _images/7da340aa2c29dd96cb5ea512d051461982ab10cc7b09179976f98cae27c8e1fb.png
rename to _images/3bcc7ed1831e849e87f21be63f4f356e786b262bc8f658c0ec4151930681878b.png
index 5eb3cd9e98fbc8f8f6a5e266db5e472b8e13c144..ac3d8212f5b7e5e235e82c857357c7a112b0994d 100644
GIT binary patch
delta 52
zcmX>)m;dNo{s|s(Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r_g;TGJR?)0noV
IF~^?+00WB?RR910

delta 52
zcmX>)m;dNo{s|s(2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@`qzTGJR?)0noV
IF~^?+00H?EJ^%m!

diff --git a/_images/3cd06df4d28dc5c219de832870aa3b1696b1b6082233a6bd3b10ae5e63454b20.png b/_images/3cd06df4d28dc5c219de832870aa3b1696b1b6082233a6bd3b10ae5e63454b20.png
deleted file mode 100644
index 0bfb5669c7e94a8d7b5df305e75ad267c9b41002..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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rename from _images/d83701dc1dbb81cbded33ed0b85cf878d1a44952a4887a16861153569271e433.png
rename to _images/3daee06950ed54c11f56236bbf542a15c82da92a7b8409b8a9464c370531e98c.png
index 985e4ea50a216e6769b55a607411d48bcc2e407f..af4d636a886f24dda66e71adc44e2a7790dff0e6 100644
GIT binary patch
delta 43
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delta 43
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diff --git a/_images/ad0dd8ce019bf1cf3fe967e71ee4b6315c80009f386d354d1af61a50c07bea6f.png b/_images/3de263166224bc5d302c645f8b1d333e0b53d02ffd4c14b62377757e21ea32e8.png
similarity index 99%
rename from _images/ad0dd8ce019bf1cf3fe967e71ee4b6315c80009f386d354d1af61a50c07bea6f.png
rename to _images/3de263166224bc5d302c645f8b1d333e0b53d02ffd4c14b62377757e21ea32e8.png
index 277293719b50521c4b6c2e2776018f57aed533cf..eea017c4e08e7f1f35d026859eaf10c704c37f1c 100644
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delta 43
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delta 43
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diff --git a/_images/3e682c2054c88dccbf34366ce1ba005af2c898685a6e4850940d1121002c2d6e.png b/_images/3e682c2054c88dccbf34366ce1ba005af2c898685a6e4850940d1121002c2d6e.png
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/_images/134843141049ff6bf50c6e9afb4e9aa34d2685c1451285139749927d30c73cac.png b/_images/427d6510de4b4a5df6edfa5bc7dbd95c729235eded3002d0c0513bf554c83fd5.png
similarity index 99%
rename from _images/134843141049ff6bf50c6e9afb4e9aa34d2685c1451285139749927d30c73cac.png
rename to _images/427d6510de4b4a5df6edfa5bc7dbd95c729235eded3002d0c0513bf554c83fd5.png
index d2b2d51422b0e43d85c2cbd02f1b4968ffcd1643..1a07a2521072b30e92fe519e2304f4728bb0a9e1 100644
GIT binary patch
delta 43
zcmbQTl5xsP#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft>4g9QR9X*x

delta 43
zcmbQTl5xsP#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi>4g9QQ<o2B

diff --git a/_images/f58caa275cff56ec70ed36aef0561811d242038a46eb3f3539c3d6156083bf66.png b/_images/434c9c974a9cad67a883ffa240e171e8d0ad470c040906a7b11d769bdbfee938.png
similarity index 99%
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similarity index 99%
rename from _images/868ef90fd286caabf6215f4a28b0d77aaac30fc97cffabdb3962060f66de0af4.png
rename to _images/46ea463456d2d9eae7d8c89ace44ec01e151ae72d1b009ff26bf2b9d8529f82c.png
index 67911ca1a566fdf63eba4bd0168dc1ac68d0db16..31490d20b5f764ce35093b57126f760462bfccb2 100644
GIT binary patch
delta 43
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delta 43
zcmX@Qj_K$+rU@Q$2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi-Jb>kX95t%

diff --git a/_images/41ccecaffae06599fcd53de585cb7c9f2369fc4a05c69d363bb18fa5a8888de3.png b/_images/479c406399e693417817e4e5757ac67ee59d1ecb312e2010666e2173e4cfc5fc.png
similarity index 99%
rename from _images/41ccecaffae06599fcd53de585cb7c9f2369fc4a05c69d363bb18fa5a8888de3.png
rename to _images/479c406399e693417817e4e5757ac67ee59d1ecb312e2010666e2173e4cfc5fc.png
index e748e4edbe8aa5b605785262e9520829f8f86685..05e1defcd3a0d6c58f16097514800d69b7cba2da 100644
GIT binary patch
delta 43
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delta 43
zcmZoW!rXR*d4h+WfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}W3myUhS*H+#

diff --git a/_images/363199f9d9698f0d0f682d1cf6007f78d8a80bb39332db02704d47646bd7f941.png b/_images/48fb82a807f652ef7727a21e6a3e34811dbc41b767c7b82003b0375a7f15e6e2.png
similarity index 99%
rename from _images/363199f9d9698f0d0f682d1cf6007f78d8a80bb39332db02704d47646bd7f941.png
rename to _images/48fb82a807f652ef7727a21e6a3e34811dbc41b767c7b82003b0375a7f15e6e2.png
index 699890f0e01c277660d03e0d8e586742d7875bd5..f3cc26f4ec750b625f1e696aab637002fb7df7b5 100644
GIT binary patch
delta 43
zcmZ3qfN{|R#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft?ePZyS0WG)

delta 43
zcmZ3qfN{|R#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi?ePZyR$mYK

diff --git a/_images/4bf5ecec7914d91f9313d24af5ab0e8f635e42f20bac47017e9a78f27a864ac0.png b/_images/4a239406843c203fa1060ee626ff34b6f0452c6159c5551bba8a87c2d0626725.png
similarity index 99%
rename from _images/4bf5ecec7914d91f9313d24af5ab0e8f635e42f20bac47017e9a78f27a864ac0.png
rename to _images/4a239406843c203fa1060ee626ff34b6f0452c6159c5551bba8a87c2d0626725.png
index aa80f7bea8361bb5c84bb69344abffd40910bb6a..34222a821903fffb9c4134a3c336380a3dc7c8e1 100644
GIT binary patch
delta 43
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delta 43
ycmeC2#nd^AX@ZBGfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}Wi+cb}xDVj~

diff --git a/_images/75efba003131304f1fe699da98c902dee4713b13a37ba8c3ac6779582ed6e746.png b/_images/4b5612442e125042a1ecc6c260ea75715b07e63541bc824ec3f638fe2d67d8be.png
similarity index 99%
rename from _images/75efba003131304f1fe699da98c902dee4713b13a37ba8c3ac6779582ed6e746.png
rename to _images/4b5612442e125042a1ecc6c260ea75715b07e63541bc824ec3f638fe2d67d8be.png
index e2d105b0a92c35dd51153e953f38ddb4bd15fd51..dec16ad10a62af6bd95bf81cf6279ba35181f192 100644
GIT binary patch
delta 46
zcmaEPlJ(_D)(IYRMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r_g;wx%&QrvL!2
Cni0SN

delta 46
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Ck`bu@

diff --git a/_images/5ea5965da837ec551e794ef977be1f7d24e663a84a9eb16aa9c67709d79d3a82.png b/_images/4da3c6e1cfd33dda3eaebca8ace6d29d5472a40cda76784b204b89dfad993d1d.png
similarity index 99%
rename from _images/5ea5965da837ec551e794ef977be1f7d24e663a84a9eb16aa9c67709d79d3a82.png
rename to _images/4da3c6e1cfd33dda3eaebca8ace6d29d5472a40cda76784b204b89dfad993d1d.png
index b7815acfacf4bbdbcf9bb09e8cf9ed547b4fc4c1..808ee5b2036c20ac73edc5cf74db6a38f448b475 100644
GIT binary patch
delta 43
zcmccghw;)M#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`fty{QENgj^AZ

delta 43
zcmccghw;)M#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piy{QENgP9R;

diff --git a/_images/0e2a83874e3c508cb49e21edf07d75da46bffa31a518470b83f3855cb3c0c57a.png b/_images/4dc1b437526b3b5986406831ddb166e16b54f8ae3c2e080e8d72fd88f93f49c8.png
similarity index 99%
rename from _images/0e2a83874e3c508cb49e21edf07d75da46bffa31a518470b83f3855cb3c0c57a.png
rename to _images/4dc1b437526b3b5986406831ddb166e16b54f8ae3c2e080e8d72fd88f93f49c8.png
index a13e88a9fa7348298223c840d2d060892a137c78..d2b46a1b7a3520201aaa8db607c14f0c7af461e9 100644
GIT binary patch
delta 43
zcmX@Si1F|u#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft-3<T$V!9A`

delta 43
zcmX@Si1F|u#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi-3<T$VfPSW

diff --git a/_images/50f380de2343553975404de4abc00f8812a9f7866dbc891d289d32f67ce07a05.png b/_images/50f380de2343553975404de4abc00f8812a9f7866dbc891d289d32f67ce07a05.png
deleted file mode 100644
index 149e7a9e0ec289781abd9f453e7029b26c049720..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/_images/4bf9a108a1889b6899d06dc6f4612922eb03efa65fc65c02d5289117475748b3.png b/_images/52b3812cc5e832cfec072c7a6d98e7bda9bc6bffa0f4711c4382d4e1283e7f7a.png
similarity index 99%
rename from _images/4bf9a108a1889b6899d06dc6f4612922eb03efa65fc65c02d5289117475748b3.png
rename to _images/52b3812cc5e832cfec072c7a6d98e7bda9bc6bffa0f4711c4382d4e1283e7f7a.png
index 5cdeacb2c05e221833a89626e80d4e319c23c55a..884b931d5fec75b245d0d0616b824ed7e6a2973c 100644
GIT binary patch
delta 43
zcmcb)g!$$Y<_R8hMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`fteZB|)YsnEq

delta 43
zcmcb)g!$$Y<_R8h2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pieZB|)YX%W4

diff --git a/_images/a031437b58b9ac9576b2a4be1ff1bb3064f301b9743a355765a746e3f1b4196a.png b/_images/5390982a4e5fd89a7b7124e43b83d18c32d1724a2941e39b57f0e14b578142ce.png
similarity index 99%
rename from _images/a031437b58b9ac9576b2a4be1ff1bb3064f301b9743a355765a746e3f1b4196a.png
rename to _images/5390982a4e5fd89a7b7124e43b83d18c32d1724a2941e39b57f0e14b578142ce.png
index 67620588b86cea43f37d49e099d4239b31f5b85d..fdba51f1acebca74141ff77023e95029ca61aca5 100644
GIT binary patch
delta 41
wcmaEr|0;iihn$g)LPkkRL9vy-er{q(K~8>2PG*u`eo?x<q960kjcG0B09q9f>;M1&

delta 41
wcmaEr|0;iihn#_qLPkkRL9vy-er{q(K~8>2PG*u`eo?x<35&<JjcG0B09jHG)c^nh

diff --git a/_images/ac3ba44fb09e3d5b20ce6b0e1458315825a6e0e8c2c59a1bfd5e3fb9610010f5.png b/_images/55b5bd4253445175863c23ecadc9e089075f445b553029b4661f912a125ba0ca.png
similarity index 99%
rename from _images/ac3ba44fb09e3d5b20ce6b0e1458315825a6e0e8c2c59a1bfd5e3fb9610010f5.png
rename to _images/55b5bd4253445175863c23ecadc9e089075f445b553029b4661f912a125ba0ca.png
index 241e1b5d62a191c86139d848d0d0b2121c13098e..19b8fc2e34133cbc5c6e6239cda8e40ec55ad945 100644
GIT binary patch
delta 43
ycmeD9!`ShMae{}Ok&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1t?x^UaNEi)sOD$`Ggk

delta 43
ycmeD9!`ShMae{}OfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}Wi)sOD2N00}

diff --git a/_images/d6890636b63378ce868092109283e0cd0dd2b19a36c70cff8c6d371d2587c0ae.png b/_images/56adcfd403ec2df20f5311141d333e5b7ce719bdb7f4559c4988db379705f1ce.png
similarity index 99%
rename from _images/d6890636b63378ce868092109283e0cd0dd2b19a36c70cff8c6d371d2587c0ae.png
rename to _images/56adcfd403ec2df20f5311141d333e5b7ce719bdb7f4559c4988db379705f1ce.png
index 0d97832983d91ceb1952e06aaf1048b835418dd5..5300ace06b9f9f28c297ef5cd0395a8a1e4da39b 100644
GIT binary patch
delta 49
zcmbO<n`6>!jtL%eMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r_g;TGJS}rZMU8
F0syqx5c>cC

delta 49
zcmbO<n`6>!jtL%e2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@`qzTGJS}rZMU8
F0sym&5aa*=

diff --git a/_images/56d49349282c7d83fce2b262b60888b956e980d2f857e171fcb972b4fb4c239b.png b/_images/56d49349282c7d83fce2b262b60888b956e980d2f857e171fcb972b4fb4c239b.png
deleted file mode 100644
index 7a36422704887d6e4eeee15f12adfab45937f548..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 10346
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similarity index 99%
rename from _images/21b8d7a240dcedc66a3a9a0738947338b64f0d52d34763fcc87490287b69f51f.png
rename to _images/58d486fa2978b5fa6f5b6b08e6b422311f0f5d883cbefc9a35f841ef1709d661.png
index b4d5b1ddb0dfebc1a749bbcf9e60385a1e8dca4a..2703d143c7d18232cd35674301e9f44dd63a25d2 100644
GIT binary patch
delta 43
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delta 43
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similarity index 99%
rename from _images/e7cb8960d9c68d1f09983d0c92491b1bd3cb8483221494719c75f2abad11b2f9.png
rename to _images/58efc79e14ebdb95da4cfb8aece918ad1d0e79d629bdd2c07cdb1acbfaa2293e.png
index 50f3c24992c9245b29ffb816868c9c8a1a2c816f..6c76ef052d0e21786b467ee8bb9e86fb64933dfe 100644
GIT binary patch
delta 43
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delta 43
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diff --git a/_images/feda82ebc3fd24229135e93e4b18f8418fee042a4c6f50416fd29d8cd0d6d96f.png b/_images/595afddbb30d3cba30c7414feb9ab1783f4cf109be4036797bb928704197a231.png
similarity index 99%
rename from _images/feda82ebc3fd24229135e93e4b18f8418fee042a4c6f50416fd29d8cd0d6d96f.png
rename to _images/595afddbb30d3cba30c7414feb9ab1783f4cf109be4036797bb928704197a231.png
index 3cd16ed4f2eb0f655d04c69e220cec5e4190eda4..6c11652eb7dbcb2150f2db6d03401ba5a9339f46 100644
GIT binary patch
delta 43
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delta 43
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diff --git a/_images/595fe771bba6db9aa72ae5cd8d4c5f08c6526429c62a1de196f62fa76d799544.png b/_images/595fe771bba6db9aa72ae5cd8d4c5f08c6526429c62a1de196f62fa76d799544.png
deleted file mode 100644
index 9282134c425861e4ee7deaeb85707d67c027c132..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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rename from _images/460c1256ce1b6d33a93bce02deceac32ccd57bc4ec65825267b061bdf21bb4c8.png
rename to _images/5d2f4c0474354211e766b76532ac7ae6b92dcf43d16f45bb7b962e63cebace87.png
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delta 41
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delta 41
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diff --git a/_images/6276bc8be7689e56e489b163ea3b55d806da44cc482953024d9ba2ea4c692c75.png b/_images/5f69c200ba3fa466455bacd56110002eb9fc76a81e257925c30087c70323cb96.png
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rename from _images/6276bc8be7689e56e489b163ea3b55d806da44cc482953024d9ba2ea4c692c75.png
rename to _images/5f69c200ba3fa466455bacd56110002eb9fc76a81e257925c30087c70323cb96.png
index 09bcfed784ea5c68faff170d3a495a07046c9461..3a2d841fb8df7198f7b37202b875b8a9bacc85c7 100644
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delta 43
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delta 43
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diff --git a/_images/af8138a50c13d3c4b45103dc6a266b596281f91b1e927734a60422b6c36ba2e8.png b/_images/5fd258b375c1928af04ed97560d1d90129614df7093165407e10c9b7312e6101.png
similarity index 99%
rename from _images/af8138a50c13d3c4b45103dc6a266b596281f91b1e927734a60422b6c36ba2e8.png
rename to _images/5fd258b375c1928af04ed97560d1d90129614df7093165407e10c9b7312e6101.png
index cc7d6a651811fbf37bbd331853f1c880e943d44a..a705dfa4ccf8e62d4758fc7deae920932f48cb4a 100644
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delta 41
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diff --git a/_images/601e572e5cd3f37045f4057efaf2d423d93080125216b27fa8cbd343d5a69bd4.png b/_images/601e572e5cd3f37045f4057efaf2d423d93080125216b27fa8cbd343d5a69bd4.png
deleted file mode 100644
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GIT binary patch
literal 0
HcmV?d00001

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delta 43
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delta 43
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index 45914f10187a63b0cf00e2d378dfe305d9a19a33..a9777622e98d2aa279d6278e21f05f929d892956 100644
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delta 43
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delta 43
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GIT binary patch
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diff --git a/_images/1e0cd96aa148767ff815c44ce7875601435c0d19162e33b6de2ee4781f2a4d87.png b/_images/72748a9f05bf7de64f5b899acea86adbafffbad3bf5265e5adac3abe38f3f204.png
similarity index 71%
rename from _images/1e0cd96aa148767ff815c44ce7875601435c0d19162e33b6de2ee4781f2a4d87.png
rename to _images/72748a9f05bf7de64f5b899acea86adbafffbad3bf5265e5adac3abe38f3f204.png
index fca96c218eb1625df66fdc7e239b8cf6ef1dadd1..1f252fa9d10cb38823d3bc7b14bff56594496f0b 100644
GIT binary patch
delta 3643
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delta 3810
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diff --git a/_images/2b9058926d450e4f6206cd836b3b20f7d69df61cdad85732892ad2a2d2fcd869.png b/_images/73eeddd04213c91c10589226082f17160cd0327d6b8e48d2e476d6b0b0cf8477.png
similarity index 99%
rename from _images/2b9058926d450e4f6206cd836b3b20f7d69df61cdad85732892ad2a2d2fcd869.png
rename to _images/73eeddd04213c91c10589226082f17160cd0327d6b8e48d2e476d6b0b0cf8477.png
index 394570984dd103e561a9490d3af319e495ac523a..f01782ee291bda26654fe976fc42be3e2be8239f 100644
GIT binary patch
delta 43
zcmZ3!g>m^7#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft9gGA3Unvk#

delta 43
zcmZ3!g>m^7#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi9gGA3US<$F

diff --git a/_images/f7b2908964ed0a05d93bf15335c00544c2a2e474dba627eaaa9b5e42355d4631.png b/_images/75b5c76f59b21c9b3b9a7619b7756c89b00200164bad9dca8ede998cc7626517.png
similarity index 99%
rename from _images/f7b2908964ed0a05d93bf15335c00544c2a2e474dba627eaaa9b5e42355d4631.png
rename to _images/75b5c76f59b21c9b3b9a7619b7756c89b00200164bad9dca8ede998cc7626517.png
index f8cdbab90df0dad131466825a0c9a2dbc4a9d05a..2afbb756dce42eedd701c639064a3ef6e4cc4018 100644
GIT binary patch
delta 41
wcmeAx>MNSyA!nqckWo@nP;8~IpPN`xkdt4MlbNKKUzDz|=*N6>W7-M}06vHhUjP6A

delta 41
wcmeAx>MNSyA!neYkWo@nP;8~IpPN`xkdt4MlbNKKUzDzI!s4-QW7-M}06oPINB{r;

diff --git a/_images/7655c5f94d134d6973efeb1aac38cd399bc740cb6d4d79b9ab034dc9977bddc1.png b/_images/7655c5f94d134d6973efeb1aac38cd399bc740cb6d4d79b9ab034dc9977bddc1.png
new file mode 100644
index 0000000000000000000000000000000000000000..2dc689407c67a3e8cab2692c7a47b35b77197678
GIT binary patch
literal 22869
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delta 43
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delta 43
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HcmV?d00001

diff --git a/_images/6c1d2b9fc2a0860f70aac3f7dfcc7a835fd2307e0b427f263099120b49efad7f.png b/_images/7a4f0fbc349253d20b1e4521d6a338f47952f5e393c8570cc84ea2e9c8f86b4e.png
similarity index 99%
rename from _images/6c1d2b9fc2a0860f70aac3f7dfcc7a835fd2307e0b427f263099120b49efad7f.png
rename to _images/7a4f0fbc349253d20b1e4521d6a338f47952f5e393c8570cc84ea2e9c8f86b4e.png
index ebf50961358142d040af418454b11d360ce4c7b3..e3ee26d7629c5c12844b320e4e8f719a88d04f54 100644
GIT binary patch
delta 43
ycmZqMz}U8dae{}Ok&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1t?x^UaNE3&H_X?hoVu

delta 43
ycmZqMz}U8dae{}OfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}W3&H_XD-X>8

diff --git a/_images/862f4a8dc965b04750c271bd8bc5eab7ff3c5ccb125edca1ed8543619f43eef2.png b/_images/7ac4f7ce6e839a0780a40f87e1801836b45a5ca60cd5fa2a5d85a200022eed3b.png
similarity index 99%
rename from _images/862f4a8dc965b04750c271bd8bc5eab7ff3c5ccb125edca1ed8543619f43eef2.png
rename to _images/7ac4f7ce6e839a0780a40f87e1801836b45a5ca60cd5fa2a5d85a200022eed3b.png
index d5f5e3da80f058036052711953c5da921c6d3438..1dcf24bfe960abd1cac068126add8e1de85d1ec9 100644
GIT binary patch
delta 43
zcmX@}neohL#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftrBwm|et{6)

delta 43
zcmX@}neohL#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pirBwm|eZCOK

diff --git a/_images/2a729eaecc982fcdcde53de1755dd03bfe79e9e9527eb890ab123c573abd1ef2.png b/_images/7baa7ae37550799a159feeedf37e666b473bdd7525edd14882e1bd80762e2a8a.png
similarity index 99%
rename from _images/2a729eaecc982fcdcde53de1755dd03bfe79e9e9527eb890ab123c573abd1ef2.png
rename to _images/7baa7ae37550799a159feeedf37e666b473bdd7525edd14882e1bd80762e2a8a.png
index 1f77b1f1c1b1476d1c7e5850b2d737b4f3085b35..69d472504596ed1164c47fbda0f5043066dc7e50 100644
GIT binary patch
delta 43
zcmbQXm2uiu#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft8AJg9Sk@1r

delta 43
zcmbQXm2uiu#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi8AJg9SQ8J5

diff --git a/_images/8ccd06ce0f52689020d48ed27ed17eeb035bc12a196a576a3c80a3b04e181760.png b/_images/7c242d1fefbc31d2d799b8fabdea81cf51d615167ee7ac0f3e45b9534fa2b3de.png
similarity index 99%
rename from _images/8ccd06ce0f52689020d48ed27ed17eeb035bc12a196a576a3c80a3b04e181760.png
rename to _images/7c242d1fefbc31d2d799b8fabdea81cf51d615167ee7ac0f3e45b9534fa2b3de.png
index a7d6be34180a82ebccabd40bf4d6a80abee5ca75..9aa17988a0d77678904aafb60845f5ede638cfe6 100644
GIT binary patch
delta 43
ycmeC^V(RE(n&2U4q@$2gQc_TCrLUixSW=LaUy_rVq?ccmuCM6Fd~;*kq80#14iC)$

delta 43
ycmeC^V(RE(n&2U4prepcQc_TCrLUixSW=LaUy_rVq?ccmu5ZHPv2A18q80#0OAodH

diff --git a/_images/55694e4e14571867bd3d8c6b75855b69bbed41350bbcbbb791a6d455350e82c1.png b/_images/7d6871fb5648642e8cb12d5bd47a57e827e73592e210b9e922a60ec9f3840509.png
similarity index 99%
rename from _images/55694e4e14571867bd3d8c6b75855b69bbed41350bbcbbb791a6d455350e82c1.png
rename to _images/7d6871fb5648642e8cb12d5bd47a57e827e73592e210b9e922a60ec9f3840509.png
index 4bb988f99cf87d03f6c396e1324c8426662fd7c3..a36d01fafca1946a4c28ff3e5f3a36b4d83f6db3 100644
GIT binary patch
delta 43
zcmaF5hVkhd#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft{SO5IaWfG2

delta 43
zcmaF5hVkhd#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi{SO5IaBvXd

diff --git a/_images/7e691df712be60cde4eb12a5f919548054f94383f9ebe5fc4b039dad494226f2.png b/_images/7e691df712be60cde4eb12a5f919548054f94383f9ebe5fc4b039dad494226f2.png
deleted file mode 100644
index b1487da0dfa3e1beea8538899b880036d839d216..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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similarity index 99%
rename from _images/606c36e20e14cb4320b35e69293d7d98513476bcbb4606abc4810e4b070cf4ab.png
rename to _images/7fc27dd611d8bc7c96615d4be0600c6440ecac8b68a14a7c154bf868dedec9bd.png
index 603b71006fb1047f64f86772e620e17037f87e3b..27b74b9508c0614543b926d7d4ba0b84da596e9e 100644
GIT binary patch
delta 43
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delta 43
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diff --git a/_images/8b823c9fe9cff545e42ad866ba0a25d5792bf5faad279a7b99ce7fd9fc3bdc1c.png b/_images/81cad1248930f7b3986df351e0e3a0766d1f6589c027280b9f288207ec50d12a.png
similarity index 99%
rename from _images/8b823c9fe9cff545e42ad866ba0a25d5792bf5faad279a7b99ce7fd9fc3bdc1c.png
rename to _images/81cad1248930f7b3986df351e0e3a0766d1f6589c027280b9f288207ec50d12a.png
index 6c14c974b91adc94bc54883d0e5d1f1422f7bd77..d8ee3e51e4696ca9ce1b2e525a38f2f7e5db3d9c 100644
GIT binary patch
delta 43
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delta 43
zcmX^4pYh~>#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piCD#K0fRPZ~

diff --git a/_images/825149d1992b98f7d72bae757910ed241e18865e44728df788d836f9e349c8d0.png b/_images/825149d1992b98f7d72bae757910ed241e18865e44728df788d836f9e349c8d0.png
deleted file mode 100644
index b7a203e32485529c93c8e4e91bb4484aec86ef87..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/_images/e07ffd35a86a6d7c15aefe814fa13779d6a0661e598c3a0993d3ffd9b7b70102.png b/_images/83db907c10d3475ff137103d253233575b6b69df2edd9d7d4e19a91794975820.png
similarity index 99%
rename from _images/e07ffd35a86a6d7c15aefe814fa13779d6a0661e598c3a0993d3ffd9b7b70102.png
rename to _images/83db907c10d3475ff137103d253233575b6b69df2edd9d7d4e19a91794975820.png
index a7a69f156744ad379797251691833843649c2550..091bbb57793dceb7c8b2db199a57d4ce3dffe8fa 100644
GIT binary patch
delta 49
zcmey_&Hb~RdxD3Yk&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1t?x^UcPz)-=YgX-t!k
F0sz<963zes

delta 49
zcmey_&Hb~RdxD3YfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F|0_)-=YgX-t!k
F0sz*G61M;V

diff --git a/_images/e04eb0b47f15e52e7356f4a6650df91bbbb3f0efe15979b957b19d6147f4ca7c.png b/_images/8420969231c0bf3365b94484d31727cf4170f97cf3f9652c15a2d1a444903eb3.png
similarity index 99%
rename from _images/e04eb0b47f15e52e7356f4a6650df91bbbb3f0efe15979b957b19d6147f4ca7c.png
rename to _images/8420969231c0bf3365b94484d31727cf4170f97cf3f9652c15a2d1a444903eb3.png
index 9e3798442bdd5eeca749528b04c70c560c9c86c4..132a5442071621357f2c63b31b892a72d77ec481 100644
GIT binary patch
delta 43
zcmX>!f%(t`<_R8hMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft-8l{bUC0p3

delta 43
zcmX>!f%(t`<_R8h2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi-8l{bT?G)e

diff --git a/_images/6ddf13ad3ab7361b4af8c9324df3678b05458414a08defac021f59f3437edfa1.png b/_images/849441bddc70035f7916ddcd7f6d9b7eb1c828ac6280c3afbdbd4ac3e89ceba4.png
similarity index 99%
rename from _images/6ddf13ad3ab7361b4af8c9324df3678b05458414a08defac021f59f3437edfa1.png
rename to _images/849441bddc70035f7916ddcd7f6d9b7eb1c828ac6280c3afbdbd4ac3e89ceba4.png
index 10a2b057f6c2f1778636660337439fad3a5f8b8e..a8d6af53299cab5eb490e175ed1cae88f6097772 100644
GIT binary patch
delta 46
zcmeBt!`}IZeS(Lak&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1t?x^UcPzt!a#lzXAZ8
Cni2Z|

delta 46
zcmeBt!`}IZeS(LafsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F|0_t!a#lzXAZ7
Ck`d$p

diff --git a/_images/84d342d466c5e4933592c8dca22baafb51aa6ab1f490e57807d2b22150e1e330.png b/_images/84d342d466c5e4933592c8dca22baafb51aa6ab1f490e57807d2b22150e1e330.png
new file mode 100644
index 0000000000000000000000000000000000000000..06c6e1e0ac7c762f7773cc3738436c3ea344b74e
GIT binary patch
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similarity index 99%
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rename to _images/85f3478ac6048a9e84f99dc21bde6bbf15fabcb2d4a99bf7a2e11eccc6165396.png
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delta 43
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delta 43
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similarity index 99%
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rename to _images/87f073956d2d7e55133a7036d282be9e4d988e541f21023a4a7fbf4c9f3f4121.png
index 218246c75efd8bfd3adbdcca8d82d4e931b58fa3..147040de8b0c329732eec7429749fbc2d84afda6 100644
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delta 43
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similarity index 99%
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index 0ee3da265a8e66d4cbdcd07177202a20d5083b76..f77d5fa66db89259b6465dfc838bf0045c9eac1e 100644
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delta 43
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delta 43
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similarity index 99%
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rename to _images/894c028913912ad26b62393d8439b7957c394873b10e6ab1be5d80601af9d3c1.png
index f8d7b7f0eb171256589f5d6976b629d36de535ca..894c96379dc1e547ad58f37295ec27b8d64c4d58 100644
GIT binary patch
delta 43
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delta 43
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diff --git a/_images/8b07d8575c9cffec9139de2ece178030550fa82e051f727a1cac38592fd788e8.png b/_images/8b07d8575c9cffec9139de2ece178030550fa82e051f727a1cac38592fd788e8.png
deleted file mode 100644
index f09114d2d602c02b3a6c4eb640313f1420311e10..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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rename from _images/ee0e3b5b485851ec439c11a36f5a4aa73aad1cffcaeadafe38d52dbec4e10dd5.png
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delta 41
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delta 41
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new file mode 100644
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diff --git a/_images/0b61674bba388afe565cd756740f07ab70d5203969fbc959ab6827c9788cbbf0.png b/_images/91a546e4a0d38c53286ba22d9af4093382436d5763d42476b6a8f9f407a3aa0b.png
similarity index 99%
rename from _images/0b61674bba388afe565cd756740f07ab70d5203969fbc959ab6827c9788cbbf0.png
rename to _images/91a546e4a0d38c53286ba22d9af4093382436d5763d42476b6a8f9f407a3aa0b.png
index 81bad524d410bc61a6a610be4cc8299af4803f71..167c4442778a721b74e7ac5440181718244652e7 100644
GIT binary patch
delta 41
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delta 41
wcmX?8eWrSXhn#_qLPkkRL9vy-er{q(K~8>2PG*u`eo?x<35&<JjcIAN08?ZSnE(I)

diff --git a/_images/27b9ac209b5e932cecb5b93b67741234f26658cb294105d67921f28d9a27b2d6.png b/_images/96d628c5e658ed1422e6c69ebfe070007599d563c938fe241203b0a8c28880d3.png
similarity index 99%
rename from _images/27b9ac209b5e932cecb5b93b67741234f26658cb294105d67921f28d9a27b2d6.png
rename to _images/96d628c5e658ed1422e6c69ebfe070007599d563c938fe241203b0a8c28880d3.png
index f7687da5b9d7382c7f591dfd1d7cfebfd55abbb4..d637c96f15dcb31883f285c93245e6951056a643 100644
GIT binary patch
delta 43
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delta 43
zcmexyn(4=BrU@Q$2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piO<D>7fGrUz

diff --git a/_images/9750b06a80f30988ceb1ed955df97f9630f627c4b57d9369a3e089b771e8e93b.png b/_images/9750b06a80f30988ceb1ed955df97f9630f627c4b57d9369a3e089b771e8e93b.png
new file mode 100644
index 0000000000000000000000000000000000000000..91a7bb34dfdb05f0eeccfed1d9167d5b2a1ec15c
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delta 43
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delta 43
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diff --git a/_images/17ef1b5d3713b254d2979ac52d58a2f4e19a6a4a6399961c6a19544058f74e1e.png b/_images/9ad844dea396cafdbb1100d235108a858a2cad7acf5070dcce6ecf3679b05ea2.png
similarity index 99%
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index 3749371ef6529f808b6210976936b1e1dc5fa1b4..a36efef284e09ae6d75c5d4d290850aae2dfc859 100644
GIT binary patch
delta 43
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delta 43
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GIT binary patch
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HcmV?d00001

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diff --git a/_images/0b6bb57f399aa04add836ad3d50bf29c2d694d8adb232a29a8c209859ad42cb6.png b/_images/9cdf8ee099e793dbbe6bb37ac726d1dab748af75109453816914dc869f0be165.png
similarity index 99%
rename from _images/0b6bb57f399aa04add836ad3d50bf29c2d694d8adb232a29a8c209859ad42cb6.png
rename to _images/9cdf8ee099e793dbbe6bb37ac726d1dab748af75109453816914dc869f0be165.png
index 56961fa3a2bc61e6db82119b341547d87e9192b7..0f55ae143a185db866b25b32f64ed7f776fa26d5 100644
GIT binary patch
delta 43
zcmaF3l=0zG#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftRR;k8Y^4xd

delta 43
zcmaF3l=0zG#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piRR;k8YvK??

diff --git a/_images/f88927729580306e6fc0b5f35f4d13c1e86860e9c907c618bb5addea11c28fb2.png b/_images/9dcac9d4ea2f6caaf046a577faebdd877b23e602fbb8bc2370327e15f407f2d3.png
similarity index 99%
rename from _images/f88927729580306e6fc0b5f35f4d13c1e86860e9c907c618bb5addea11c28fb2.png
rename to _images/9dcac9d4ea2f6caaf046a577faebdd877b23e602fbb8bc2370327e15f407f2d3.png
index 9423b2834d63eb763bf571102fd4802b27edd0fe..d0ee2da91e4602f239b4133d25d32c1ff78590db 100644
GIT binary patch
delta 43
ycmaFT&h(_6X@ZBGk&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1t?x^UaNEb<F@|rVv^H

delta 43
ycmaFT&h(_6X@ZBGfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}Wb<F@{;}Amt

diff --git a/_images/9de31ec2c22fbbab6f159d025c40d56fab1b0a7230c41faacd781e3f795b06a2.png b/_images/9de31ec2c22fbbab6f159d025c40d56fab1b0a7230c41faacd781e3f795b06a2.png
new file mode 100644
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similarity index 99%
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delta 43
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delta 43
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deleted file mode 100644
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GIT binary patch
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diff --git a/_images/5f02eccfb98b94b67b2e417a374f89a02919dc82f7e970c0c4e053b2fbe4ae0a.png b/_images/a3a492e6410b3e98581f9835a7a788bec98e47c7a4ddc13199600682ed6b4a2f.png
similarity index 99%
rename from _images/5f02eccfb98b94b67b2e417a374f89a02919dc82f7e970c0c4e053b2fbe4ae0a.png
rename to _images/a3a492e6410b3e98581f9835a7a788bec98e47c7a4ddc13199600682ed6b4a2f.png
index de45442e91e3d2a5340d2466b844f767b64cc387..b693ebadff44ffd0a17a8cad9af725f334dfad70 100644
GIT binary patch
delta 43
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delta 43
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diff --git a/_images/a4420930f7cb2a4b537f6c3b8a7882679d092dda79494ef9aece4c8519c2aa3b.png b/_images/a4420930f7cb2a4b537f6c3b8a7882679d092dda79494ef9aece4c8519c2aa3b.png
new file mode 100644
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diff --git a/_images/2e448bea2673b087a0434c960409063ab6137e5a59e342651374c37d9e8f1584.png b/_images/a62377bd96e706d0819ead621c909c2f012fc346cd2f1921ee97aeb4199f82eb.png
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rename from _images/2e448bea2673b087a0434c960409063ab6137e5a59e342651374c37d9e8f1584.png
rename to _images/a62377bd96e706d0819ead621c909c2f012fc346cd2f1921ee97aeb4199f82eb.png
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delta 43
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delta 43
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diff --git a/_images/a6bb291981bbef692cfa0cd1445ee65d2023c366c988beb397c108b4a80f5322.png b/_images/a6bb291981bbef692cfa0cd1445ee65d2023c366c988beb397c108b4a80f5322.png
new file mode 100644
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GIT binary patch
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literal 0
HcmV?d00001

diff --git a/_images/6104e48c3465da26592da90f6b7cf6948184b1f4acb5fd8156a550e57a0005ef.png b/_images/a7a477843a67446e227131f4314e3d0aec9cd686a236de7f90dc88fbee5caf8b.png
similarity index 99%
rename from _images/6104e48c3465da26592da90f6b7cf6948184b1f4acb5fd8156a550e57a0005ef.png
rename to _images/a7a477843a67446e227131f4314e3d0aec9cd686a236de7f90dc88fbee5caf8b.png
index a137511f4e48dfd6a6f335748fabe9274a7041eb..e2af577071aca2b0a1154e5ffe81d3bcffd83721 100644
GIT binary patch
delta 43
zcmX@|n(@eM#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft#gzg8c})<q

delta 43
zcmX@|n(@eM#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi#gzg8c#064

diff --git a/_images/b22eacd774fe7db9fe1b5ac6bc1a37770888a53ad6e8997ea4cd68c33cca088e.png b/_images/a8bf714ee52e73c213041cf46114300ef6ab957becd80b99547bd9b6bef17367.png
similarity index 99%
rename from _images/b22eacd774fe7db9fe1b5ac6bc1a37770888a53ad6e8997ea4cd68c33cca088e.png
rename to _images/a8bf714ee52e73c213041cf46114300ef6ab957becd80b99547bd9b6bef17367.png
index f44e4f813e87ed61bbfe982d8ba901f1da45e50a..f6e39df83ede6359ed11780eb25f52e0a57ab53f 100644
GIT binary patch
delta 43
ycmZpF%-H^zae{}Ok&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1t?x^UaNEiiH4TfDh*Y

delta 43
ycmZpF%-H^zae{}OfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}WiiH4Sy${d;

diff --git a/_images/1309ac113ca7dd3cd769c9d6ca7541698ce52bbee0a36a1e92fb5aa0e146b9f7.png b/_images/aa72cc32afb9ff6188741fa466d83f5b63457a593ca1571f5c7eb7f664d96575.png
similarity index 99%
rename from _images/1309ac113ca7dd3cd769c9d6ca7541698ce52bbee0a36a1e92fb5aa0e146b9f7.png
rename to _images/aa72cc32afb9ff6188741fa466d83f5b63457a593ca1571f5c7eb7f664d96575.png
index b77362d07fc35146c4df8db637b9fccabf9fa01b..c0aabed046054ce0f882fa3526798858dd331fd1 100644
GIT binary patch
delta 43
zcmZ2}oO$_i<_R8hMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftIX(seWmFJ_

delta 43
zcmZ2}oO$_i<_R8h2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piIX(seWRVbV

diff --git a/_images/ab6aaf09df3e0ed8c0a6b5177891fb18af78a769d09d03bd1085e3352d637946.png b/_images/ab6aaf09df3e0ed8c0a6b5177891fb18af78a769d09d03bd1085e3352d637946.png
new file mode 100644
index 0000000000000000000000000000000000000000..e01cd5dfaa8504c6e8f4d36961c00ed71badf466
GIT binary patch
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diff --git a/_images/2a9065afa0835ea136579ba2ab6c0565a6eb77822bf9b5419beab8725896e7b5.png b/_images/af9b6e0fe17e9da807d20f650c7111798a5cbcfcae33cd310e1fa2167f17ae4b.png
similarity index 99%
rename from _images/2a9065afa0835ea136579ba2ab6c0565a6eb77822bf9b5419beab8725896e7b5.png
rename to _images/af9b6e0fe17e9da807d20f650c7111798a5cbcfcae33cd310e1fa2167f17ae4b.png
index ec348d97aa30b4fb5126e3a8d24bb3ff9e17bd65..d3fb36ddeb6022ff03ad51c3be6fad788e2a83e5 100644
GIT binary patch
delta 43
zcmex*m+9+WrU@Q$Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft^{)c}g{%=|

delta 43
zcmex*m+9+WrU@Q$2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi^{)c}gy|7Y

diff --git a/_images/e78a79b7a2b96316cbb3ba02c4d50f6022a483cb2ad87bf8a9d78a92f29a7f5e.png b/_images/b0fcabaa14b6842a3112cd80127c14e01e2fdef603fc455d740fb9a930be5b7e.png
similarity index 99%
rename from _images/e78a79b7a2b96316cbb3ba02c4d50f6022a483cb2ad87bf8a9d78a92f29a7f5e.png
rename to _images/b0fcabaa14b6842a3112cd80127c14e01e2fdef603fc455d740fb9a930be5b7e.png
index 63db26a3b02d166a62e6081a9cc36c4242a8a884..a437ba729df05eb3088c89fe2e0b8e16912af1dd 100644
GIT binary patch
delta 43
zcmbP#m}&lDrU@Q$Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftSuO+sVAl{K

delta 43
zcmbP#m}&lDrU@Q$2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piSuO+sU=$Dv

diff --git a/_images/b16683a0e2ddc420d2b528f5527966696df6aba9eeb322da2241f0ef0b0269a8.png b/_images/b16683a0e2ddc420d2b528f5527966696df6aba9eeb322da2241f0ef0b0269a8.png
new file mode 100644
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diff --git a/_images/04481625159ba2ccbf6ff9503164d6fa33a23eb5aae5127b32e1ec8401311143.png b/_images/b266e6e73f07de1a9530cdb2dbb711af8eda5f1a185364ff4e2b9e0052a3c15c.png
similarity index 99%
rename from _images/04481625159ba2ccbf6ff9503164d6fa33a23eb5aae5127b32e1ec8401311143.png
rename to _images/b266e6e73f07de1a9530cdb2dbb711af8eda5f1a185364ff4e2b9e0052a3c15c.png
index 387f87dd60cea174de84177284d07df13bd68898..a2d8ca6708674fc1c8851f1a8c9f9d1ba80d86f6 100644
GIT binary patch
delta 43
zcmex<is}0)rU@Q$Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft2`&Wye@YO$

delta 43
zcmex<is}0)rU@Q$2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi2`&WyeuogG

diff --git a/_images/c5ac9c9df74ca5344ca98128338cd91a170d20198d761057d6ebb7933f687f6f.png b/_images/b276abc2f3391c85c3d5ca120710ffc9cf1d8c613ce83b0bd9990395396a7e5c.png
similarity index 99%
rename from _images/c5ac9c9df74ca5344ca98128338cd91a170d20198d761057d6ebb7933f687f6f.png
rename to _images/b276abc2f3391c85c3d5ca120710ffc9cf1d8c613ce83b0bd9990395396a7e5c.png
index a6c90076fe68a18ebfd338a5bc610208e6b01bc7..fa5c2b3bd3725597c5dede55fcee7416b5136c20 100644
GIT binary patch
delta 43
zcmcb#iuuwi<_R8hMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`fty}1GaYhMvP

delta 43
zcmcb#iuuwi<_R8h2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piy}1GaYMc=!

diff --git a/_images/b3b777813af759a4a81ca2cb32778dc715f0d550519f6e0a9cff0292bb7b1fb3.png b/_images/b3b777813af759a4a81ca2cb32778dc715f0d550519f6e0a9cff0292bb7b1fb3.png
new file mode 100644
index 0000000000000000000000000000000000000000..2f257a27064a94195f4a77dfd8e6ec18fdd8b41a
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rename from _images/4f8ff3ec3ef68bb6e7b8e1bb61a0f2937473e1226ef7068c543eabe54dd46716.png
rename to _images/b60063404c90a2d951e7758203111e9f89fcbbfd569878fdddffe5488ed67289.png
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delta 43
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delta 43
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new file mode 100644
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similarity index 99%
rename from _images/df24dd2f3a495f193f2f29a2f4a083572f1eac3291547a5e7bead741c849cff5.png
rename to _images/bec3ec6bb13426f427fc9f61486de664b2070d16010a9770d9b542e981575835.png
index 7b8d266aae93c631b9c24aefee1d0187bd911eb4..94be35d16f8e10765e419aad8f69852a1461bdd1 100644
GIT binary patch
delta 41
wcmX>ZbTVjyhn$g)LPkkRL9vy-er{q(K~8>2PG*u`eo?x<q960kjcJcH07sq=zyJUM

delta 41
wcmX>ZbTVjyhn#_qLPkkRL9vy-er{q(K~8>2PG*u`eo?x<35&<JjcJcH07lynsQ>@~

diff --git a/_images/a1a419b5da97231e053020dc6f32f78a8f4f63c83160cfea3aee0c1f47d6340b.png b/_images/bf108760244213bbd9f47e0f32af059899f33e7f0b60e6b16a6964bc5ae97215.png
similarity index 99%
rename from _images/a1a419b5da97231e053020dc6f32f78a8f4f63c83160cfea3aee0c1f47d6340b.png
rename to _images/bf108760244213bbd9f47e0f32af059899f33e7f0b60e6b16a6964bc5ae97215.png
index 09d834f57d589895a4ee320fd1f59aa0751cdc6c..24ddc704c7355df232222b89db551b5c5fcebe9e 100644
GIT binary patch
delta 43
zcmX^6i}CC)#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftJ+A=(f)EjM

delta 43
zcmX^6i}CC)#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piJ+A=(flU!x

diff --git a/_images/bf1fa028c8fc691dcb6f86b2498a1e40d81da05d24a410e0828e5783058fd0f3.png b/_images/bf1fa028c8fc691dcb6f86b2498a1e40d81da05d24a410e0828e5783058fd0f3.png
new file mode 100644
index 0000000000000000000000000000000000000000..41e94df97df3bb83229a2525e02906711afed7ce
GIT binary patch
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diff --git a/_images/4a6b2937ee3d81ef70c0a4a5abed3ae250cc4433e016ad99f781fbcf74df8d03.png b/_images/c41da8f9d29b56aad22089631c614dd7fef22d92d411a5314ee448f421080e8e.png
similarity index 99%
rename from _images/4a6b2937ee3d81ef70c0a4a5abed3ae250cc4433e016ad99f781fbcf74df8d03.png
rename to _images/c41da8f9d29b56aad22089631c614dd7fef22d92d411a5314ee448f421080e8e.png
index a0454e0c80ac10cac0fac2b7811fc037bcc8c69f..fb8082a568d724c8e233a1e01af2eb9654a2524e 100644
GIT binary patch
delta 41
wcmdm+zBhe>hn$g)LPkkRL9vy-er{q(K~8>2PG*u`eo?x<q960kjcMV=07*9wQ2+n{

delta 41
wcmdm+zBhe>hn#_qLPkkRL9vy-er{q(K~8>2PG*u`eo?x<35&<JjcMV=07!HXIsgCw

diff --git a/_images/d4494ca3fead1471b53b31d2b142d040f40b23c67d8ec0748bb8e9a6663f518f.png b/_images/c45264856ec2c69cff0722096bf560af4f5b8945f1a68f16b9de5e15d5ce1155.png
similarity index 99%
rename from _images/d4494ca3fead1471b53b31d2b142d040f40b23c67d8ec0748bb8e9a6663f518f.png
rename to _images/c45264856ec2c69cff0722096bf560af4f5b8945f1a68f16b9de5e15d5ce1155.png
index db9cace854e04e3fe35738dc9dc57a89ad74aba7..f80415d3d2ba0060e7db5291a6c0026b99f88890 100644
GIT binary patch
delta 43
zcmaF;pYip7#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftwblawjGhr$

delta 43
zcmaF;pYip7#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piwblawi`x-G

diff --git a/_images/e130528481d4397a4660d788bd4951f7518c35f0db71fd5ad9ce72aa3ef3ab04.png b/_images/c5cb06f5ec4156efd340eb54e83fa4d550676733db41c777d7fc2c73200bc6b2.png
similarity index 99%
rename from _images/e130528481d4397a4660d788bd4951f7518c35f0db71fd5ad9ce72aa3ef3ab04.png
rename to _images/c5cb06f5ec4156efd340eb54e83fa4d550676733db41c777d7fc2c73200bc6b2.png
index d3f4c85f5a7bdbe1231cbe7927847da398ea33b3..7aa83eda3a335ec088855ce89e22c268408c5979 100644
GIT binary patch
delta 43
zcmX@Ug7NqY#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftJq!i_W%m%1

delta 43
zcmX@Ug7NqY#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piJq!i_Wi$|c

diff --git a/_images/8f695ffe78ba99e8eb3fa53be98a412d6dbdc9f0571270b2027cbc07677132e1.png b/_images/cba590852950e5b4e9a8614e9ec27287b68b5d57f5dede5c183fccd80a005b9e.png
similarity index 99%
rename from _images/8f695ffe78ba99e8eb3fa53be98a412d6dbdc9f0571270b2027cbc07677132e1.png
rename to _images/cba590852950e5b4e9a8614e9ec27287b68b5d57f5dede5c183fccd80a005b9e.png
index a133dfd56c6e9d903b46a6e54d3294147406b955..5d98579dd1535cd26f493c463bc516fb2ed5947f 100644
GIT binary patch
delta 43
zcmaF6l=<ya<_R8hMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftwO;}Nala7)

delta 43
zcmaF6l=<ya<_R8h2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piwO;}NaQqPK

diff --git a/_images/c31b02ec14328a0d2e7145d20c7bd56a85247a8e845f1083bcd14b979d1a6691.png b/_images/cca90911b095465af91a1a1613139ec820d7f635c3d3b98202dff236f3c623fc.png
similarity index 99%
rename from _images/c31b02ec14328a0d2e7145d20c7bd56a85247a8e845f1083bcd14b979d1a6691.png
rename to _images/cca90911b095465af91a1a1613139ec820d7f635c3d3b98202dff236f3c623fc.png
index 480269af46e81d24a4d7c7128a89b434c332d96f..f7beb53304cb95aef059a6dcdc4df4f64e49daf2 100644
GIT binary patch
delta 46
zcmeykgze)Jwh10`Mmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r_g;wx%(1PXYj?
CVi7(7

delta 46
zcmeykgze)Jwh10`2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@`qzwx%(1PXYj>
CS`jAz

diff --git a/_images/cd96f571c9c30f109d1dd9a8ee85f1d8d8a8feab6f7eb52025e11704656bfad9.png b/_images/cd96f571c9c30f109d1dd9a8ee85f1d8d8a8feab6f7eb52025e11704656bfad9.png
new file mode 100644
index 0000000000000000000000000000000000000000..922144eb0c8d02f76ba86e6eca0f7ad2d6412a11
GIT binary patch
literal 31124
zcmc$`2{e{%`!{+=l%b@|DMiX0rBWfuTr!uCSs9W@88Ve2LqZX0G?R=)C}SDYWC|fe
zC_|Yu5BqmM@B9D0@4wgj_BXA)_p{c!-W9j|zV7Qf&*S(_#~Gw~Qh6Oc7d?eSS*NO^
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diff --git a/_images/e2331c77911db99a835411554e123ee852e2c4648b1a812a13e143220779c29d.png b/_images/ce754416a075f8695f113fd6fa8601596dd45524121a7bdf3143916c21510646.png
similarity index 99%
rename from _images/e2331c77911db99a835411554e123ee852e2c4648b1a812a13e143220779c29d.png
rename to _images/ce754416a075f8695f113fd6fa8601596dd45524121a7bdf3143916c21510646.png
index be910ccf9f64d2248ca2509c0fba26f5c18842d8..975818786509f82da04a1b1acefcae2f46b04550 100644
GIT binary patch
delta 41
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delta 41
wcmdn&w%Kihhn#_qLPkkRL9vy-er{q(K~8>2PG*u`eo?x<35&<JjcI3<06ZZNNdN!<

diff --git a/_images/105db2305a4153a4caedfb098e48af111417db2aaa167e911dceb01c61c39ea5.png b/_images/ce92b84d6e6cb80f06a9e08356cbff20c74feeed189ff86926d07d2e8fa978b8.png
similarity index 99%
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rename to _images/ce92b84d6e6cb80f06a9e08356cbff20c74feeed189ff86926d07d2e8fa978b8.png
index bbb01e8ab4524ec5dcce109656289551186f9d57..1e6e708e4d27bc3e52bfc9cb47b944c6ea965157 100644
GIT binary patch
delta 43
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delta 43
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diff --git a/_images/0cf41585c5663ef7fcc1dd8aeef6e4cf1343c0640570def68023f4852cea1c55.png b/_images/cf35979eca2f8c09f7adc2a2b4b13e31a8e3399c1852e11e4751aa047f8844e4.png
similarity index 99%
rename from _images/0cf41585c5663ef7fcc1dd8aeef6e4cf1343c0640570def68023f4852cea1c55.png
rename to _images/cf35979eca2f8c09f7adc2a2b4b13e31a8e3399c1852e11e4751aa047f8844e4.png
index e60ff97e4762f4d8344b337ed116b98ceede5a0e..af3bce3a879fc564cc81d9741da78b240c81eb50 100644
GIT binary patch
delta 43
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delta 43
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new file mode 100644
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literal 0
HcmV?d00001

diff --git a/_images/99b203fee23ce7446062e5adffc7e230739f4fda29fb4b8199fcb9a72dcd1986.png b/_images/d4261b889b126391400a73df3a4c41268b5ef3e68dc20a7550b5a489559947ea.png
similarity index 99%
rename from _images/99b203fee23ce7446062e5adffc7e230739f4fda29fb4b8199fcb9a72dcd1986.png
rename to _images/d4261b889b126391400a73df3a4c41268b5ef3e68dc20a7550b5a489559947ea.png
index c7323e5882e5306e94db4fbe696064290d5229d5..3495fa0656deb722b8e8ee52d86192437d2b2ac3 100644
GIT binary patch
delta 43
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delta 43
ycmccI!g#rbae{}OfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}WZyf<$x)4SH

diff --git a/_images/d4b0826b609d9cd8f6cebbc4659ca078615c94d6a3284adf1a972a7d00859e3c.png b/_images/d4b0826b609d9cd8f6cebbc4659ca078615c94d6a3284adf1a972a7d00859e3c.png
new file mode 100644
index 0000000000000000000000000000000000000000..a375d5ceebb4a7ca186e525e4ca29e8b2f96485b
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delta 43
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delta 41
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delta 41
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index ef3171b313f1266a075d34371921383d64eed570..bf748e58b5cf2f1222ba7136a5bac5f5b3560204 100644
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delta 43
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GIT binary patch
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delta 41
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delta 41
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diff --git a/_images/3f7159122952c4320df76b28b492aabd0bc0e5473ab01e4b6d673a997ec08963.png b/_images/e3bb160de60aedb36620d753e8c956c7ed1a8493208ae99e420d2c60dcb69765.png
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index 36716666e8e3a3217d4165c30cc8d5971b5819d9..6285a27e28ddad811e15a6f88904e212388e0ac3 100644
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delta 43
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GIT binary patch
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rename from _images/1dbb25312c841207c168cba09c509c8db068584a11ae2e29f263c8fd1b04ae24.png
rename to _images/e723d8de83bb485073a9b02fe5c0fdfa117d6d474760b27e8c69d973a72816bb.png
index c9ba0ad2c9e08ffcaeb8dfa18679a527a9c1164b..3f289780126e3ac13eaed3cccf35b1ae4e7786fc 100644
GIT binary patch
delta 43
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delta 43
zcmX?mi1F+p#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piJx>4tZ+Q^U

diff --git a/_images/1e04b6e68fb58351a7af8a85f247191cb4a9549f4e319114eff77c87111c5ae4.png b/_images/e7805b47c708f7f49e1bfe2c3f391b7162c0b23a79753a64f8946cad8ef4c3d0.png
similarity index 99%
rename from _images/1e04b6e68fb58351a7af8a85f247191cb4a9549f4e319114eff77c87111c5ae4.png
rename to _images/e7805b47c708f7f49e1bfe2c3f391b7162c0b23a79753a64f8946cad8ef4c3d0.png
index 7c5e238a1a2bef22930430e2f0cd49bf57c4326c..7a80b5019929520046411b1feabc66dac6e8114a 100644
GIT binary patch
delta 43
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delta 43
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deleted file mode 100644
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GIT binary patch
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diff --git a/_images/dbc096bc6201e8fd1ee92c2e47591459431049dc8c13666d1a7c8521ca336192.png b/_images/e879982cae5e51ee83a582a26ef0f567609ecdc34b121205b82f8322f59aae0f.png
similarity index 99%
rename from _images/dbc096bc6201e8fd1ee92c2e47591459431049dc8c13666d1a7c8521ca336192.png
rename to _images/e879982cae5e51ee83a582a26ef0f567609ecdc34b121205b82f8322f59aae0f.png
index 12c93efd05a983d6e132c528c3ab2ef28420b9fe..b21eca2597d226282234db239b772da98d28d340 100644
GIT binary patch
delta 43
ycmX@o#CW8Mae{}Ok&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1t?x^UaNE_Z$FN-w-PR

delta 43
ycmX@o#CW8Mae{}OfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}W_Z$FN91s)$

diff --git a/_images/e2cfdb3a53824095d25689312a80281da353a10883c50b2ea4416e9c72bbba49.png b/_images/e93ca0afe82a24edefb0e68b3d9845b87fa72b035474d403b5d0597fed839441.png
similarity index 99%
rename from _images/e2cfdb3a53824095d25689312a80281da353a10883c50b2ea4416e9c72bbba49.png
rename to _images/e93ca0afe82a24edefb0e68b3d9845b87fa72b035474d403b5d0597fed839441.png
index 4e33a3c9c66ffe0501851a6048e71e733a54c8ee..b77bcff48b0a066eea349aa18087ef85e203908c 100644
GIT binary patch
delta 43
xcmbO*gK+{7dB_>*C}fnB6ck(O>*pqx6y)TW<YXr4<rk&vEBZ0t+?ck?8vst655@oh

delta 43
xcmbO*gK+{7dB_>)C}fnB6ck(O>*pqx6y)TW<YXr4<rk&vo3MCn+nBb>8vsq&53c|K

diff --git a/_images/a0bfb949d5a560335fa58742bf21b290285ab3e47491e2e9f9d16d8079f165e8.png b/_images/eaa532938ee533abb7a3a598002f50e5effc15095959ecbed73d9eebf3d1dd03.png
similarity index 99%
rename from _images/a0bfb949d5a560335fa58742bf21b290285ab3e47491e2e9f9d16d8079f165e8.png
rename to _images/eaa532938ee533abb7a3a598002f50e5effc15095959ecbed73d9eebf3d1dd03.png
index 9308bcc1bec79ceff3a23606a5fea2dde585bb69..7c0dc5bc97ec19a176241d8cff3abec6055194bf 100644
GIT binary patch
delta 41
wcmcZ<bt!6shn$g)LPkkRL9vy-er{q(K~8>2PG*u`eo?x<q960kjcIRm08I1`?*IS*

delta 41
wcmcZ<bt!6shn#_qLPkkRL9vy-er{q(K~8>2PG*u`eo?x<35&<JjcIRm08B9t*Z=?k

diff --git a/_images/2d7094ca572e744dbe348ca4c03fd1946637736b43c66b1b4d9f47e0a63144b1.png b/_images/eb8b8ad93f3f507f2deea2487b22576d4e090462e87976e3f96d70df5d605b73.png
similarity index 99%
rename from _images/2d7094ca572e744dbe348ca4c03fd1946637736b43c66b1b4d9f47e0a63144b1.png
rename to _images/eb8b8ad93f3f507f2deea2487b22576d4e090462e87976e3f96d70df5d605b73.png
index e9e713e65fe159821757280021a60e5d3c3b57f2..852f8531b97b5880dc3a055b0334c6485b7c9613 100644
GIT binary patch
delta 43
zcmX>wneo76#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftMR@`MTlEjh

delta 43
zcmX>wneo76#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piMR@`MTQU!`

diff --git a/_images/eca2195c3e7e8388e43c3708ef1fe4f611e89cffb1c37fd5dff77845f3f5fa0d.png b/_images/eca2195c3e7e8388e43c3708ef1fe4f611e89cffb1c37fd5dff77845f3f5fa0d.png
new file mode 100644
index 0000000000000000000000000000000000000000..f620cc1ee0adabc6083ecf5e7d4dab9ac63f2afa
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/_images/1888d4714731bc89b0cb9c09ec84f6c9ffbec2d5e55b4e1cefe5b97c6b06d1e4.png b/_images/f0967b09c46c77966f5710b1911c59494ac467b0c74b37d1ce34502a332b9066.png
similarity index 99%
rename from _images/1888d4714731bc89b0cb9c09ec84f6c9ffbec2d5e55b4e1cefe5b97c6b06d1e4.png
rename to _images/f0967b09c46c77966f5710b1911c59494ac467b0c74b37d1ce34502a332b9066.png
index 47a92adb1b3fa513064698213e05803209aab31c..5a9d227b7c7539d5f8d0beccaded17a14e63991b 100644
GIT binary patch
delta 43
ycmeC%$k?}$ae{}Ok&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1t?x^UaNE8W8|g=nsDY

delta 43
ycmeC%$k?}$ae{}OfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}W8W8|gB@bu-

diff --git a/_images/9412964f2acad7006a3003d6be55e8d6daaca4000204396edb2e836dabe8670a.png b/_images/f11aa49b1e48a2a3b56b57dba39eed6bde347d43afd63aa2469964e9da5398a1.png
similarity index 99%
rename from _images/9412964f2acad7006a3003d6be55e8d6daaca4000204396edb2e836dabe8670a.png
rename to _images/f11aa49b1e48a2a3b56b57dba39eed6bde347d43afd63aa2469964e9da5398a1.png
index 7937c643999378941e572c9ff4974f926e40073e..4e3651765f367f7d03efbc0f2a58bd8ab3dafcb1 100644
GIT binary patch
delta 43
ycmZ4Az_h-BX@ZBGk&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1t?x^UaNEC+h)G(hw;C

delta 43
ycmZ4Az_h-BX@ZBGfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}WC+h)G4-gUn

diff --git a/_images/30002c2b0e92a0a134eab96179897c7b1b4a716b6911381644197363929c74d5.png b/_images/f11e89eec51d6380501b6ed968cec1bbcea6ddff4b3a6d2db698259fcc8ffd1e.png
similarity index 99%
rename from _images/30002c2b0e92a0a134eab96179897c7b1b4a716b6911381644197363929c74d5.png
rename to _images/f11e89eec51d6380501b6ed968cec1bbcea6ddff4b3a6d2db698259fcc8ffd1e.png
index a7f5fe8ac2b40acbf71fc986f89f59fae39a73a1..b692149f72bab75f524ae1dc0d04737ecfeb5d74 100644
GIT binary patch
delta 43
ycmdne!MLS^ae{}Ok&Z$}Nl8JmmA-y%Vo5<xeo0Pdl3spMy1t?x^UaNE=bQmmcn}Hz

delta 43
ycmdne!MLS^ae{}OfsR5(Nl8JmmA-y%Vo5<xeo0Pdl3spMy1ogE$F_}W=bQmlwGZ<E

diff --git a/_images/f194e8f3b218e0cdf71aaff5f7e0100068bdbb60ca3355da34f951f10b92f613.png b/_images/f194e8f3b218e0cdf71aaff5f7e0100068bdbb60ca3355da34f951f10b92f613.png
new file mode 100644
index 0000000000000000000000000000000000000000..f854a82fb8c747dce71b59f21045ffba7f370997
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/_images/fcd00eec30c8c921bf2afdd86b70ec302a8dbc5f57af8709986ff51cc2adfd73.png b/_images/f1af6e39ed7177013a16533faf0bf121058144c772ec15911cc6e132b0dc4081.png
similarity index 99%
rename from _images/fcd00eec30c8c921bf2afdd86b70ec302a8dbc5f57af8709986ff51cc2adfd73.png
rename to _images/f1af6e39ed7177013a16533faf0bf121058144c772ec15911cc6e132b0dc4081.png
index c1c1ff8b6e38ec801d7e445396995e7f98221157..926786fec20f6c219ddda7a9badcc38cad1b1d3b 100644
GIT binary patch
delta 43
zcmdnFlX2%x#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft1;+pYWxEg*

delta 43
zcmdnFlX2%x#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi1;+pYWcUyL

diff --git a/_images/448803b5601fd636ec0b204ec6e0a5f76ce2347060a7ba9b9c7fdbd1c49be84b.png b/_images/f303490ac41bbd1761208864a3759d58032b8fbfc3b0664269e1a4ba25e5091d.png
similarity index 99%
rename from _images/448803b5601fd636ec0b204ec6e0a5f76ce2347060a7ba9b9c7fdbd1c49be84b.png
rename to _images/f303490ac41bbd1761208864a3759d58032b8fbfc3b0664269e1a4ba25e5091d.png
index f03a337b15b0e3c22374e06e44153e18e404430b..fc43978e0414bf050bd5df0d6a45bea7f8238bf9 100644
GIT binary patch
delta 43
zcmbQdlyUM>#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft=>`D+Qoj#y

delta 43
zcmbQdlyUM>#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi=>`D+QTz{C

diff --git a/_images/f17307b40c0e086f4a8a35fff4e23679ce6a520e78901af00728809475ae29e8.png b/_images/f3d58e8ee1c2b24def70f44acdf0aa4415b67804b413b440660b592a9754b8d2.png
similarity index 99%
rename from _images/f17307b40c0e086f4a8a35fff4e23679ce6a520e78901af00728809475ae29e8.png
rename to _images/f3d58e8ee1c2b24def70f44acdf0aa4415b67804b413b440660b592a9754b8d2.png
index 634b7c7e52804326f8004cf03849bc7d3b77dadb..6dfbb3575d7e4de0cfdea3fd03f903ecc238dfcc 100644
GIT binary patch
delta 43
zcmaF*iuvg)<_R8hMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ft{r>_0h7J-I

delta 43
zcmaF*iuvg)<_R8h2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pi{r>_0g-a3t

diff --git a/_images/92d04a2698eb467f07c4b1e0030ef6f3bec8170615a559c092b04e782b43fd06.png b/_images/f412f0c355ebfd2c62a7b7714b84af36894b9ef414f4672b5f7c8638077d1290.png
similarity index 99%
rename from _images/92d04a2698eb467f07c4b1e0030ef6f3bec8170615a559c092b04e782b43fd06.png
rename to _images/f412f0c355ebfd2c62a7b7714b84af36894b9ef414f4672b5f7c8638077d1290.png
index f26dd81ccd24bbfc003d9d1e75dccbf8ddef87ea..4059ee59175864debd52755522711af42088c81b 100644
GIT binary patch
delta 43
zcmbPxlyUA+#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftnI{1NU_lSw

delta 43
zcmbPxlyUA+#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{pinI{1NUw#kA

diff --git a/_images/4d3bb72bf9f3ed6a48094fd3cb75c5a7a05d3277f2b6b4c69c319c2bbd701028.png b/_images/f4b364a760d306b02a97e3953e976fdd26ced6925ca767f7add12bb3a46d00e1.png
similarity index 99%
rename from _images/4d3bb72bf9f3ed6a48094fd3cb75c5a7a05d3277f2b6b4c69c319c2bbd701028.png
rename to _images/f4b364a760d306b02a97e3953e976fdd26ced6925ca767f7add12bb3a46d00e1.png
index 769426168bfba6244618000927684db7e6c33213..426789af2d0f0251c5480d1da08349e4f1e83d84 100644
GIT binary patch
delta 43
zcmdmai*e^I#t9yBMmh=^B_##LR{Hw6i6sR&`6W4-NqYH3>H3O(%r`ftUCsdjaXb*_

delta 43
zcmdmai*e^I#t9yB2098EB_##LR{Hw6i6sR&`6W4-NqYH3>G~!t9@{piUCsdjaCs2V

diff --git a/_images/fb6906789b4acab1cc2fb5971d2f8c04ca7a8998d1453e2176dac2d824a06c7b.png b/_images/fb6906789b4acab1cc2fb5971d2f8c04ca7a8998d1453e2176dac2d824a06c7b.png
deleted file mode 100644
index 5d21a0f9b3404047fbe9d0e58f638fa4d6e4929d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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delta 43
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delta 43
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delta 43
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delta 43
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GIT binary patch
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delta 43
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diff --git a/_sphinx_design_static/sphinx-design.min.css b/_sphinx_design_static/sphinx-design.min.css
index a325746f..860c36da 100644
--- a/_sphinx_design_static/sphinx-design.min.css
+++ b/_sphinx_design_static/sphinx-design.min.css
@@ -1 +1 @@
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.sd-summary-chevron-down{transform:rotate(180deg)}details.sd-dropdown:not([open]).sd-card{border:none}details.sd-dropdown:not([open])>.sd-card-header{border:1px solid var(--sd-color-card-border);border-radius:.25rem}details.sd-dropdown.sd-fade-in[open] summary~*{-moz-animation:sd-fade-in .5s ease-in-out;-webkit-animation:sd-fade-in .5s ease-in-out;animation:sd-fade-in .5s ease-in-out}details.sd-dropdown.sd-fade-in-slide-down[open] summary~*{-moz-animation:sd-fade-in .5s ease-in-out,sd-slide-down .5s ease-in-out;-webkit-animation:sd-fade-in .5s ease-in-out,sd-slide-down .5s ease-in-out;animation:sd-fade-in .5s ease-in-out,sd-slide-down .5s ease-in-out}.sd-col>.sd-dropdown{width:100%}.sd-summary-content>.sd-tab-set:first-child{margin-top:0}@keyframes sd-fade-in{0%{opacity:0}100%{opacity:1}}@keyframes sd-slide-down{0%{transform:translate(0, -10px)}100%{transform:translate(0, 0)}}.sd-tab-set{border-radius:.125rem;display:flex;flex-wrap:wrap;margin:1em 0;position:relative}.sd-tab-set>input{opacity:0;position:absolute}.sd-tab-set>input:checked+label{border-color:var(--sd-color-tabs-underline-active);color:var(--sd-color-tabs-label-active)}.sd-tab-set>input:checked+label+.sd-tab-content{display:block}.sd-tab-set>input:not(:checked)+label:hover{color:var(--sd-color-tabs-label-hover);border-color:var(--sd-color-tabs-underline-hover)}.sd-tab-set>input:focus+label{outline-style:auto}.sd-tab-set>input:not(.focus-visible)+label{outline:none;-webkit-tap-highlight-color:transparent}.sd-tab-set>label{border-bottom:.125rem solid transparent;margin-bottom:0;color:var(--sd-color-tabs-label-inactive);border-color:var(--sd-color-tabs-underline-inactive);cursor:pointer;font-size:var(--sd-fontsize-tabs-label);font-weight:700;padding:1em 1.25em .5em;transition:color 250ms;width:auto;z-index:1}html .sd-tab-set>label:hover{color:var(--sd-color-tabs-label-active)}.sd-col>.sd-tab-set{width:100%}.sd-tab-content{box-shadow:0 -0.0625rem var(--sd-color-tabs-overline),0 .0625rem var(--sd-color-tabs-underline);display:none;order:99;padding-bottom:.75rem;padding-top:.75rem;width:100%}.sd-tab-content>:first-child{margin-top:0 !important}.sd-tab-content>:last-child{margin-bottom:0 !important}.sd-tab-content>.sd-tab-set{margin:0}.sd-sphinx-override,.sd-sphinx-override *{-moz-box-sizing:border-box;-webkit-box-sizing:border-box;box-sizing:border-box}.sd-sphinx-override p{margin-top:0}:root{--sd-color-primary: #0071bc;--sd-color-secondary: #6c757d;--sd-color-success: #28a745;--sd-color-info: #17a2b8;--sd-color-warning: #f0b37e;--sd-color-danger: #dc3545;--sd-color-light: #f8f9fa;--sd-color-muted: #6c757d;--sd-color-dark: #212529;--sd-color-black: black;--sd-color-white: white;--sd-color-primary-highlight: #0060a0;--sd-color-secondary-highlight: #5c636a;--sd-color-success-highlight: #228e3b;--sd-color-info-highlight: #148a9c;--sd-color-warning-highlight: #cc986b;--sd-color-danger-highlight: #bb2d3b;--sd-color-light-highlight: #d3d4d5;--sd-color-muted-highlight: #5c636a;--sd-color-dark-highlight: #1c1f23;--sd-color-black-highlight: black;--sd-color-white-highlight: #d9d9d9;--sd-color-primary-bg: rgba(0, 113, 188, 0.2);--sd-color-secondary-bg: rgba(108, 117, 125, 0.2);--sd-color-success-bg: rgba(40, 167, 69, 0.2);--sd-color-info-bg: rgba(23, 162, 184, 0.2);--sd-color-warning-bg: rgba(240, 179, 126, 0.2);--sd-color-danger-bg: rgba(220, 53, 69, 0.2);--sd-color-light-bg: rgba(248, 249, 250, 0.2);--sd-color-muted-bg: rgba(108, 117, 125, 0.2);--sd-color-dark-bg: rgba(33, 37, 41, 0.2);--sd-color-black-bg: rgba(0, 0, 0, 0.2);--sd-color-white-bg: rgba(255, 255, 255, 0.2);--sd-color-primary-text: #fff;--sd-color-secondary-text: #fff;--sd-color-success-text: #fff;--sd-color-info-text: #fff;--sd-color-warning-text: #212529;--sd-color-danger-text: #fff;--sd-color-light-text: #212529;--sd-color-muted-text: #fff;--sd-color-dark-text: #fff;--sd-color-black-text: #fff;--sd-color-white-text: #212529;--sd-color-shadow: rgba(0, 0, 0, 0.15);--sd-color-card-border: rgba(0, 0, 0, 0.125);--sd-color-card-border-hover: hsla(231, 99%, 66%, 1);--sd-color-card-background: transparent;--sd-color-card-text: inherit;--sd-color-card-header: transparent;--sd-color-card-footer: transparent;--sd-color-tabs-label-active: hsla(231, 99%, 66%, 1);--sd-color-tabs-label-hover: hsla(231, 99%, 66%, 1);--sd-color-tabs-label-inactive: hsl(0, 0%, 66%);--sd-color-tabs-underline-active: hsla(231, 99%, 66%, 1);--sd-color-tabs-underline-hover: rgba(178, 206, 245, 0.62);--sd-color-tabs-underline-inactive: transparent;--sd-color-tabs-overline: rgb(222, 222, 222);--sd-color-tabs-underline: rgb(222, 222, 222);--sd-fontsize-tabs-label: 1rem;--sd-fontsize-dropdown: inherit;--sd-fontsize-dropdown-title: 1rem;--sd-fontweight-dropdown-title: 700}
diff --git a/_static/locales/ar/LC_MESSAGES/booktheme.po b/_static/locales/ar/LC_MESSAGES/booktheme.po
index edae2ec4..34d404c6 100644
--- a/_static/locales/ar/LC_MESSAGES/booktheme.po
+++ b/_static/locales/ar/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: ar\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "طباعة إلى PDF"
+
 msgid "Theme by the"
 msgstr "موضوع بواسطة"
 
-msgid "Open an issue"
-msgstr "افتح قضية"
+msgid "Download source file"
+msgstr "تنزيل ملف المصدر"
+
+msgid "open issue"
+msgstr "قضية مفتوحة"
 
 msgid "Contents"
 msgstr "محتويات"
 
+msgid "previous page"
+msgstr "الصفحة السابقة"
+
 msgid "Download notebook file"
 msgstr "تنزيل ملف دفتر الملاحظات"
 
-msgid "Sphinx Book Theme"
-msgstr "موضوع كتاب أبو الهول"
-
-msgid "Fullscreen mode"
-msgstr "وضع ملء الشاشة"
-
-msgid "Edit this page"
-msgstr "قم بتحرير هذه الصفحة"
-
-msgid "By"
-msgstr "بواسطة"
-
 msgid "Copyright"
 msgstr "حقوق النشر"
 
+msgid "Download this page"
+msgstr "قم بتنزيل هذه الصفحة"
+
 msgid "Source repository"
 msgstr "مستودع المصدر"
 
-msgid "previous page"
-msgstr "الصفحة السابقة"
+msgid "By"
+msgstr "بواسطة"
 
-msgid "next page"
-msgstr "الصفحة التالية"
+msgid "repository"
+msgstr "مخزن"
+
+msgid "Last updated on"
+msgstr "آخر تحديث في"
 
 msgid "Toggle navigation"
 msgstr "تبديل التنقل"
 
-msgid "repository"
-msgstr "مخزن"
+msgid "Sphinx Book Theme"
+msgstr "موضوع كتاب أبو الهول"
 
 msgid "suggest edit"
 msgstr "أقترح تحرير"
 
-msgid "open issue"
-msgstr "قضية مفتوحة"
+msgid "Open an issue"
+msgstr "افتح قضية"
 
 msgid "Launch"
 msgstr "إطلاق"
 
-msgid "Print to PDF"
-msgstr "طباعة إلى PDF"
+msgid "Fullscreen mode"
+msgstr "وضع ملء الشاشة"
+
+msgid "Edit this page"
+msgstr "قم بتحرير هذه الصفحة"
 
 msgid "By the"
 msgstr "بواسطة"
 
-msgid "Last updated on"
-msgstr "آخر تحديث في"
-
-msgid "Download source file"
-msgstr "تنزيل ملف المصدر"
-
-msgid "Download this page"
-msgstr "قم بتنزيل هذه الصفحة"
+msgid "next page"
+msgstr "الصفحة التالية"
diff --git a/_static/locales/bg/LC_MESSAGES/booktheme.po b/_static/locales/bg/LC_MESSAGES/booktheme.po
index 1f363b9d..7420c19e 100644
--- a/_static/locales/bg/LC_MESSAGES/booktheme.po
+++ b/_static/locales/bg/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: bg\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Печат в PDF"
+
 msgid "Theme by the"
 msgstr "Тема от"
 
-msgid "Open an issue"
-msgstr "Отворете проблем"
+msgid "Download source file"
+msgstr "Изтеглете изходния файл"
+
+msgid "open issue"
+msgstr "отворен брой"
 
 msgid "Contents"
 msgstr "Съдържание"
 
+msgid "previous page"
+msgstr "предишна страница"
+
 msgid "Download notebook file"
 msgstr "Изтеглете файла на бележника"
 
-msgid "Sphinx Book Theme"
-msgstr "Тема на книгата Sphinx"
-
-msgid "Fullscreen mode"
-msgstr "Режим на цял екран"
-
-msgid "Edit this page"
-msgstr "Редактирайте тази страница"
-
-msgid "By"
-msgstr "От"
-
 msgid "Copyright"
 msgstr "Авторско право"
 
+msgid "Download this page"
+msgstr "Изтеглете тази страница"
+
 msgid "Source repository"
 msgstr "Хранилище на източника"
 
-msgid "previous page"
-msgstr "предишна страница"
+msgid "By"
+msgstr "От"
 
-msgid "next page"
-msgstr "Следваща страница"
+msgid "repository"
+msgstr "хранилище"
+
+msgid "Last updated on"
+msgstr "Последна актуализация на"
 
 msgid "Toggle navigation"
 msgstr "Превключване на навигацията"
 
-msgid "repository"
-msgstr "хранилище"
+msgid "Sphinx Book Theme"
+msgstr "Тема на книгата Sphinx"
 
 msgid "suggest edit"
 msgstr "предложи редактиране"
 
-msgid "open issue"
-msgstr "отворен брой"
+msgid "Open an issue"
+msgstr "Отворете проблем"
 
 msgid "Launch"
 msgstr "Стартиране"
 
-msgid "Print to PDF"
-msgstr "Печат в PDF"
+msgid "Fullscreen mode"
+msgstr "Режим на цял екран"
+
+msgid "Edit this page"
+msgstr "Редактирайте тази страница"
 
 msgid "By the"
 msgstr "По"
 
-msgid "Last updated on"
-msgstr "Последна актуализация на"
-
-msgid "Download source file"
-msgstr "Изтеглете изходния файл"
-
-msgid "Download this page"
-msgstr "Изтеглете тази страница"
+msgid "next page"
+msgstr "Следваща страница"
diff --git a/_static/locales/bn/LC_MESSAGES/booktheme.po b/_static/locales/bn/LC_MESSAGES/booktheme.po
index fa543728..63a07c36 100644
--- a/_static/locales/bn/LC_MESSAGES/booktheme.po
+++ b/_static/locales/bn/LC_MESSAGES/booktheme.po
@@ -8,56 +8,56 @@ msgstr ""
 "Language: bn\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "পিডিএফ প্রিন্ট করুন"
+
 msgid "Theme by the"
 msgstr "থিম দ্বারা"
 
-msgid "Open an issue"
-msgstr "একটি সমস্যা খুলুন"
-
-msgid "Download notebook file"
-msgstr "নোটবুক ফাইল ডাউনলোড করুন"
+msgid "Download source file"
+msgstr "উত্স ফাইল ডাউনলোড করুন"
 
-msgid "Sphinx Book Theme"
-msgstr "স্পিনিক্স বুক থিম"
+msgid "open issue"
+msgstr "খোলা সমস্যা"
 
-msgid "Edit this page"
-msgstr "এই পৃষ্ঠাটি সম্পাদনা করুন"
+msgid "previous page"
+msgstr "আগের পৃষ্ঠা"
 
-msgid "By"
-msgstr "দ্বারা"
+msgid "Download notebook file"
+msgstr "নোটবুক ফাইল ডাউনলোড করুন"
 
 msgid "Copyright"
 msgstr "কপিরাইট"
 
+msgid "Download this page"
+msgstr "এই পৃষ্ঠাটি ডাউনলোড করুন"
+
 msgid "Source repository"
 msgstr "উত্স সংগ্রহস্থল"
 
-msgid "previous page"
-msgstr "আগের পৃষ্ঠা"
+msgid "By"
+msgstr "দ্বারা"
 
-msgid "next page"
-msgstr "পরবর্তী পৃষ্ঠা"
+msgid "Last updated on"
+msgstr "সর্বশেষ আপডেট"
 
 msgid "Toggle navigation"
 msgstr "নেভিগেশন টগল করুন"
 
-msgid "open issue"
-msgstr "খোলা সমস্যা"
+msgid "Sphinx Book Theme"
+msgstr "স্পিনিক্স বুক থিম"
+
+msgid "Open an issue"
+msgstr "একটি সমস্যা খুলুন"
 
 msgid "Launch"
 msgstr "শুরু করা"
 
-msgid "Print to PDF"
-msgstr "পিডিএফ প্রিন্ট করুন"
+msgid "Edit this page"
+msgstr "এই পৃষ্ঠাটি সম্পাদনা করুন"
 
 msgid "By the"
 msgstr "দ্বারা"
 
-msgid "Last updated on"
-msgstr "সর্বশেষ আপডেট"
-
-msgid "Download source file"
-msgstr "উত্স ফাইল ডাউনলোড করুন"
-
-msgid "Download this page"
-msgstr "এই পৃষ্ঠাটি ডাউনলোড করুন"
+msgid "next page"
+msgstr "পরবর্তী পৃষ্ঠা"
diff --git a/_static/locales/ca/LC_MESSAGES/booktheme.po b/_static/locales/ca/LC_MESSAGES/booktheme.po
index 22f1569a..8fb358bf 100644
--- a/_static/locales/ca/LC_MESSAGES/booktheme.po
+++ b/_static/locales/ca/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: ca\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Imprimeix a PDF"
+
 msgid "Theme by the"
 msgstr "Tema del"
 
-msgid "Open an issue"
-msgstr "Obriu un número"
-
-msgid "Download notebook file"
-msgstr "Descarregar fitxer de quadern"
+msgid "Download source file"
+msgstr "Baixeu el fitxer font"
 
-msgid "Sphinx Book Theme"
-msgstr "Tema del llibre Esfinx"
+msgid "open issue"
+msgstr "número obert"
 
-msgid "Edit this page"
-msgstr "Editeu aquesta pàgina"
+msgid "previous page"
+msgstr "Pàgina anterior"
 
-msgid "By"
-msgstr "Per"
+msgid "Download notebook file"
+msgstr "Descarregar fitxer de quadern"
 
 msgid "Copyright"
 msgstr "Copyright"
 
+msgid "Download this page"
+msgstr "Descarregueu aquesta pàgina"
+
 msgid "Source repository"
 msgstr "Dipòsit de fonts"
 
-msgid "previous page"
-msgstr "Pàgina anterior"
+msgid "By"
+msgstr "Per"
 
-msgid "next page"
-msgstr "pàgina següent"
+msgid "Last updated on"
+msgstr "Darrera actualització el"
 
 msgid "Toggle navigation"
 msgstr "Commuta la navegació"
 
+msgid "Sphinx Book Theme"
+msgstr "Tema del llibre Esfinx"
+
 msgid "suggest edit"
 msgstr "suggerir edició"
 
-msgid "open issue"
-msgstr "número obert"
+msgid "Open an issue"
+msgstr "Obriu un número"
 
 msgid "Launch"
 msgstr "Llançament"
 
-msgid "Print to PDF"
-msgstr "Imprimeix a PDF"
+msgid "Edit this page"
+msgstr "Editeu aquesta pàgina"
 
 msgid "By the"
 msgstr "Per la"
 
-msgid "Last updated on"
-msgstr "Darrera actualització el"
-
-msgid "Download source file"
-msgstr "Baixeu el fitxer font"
-
-msgid "Download this page"
-msgstr "Descarregueu aquesta pàgina"
+msgid "next page"
+msgstr "pàgina següent"
diff --git a/_static/locales/cs/LC_MESSAGES/booktheme.po b/_static/locales/cs/LC_MESSAGES/booktheme.po
index afecd9e7..c6ef4690 100644
--- a/_static/locales/cs/LC_MESSAGES/booktheme.po
+++ b/_static/locales/cs/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: cs\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Tisk do PDF"
+
 msgid "Theme by the"
 msgstr "Téma od"
 
-msgid "Open an issue"
-msgstr "Otevřete problém"
+msgid "Download source file"
+msgstr "Stáhněte si zdrojový soubor"
+
+msgid "open issue"
+msgstr "otevřené číslo"
 
 msgid "Contents"
 msgstr "Obsah"
 
+msgid "previous page"
+msgstr "předchozí stránka"
+
 msgid "Download notebook file"
 msgstr "Stáhnout soubor poznámkového bloku"
 
-msgid "Sphinx Book Theme"
-msgstr "Téma knihy Sfinga"
-
-msgid "Fullscreen mode"
-msgstr "Režim celé obrazovky"
-
-msgid "Edit this page"
-msgstr "Upravit tuto stránku"
-
-msgid "By"
-msgstr "Podle"
-
 msgid "Copyright"
 msgstr "autorská práva"
 
+msgid "Download this page"
+msgstr "Stáhněte si tuto stránku"
+
 msgid "Source repository"
 msgstr "Zdrojové úložiště"
 
-msgid "previous page"
-msgstr "předchozí stránka"
+msgid "By"
+msgstr "Podle"
 
-msgid "next page"
-msgstr "další strana"
+msgid "repository"
+msgstr "úložiště"
+
+msgid "Last updated on"
+msgstr "Naposledy aktualizováno"
 
 msgid "Toggle navigation"
 msgstr "Přepnout navigaci"
 
-msgid "repository"
-msgstr "úložiště"
+msgid "Sphinx Book Theme"
+msgstr "Téma knihy Sfinga"
 
 msgid "suggest edit"
 msgstr "navrhnout úpravy"
 
-msgid "open issue"
-msgstr "otevřené číslo"
+msgid "Open an issue"
+msgstr "Otevřete problém"
 
 msgid "Launch"
 msgstr "Zahájení"
 
-msgid "Print to PDF"
-msgstr "Tisk do PDF"
+msgid "Fullscreen mode"
+msgstr "Režim celé obrazovky"
+
+msgid "Edit this page"
+msgstr "Upravit tuto stránku"
 
 msgid "By the"
 msgstr "Podle"
 
-msgid "Last updated on"
-msgstr "Naposledy aktualizováno"
-
-msgid "Download source file"
-msgstr "Stáhněte si zdrojový soubor"
-
-msgid "Download this page"
-msgstr "Stáhněte si tuto stránku"
+msgid "next page"
+msgstr "další strana"
diff --git a/_static/locales/da/LC_MESSAGES/booktheme.po b/_static/locales/da/LC_MESSAGES/booktheme.po
index 649c78a8..306a38e5 100644
--- a/_static/locales/da/LC_MESSAGES/booktheme.po
+++ b/_static/locales/da/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: da\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Udskriv til PDF"
+
 msgid "Theme by the"
 msgstr "Tema af"
 
-msgid "Open an issue"
-msgstr "Åbn et problem"
+msgid "Download source file"
+msgstr "Download kildefil"
+
+msgid "open issue"
+msgstr "åbent nummer"
 
 msgid "Contents"
 msgstr "Indhold"
 
+msgid "previous page"
+msgstr "forrige side"
+
 msgid "Download notebook file"
 msgstr "Download notesbog-fil"
 
-msgid "Sphinx Book Theme"
-msgstr "Sphinx bogtema"
-
-msgid "Fullscreen mode"
-msgstr "Fuldskærmstilstand"
-
-msgid "Edit this page"
-msgstr "Rediger denne side"
-
-msgid "By"
-msgstr "Ved"
-
 msgid "Copyright"
 msgstr "ophavsret"
 
+msgid "Download this page"
+msgstr "Download denne side"
+
 msgid "Source repository"
 msgstr "Kildelager"
 
-msgid "previous page"
-msgstr "forrige side"
+msgid "By"
+msgstr "Ved"
 
-msgid "next page"
-msgstr "Næste side"
+msgid "repository"
+msgstr "lager"
+
+msgid "Last updated on"
+msgstr "Sidst opdateret den"
 
 msgid "Toggle navigation"
 msgstr "Skift navigation"
 
-msgid "repository"
-msgstr "lager"
+msgid "Sphinx Book Theme"
+msgstr "Sphinx bogtema"
 
 msgid "suggest edit"
 msgstr "foreslå redigering"
 
-msgid "open issue"
-msgstr "åbent nummer"
+msgid "Open an issue"
+msgstr "Åbn et problem"
 
 msgid "Launch"
 msgstr "Start"
 
-msgid "Print to PDF"
-msgstr "Udskriv til PDF"
+msgid "Fullscreen mode"
+msgstr "Fuldskærmstilstand"
+
+msgid "Edit this page"
+msgstr "Rediger denne side"
 
 msgid "By the"
 msgstr "Ved"
 
-msgid "Last updated on"
-msgstr "Sidst opdateret den"
-
-msgid "Download source file"
-msgstr "Download kildefil"
-
-msgid "Download this page"
-msgstr "Download denne side"
+msgid "next page"
+msgstr "Næste side"
diff --git a/_static/locales/de/LC_MESSAGES/booktheme.po b/_static/locales/de/LC_MESSAGES/booktheme.po
index f51d2ecc..4925360d 100644
--- a/_static/locales/de/LC_MESSAGES/booktheme.po
+++ b/_static/locales/de/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: de\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "In PDF drucken"
+
 msgid "Theme by the"
 msgstr "Thema von der"
 
-msgid "Open an issue"
-msgstr "Öffnen Sie ein Problem"
+msgid "Download source file"
+msgstr "Quelldatei herunterladen"
+
+msgid "open issue"
+msgstr "offenes Thema"
 
 msgid "Contents"
 msgstr "Inhalt"
 
+msgid "previous page"
+msgstr "vorherige Seite"
+
 msgid "Download notebook file"
 msgstr "Notebook-Datei herunterladen"
 
-msgid "Sphinx Book Theme"
-msgstr "Sphinx-Buch-Thema"
-
-msgid "Fullscreen mode"
-msgstr "Vollbildmodus"
-
-msgid "Edit this page"
-msgstr "Bearbeite diese Seite"
-
-msgid "By"
-msgstr "Durch"
-
 msgid "Copyright"
 msgstr "Urheberrechte ©"
 
+msgid "Download this page"
+msgstr "Laden Sie diese Seite herunter"
+
 msgid "Source repository"
 msgstr "Quell-Repository"
 
-msgid "previous page"
-msgstr "vorherige Seite"
+msgid "By"
+msgstr "Durch"
 
-msgid "next page"
-msgstr "Nächste Seite"
+msgid "repository"
+msgstr "Repository"
+
+msgid "Last updated on"
+msgstr "Zuletzt aktualisiert am"
 
 msgid "Toggle navigation"
 msgstr "Navigation umschalten"
 
-msgid "repository"
-msgstr "Repository"
+msgid "Sphinx Book Theme"
+msgstr "Sphinx-Buch-Thema"
 
 msgid "suggest edit"
 msgstr "vorschlagen zu bearbeiten"
 
-msgid "open issue"
-msgstr "offenes Thema"
+msgid "Open an issue"
+msgstr "Öffnen Sie ein Problem"
 
 msgid "Launch"
 msgstr "Starten"
 
-msgid "Print to PDF"
-msgstr "In PDF drucken"
+msgid "Fullscreen mode"
+msgstr "Vollbildmodus"
+
+msgid "Edit this page"
+msgstr "Bearbeite diese Seite"
 
 msgid "By the"
 msgstr "Bis zum"
 
-msgid "Last updated on"
-msgstr "Zuletzt aktualisiert am"
-
-msgid "Download source file"
-msgstr "Quelldatei herunterladen"
-
-msgid "Download this page"
-msgstr "Laden Sie diese Seite herunter"
+msgid "next page"
+msgstr "Nächste Seite"
diff --git a/_static/locales/el/LC_MESSAGES/booktheme.po b/_static/locales/el/LC_MESSAGES/booktheme.po
index 8bec7905..3e01acbd 100644
--- a/_static/locales/el/LC_MESSAGES/booktheme.po
+++ b/_static/locales/el/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: el\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Εκτύπωση σε PDF"
+
 msgid "Theme by the"
 msgstr "Θέμα από το"
 
-msgid "Open an issue"
-msgstr "Ανοίξτε ένα ζήτημα"
+msgid "Download source file"
+msgstr "Λήψη αρχείου προέλευσης"
+
+msgid "open issue"
+msgstr "ανοιχτό ζήτημα"
 
 msgid "Contents"
 msgstr "Περιεχόμενα"
 
+msgid "previous page"
+msgstr "προηγούμενη σελίδα"
+
 msgid "Download notebook file"
 msgstr "Λήψη αρχείου σημειωματάριου"
 
-msgid "Sphinx Book Theme"
-msgstr "Θέμα βιβλίου Sphinx"
-
-msgid "Fullscreen mode"
-msgstr "ΛΕΙΤΟΥΡΓΙΑ ΠΛΗΡΟΥΣ ΟΘΟΝΗΣ"
-
-msgid "Edit this page"
-msgstr "Επεξεργαστείτε αυτήν τη σελίδα"
-
-msgid "By"
-msgstr "Με"
-
 msgid "Copyright"
 msgstr "Πνευματική ιδιοκτησία"
 
+msgid "Download this page"
+msgstr "Λήψη αυτής της σελίδας"
+
 msgid "Source repository"
 msgstr "Αποθήκη πηγής"
 
-msgid "previous page"
-msgstr "προηγούμενη σελίδα"
+msgid "By"
+msgstr "Με"
 
-msgid "next page"
-msgstr "επόμενη σελίδα"
+msgid "repository"
+msgstr "αποθήκη"
+
+msgid "Last updated on"
+msgstr "Τελευταία ενημέρωση στις"
 
 msgid "Toggle navigation"
 msgstr "Εναλλαγή πλοήγησης"
 
-msgid "repository"
-msgstr "αποθήκη"
+msgid "Sphinx Book Theme"
+msgstr "Θέμα βιβλίου Sphinx"
 
 msgid "suggest edit"
 msgstr "προτείνω επεξεργασία"
 
-msgid "open issue"
-msgstr "ανοιχτό ζήτημα"
+msgid "Open an issue"
+msgstr "Ανοίξτε ένα ζήτημα"
 
 msgid "Launch"
 msgstr "Εκτόξευση"
 
-msgid "Print to PDF"
-msgstr "Εκτύπωση σε PDF"
+msgid "Fullscreen mode"
+msgstr "ΛΕΙΤΟΥΡΓΙΑ ΠΛΗΡΟΥΣ ΟΘΟΝΗΣ"
+
+msgid "Edit this page"
+msgstr "Επεξεργαστείτε αυτήν τη σελίδα"
 
 msgid "By the"
 msgstr "Από το"
 
-msgid "Last updated on"
-msgstr "Τελευταία ενημέρωση στις"
-
-msgid "Download source file"
-msgstr "Λήψη αρχείου προέλευσης"
-
-msgid "Download this page"
-msgstr "Λήψη αυτής της σελίδας"
+msgid "next page"
+msgstr "επόμενη σελίδα"
diff --git a/_static/locales/eo/LC_MESSAGES/booktheme.po b/_static/locales/eo/LC_MESSAGES/booktheme.po
index d72a0481..f7ed2262 100644
--- a/_static/locales/eo/LC_MESSAGES/booktheme.po
+++ b/_static/locales/eo/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: eo\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Presi al PDF"
+
 msgid "Theme by the"
 msgstr "Temo de la"
 
-msgid "Open an issue"
-msgstr "Malfermu numeron"
+msgid "Download source file"
+msgstr "Elŝutu fontodosieron"
+
+msgid "open issue"
+msgstr "malferma numero"
 
 msgid "Contents"
 msgstr "Enhavo"
 
+msgid "previous page"
+msgstr "antaŭa paĝo"
+
 msgid "Download notebook file"
 msgstr "Elŝutu kajeran dosieron"
 
-msgid "Sphinx Book Theme"
-msgstr "Sfinksa Libro-Temo"
-
-msgid "Fullscreen mode"
-msgstr "Plenekrana reĝimo"
-
-msgid "Edit this page"
-msgstr "Redaktu ĉi tiun paĝon"
-
-msgid "By"
-msgstr "De"
-
 msgid "Copyright"
 msgstr "Kopirajto"
 
+msgid "Download this page"
+msgstr "Elŝutu ĉi tiun paĝon"
+
 msgid "Source repository"
 msgstr "Fonto-deponejo"
 
-msgid "previous page"
-msgstr "antaŭa paĝo"
+msgid "By"
+msgstr "De"
 
-msgid "next page"
-msgstr "sekva paĝo"
+msgid "repository"
+msgstr "deponejo"
+
+msgid "Last updated on"
+msgstr "Laste ĝisdatigita la"
 
 msgid "Toggle navigation"
 msgstr "Ŝalti navigadon"
 
-msgid "repository"
-msgstr "deponejo"
+msgid "Sphinx Book Theme"
+msgstr "Sfinksa Libro-Temo"
 
 msgid "suggest edit"
 msgstr "sugesti redaktadon"
 
-msgid "open issue"
-msgstr "malferma numero"
+msgid "Open an issue"
+msgstr "Malfermu numeron"
 
 msgid "Launch"
 msgstr "Lanĉo"
 
-msgid "Print to PDF"
-msgstr "Presi al PDF"
+msgid "Fullscreen mode"
+msgstr "Plenekrana reĝimo"
+
+msgid "Edit this page"
+msgstr "Redaktu ĉi tiun paĝon"
 
 msgid "By the"
 msgstr "Per la"
 
-msgid "Last updated on"
-msgstr "Laste ĝisdatigita la"
-
-msgid "Download source file"
-msgstr "Elŝutu fontodosieron"
-
-msgid "Download this page"
-msgstr "Elŝutu ĉi tiun paĝon"
+msgid "next page"
+msgstr "sekva paĝo"
diff --git a/_static/locales/es/LC_MESSAGES/booktheme.po b/_static/locales/es/LC_MESSAGES/booktheme.po
index 611834b2..5e0029e5 100644
--- a/_static/locales/es/LC_MESSAGES/booktheme.po
+++ b/_static/locales/es/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: es\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Imprimir en PDF"
+
 msgid "Theme by the"
 msgstr "Tema por el"
 
-msgid "Open an issue"
-msgstr "Abrir un problema"
+msgid "Download source file"
+msgstr "Descargar archivo fuente"
+
+msgid "open issue"
+msgstr "Tema abierto"
 
 msgid "Contents"
 msgstr "Contenido"
 
+msgid "previous page"
+msgstr "pagina anterior"
+
 msgid "Download notebook file"
 msgstr "Descargar archivo de cuaderno"
 
-msgid "Sphinx Book Theme"
-msgstr "Tema del libro de la esfinge"
-
-msgid "Fullscreen mode"
-msgstr "Modo de pantalla completa"
-
-msgid "Edit this page"
-msgstr "Edita esta página"
-
-msgid "By"
-msgstr "Por"
-
 msgid "Copyright"
 msgstr "Derechos de autor"
 
+msgid "Download this page"
+msgstr "Descarga esta pagina"
+
 msgid "Source repository"
 msgstr "Repositorio de origen"
 
-msgid "previous page"
-msgstr "pagina anterior"
+msgid "By"
+msgstr "Por"
 
-msgid "next page"
-msgstr "siguiente página"
+msgid "repository"
+msgstr "repositorio"
+
+msgid "Last updated on"
+msgstr "Ultima actualización en"
 
 msgid "Toggle navigation"
 msgstr "Navegación de palanca"
 
-msgid "repository"
-msgstr "repositorio"
+msgid "Sphinx Book Theme"
+msgstr "Tema del libro de la esfinge"
 
 msgid "suggest edit"
 msgstr "sugerir editar"
 
-msgid "open issue"
-msgstr "Tema abierto"
+msgid "Open an issue"
+msgstr "Abrir un problema"
 
 msgid "Launch"
 msgstr "Lanzamiento"
 
-msgid "Print to PDF"
-msgstr "Imprimir en PDF"
+msgid "Fullscreen mode"
+msgstr "Modo de pantalla completa"
+
+msgid "Edit this page"
+msgstr "Edita esta página"
 
 msgid "By the"
 msgstr "Por el"
 
-msgid "Last updated on"
-msgstr "Ultima actualización en"
-
-msgid "Download source file"
-msgstr "Descargar archivo fuente"
-
-msgid "Download this page"
-msgstr "Descarga esta pagina"
+msgid "next page"
+msgstr "siguiente página"
diff --git a/_static/locales/et/LC_MESSAGES/booktheme.po b/_static/locales/et/LC_MESSAGES/booktheme.po
index 345088f0..8680982a 100644
--- a/_static/locales/et/LC_MESSAGES/booktheme.po
+++ b/_static/locales/et/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: et\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Prindi PDF-i"
+
 msgid "Theme by the"
 msgstr "Teema"
 
-msgid "Open an issue"
-msgstr "Avage probleem"
+msgid "Download source file"
+msgstr "Laadige alla lähtefail"
+
+msgid "open issue"
+msgstr "avatud küsimus"
 
 msgid "Contents"
 msgstr "Sisu"
 
+msgid "previous page"
+msgstr "eelmine leht"
+
 msgid "Download notebook file"
 msgstr "Laadige sülearvuti fail alla"
 
-msgid "Sphinx Book Theme"
-msgstr "Sfinksiraamatu teema"
-
-msgid "Fullscreen mode"
-msgstr "Täisekraanirežiim"
-
-msgid "Edit this page"
-msgstr "Muutke seda lehte"
-
-msgid "By"
-msgstr "Kõrval"
-
 msgid "Copyright"
 msgstr "Autoriõigus"
 
+msgid "Download this page"
+msgstr "Laadige see leht alla"
+
 msgid "Source repository"
 msgstr "Allikahoidla"
 
-msgid "previous page"
-msgstr "eelmine leht"
+msgid "By"
+msgstr "Kõrval"
 
-msgid "next page"
-msgstr "järgmine leht"
+msgid "repository"
+msgstr "hoidla"
+
+msgid "Last updated on"
+msgstr "Viimati uuendatud"
 
 msgid "Toggle navigation"
 msgstr "Lülita navigeerimine sisse"
 
-msgid "repository"
-msgstr "hoidla"
+msgid "Sphinx Book Theme"
+msgstr "Sfinksiraamatu teema"
 
 msgid "suggest edit"
 msgstr "soovita muuta"
 
-msgid "open issue"
-msgstr "avatud küsimus"
+msgid "Open an issue"
+msgstr "Avage probleem"
 
 msgid "Launch"
 msgstr "Käivitage"
 
-msgid "Print to PDF"
-msgstr "Prindi PDF-i"
+msgid "Fullscreen mode"
+msgstr "Täisekraanirežiim"
+
+msgid "Edit this page"
+msgstr "Muutke seda lehte"
 
 msgid "By the"
 msgstr "Autor"
 
-msgid "Last updated on"
-msgstr "Viimati uuendatud"
-
-msgid "Download source file"
-msgstr "Laadige alla lähtefail"
-
-msgid "Download this page"
-msgstr "Laadige see leht alla"
+msgid "next page"
+msgstr "järgmine leht"
diff --git a/_static/locales/fi/LC_MESSAGES/booktheme.po b/_static/locales/fi/LC_MESSAGES/booktheme.po
index d97a08dc..34dac218 100644
--- a/_static/locales/fi/LC_MESSAGES/booktheme.po
+++ b/_static/locales/fi/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: fi\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Tulosta PDF-tiedostoon"
+
 msgid "Theme by the"
 msgstr "Teeman tekijä"
 
-msgid "Open an issue"
-msgstr "Avaa ongelma"
+msgid "Download source file"
+msgstr "Lataa lähdetiedosto"
+
+msgid "open issue"
+msgstr "avoin ongelma"
 
 msgid "Contents"
 msgstr "Sisällys"
 
+msgid "previous page"
+msgstr "Edellinen sivu"
+
 msgid "Download notebook file"
 msgstr "Lataa muistikirjatiedosto"
 
-msgid "Sphinx Book Theme"
-msgstr "Sphinx-kirjan teema"
-
-msgid "Fullscreen mode"
-msgstr "Koko näytön tila"
-
-msgid "Edit this page"
-msgstr "Muokkaa tätä sivua"
-
-msgid "By"
-msgstr "Tekijä"
-
 msgid "Copyright"
 msgstr "Tekijänoikeus"
 
+msgid "Download this page"
+msgstr "Lataa tämä sivu"
+
 msgid "Source repository"
 msgstr "Lähteen arkisto"
 
-msgid "previous page"
-msgstr "Edellinen sivu"
+msgid "By"
+msgstr "Tekijä"
 
-msgid "next page"
-msgstr "seuraava sivu"
+msgid "repository"
+msgstr "arkisto"
+
+msgid "Last updated on"
+msgstr "Viimeksi päivitetty"
 
 msgid "Toggle navigation"
 msgstr "Vaihda navigointia"
 
-msgid "repository"
-msgstr "arkisto"
+msgid "Sphinx Book Theme"
+msgstr "Sphinx-kirjan teema"
 
 msgid "suggest edit"
 msgstr "ehdottaa muokkausta"
 
-msgid "open issue"
-msgstr "avoin ongelma"
+msgid "Open an issue"
+msgstr "Avaa ongelma"
 
 msgid "Launch"
 msgstr "Tuoda markkinoille"
 
-msgid "Print to PDF"
-msgstr "Tulosta PDF-tiedostoon"
+msgid "Fullscreen mode"
+msgstr "Koko näytön tila"
+
+msgid "Edit this page"
+msgstr "Muokkaa tätä sivua"
 
 msgid "By the"
 msgstr "Mukaan"
 
-msgid "Last updated on"
-msgstr "Viimeksi päivitetty"
-
-msgid "Download source file"
-msgstr "Lataa lähdetiedosto"
-
-msgid "Download this page"
-msgstr "Lataa tämä sivu"
+msgid "next page"
+msgstr "seuraava sivu"
diff --git a/_static/locales/fr/LC_MESSAGES/booktheme.po b/_static/locales/fr/LC_MESSAGES/booktheme.po
index 88f35173..8991a1b8 100644
--- a/_static/locales/fr/LC_MESSAGES/booktheme.po
+++ b/_static/locales/fr/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: fr\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Imprimer au format PDF"
+
 msgid "Theme by the"
 msgstr "Thème par le"
 
-msgid "Open an issue"
-msgstr "Ouvrez un problème"
+msgid "Download source file"
+msgstr "Télécharger le fichier source"
+
+msgid "open issue"
+msgstr "signaler un problème"
 
 msgid "Contents"
 msgstr "Contenu"
 
+msgid "previous page"
+msgstr "page précédente"
+
 msgid "Download notebook file"
 msgstr "Télécharger le fichier notebook"
 
-msgid "Sphinx Book Theme"
-msgstr "Thème du livre Sphinx"
-
-msgid "Fullscreen mode"
-msgstr "Mode plein écran"
-
-msgid "Edit this page"
-msgstr "Modifier cette page"
-
-msgid "By"
-msgstr "Par"
-
 msgid "Copyright"
 msgstr "droits d'auteur"
 
+msgid "Download this page"
+msgstr "Téléchargez cette page"
+
 msgid "Source repository"
 msgstr "Dépôt source"
 
-msgid "previous page"
-msgstr "page précédente"
+msgid "By"
+msgstr "Par"
 
-msgid "next page"
-msgstr "page suivante"
+msgid "repository"
+msgstr "dépôt"
+
+msgid "Last updated on"
+msgstr "Dernière mise à jour le"
 
 msgid "Toggle navigation"
 msgstr "Basculer la navigation"
 
-msgid "repository"
-msgstr "dépôt"
+msgid "Sphinx Book Theme"
+msgstr "Thème du livre Sphinx"
 
 msgid "suggest edit"
 msgstr "suggestion de modification"
 
-msgid "open issue"
-msgstr "signaler un problème"
+msgid "Open an issue"
+msgstr "Ouvrez un problème"
 
 msgid "Launch"
 msgstr "lancement"
 
-msgid "Print to PDF"
-msgstr "Imprimer au format PDF"
+msgid "Fullscreen mode"
+msgstr "Mode plein écran"
+
+msgid "Edit this page"
+msgstr "Modifier cette page"
 
 msgid "By the"
 msgstr "Par le"
 
-msgid "Last updated on"
-msgstr "Dernière mise à jour le"
-
-msgid "Download source file"
-msgstr "Télécharger le fichier source"
-
-msgid "Download this page"
-msgstr "Téléchargez cette page"
+msgid "next page"
+msgstr "page suivante"
diff --git a/_static/locales/hr/LC_MESSAGES/booktheme.po b/_static/locales/hr/LC_MESSAGES/booktheme.po
index fb9440ac..42c4233d 100644
--- a/_static/locales/hr/LC_MESSAGES/booktheme.po
+++ b/_static/locales/hr/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: hr\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Ispis u PDF"
+
 msgid "Theme by the"
 msgstr "Tema autora"
 
-msgid "Open an issue"
-msgstr "Otvorite izdanje"
+msgid "Download source file"
+msgstr "Preuzmi izvornu datoteku"
+
+msgid "open issue"
+msgstr "otvoreno izdanje"
 
 msgid "Contents"
 msgstr "Sadržaj"
 
+msgid "previous page"
+msgstr "Prethodna stranica"
+
 msgid "Download notebook file"
 msgstr "Preuzmi datoteku bilježnice"
 
-msgid "Sphinx Book Theme"
-msgstr "Tema knjige Sphinx"
-
-msgid "Fullscreen mode"
-msgstr "Način preko cijelog zaslona"
-
-msgid "Edit this page"
-msgstr "Uredite ovu stranicu"
-
-msgid "By"
-msgstr "Po"
-
 msgid "Copyright"
 msgstr "Autorska prava"
 
+msgid "Download this page"
+msgstr "Preuzmite ovu stranicu"
+
 msgid "Source repository"
 msgstr "Izvorno spremište"
 
-msgid "previous page"
-msgstr "Prethodna stranica"
+msgid "By"
+msgstr "Po"
 
-msgid "next page"
-msgstr "sljedeća stranica"
+msgid "repository"
+msgstr "spremište"
+
+msgid "Last updated on"
+msgstr "Posljednje ažuriranje:"
 
 msgid "Toggle navigation"
 msgstr "Uključi / isključi navigaciju"
 
-msgid "repository"
-msgstr "spremište"
+msgid "Sphinx Book Theme"
+msgstr "Tema knjige Sphinx"
 
 msgid "suggest edit"
 msgstr "predloži uređivanje"
 
-msgid "open issue"
-msgstr "otvoreno izdanje"
+msgid "Open an issue"
+msgstr "Otvorite izdanje"
 
 msgid "Launch"
 msgstr "Pokrenite"
 
-msgid "Print to PDF"
-msgstr "Ispis u PDF"
+msgid "Fullscreen mode"
+msgstr "Način preko cijelog zaslona"
+
+msgid "Edit this page"
+msgstr "Uredite ovu stranicu"
 
 msgid "By the"
 msgstr "Od strane"
 
-msgid "Last updated on"
-msgstr "Posljednje ažuriranje:"
-
-msgid "Download source file"
-msgstr "Preuzmi izvornu datoteku"
-
-msgid "Download this page"
-msgstr "Preuzmite ovu stranicu"
+msgid "next page"
+msgstr "sljedeća stranica"
diff --git a/_static/locales/id/LC_MESSAGES/booktheme.po b/_static/locales/id/LC_MESSAGES/booktheme.po
index 9ffb56f7..b8d8d898 100644
--- a/_static/locales/id/LC_MESSAGES/booktheme.po
+++ b/_static/locales/id/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: id\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Cetak ke PDF"
+
 msgid "Theme by the"
 msgstr "Tema oleh"
 
-msgid "Open an issue"
-msgstr "Buka masalah"
+msgid "Download source file"
+msgstr "Unduh file sumber"
+
+msgid "open issue"
+msgstr "masalah terbuka"
 
 msgid "Contents"
 msgstr "Isi"
 
+msgid "previous page"
+msgstr "halaman sebelumnya"
+
 msgid "Download notebook file"
 msgstr "Unduh file notebook"
 
-msgid "Sphinx Book Theme"
-msgstr "Tema Buku Sphinx"
-
-msgid "Fullscreen mode"
-msgstr "Mode layar penuh"
-
-msgid "Edit this page"
-msgstr "Edit halaman ini"
-
-msgid "By"
-msgstr "Oleh"
-
 msgid "Copyright"
 msgstr "hak cipta"
 
+msgid "Download this page"
+msgstr "Unduh halaman ini"
+
 msgid "Source repository"
 msgstr "Repositori sumber"
 
-msgid "previous page"
-msgstr "halaman sebelumnya"
+msgid "By"
+msgstr "Oleh"
 
-msgid "next page"
-msgstr "halaman selanjutnya"
+msgid "repository"
+msgstr "gudang"
+
+msgid "Last updated on"
+msgstr "Terakhir diperbarui saat"
 
 msgid "Toggle navigation"
 msgstr "Alihkan navigasi"
 
-msgid "repository"
-msgstr "gudang"
+msgid "Sphinx Book Theme"
+msgstr "Tema Buku Sphinx"
 
 msgid "suggest edit"
 msgstr "menyarankan edit"
 
-msgid "open issue"
-msgstr "masalah terbuka"
+msgid "Open an issue"
+msgstr "Buka masalah"
 
 msgid "Launch"
 msgstr "Meluncurkan"
 
-msgid "Print to PDF"
-msgstr "Cetak ke PDF"
+msgid "Fullscreen mode"
+msgstr "Mode layar penuh"
+
+msgid "Edit this page"
+msgstr "Edit halaman ini"
 
 msgid "By the"
 msgstr "Oleh"
 
-msgid "Last updated on"
-msgstr "Terakhir diperbarui saat"
-
-msgid "Download source file"
-msgstr "Unduh file sumber"
-
-msgid "Download this page"
-msgstr "Unduh halaman ini"
+msgid "next page"
+msgstr "halaman selanjutnya"
diff --git a/_static/locales/it/LC_MESSAGES/booktheme.po b/_static/locales/it/LC_MESSAGES/booktheme.po
index 04308dd2..36fca59f 100644
--- a/_static/locales/it/LC_MESSAGES/booktheme.po
+++ b/_static/locales/it/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: it\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Stampa in PDF"
+
 msgid "Theme by the"
 msgstr "Tema di"
 
-msgid "Open an issue"
-msgstr "Apri un problema"
+msgid "Download source file"
+msgstr "Scarica il file sorgente"
+
+msgid "open issue"
+msgstr "questione aperta"
 
 msgid "Contents"
 msgstr "Contenuti"
 
+msgid "previous page"
+msgstr "pagina precedente"
+
 msgid "Download notebook file"
 msgstr "Scarica il file del taccuino"
 
-msgid "Sphinx Book Theme"
-msgstr "Tema del libro della Sfinge"
-
-msgid "Fullscreen mode"
-msgstr "Modalità schermo intero"
-
-msgid "Edit this page"
-msgstr "Modifica questa pagina"
-
-msgid "By"
-msgstr "Di"
-
 msgid "Copyright"
 msgstr "Diritto d'autore"
 
+msgid "Download this page"
+msgstr "Scarica questa pagina"
+
 msgid "Source repository"
 msgstr "Repository di origine"
 
-msgid "previous page"
-msgstr "pagina precedente"
+msgid "By"
+msgstr "Di"
 
-msgid "next page"
-msgstr "pagina successiva"
+msgid "repository"
+msgstr "repository"
+
+msgid "Last updated on"
+msgstr "Ultimo aggiornamento il"
 
 msgid "Toggle navigation"
 msgstr "Attiva / disattiva la navigazione"
 
-msgid "repository"
-msgstr "repository"
+msgid "Sphinx Book Theme"
+msgstr "Tema del libro della Sfinge"
 
 msgid "suggest edit"
 msgstr "suggerisci modifica"
 
-msgid "open issue"
-msgstr "questione aperta"
+msgid "Open an issue"
+msgstr "Apri un problema"
 
 msgid "Launch"
 msgstr "Lanciare"
 
-msgid "Print to PDF"
-msgstr "Stampa in PDF"
+msgid "Fullscreen mode"
+msgstr "Modalità schermo intero"
+
+msgid "Edit this page"
+msgstr "Modifica questa pagina"
 
 msgid "By the"
 msgstr "Dal"
 
-msgid "Last updated on"
-msgstr "Ultimo aggiornamento il"
-
-msgid "Download source file"
-msgstr "Scarica il file sorgente"
-
-msgid "Download this page"
-msgstr "Scarica questa pagina"
+msgid "next page"
+msgstr "pagina successiva"
diff --git a/_static/locales/iw/LC_MESSAGES/booktheme.po b/_static/locales/iw/LC_MESSAGES/booktheme.po
index 4ea190d3..dede9cb0 100644
--- a/_static/locales/iw/LC_MESSAGES/booktheme.po
+++ b/_static/locales/iw/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: iw\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "הדפס לקובץ PDF"
+
 msgid "Theme by the"
 msgstr "נושא מאת"
 
-msgid "Open an issue"
-msgstr "פתח גיליון"
+msgid "Download source file"
+msgstr "הורד את קובץ המקור"
+
+msgid "open issue"
+msgstr "בעיה פתוחה"
 
 msgid "Contents"
 msgstr "תוכן"
 
+msgid "previous page"
+msgstr "עמוד קודם"
+
 msgid "Download notebook file"
 msgstr "הורד קובץ מחברת"
 
-msgid "Sphinx Book Theme"
-msgstr "נושא ספר ספינקס"
-
-msgid "Fullscreen mode"
-msgstr "מצב מסך מלא"
-
-msgid "Edit this page"
-msgstr "ערוך דף זה"
-
-msgid "By"
-msgstr "על ידי"
-
 msgid "Copyright"
 msgstr "זכויות יוצרים"
 
+msgid "Download this page"
+msgstr "הורד דף זה"
+
 msgid "Source repository"
 msgstr "מאגר המקורות"
 
-msgid "previous page"
-msgstr "עמוד קודם"
+msgid "By"
+msgstr "על ידי"
 
-msgid "next page"
-msgstr "עמוד הבא"
+msgid "repository"
+msgstr "מאגר"
+
+msgid "Last updated on"
+msgstr "עודכן לאחרונה ב"
 
 msgid "Toggle navigation"
 msgstr "החלף ניווט"
 
-msgid "repository"
-msgstr "מאגר"
+msgid "Sphinx Book Theme"
+msgstr "נושא ספר ספינקס"
 
 msgid "suggest edit"
 msgstr "מציע לערוך"
 
-msgid "open issue"
-msgstr "בעיה פתוחה"
+msgid "Open an issue"
+msgstr "פתח גיליון"
 
 msgid "Launch"
 msgstr "לְהַשִׁיק"
 
-msgid "Print to PDF"
-msgstr "הדפס לקובץ PDF"
+msgid "Fullscreen mode"
+msgstr "מצב מסך מלא"
+
+msgid "Edit this page"
+msgstr "ערוך דף זה"
 
 msgid "By the"
 msgstr "דרך"
 
-msgid "Last updated on"
-msgstr "עודכן לאחרונה ב"
-
-msgid "Download source file"
-msgstr "הורד את קובץ המקור"
-
-msgid "Download this page"
-msgstr "הורד דף זה"
+msgid "next page"
+msgstr "עמוד הבא"
diff --git a/_static/locales/ja/LC_MESSAGES/booktheme.po b/_static/locales/ja/LC_MESSAGES/booktheme.po
index 77d5a097..2615f0d8 100644
--- a/_static/locales/ja/LC_MESSAGES/booktheme.po
+++ b/_static/locales/ja/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: ja\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "PDFに印刷"
+
 msgid "Theme by the"
 msgstr "のテーマ"
 
-msgid "Open an issue"
-msgstr "問題を報告"
+msgid "Download source file"
+msgstr "ソースファイルをダウンロード"
+
+msgid "open issue"
+msgstr "未解決の問題"
 
 msgid "Contents"
 msgstr "目次"
 
+msgid "previous page"
+msgstr "前のページ"
+
 msgid "Download notebook file"
 msgstr "ノートブックファイルをダウンロード"
 
-msgid "Sphinx Book Theme"
-msgstr "スフィンクスの本のテーマ"
-
-msgid "Fullscreen mode"
-msgstr "全画面モード"
-
-msgid "Edit this page"
-msgstr "このページを編集"
-
-msgid "By"
-msgstr "著者"
-
 msgid "Copyright"
 msgstr "Copyright"
 
+msgid "Download this page"
+msgstr "このページをダウンロード"
+
 msgid "Source repository"
 msgstr "ソースリポジトリ"
 
-msgid "previous page"
-msgstr "前のページ"
+msgid "By"
+msgstr "著者"
 
-msgid "next page"
-msgstr "次のページ"
+msgid "repository"
+msgstr "リポジトリ"
+
+msgid "Last updated on"
+msgstr "最終更新日"
 
 msgid "Toggle navigation"
 msgstr "ナビゲーションを切り替え"
 
-msgid "repository"
-msgstr "リポジトリ"
+msgid "Sphinx Book Theme"
+msgstr "スフィンクスの本のテーマ"
 
 msgid "suggest edit"
 msgstr "編集を提案する"
 
-msgid "open issue"
-msgstr "未解決の問題"
+msgid "Open an issue"
+msgstr "問題を報告"
 
 msgid "Launch"
 msgstr "起動"
 
-msgid "Print to PDF"
-msgstr "PDFに印刷"
+msgid "Fullscreen mode"
+msgstr "全画面モード"
+
+msgid "Edit this page"
+msgstr "このページを編集"
 
 msgid "By the"
 msgstr "によって"
 
-msgid "Last updated on"
-msgstr "最終更新日"
-
-msgid "Download source file"
-msgstr "ソースファイルをダウンロード"
-
-msgid "Download this page"
-msgstr "このページをダウンロード"
+msgid "next page"
+msgstr "次のページ"
diff --git a/_static/locales/ko/LC_MESSAGES/booktheme.po b/_static/locales/ko/LC_MESSAGES/booktheme.po
index 6ee3d781..c9e13a42 100644
--- a/_static/locales/ko/LC_MESSAGES/booktheme.po
+++ b/_static/locales/ko/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: ko\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "PDF로 인쇄"
+
 msgid "Theme by the"
 msgstr "테마별"
 
-msgid "Open an issue"
-msgstr "이슈 열기"
+msgid "Download source file"
+msgstr "소스 파일 다운로드"
+
+msgid "open issue"
+msgstr "열린 문제"
 
 msgid "Contents"
 msgstr "내용"
 
+msgid "previous page"
+msgstr "이전 페이지"
+
 msgid "Download notebook file"
 msgstr "노트북 파일 다운로드"
 
-msgid "Sphinx Book Theme"
-msgstr "스핑크스 도서 테마"
-
-msgid "Fullscreen mode"
-msgstr "전체 화면으로보기"
-
-msgid "Edit this page"
-msgstr "이 페이지 편집"
-
-msgid "By"
-msgstr "으로"
-
 msgid "Copyright"
 msgstr "저작권"
 
+msgid "Download this page"
+msgstr "이 페이지 다운로드"
+
 msgid "Source repository"
 msgstr "소스 저장소"
 
-msgid "previous page"
-msgstr "이전 페이지"
+msgid "By"
+msgstr "으로"
 
-msgid "next page"
-msgstr "다음 페이지"
+msgid "repository"
+msgstr "저장소"
+
+msgid "Last updated on"
+msgstr "마지막 업데이트"
 
 msgid "Toggle navigation"
 msgstr "탐색 전환"
 
-msgid "repository"
-msgstr "저장소"
+msgid "Sphinx Book Theme"
+msgstr "스핑크스 도서 테마"
 
 msgid "suggest edit"
 msgstr "편집 제안"
 
-msgid "open issue"
-msgstr "열린 문제"
+msgid "Open an issue"
+msgstr "이슈 열기"
 
 msgid "Launch"
 msgstr "시작하다"
 
-msgid "Print to PDF"
-msgstr "PDF로 인쇄"
+msgid "Fullscreen mode"
+msgstr "전체 화면으로보기"
+
+msgid "Edit this page"
+msgstr "이 페이지 편집"
 
 msgid "By the"
 msgstr "에 의해"
 
-msgid "Last updated on"
-msgstr "마지막 업데이트"
-
-msgid "Download source file"
-msgstr "소스 파일 다운로드"
-
-msgid "Download this page"
-msgstr "이 페이지 다운로드"
+msgid "next page"
+msgstr "다음 페이지"
diff --git a/_static/locales/lt/LC_MESSAGES/booktheme.po b/_static/locales/lt/LC_MESSAGES/booktheme.po
index 01be2679..35eabd95 100644
--- a/_static/locales/lt/LC_MESSAGES/booktheme.po
+++ b/_static/locales/lt/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: lt\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Spausdinti į PDF"
+
 msgid "Theme by the"
 msgstr "Tema"
 
-msgid "Open an issue"
-msgstr "Atidarykite problemą"
+msgid "Download source file"
+msgstr "Atsisiųsti šaltinio failą"
+
+msgid "open issue"
+msgstr "atviras klausimas"
 
 msgid "Contents"
 msgstr "Turinys"
 
+msgid "previous page"
+msgstr "Ankstesnis puslapis"
+
 msgid "Download notebook file"
 msgstr "Atsisiųsti nešiojamojo kompiuterio failą"
 
-msgid "Sphinx Book Theme"
-msgstr "Sfinkso knygos tema"
-
-msgid "Fullscreen mode"
-msgstr "Pilno ekrano režimas"
-
-msgid "Edit this page"
-msgstr "Redaguoti šį puslapį"
-
-msgid "By"
-msgstr "Iki"
-
 msgid "Copyright"
 msgstr "Autorių teisės"
 
+msgid "Download this page"
+msgstr "Atsisiųskite šį puslapį"
+
 msgid "Source repository"
 msgstr "Šaltinio saugykla"
 
-msgid "previous page"
-msgstr "Ankstesnis puslapis"
+msgid "By"
+msgstr "Iki"
 
-msgid "next page"
-msgstr "Kitas puslapis"
+msgid "repository"
+msgstr "saugykla"
+
+msgid "Last updated on"
+msgstr "Paskutinį kartą atnaujinta"
 
 msgid "Toggle navigation"
 msgstr "Perjungti naršymą"
 
-msgid "repository"
-msgstr "saugykla"
+msgid "Sphinx Book Theme"
+msgstr "Sfinkso knygos tema"
 
 msgid "suggest edit"
 msgstr "pasiūlyti redaguoti"
 
-msgid "open issue"
-msgstr "atviras klausimas"
+msgid "Open an issue"
+msgstr "Atidarykite problemą"
 
 msgid "Launch"
 msgstr "Paleiskite"
 
-msgid "Print to PDF"
-msgstr "Spausdinti į PDF"
+msgid "Fullscreen mode"
+msgstr "Pilno ekrano režimas"
+
+msgid "Edit this page"
+msgstr "Redaguoti šį puslapį"
 
 msgid "By the"
 msgstr "Prie"
 
-msgid "Last updated on"
-msgstr "Paskutinį kartą atnaujinta"
-
-msgid "Download source file"
-msgstr "Atsisiųsti šaltinio failą"
-
-msgid "Download this page"
-msgstr "Atsisiųskite šį puslapį"
+msgid "next page"
+msgstr "Kitas puslapis"
diff --git a/_static/locales/lv/LC_MESSAGES/booktheme.po b/_static/locales/lv/LC_MESSAGES/booktheme.po
index 993a1e41..ee1bd08d 100644
--- a/_static/locales/lv/LC_MESSAGES/booktheme.po
+++ b/_static/locales/lv/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: lv\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Drukāt PDF formātā"
+
 msgid "Theme by the"
 msgstr "Autora tēma"
 
-msgid "Open an issue"
-msgstr "Atveriet problēmu"
+msgid "Download source file"
+msgstr "Lejupielādēt avota failu"
+
+msgid "open issue"
+msgstr "atklāts jautājums"
 
 msgid "Contents"
 msgstr "Saturs"
 
+msgid "previous page"
+msgstr "iepriekšējā lapa"
+
 msgid "Download notebook file"
 msgstr "Lejupielādēt piezīmju grāmatiņu"
 
-msgid "Sphinx Book Theme"
-msgstr "Sfinksa grāmatas tēma"
-
-msgid "Fullscreen mode"
-msgstr "Pilnekrāna režīms"
-
-msgid "Edit this page"
-msgstr "Rediģēt šo lapu"
-
-msgid "By"
-msgstr "Autors"
-
 msgid "Copyright"
 msgstr "Autortiesības"
 
+msgid "Download this page"
+msgstr "Lejupielādējiet šo lapu"
+
 msgid "Source repository"
 msgstr "Avota krātuve"
 
-msgid "previous page"
-msgstr "iepriekšējā lapa"
+msgid "By"
+msgstr "Autors"
 
-msgid "next page"
-msgstr "nākamā lapaspuse"
+msgid "repository"
+msgstr "krātuve"
+
+msgid "Last updated on"
+msgstr "Pēdējoreiz atjaunināts"
 
 msgid "Toggle navigation"
 msgstr "Pārslēgt navigāciju"
 
-msgid "repository"
-msgstr "krātuve"
+msgid "Sphinx Book Theme"
+msgstr "Sfinksa grāmatas tēma"
 
 msgid "suggest edit"
 msgstr "ieteikt rediģēt"
 
-msgid "open issue"
-msgstr "atklāts jautājums"
+msgid "Open an issue"
+msgstr "Atveriet problēmu"
 
 msgid "Launch"
 msgstr "Uzsākt"
 
-msgid "Print to PDF"
-msgstr "Drukāt PDF formātā"
+msgid "Fullscreen mode"
+msgstr "Pilnekrāna režīms"
+
+msgid "Edit this page"
+msgstr "Rediģēt šo lapu"
 
 msgid "By the"
 msgstr "Ar"
 
-msgid "Last updated on"
-msgstr "Pēdējoreiz atjaunināts"
-
-msgid "Download source file"
-msgstr "Lejupielādēt avota failu"
-
-msgid "Download this page"
-msgstr "Lejupielādējiet šo lapu"
+msgid "next page"
+msgstr "nākamā lapaspuse"
diff --git a/_static/locales/ml/LC_MESSAGES/booktheme.po b/_static/locales/ml/LC_MESSAGES/booktheme.po
index 81daf7c8..d471277d 100644
--- a/_static/locales/ml/LC_MESSAGES/booktheme.po
+++ b/_static/locales/ml/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: ml\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "PDF- ലേക്ക് പ്രിന്റുചെയ്യുക"
+
 msgid "Theme by the"
 msgstr "പ്രമേയം"
 
-msgid "Open an issue"
-msgstr "ഒരു പ്രശ്നം തുറക്കുക"
-
-msgid "Download notebook file"
-msgstr "നോട്ട്ബുക്ക് ഫയൽ ഡൺലോഡ് ചെയ്യുക"
+msgid "Download source file"
+msgstr "ഉറവിട ഫയൽ ഡൗൺലോഡുചെയ്യുക"
 
-msgid "Sphinx Book Theme"
-msgstr "സ്ഫിങ്ക്സ് പുസ്തക തീം"
+msgid "open issue"
+msgstr "തുറന്ന പ്രശ്നം"
 
-msgid "Edit this page"
-msgstr "ഈ പേജ് എഡിറ്റുചെയ്യുക"
+msgid "previous page"
+msgstr "മുൻപത്തെ താൾ"
 
-msgid "By"
-msgstr "എഴുതിയത്"
+msgid "Download notebook file"
+msgstr "നോട്ട്ബുക്ക് ഫയൽ ഡൺലോഡ് ചെയ്യുക"
 
 msgid "Copyright"
 msgstr "പകർപ്പവകാശം"
 
+msgid "Download this page"
+msgstr "ഈ പേജ് ഡൗൺലോഡുചെയ്യുക"
+
 msgid "Source repository"
 msgstr "ഉറവിട ശേഖരം"
 
-msgid "previous page"
-msgstr "മുൻപത്തെ താൾ"
+msgid "By"
+msgstr "എഴുതിയത്"
 
-msgid "next page"
-msgstr "അടുത്ത പേജ്"
+msgid "Last updated on"
+msgstr "അവസാനം അപ്‌ഡേറ്റുചെയ്‌തത്"
 
 msgid "Toggle navigation"
 msgstr "നാവിഗേഷൻ ടോഗിൾ ചെയ്യുക"
 
+msgid "Sphinx Book Theme"
+msgstr "സ്ഫിങ്ക്സ് പുസ്തക തീം"
+
 msgid "suggest edit"
 msgstr "എഡിറ്റുചെയ്യാൻ നിർദ്ദേശിക്കുക"
 
-msgid "open issue"
-msgstr "തുറന്ന പ്രശ്നം"
+msgid "Open an issue"
+msgstr "ഒരു പ്രശ്നം തുറക്കുക"
 
 msgid "Launch"
 msgstr "സമാരംഭിക്കുക"
 
-msgid "Print to PDF"
-msgstr "PDF- ലേക്ക് പ്രിന്റുചെയ്യുക"
+msgid "Edit this page"
+msgstr "ഈ പേജ് എഡിറ്റുചെയ്യുക"
 
 msgid "By the"
 msgstr "എഴുതിയത്"
 
-msgid "Last updated on"
-msgstr "അവസാനം അപ്‌ഡേറ്റുചെയ്‌തത്"
-
-msgid "Download source file"
-msgstr "ഉറവിട ഫയൽ ഡൗൺലോഡുചെയ്യുക"
-
-msgid "Download this page"
-msgstr "ഈ പേജ് ഡൗൺലോഡുചെയ്യുക"
+msgid "next page"
+msgstr "അടുത്ത പേജ്"
diff --git a/_static/locales/mr/LC_MESSAGES/booktheme.po b/_static/locales/mr/LC_MESSAGES/booktheme.po
index fd857bff..f3694acf 100644
--- a/_static/locales/mr/LC_MESSAGES/booktheme.po
+++ b/_static/locales/mr/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: mr\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "पीडीएफवर मुद्रित करा"
+
 msgid "Theme by the"
 msgstr "द्वारा थीम"
 
-msgid "Open an issue"
-msgstr "एक मुद्दा उघडा"
-
-msgid "Download notebook file"
-msgstr "नोटबुक फाईल डाउनलोड करा"
+msgid "Download source file"
+msgstr "स्त्रोत फाइल डाउनलोड करा"
 
-msgid "Sphinx Book Theme"
-msgstr "स्फिंक्स बुक थीम"
+msgid "open issue"
+msgstr "खुला मुद्दा"
 
-msgid "Edit this page"
-msgstr "हे पृष्ठ संपादित करा"
+msgid "previous page"
+msgstr "मागील पान"
 
-msgid "By"
-msgstr "द्वारा"
+msgid "Download notebook file"
+msgstr "नोटबुक फाईल डाउनलोड करा"
 
 msgid "Copyright"
 msgstr "कॉपीराइट"
 
+msgid "Download this page"
+msgstr "हे पृष्ठ डाउनलोड करा"
+
 msgid "Source repository"
 msgstr "स्त्रोत भांडार"
 
-msgid "previous page"
-msgstr "मागील पान"
+msgid "By"
+msgstr "द्वारा"
 
-msgid "next page"
-msgstr "पुढील पृष्ठ"
+msgid "Last updated on"
+msgstr "अखेरचे अद्यतनित"
 
 msgid "Toggle navigation"
 msgstr "नेव्हिगेशन टॉगल करा"
 
+msgid "Sphinx Book Theme"
+msgstr "स्फिंक्स बुक थीम"
+
 msgid "suggest edit"
 msgstr "संपादन सुचवा"
 
-msgid "open issue"
-msgstr "खुला मुद्दा"
+msgid "Open an issue"
+msgstr "एक मुद्दा उघडा"
 
 msgid "Launch"
 msgstr "लाँच करा"
 
-msgid "Print to PDF"
-msgstr "पीडीएफवर मुद्रित करा"
+msgid "Edit this page"
+msgstr "हे पृष्ठ संपादित करा"
 
 msgid "By the"
 msgstr "द्वारा"
 
-msgid "Last updated on"
-msgstr "अखेरचे अद्यतनित"
-
-msgid "Download source file"
-msgstr "स्त्रोत फाइल डाउनलोड करा"
-
-msgid "Download this page"
-msgstr "हे पृष्ठ डाउनलोड करा"
+msgid "next page"
+msgstr "पुढील पृष्ठ"
diff --git a/_static/locales/ms/LC_MESSAGES/booktheme.po b/_static/locales/ms/LC_MESSAGES/booktheme.po
index b616d70f..65b7c602 100644
--- a/_static/locales/ms/LC_MESSAGES/booktheme.po
+++ b/_static/locales/ms/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: ms\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Cetak ke PDF"
+
 msgid "Theme by the"
 msgstr "Tema oleh"
 
-msgid "Open an issue"
-msgstr "Buka masalah"
-
-msgid "Download notebook file"
-msgstr "Muat turun fail buku nota"
+msgid "Download source file"
+msgstr "Muat turun fail sumber"
 
-msgid "Sphinx Book Theme"
-msgstr "Tema Buku Sphinx"
+msgid "open issue"
+msgstr "isu terbuka"
 
-msgid "Edit this page"
-msgstr "Edit halaman ini"
+msgid "previous page"
+msgstr "halaman sebelumnya"
 
-msgid "By"
-msgstr "Oleh"
+msgid "Download notebook file"
+msgstr "Muat turun fail buku nota"
 
 msgid "Copyright"
 msgstr "hak cipta"
 
+msgid "Download this page"
+msgstr "Muat turun halaman ini"
+
 msgid "Source repository"
 msgstr "Repositori sumber"
 
-msgid "previous page"
-msgstr "halaman sebelumnya"
+msgid "By"
+msgstr "Oleh"
 
-msgid "next page"
-msgstr "muka surat seterusnya"
+msgid "Last updated on"
+msgstr "Terakhir dikemas kini pada"
 
 msgid "Toggle navigation"
 msgstr "Togol navigasi"
 
+msgid "Sphinx Book Theme"
+msgstr "Tema Buku Sphinx"
+
 msgid "suggest edit"
 msgstr "cadangkan edit"
 
-msgid "open issue"
-msgstr "isu terbuka"
+msgid "Open an issue"
+msgstr "Buka masalah"
 
 msgid "Launch"
 msgstr "Lancarkan"
 
-msgid "Print to PDF"
-msgstr "Cetak ke PDF"
+msgid "Edit this page"
+msgstr "Edit halaman ini"
 
 msgid "By the"
 msgstr "Oleh"
 
-msgid "Last updated on"
-msgstr "Terakhir dikemas kini pada"
-
-msgid "Download source file"
-msgstr "Muat turun fail sumber"
-
-msgid "Download this page"
-msgstr "Muat turun halaman ini"
+msgid "next page"
+msgstr "muka surat seterusnya"
diff --git a/_static/locales/nl/LC_MESSAGES/booktheme.po b/_static/locales/nl/LC_MESSAGES/booktheme.po
index f16f4bcc..71bd1cda 100644
--- a/_static/locales/nl/LC_MESSAGES/booktheme.po
+++ b/_static/locales/nl/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: nl\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Afdrukken naar pdf"
+
 msgid "Theme by the"
 msgstr "Thema door de"
 
-msgid "Open an issue"
-msgstr "Open een probleem"
+msgid "Download source file"
+msgstr "Download het bronbestand"
+
+msgid "open issue"
+msgstr "open probleem"
 
 msgid "Contents"
 msgstr "Inhoud"
 
+msgid "previous page"
+msgstr "vorige pagina"
+
 msgid "Download notebook file"
 msgstr "Download notebookbestand"
 
-msgid "Sphinx Book Theme"
-msgstr "Sphinx-boekthema"
-
-msgid "Fullscreen mode"
-msgstr "Volledig scherm"
-
-msgid "Edit this page"
-msgstr "bewerk deze pagina"
-
-msgid "By"
-msgstr "Door"
-
 msgid "Copyright"
 msgstr "auteursrechten"
 
+msgid "Download this page"
+msgstr "Download deze pagina"
+
 msgid "Source repository"
 msgstr "Bronopslagplaats"
 
-msgid "previous page"
-msgstr "vorige pagina"
+msgid "By"
+msgstr "Door"
 
-msgid "next page"
-msgstr "volgende bladzijde"
+msgid "repository"
+msgstr "repository"
+
+msgid "Last updated on"
+msgstr "Laatst geupdate op"
 
 msgid "Toggle navigation"
 msgstr "Schakel navigatie"
 
-msgid "repository"
-msgstr "repository"
+msgid "Sphinx Book Theme"
+msgstr "Sphinx-boekthema"
 
 msgid "suggest edit"
 msgstr "suggereren bewerken"
 
-msgid "open issue"
-msgstr "open probleem"
+msgid "Open an issue"
+msgstr "Open een probleem"
 
 msgid "Launch"
 msgstr "Lancering"
 
-msgid "Print to PDF"
-msgstr "Afdrukken naar pdf"
+msgid "Fullscreen mode"
+msgstr "Volledig scherm"
+
+msgid "Edit this page"
+msgstr "bewerk deze pagina"
 
 msgid "By the"
 msgstr "Door de"
 
-msgid "Last updated on"
-msgstr "Laatst geupdate op"
-
-msgid "Download source file"
-msgstr "Download het bronbestand"
-
-msgid "Download this page"
-msgstr "Download deze pagina"
+msgid "next page"
+msgstr "volgende bladzijde"
diff --git a/_static/locales/no/LC_MESSAGES/booktheme.po b/_static/locales/no/LC_MESSAGES/booktheme.po
index b1d304ee..b21346a5 100644
--- a/_static/locales/no/LC_MESSAGES/booktheme.po
+++ b/_static/locales/no/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: no\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Skriv ut til PDF"
+
 msgid "Theme by the"
 msgstr "Tema av"
 
-msgid "Open an issue"
-msgstr "Åpne et problem"
+msgid "Download source file"
+msgstr "Last ned kildefilen"
+
+msgid "open issue"
+msgstr "åpent nummer"
 
 msgid "Contents"
 msgstr "Innhold"
 
+msgid "previous page"
+msgstr "forrige side"
+
 msgid "Download notebook file"
 msgstr "Last ned notatbokfilen"
 
-msgid "Sphinx Book Theme"
-msgstr "Sphinx boktema"
-
-msgid "Fullscreen mode"
-msgstr "Fullskjerm-modus"
-
-msgid "Edit this page"
-msgstr "Rediger denne siden"
-
-msgid "By"
-msgstr "Av"
-
 msgid "Copyright"
 msgstr "opphavsrett"
 
+msgid "Download this page"
+msgstr "Last ned denne siden"
+
 msgid "Source repository"
 msgstr "Kildedepot"
 
-msgid "previous page"
-msgstr "forrige side"
+msgid "By"
+msgstr "Av"
 
-msgid "next page"
-msgstr "neste side"
+msgid "repository"
+msgstr "oppbevaringssted"
+
+msgid "Last updated on"
+msgstr "Sist oppdatert den"
 
 msgid "Toggle navigation"
 msgstr "Bytt navigasjon"
 
-msgid "repository"
-msgstr "oppbevaringssted"
+msgid "Sphinx Book Theme"
+msgstr "Sphinx boktema"
 
 msgid "suggest edit"
 msgstr "foreslå redigering"
 
-msgid "open issue"
-msgstr "åpent nummer"
+msgid "Open an issue"
+msgstr "Åpne et problem"
 
 msgid "Launch"
 msgstr "Start"
 
-msgid "Print to PDF"
-msgstr "Skriv ut til PDF"
+msgid "Fullscreen mode"
+msgstr "Fullskjerm-modus"
+
+msgid "Edit this page"
+msgstr "Rediger denne siden"
 
 msgid "By the"
 msgstr "Ved"
 
-msgid "Last updated on"
-msgstr "Sist oppdatert den"
-
-msgid "Download source file"
-msgstr "Last ned kildefilen"
-
-msgid "Download this page"
-msgstr "Last ned denne siden"
+msgid "next page"
+msgstr "neste side"
diff --git a/_static/locales/pl/LC_MESSAGES/booktheme.po b/_static/locales/pl/LC_MESSAGES/booktheme.po
index 80d2c896..1b7233f4 100644
--- a/_static/locales/pl/LC_MESSAGES/booktheme.po
+++ b/_static/locales/pl/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: pl\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Drukuj do PDF"
+
 msgid "Theme by the"
 msgstr "Motyw autorstwa"
 
-msgid "Open an issue"
-msgstr "Otwórz problem"
+msgid "Download source file"
+msgstr "Pobierz plik źródłowy"
+
+msgid "open issue"
+msgstr "otwarty problem"
 
 msgid "Contents"
 msgstr "Zawartość"
 
+msgid "previous page"
+msgstr "Poprzednia strona"
+
 msgid "Download notebook file"
 msgstr "Pobierz plik notatnika"
 
-msgid "Sphinx Book Theme"
-msgstr "Motyw książki Sphinx"
-
-msgid "Fullscreen mode"
-msgstr "Pełny ekran"
-
-msgid "Edit this page"
-msgstr "Edytuj tę strone"
-
-msgid "By"
-msgstr "Przez"
-
 msgid "Copyright"
 msgstr "prawa autorskie"
 
+msgid "Download this page"
+msgstr "Pobierz tę stronę"
+
 msgid "Source repository"
 msgstr "Repozytorium źródłowe"
 
-msgid "previous page"
-msgstr "Poprzednia strona"
+msgid "By"
+msgstr "Przez"
 
-msgid "next page"
-msgstr "Następna strona"
+msgid "repository"
+msgstr "magazyn"
+
+msgid "Last updated on"
+msgstr "Ostatnia aktualizacja"
 
 msgid "Toggle navigation"
 msgstr "Przełącz nawigację"
 
-msgid "repository"
-msgstr "magazyn"
+msgid "Sphinx Book Theme"
+msgstr "Motyw książki Sphinx"
 
 msgid "suggest edit"
 msgstr "zaproponuj edycję"
 
-msgid "open issue"
-msgstr "otwarty problem"
+msgid "Open an issue"
+msgstr "Otwórz problem"
 
 msgid "Launch"
 msgstr "Uruchomić"
 
-msgid "Print to PDF"
-msgstr "Drukuj do PDF"
+msgid "Fullscreen mode"
+msgstr "Pełny ekran"
+
+msgid "Edit this page"
+msgstr "Edytuj tę strone"
 
 msgid "By the"
 msgstr "Przez"
 
-msgid "Last updated on"
-msgstr "Ostatnia aktualizacja"
-
-msgid "Download source file"
-msgstr "Pobierz plik źródłowy"
-
-msgid "Download this page"
-msgstr "Pobierz tę stronę"
+msgid "next page"
+msgstr "Następna strona"
diff --git a/_static/locales/pt/LC_MESSAGES/booktheme.po b/_static/locales/pt/LC_MESSAGES/booktheme.po
index 45ac847f..1b27314d 100644
--- a/_static/locales/pt/LC_MESSAGES/booktheme.po
+++ b/_static/locales/pt/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: pt\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Imprimir em PDF"
+
 msgid "Theme by the"
 msgstr "Tema por"
 
-msgid "Open an issue"
-msgstr "Abra um problema"
+msgid "Download source file"
+msgstr "Baixar arquivo fonte"
+
+msgid "open issue"
+msgstr "questão aberta"
 
 msgid "Contents"
 msgstr "Conteúdo"
 
+msgid "previous page"
+msgstr "página anterior"
+
 msgid "Download notebook file"
 msgstr "Baixar arquivo de notebook"
 
-msgid "Sphinx Book Theme"
-msgstr "Tema do livro Sphinx"
-
-msgid "Fullscreen mode"
-msgstr "Modo tela cheia"
-
-msgid "Edit this page"
-msgstr "Edite essa página"
-
-msgid "By"
-msgstr "De"
-
 msgid "Copyright"
 msgstr "direito autoral"
 
+msgid "Download this page"
+msgstr "Baixe esta página"
+
 msgid "Source repository"
 msgstr "Repositório fonte"
 
-msgid "previous page"
-msgstr "página anterior"
+msgid "By"
+msgstr "De"
 
-msgid "next page"
-msgstr "próxima página"
+msgid "repository"
+msgstr "repositório"
+
+msgid "Last updated on"
+msgstr "Última atualização em"
 
 msgid "Toggle navigation"
 msgstr "Alternar de navegação"
 
-msgid "repository"
-msgstr "repositório"
+msgid "Sphinx Book Theme"
+msgstr "Tema do livro Sphinx"
 
 msgid "suggest edit"
 msgstr "sugerir edição"
 
-msgid "open issue"
-msgstr "questão aberta"
+msgid "Open an issue"
+msgstr "Abra um problema"
 
 msgid "Launch"
 msgstr "Lançamento"
 
-msgid "Print to PDF"
-msgstr "Imprimir em PDF"
+msgid "Fullscreen mode"
+msgstr "Modo tela cheia"
+
+msgid "Edit this page"
+msgstr "Edite essa página"
 
 msgid "By the"
 msgstr "Pelo"
 
-msgid "Last updated on"
-msgstr "Última atualização em"
-
-msgid "Download source file"
-msgstr "Baixar arquivo fonte"
-
-msgid "Download this page"
-msgstr "Baixe esta página"
+msgid "next page"
+msgstr "próxima página"
diff --git a/_static/locales/ro/LC_MESSAGES/booktheme.po b/_static/locales/ro/LC_MESSAGES/booktheme.po
index 532b3b84..1783ad2c 100644
--- a/_static/locales/ro/LC_MESSAGES/booktheme.po
+++ b/_static/locales/ro/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: ro\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Imprimați în PDF"
+
 msgid "Theme by the"
 msgstr "Tema de"
 
-msgid "Open an issue"
-msgstr "Deschideți o problemă"
+msgid "Download source file"
+msgstr "Descărcați fișierul sursă"
+
+msgid "open issue"
+msgstr "problema deschisă"
 
 msgid "Contents"
 msgstr "Cuprins"
 
+msgid "previous page"
+msgstr "pagina anterioară"
+
 msgid "Download notebook file"
 msgstr "Descărcați fișierul notebook"
 
-msgid "Sphinx Book Theme"
-msgstr "Tema Sphinx Book"
-
-msgid "Fullscreen mode"
-msgstr "Modul ecran întreg"
-
-msgid "Edit this page"
-msgstr "Editați această pagină"
-
-msgid "By"
-msgstr "De"
-
 msgid "Copyright"
 msgstr "Drepturi de autor"
 
+msgid "Download this page"
+msgstr "Descarcă această pagină"
+
 msgid "Source repository"
 msgstr "Depozit sursă"
 
-msgid "previous page"
-msgstr "pagina anterioară"
+msgid "By"
+msgstr "De"
 
-msgid "next page"
-msgstr "pagina următoare"
+msgid "repository"
+msgstr "repertoriu"
+
+msgid "Last updated on"
+msgstr "Ultima actualizare la"
 
 msgid "Toggle navigation"
 msgstr "Comutare navigare"
 
-msgid "repository"
-msgstr "repertoriu"
+msgid "Sphinx Book Theme"
+msgstr "Tema Sphinx Book"
 
 msgid "suggest edit"
 msgstr "sugerează editare"
 
-msgid "open issue"
-msgstr "problema deschisă"
+msgid "Open an issue"
+msgstr "Deschideți o problemă"
 
 msgid "Launch"
 msgstr "Lansa"
 
-msgid "Print to PDF"
-msgstr "Imprimați în PDF"
+msgid "Fullscreen mode"
+msgstr "Modul ecran întreg"
+
+msgid "Edit this page"
+msgstr "Editați această pagină"
 
 msgid "By the"
 msgstr "Langa"
 
-msgid "Last updated on"
-msgstr "Ultima actualizare la"
-
-msgid "Download source file"
-msgstr "Descărcați fișierul sursă"
-
-msgid "Download this page"
-msgstr "Descarcă această pagină"
+msgid "next page"
+msgstr "pagina următoare"
diff --git a/_static/locales/ru/LC_MESSAGES/booktheme.po b/_static/locales/ru/LC_MESSAGES/booktheme.po
index b718b482..b1176b7a 100644
--- a/_static/locales/ru/LC_MESSAGES/booktheme.po
+++ b/_static/locales/ru/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: ru\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Распечатать в PDF"
+
 msgid "Theme by the"
 msgstr "Тема от"
 
-msgid "Open an issue"
-msgstr "Открыть вопрос"
+msgid "Download source file"
+msgstr "Скачать исходный файл"
+
+msgid "open issue"
+msgstr "открытый вопрос"
 
 msgid "Contents"
 msgstr "Содержание"
 
+msgid "previous page"
+msgstr "Предыдущая страница"
+
 msgid "Download notebook file"
 msgstr "Скачать файл записной книжки"
 
-msgid "Sphinx Book Theme"
-msgstr "Тема книги Сфинкс"
-
-msgid "Fullscreen mode"
-msgstr "Полноэкранный режим"
-
-msgid "Edit this page"
-msgstr "Редактировать эту страницу"
-
-msgid "By"
-msgstr "По"
-
 msgid "Copyright"
 msgstr "авторское право"
 
+msgid "Download this page"
+msgstr "Загрузите эту страницу"
+
 msgid "Source repository"
 msgstr "Исходный репозиторий"
 
-msgid "previous page"
-msgstr "Предыдущая страница"
+msgid "By"
+msgstr "По"
 
-msgid "next page"
-msgstr "Следующая страница"
+msgid "repository"
+msgstr "хранилище"
+
+msgid "Last updated on"
+msgstr "Последнее обновление"
 
 msgid "Toggle navigation"
 msgstr "Переключить навигацию"
 
-msgid "repository"
-msgstr "хранилище"
+msgid "Sphinx Book Theme"
+msgstr "Тема книги Сфинкс"
 
 msgid "suggest edit"
 msgstr "предложить редактировать"
 
-msgid "open issue"
-msgstr "открытый вопрос"
+msgid "Open an issue"
+msgstr "Открыть вопрос"
 
 msgid "Launch"
 msgstr "Запуск"
 
-msgid "Print to PDF"
-msgstr "Распечатать в PDF"
+msgid "Fullscreen mode"
+msgstr "Полноэкранный режим"
+
+msgid "Edit this page"
+msgstr "Редактировать эту страницу"
 
 msgid "By the"
 msgstr "Посредством"
 
-msgid "Last updated on"
-msgstr "Последнее обновление"
-
-msgid "Download source file"
-msgstr "Скачать исходный файл"
-
-msgid "Download this page"
-msgstr "Загрузите эту страницу"
+msgid "next page"
+msgstr "Следующая страница"
diff --git a/_static/locales/sk/LC_MESSAGES/booktheme.po b/_static/locales/sk/LC_MESSAGES/booktheme.po
index f6c423b6..65012881 100644
--- a/_static/locales/sk/LC_MESSAGES/booktheme.po
+++ b/_static/locales/sk/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: sk\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Tlač do PDF"
+
 msgid "Theme by the"
 msgstr "Téma od"
 
-msgid "Open an issue"
-msgstr "Otvorte problém"
+msgid "Download source file"
+msgstr "Stiahnite si zdrojový súbor"
+
+msgid "open issue"
+msgstr "otvorené vydanie"
 
 msgid "Contents"
 msgstr "Obsah"
 
+msgid "previous page"
+msgstr "predchádzajúca strana"
+
 msgid "Download notebook file"
 msgstr "Stiahnite si zošit"
 
-msgid "Sphinx Book Theme"
-msgstr "Téma knihy Sfinga"
-
-msgid "Fullscreen mode"
-msgstr "Režim celej obrazovky"
-
-msgid "Edit this page"
-msgstr "Upraviť túto stránku"
-
-msgid "By"
-msgstr "Autor:"
-
 msgid "Copyright"
 msgstr "Autorské práva"
 
+msgid "Download this page"
+msgstr "Stiahnite si túto stránku"
+
 msgid "Source repository"
 msgstr "Zdrojové úložisko"
 
-msgid "previous page"
-msgstr "predchádzajúca strana"
+msgid "By"
+msgstr "Autor:"
 
-msgid "next page"
-msgstr "ďalšia strana"
+msgid "repository"
+msgstr "Úložisko"
+
+msgid "Last updated on"
+msgstr "Posledná aktualizácia dňa"
 
 msgid "Toggle navigation"
 msgstr "Prepnúť navigáciu"
 
-msgid "repository"
-msgstr "Úložisko"
+msgid "Sphinx Book Theme"
+msgstr "Téma knihy Sfinga"
 
 msgid "suggest edit"
 msgstr "navrhnúť úpravu"
 
-msgid "open issue"
-msgstr "otvorené vydanie"
+msgid "Open an issue"
+msgstr "Otvorte problém"
 
 msgid "Launch"
 msgstr "Spustiť"
 
-msgid "Print to PDF"
-msgstr "Tlač do PDF"
+msgid "Fullscreen mode"
+msgstr "Režim celej obrazovky"
+
+msgid "Edit this page"
+msgstr "Upraviť túto stránku"
 
 msgid "By the"
 msgstr "Podľa"
 
-msgid "Last updated on"
-msgstr "Posledná aktualizácia dňa"
-
-msgid "Download source file"
-msgstr "Stiahnite si zdrojový súbor"
-
-msgid "Download this page"
-msgstr "Stiahnite si túto stránku"
+msgid "next page"
+msgstr "ďalšia strana"
diff --git a/_static/locales/sl/LC_MESSAGES/booktheme.po b/_static/locales/sl/LC_MESSAGES/booktheme.po
index 9822dc58..3c7e3a86 100644
--- a/_static/locales/sl/LC_MESSAGES/booktheme.po
+++ b/_static/locales/sl/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: sl\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Natisni v PDF"
+
 msgid "Theme by the"
 msgstr "Tema avtorja"
 
-msgid "Open an issue"
-msgstr "Odprite številko"
+msgid "Download source file"
+msgstr "Prenesite izvorno datoteko"
+
+msgid "open issue"
+msgstr "odprto vprašanje"
 
 msgid "Contents"
 msgstr "Vsebina"
 
+msgid "previous page"
+msgstr "Prejšnja stran"
+
 msgid "Download notebook file"
 msgstr "Prenesite datoteko zvezka"
 
-msgid "Sphinx Book Theme"
-msgstr "Tema knjige Sphinx"
-
-msgid "Fullscreen mode"
-msgstr "Celozaslonski način"
-
-msgid "Edit this page"
-msgstr "Uredite to stran"
-
-msgid "By"
-msgstr "Avtor"
-
 msgid "Copyright"
 msgstr "avtorske pravice"
 
+msgid "Download this page"
+msgstr "Prenesite to stran"
+
 msgid "Source repository"
 msgstr "Izvorno skladišče"
 
-msgid "previous page"
-msgstr "Prejšnja stran"
+msgid "By"
+msgstr "Avtor"
 
-msgid "next page"
-msgstr "Naslednja stran"
+msgid "repository"
+msgstr "odlagališče"
+
+msgid "Last updated on"
+msgstr "Nazadnje posodobljeno dne"
 
 msgid "Toggle navigation"
 msgstr "Preklopi navigacijo"
 
-msgid "repository"
-msgstr "odlagališče"
+msgid "Sphinx Book Theme"
+msgstr "Tema knjige Sphinx"
 
 msgid "suggest edit"
 msgstr "predlagajte urejanje"
 
-msgid "open issue"
-msgstr "odprto vprašanje"
+msgid "Open an issue"
+msgstr "Odprite številko"
 
 msgid "Launch"
 msgstr "Kosilo"
 
-msgid "Print to PDF"
-msgstr "Natisni v PDF"
+msgid "Fullscreen mode"
+msgstr "Celozaslonski način"
+
+msgid "Edit this page"
+msgstr "Uredite to stran"
 
 msgid "By the"
 msgstr "Avtor"
 
-msgid "Last updated on"
-msgstr "Nazadnje posodobljeno dne"
-
-msgid "Download source file"
-msgstr "Prenesite izvorno datoteko"
-
-msgid "Download this page"
-msgstr "Prenesite to stran"
+msgid "next page"
+msgstr "Naslednja stran"
diff --git a/_static/locales/sr/LC_MESSAGES/booktheme.po b/_static/locales/sr/LC_MESSAGES/booktheme.po
index e809230c..773b8ada 100644
--- a/_static/locales/sr/LC_MESSAGES/booktheme.po
+++ b/_static/locales/sr/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: sr\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Испис у ПДФ"
+
 msgid "Theme by the"
 msgstr "Тхеме би"
 
-msgid "Open an issue"
-msgstr "Отворите издање"
+msgid "Download source file"
+msgstr "Преузми изворну датотеку"
+
+msgid "open issue"
+msgstr "отворено издање"
 
 msgid "Contents"
 msgstr "Садржај"
 
+msgid "previous page"
+msgstr "Претходна страница"
+
 msgid "Download notebook file"
 msgstr "Преузмите датотеку бележнице"
 
-msgid "Sphinx Book Theme"
-msgstr "Тема књиге Спхинк"
-
-msgid "Fullscreen mode"
-msgstr "Режим целог екрана"
-
-msgid "Edit this page"
-msgstr "Уредите ову страницу"
-
-msgid "By"
-msgstr "Од стране"
-
 msgid "Copyright"
 msgstr "Ауторско право"
 
+msgid "Download this page"
+msgstr "Преузмите ову страницу"
+
 msgid "Source repository"
 msgstr "Изворно спремиште"
 
-msgid "previous page"
-msgstr "Претходна страница"
+msgid "By"
+msgstr "Од стране"
 
-msgid "next page"
-msgstr "Следећа страна"
+msgid "repository"
+msgstr "спремиште"
+
+msgid "Last updated on"
+msgstr "Последње ажурирање"
 
 msgid "Toggle navigation"
 msgstr "Укључи / искључи навигацију"
 
-msgid "repository"
-msgstr "спремиште"
+msgid "Sphinx Book Theme"
+msgstr "Тема књиге Спхинк"
 
 msgid "suggest edit"
 msgstr "предложи уређивање"
 
-msgid "open issue"
-msgstr "отворено издање"
+msgid "Open an issue"
+msgstr "Отворите издање"
 
 msgid "Launch"
 msgstr "Лансирање"
 
-msgid "Print to PDF"
-msgstr "Испис у ПДФ"
+msgid "Fullscreen mode"
+msgstr "Режим целог екрана"
+
+msgid "Edit this page"
+msgstr "Уредите ову страницу"
 
 msgid "By the"
 msgstr "Од"
 
-msgid "Last updated on"
-msgstr "Последње ажурирање"
-
-msgid "Download source file"
-msgstr "Преузми изворну датотеку"
-
-msgid "Download this page"
-msgstr "Преузмите ову страницу"
+msgid "next page"
+msgstr "Следећа страна"
diff --git a/_static/locales/sv/LC_MESSAGES/booktheme.po b/_static/locales/sv/LC_MESSAGES/booktheme.po
index 2421b001..bcac54c0 100644
--- a/_static/locales/sv/LC_MESSAGES/booktheme.po
+++ b/_static/locales/sv/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: sv\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Skriv ut till PDF"
+
 msgid "Theme by the"
 msgstr "Tema av"
 
-msgid "Open an issue"
-msgstr "Öppna en problemrapport"
+msgid "Download source file"
+msgstr "Ladda ner källfil"
+
+msgid "open issue"
+msgstr "öppna problemrapport"
 
 msgid "Contents"
 msgstr "Innehåll"
 
+msgid "previous page"
+msgstr "föregående sida"
+
 msgid "Download notebook file"
 msgstr "Ladda ner notebook-fil"
 
-msgid "Sphinx Book Theme"
-msgstr "Sphinx Boktema"
-
-msgid "Fullscreen mode"
-msgstr "Fullskärmsläge"
-
-msgid "Edit this page"
-msgstr "Redigera den här sidan"
-
-msgid "By"
-msgstr "Av"
-
 msgid "Copyright"
 msgstr "Upphovsrätt"
 
+msgid "Download this page"
+msgstr "Ladda ner den här sidan"
+
 msgid "Source repository"
 msgstr "Källkodsrepositorium"
 
-msgid "previous page"
-msgstr "föregående sida"
+msgid "By"
+msgstr "Av"
 
-msgid "next page"
-msgstr "nästa sida"
+msgid "repository"
+msgstr "repositorium"
+
+msgid "Last updated on"
+msgstr "Senast uppdaterad den"
 
 msgid "Toggle navigation"
 msgstr "Växla navigering"
 
-msgid "repository"
-msgstr "repositorium"
+msgid "Sphinx Book Theme"
+msgstr "Sphinx Boktema"
 
 msgid "suggest edit"
 msgstr "föreslå ändring"
 
-msgid "open issue"
-msgstr "öppna problemrapport"
+msgid "Open an issue"
+msgstr "Öppna en problemrapport"
 
 msgid "Launch"
 msgstr "Öppna"
 
-msgid "Print to PDF"
-msgstr "Skriv ut till PDF"
+msgid "Fullscreen mode"
+msgstr "Fullskärmsläge"
+
+msgid "Edit this page"
+msgstr "Redigera den här sidan"
 
 msgid "By the"
 msgstr "Av den"
 
-msgid "Last updated on"
-msgstr "Senast uppdaterad den"
-
-msgid "Download source file"
-msgstr "Ladda ner källfil"
-
-msgid "Download this page"
-msgstr "Ladda ner den här sidan"
+msgid "next page"
+msgstr "nästa sida"
diff --git a/_static/locales/ta/LC_MESSAGES/booktheme.po b/_static/locales/ta/LC_MESSAGES/booktheme.po
index 500042f4..b48bdfaf 100644
--- a/_static/locales/ta/LC_MESSAGES/booktheme.po
+++ b/_static/locales/ta/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: ta\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "PDF இல் அச்சிடுக"
+
 msgid "Theme by the"
 msgstr "வழங்கிய தீம்"
 
-msgid "Open an issue"
-msgstr "சிக்கலைத் திறக்கவும்"
-
-msgid "Download notebook file"
-msgstr "நோட்புக் கோப்பைப் பதிவிறக்கவும்"
+msgid "Download source file"
+msgstr "மூல கோப்பைப் பதிவிறக்குக"
 
-msgid "Sphinx Book Theme"
-msgstr "ஸ்பிங்க்ஸ் புத்தக தீம்"
+msgid "open issue"
+msgstr "திறந்த பிரச்சினை"
 
-msgid "Edit this page"
-msgstr "இந்தப் பக்கத்தைத் திருத்தவும்"
+msgid "previous page"
+msgstr "முந்தைய பக்கம்"
 
-msgid "By"
-msgstr "வழங்கியவர்"
+msgid "Download notebook file"
+msgstr "நோட்புக் கோப்பைப் பதிவிறக்கவும்"
 
 msgid "Copyright"
 msgstr "பதிப்புரிமை"
 
+msgid "Download this page"
+msgstr "இந்தப் பக்கத்தைப் பதிவிறக்கவும்"
+
 msgid "Source repository"
 msgstr "மூல களஞ்சியம்"
 
-msgid "previous page"
-msgstr "முந்தைய பக்கம்"
+msgid "By"
+msgstr "வழங்கியவர்"
 
-msgid "next page"
-msgstr "அடுத்த பக்கம்"
+msgid "Last updated on"
+msgstr "கடைசியாக புதுப்பிக்கப்பட்டது"
 
 msgid "Toggle navigation"
 msgstr "வழிசெலுத்தலை நிலைமாற்று"
 
+msgid "Sphinx Book Theme"
+msgstr "ஸ்பிங்க்ஸ் புத்தக தீம்"
+
 msgid "suggest edit"
 msgstr "திருத்த பரிந்துரைக்கவும்"
 
-msgid "open issue"
-msgstr "திறந்த பிரச்சினை"
+msgid "Open an issue"
+msgstr "சிக்கலைத் திறக்கவும்"
 
 msgid "Launch"
 msgstr "தொடங்க"
 
-msgid "Print to PDF"
-msgstr "PDF இல் அச்சிடுக"
+msgid "Edit this page"
+msgstr "இந்தப் பக்கத்தைத் திருத்தவும்"
 
 msgid "By the"
 msgstr "மூலம்"
 
-msgid "Last updated on"
-msgstr "கடைசியாக புதுப்பிக்கப்பட்டது"
-
-msgid "Download source file"
-msgstr "மூல கோப்பைப் பதிவிறக்குக"
-
-msgid "Download this page"
-msgstr "இந்தப் பக்கத்தைப் பதிவிறக்கவும்"
+msgid "next page"
+msgstr "அடுத்த பக்கம்"
diff --git a/_static/locales/te/LC_MESSAGES/booktheme.po b/_static/locales/te/LC_MESSAGES/booktheme.po
index b1afebba..952278f5 100644
--- a/_static/locales/te/LC_MESSAGES/booktheme.po
+++ b/_static/locales/te/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: te\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "PDF కి ముద్రించండి"
+
 msgid "Theme by the"
 msgstr "ద్వారా థీమ్"
 
-msgid "Open an issue"
-msgstr "సమస్యను తెరవండి"
-
-msgid "Download notebook file"
-msgstr "నోట్బుక్ ఫైల్ను డౌన్లోడ్ చేయండి"
+msgid "Download source file"
+msgstr "మూల ఫైల్‌ను డౌన్‌లోడ్ చేయండి"
 
-msgid "Sphinx Book Theme"
-msgstr "సింహిక పుస్తక థీమ్"
+msgid "open issue"
+msgstr "ఓపెన్ ఇష్యూ"
 
-msgid "Edit this page"
-msgstr "ఈ పేజీని సవరించండి"
+msgid "previous page"
+msgstr "ముందు పేజి"
 
-msgid "By"
-msgstr "ద్వారా"
+msgid "Download notebook file"
+msgstr "నోట్బుక్ ఫైల్ను డౌన్లోడ్ చేయండి"
 
 msgid "Copyright"
 msgstr "కాపీరైట్"
 
+msgid "Download this page"
+msgstr "ఈ పేజీని డౌన్‌లోడ్ చేయండి"
+
 msgid "Source repository"
 msgstr "మూల రిపోజిటరీ"
 
-msgid "previous page"
-msgstr "ముందు పేజి"
+msgid "By"
+msgstr "ద్వారా"
 
-msgid "next page"
-msgstr "తరువాతి పేజీ"
+msgid "Last updated on"
+msgstr "చివరిగా నవీకరించబడింది"
 
 msgid "Toggle navigation"
 msgstr "నావిగేషన్‌ను టోగుల్ చేయండి"
 
+msgid "Sphinx Book Theme"
+msgstr "సింహిక పుస్తక థీమ్"
+
 msgid "suggest edit"
 msgstr "సవరించమని సూచించండి"
 
-msgid "open issue"
-msgstr "ఓపెన్ ఇష్యూ"
+msgid "Open an issue"
+msgstr "సమస్యను తెరవండి"
 
 msgid "Launch"
 msgstr "ప్రారంభించండి"
 
-msgid "Print to PDF"
-msgstr "PDF కి ముద్రించండి"
+msgid "Edit this page"
+msgstr "ఈ పేజీని సవరించండి"
 
 msgid "By the"
 msgstr "ద్వారా"
 
-msgid "Last updated on"
-msgstr "చివరిగా నవీకరించబడింది"
-
-msgid "Download source file"
-msgstr "మూల ఫైల్‌ను డౌన్‌లోడ్ చేయండి"
-
-msgid "Download this page"
-msgstr "ఈ పేజీని డౌన్‌లోడ్ చేయండి"
+msgid "next page"
+msgstr "తరువాతి పేజీ"
diff --git a/_static/locales/tg/LC_MESSAGES/booktheme.po b/_static/locales/tg/LC_MESSAGES/booktheme.po
index 29b8237b..c33dc421 100644
--- a/_static/locales/tg/LC_MESSAGES/booktheme.po
+++ b/_static/locales/tg/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: tg\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Чоп ба PDF"
+
 msgid "Theme by the"
 msgstr "Мавзӯъи аз"
 
-msgid "Open an issue"
-msgstr "Масъаларо кушоед"
+msgid "Download source file"
+msgstr "Файли манбаъро зеркашӣ кунед"
+
+msgid "open issue"
+msgstr "барориши кушод"
 
 msgid "Contents"
 msgstr "Мундариҷа"
 
+msgid "previous page"
+msgstr "саҳифаи қаблӣ"
+
 msgid "Download notebook file"
 msgstr "Файли дафтарро зеркашӣ кунед"
 
-msgid "Sphinx Book Theme"
-msgstr "Сфинкс Мавзӯи китоб"
-
-msgid "Fullscreen mode"
-msgstr "Ҳолати экрани пурра"
-
-msgid "Edit this page"
-msgstr "Ин саҳифаро таҳрир кунед"
-
-msgid "By"
-msgstr "Бо"
-
 msgid "Copyright"
 msgstr "Ҳуқуқи муаллиф"
 
+msgid "Download this page"
+msgstr "Ин саҳифаро зеркашӣ кунед"
+
 msgid "Source repository"
 msgstr "Анбори манбаъ"
 
-msgid "previous page"
-msgstr "саҳифаи қаблӣ"
+msgid "By"
+msgstr "Бо"
 
-msgid "next page"
-msgstr "саҳифаи оянда"
+msgid "repository"
+msgstr "анбор"
+
+msgid "Last updated on"
+msgstr "Last навсозӣ дар"
 
 msgid "Toggle navigation"
 msgstr "Гузаришро иваз кунед"
 
-msgid "repository"
-msgstr "анбор"
+msgid "Sphinx Book Theme"
+msgstr "Сфинкс Мавзӯи китоб"
 
 msgid "suggest edit"
 msgstr "пешниҳод вироиш"
 
-msgid "open issue"
-msgstr "барориши кушод"
+msgid "Open an issue"
+msgstr "Масъаларо кушоед"
 
 msgid "Launch"
 msgstr "Оғоз"
 
-msgid "Print to PDF"
-msgstr "Чоп ба PDF"
+msgid "Fullscreen mode"
+msgstr "Ҳолати экрани пурра"
+
+msgid "Edit this page"
+msgstr "Ин саҳифаро таҳрир кунед"
 
 msgid "By the"
 msgstr "Бо"
 
-msgid "Last updated on"
-msgstr "Last навсозӣ дар"
-
-msgid "Download source file"
-msgstr "Файли манбаъро зеркашӣ кунед"
-
-msgid "Download this page"
-msgstr "Ин саҳифаро зеркашӣ кунед"
+msgid "next page"
+msgstr "саҳифаи оянда"
diff --git a/_static/locales/th/LC_MESSAGES/booktheme.po b/_static/locales/th/LC_MESSAGES/booktheme.po
index ac65ee05..9d24294a 100644
--- a/_static/locales/th/LC_MESSAGES/booktheme.po
+++ b/_static/locales/th/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: th\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "พิมพ์เป็น PDF"
+
 msgid "Theme by the"
 msgstr "ธีมโดย"
 
-msgid "Open an issue"
+msgid "Download source file"
+msgstr "ดาวน์โหลดไฟล์ต้นฉบับ"
+
+msgid "open issue"
 msgstr "เปิดปัญหา"
 
 msgid "Contents"
 msgstr "สารบัญ"
 
+msgid "previous page"
+msgstr "หน้าที่แล้ว"
+
 msgid "Download notebook file"
 msgstr "ดาวน์โหลดไฟล์สมุดบันทึก"
 
-msgid "Sphinx Book Theme"
-msgstr "ธีมหนังสือสฟิงซ์"
-
-msgid "Fullscreen mode"
-msgstr "โหมดเต็มหน้าจอ"
-
-msgid "Edit this page"
-msgstr "แก้ไขหน้านี้"
-
-msgid "By"
-msgstr "โดย"
-
 msgid "Copyright"
 msgstr "ลิขสิทธิ์"
 
+msgid "Download this page"
+msgstr "ดาวน์โหลดหน้านี้"
+
 msgid "Source repository"
 msgstr "ที่เก็บซอร์ส"
 
-msgid "previous page"
-msgstr "หน้าที่แล้ว"
+msgid "By"
+msgstr "โดย"
 
-msgid "next page"
-msgstr "หน้าต่อไป"
+msgid "repository"
+msgstr "ที่เก็บ"
+
+msgid "Last updated on"
+msgstr "ปรับปรุงล่าสุดเมื่อ"
 
 msgid "Toggle navigation"
 msgstr "ไม่ต้องสลับช่องทาง"
 
-msgid "repository"
-msgstr "ที่เก็บ"
+msgid "Sphinx Book Theme"
+msgstr "ธีมหนังสือสฟิงซ์"
 
 msgid "suggest edit"
 msgstr "แนะนำแก้ไข"
 
-msgid "open issue"
+msgid "Open an issue"
 msgstr "เปิดปัญหา"
 
 msgid "Launch"
 msgstr "เปิด"
 
-msgid "Print to PDF"
-msgstr "พิมพ์เป็น PDF"
+msgid "Fullscreen mode"
+msgstr "โหมดเต็มหน้าจอ"
+
+msgid "Edit this page"
+msgstr "แก้ไขหน้านี้"
 
 msgid "By the"
 msgstr "โดย"
 
-msgid "Last updated on"
-msgstr "ปรับปรุงล่าสุดเมื่อ"
-
-msgid "Download source file"
-msgstr "ดาวน์โหลดไฟล์ต้นฉบับ"
-
-msgid "Download this page"
-msgstr "ดาวน์โหลดหน้านี้"
+msgid "next page"
+msgstr "หน้าต่อไป"
diff --git a/_static/locales/tl/LC_MESSAGES/booktheme.po b/_static/locales/tl/LC_MESSAGES/booktheme.po
index 662d66ca..20e0d07c 100644
--- a/_static/locales/tl/LC_MESSAGES/booktheme.po
+++ b/_static/locales/tl/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: tl\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "I-print sa PDF"
+
 msgid "Theme by the"
 msgstr "Tema ng"
 
-msgid "Open an issue"
-msgstr "Magbukas ng isyu"
-
-msgid "Download notebook file"
-msgstr "Mag-download ng file ng notebook"
+msgid "Download source file"
+msgstr "Mag-download ng file ng pinagmulan"
 
-msgid "Sphinx Book Theme"
-msgstr "Tema ng Sphinx Book"
+msgid "open issue"
+msgstr "bukas na isyu"
 
-msgid "Edit this page"
-msgstr "I-edit ang pahinang ito"
+msgid "previous page"
+msgstr "Nakaraang pahina"
 
-msgid "By"
-msgstr "Ni"
+msgid "Download notebook file"
+msgstr "Mag-download ng file ng notebook"
 
 msgid "Copyright"
 msgstr "Copyright"
 
+msgid "Download this page"
+msgstr "I-download ang pahinang ito"
+
 msgid "Source repository"
 msgstr "Pinagmulan ng imbakan"
 
-msgid "previous page"
-msgstr "Nakaraang pahina"
+msgid "By"
+msgstr "Ni"
 
-msgid "next page"
-msgstr "Susunod na pahina"
+msgid "Last updated on"
+msgstr "Huling na-update noong"
 
 msgid "Toggle navigation"
 msgstr "I-toggle ang pag-navigate"
 
+msgid "Sphinx Book Theme"
+msgstr "Tema ng Sphinx Book"
+
 msgid "suggest edit"
 msgstr "iminumungkahi i-edit"
 
-msgid "open issue"
-msgstr "bukas na isyu"
+msgid "Open an issue"
+msgstr "Magbukas ng isyu"
 
 msgid "Launch"
 msgstr "Ilunsad"
 
-msgid "Print to PDF"
-msgstr "I-print sa PDF"
+msgid "Edit this page"
+msgstr "I-edit ang pahinang ito"
 
 msgid "By the"
 msgstr "Sa pamamagitan ng"
 
-msgid "Last updated on"
-msgstr "Huling na-update noong"
-
-msgid "Download source file"
-msgstr "Mag-download ng file ng pinagmulan"
-
-msgid "Download this page"
-msgstr "I-download ang pahinang ito"
+msgid "next page"
+msgstr "Susunod na pahina"
diff --git a/_static/locales/tr/LC_MESSAGES/booktheme.po b/_static/locales/tr/LC_MESSAGES/booktheme.po
index d1ae7233..a77eb027 100644
--- a/_static/locales/tr/LC_MESSAGES/booktheme.po
+++ b/_static/locales/tr/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: tr\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "PDF olarak yazdır"
+
 msgid "Theme by the"
 msgstr "Tarafından tema"
 
-msgid "Open an issue"
-msgstr "Bir sorunu açın"
+msgid "Download source file"
+msgstr "Kaynak dosyayı indirin"
+
+msgid "open issue"
+msgstr "Açık konu"
 
 msgid "Contents"
 msgstr "İçindekiler"
 
+msgid "previous page"
+msgstr "önceki sayfa"
+
 msgid "Download notebook file"
 msgstr "Defter dosyasını indirin"
 
-msgid "Sphinx Book Theme"
-msgstr "Sfenks Kitap Teması"
-
-msgid "Fullscreen mode"
-msgstr "Tam ekran modu"
-
-msgid "Edit this page"
-msgstr "Bu sayfayı düzenle"
-
-msgid "By"
-msgstr "Tarafından"
-
 msgid "Copyright"
 msgstr "Telif hakkı"
 
+msgid "Download this page"
+msgstr "Bu sayfayı indirin"
+
 msgid "Source repository"
 msgstr "Kaynak kod deposu"
 
-msgid "previous page"
-msgstr "önceki sayfa"
+msgid "By"
+msgstr "Tarafından"
 
-msgid "next page"
-msgstr "sonraki Sayfa"
+msgid "repository"
+msgstr "depo"
+
+msgid "Last updated on"
+msgstr "Son güncelleme tarihi"
 
 msgid "Toggle navigation"
 msgstr "Gezinmeyi değiştir"
 
-msgid "repository"
-msgstr "depo"
+msgid "Sphinx Book Theme"
+msgstr "Sfenks Kitap Teması"
 
 msgid "suggest edit"
 msgstr "düzenleme öner"
 
-msgid "open issue"
-msgstr "Açık konu"
+msgid "Open an issue"
+msgstr "Bir sorunu açın"
 
 msgid "Launch"
 msgstr "Başlatmak"
 
-msgid "Print to PDF"
-msgstr "PDF olarak yazdır"
+msgid "Fullscreen mode"
+msgstr "Tam ekran modu"
+
+msgid "Edit this page"
+msgstr "Bu sayfayı düzenle"
 
 msgid "By the"
 msgstr "Tarafından"
 
-msgid "Last updated on"
-msgstr "Son güncelleme tarihi"
-
-msgid "Download source file"
-msgstr "Kaynak dosyayı indirin"
-
-msgid "Download this page"
-msgstr "Bu sayfayı indirin"
+msgid "next page"
+msgstr "sonraki Sayfa"
diff --git a/_static/locales/uk/LC_MESSAGES/booktheme.po b/_static/locales/uk/LC_MESSAGES/booktheme.po
index be49ab85..993dd078 100644
--- a/_static/locales/uk/LC_MESSAGES/booktheme.po
+++ b/_static/locales/uk/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: uk\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "Друк у форматі PDF"
+
 msgid "Theme by the"
 msgstr "Тема від"
 
-msgid "Open an issue"
-msgstr "Відкрийте випуск"
+msgid "Download source file"
+msgstr "Завантажити вихідний файл"
+
+msgid "open issue"
+msgstr "відкритий випуск"
 
 msgid "Contents"
 msgstr "Зміст"
 
+msgid "previous page"
+msgstr "Попередня сторінка"
+
 msgid "Download notebook file"
 msgstr "Завантажте файл блокнота"
 
-msgid "Sphinx Book Theme"
-msgstr "Тема книги \"Сфінкс\""
-
-msgid "Fullscreen mode"
-msgstr "Повноекранний режим"
-
-msgid "Edit this page"
-msgstr "Редагувати цю сторінку"
-
-msgid "By"
-msgstr "Автор"
-
 msgid "Copyright"
 msgstr "Авторське право"
 
+msgid "Download this page"
+msgstr "Завантажте цю сторінку"
+
 msgid "Source repository"
 msgstr "Джерело сховища"
 
-msgid "previous page"
-msgstr "Попередня сторінка"
+msgid "By"
+msgstr "Автор"
 
-msgid "next page"
-msgstr "Наступна сторінка"
+msgid "repository"
+msgstr "сховище"
+
+msgid "Last updated on"
+msgstr "Останнє оновлення:"
 
 msgid "Toggle navigation"
 msgstr "Переключити навігацію"
 
-msgid "repository"
-msgstr "сховище"
+msgid "Sphinx Book Theme"
+msgstr "Тема книги \"Сфінкс\""
 
 msgid "suggest edit"
 msgstr "запропонувати редагувати"
 
-msgid "open issue"
-msgstr "відкритий випуск"
+msgid "Open an issue"
+msgstr "Відкрийте випуск"
 
 msgid "Launch"
 msgstr "Запуск"
 
-msgid "Print to PDF"
-msgstr "Друк у форматі PDF"
+msgid "Fullscreen mode"
+msgstr "Повноекранний режим"
+
+msgid "Edit this page"
+msgstr "Редагувати цю сторінку"
 
 msgid "By the"
 msgstr "По"
 
-msgid "Last updated on"
-msgstr "Останнє оновлення:"
-
-msgid "Download source file"
-msgstr "Завантажити вихідний файл"
-
-msgid "Download this page"
-msgstr "Завантажте цю сторінку"
+msgid "next page"
+msgstr "Наступна сторінка"
diff --git a/_static/locales/ur/LC_MESSAGES/booktheme.po b/_static/locales/ur/LC_MESSAGES/booktheme.po
index 94bcab33..2f774267 100644
--- a/_static/locales/ur/LC_MESSAGES/booktheme.po
+++ b/_static/locales/ur/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: ur\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "پی ڈی ایف پرنٹ کریں"
+
 msgid "Theme by the"
 msgstr "کے ذریعہ تھیم"
 
-msgid "Open an issue"
-msgstr "ایک مسئلہ کھولیں"
-
-msgid "Download notebook file"
-msgstr "نوٹ بک فائل ڈاؤن لوڈ کریں"
+msgid "Download source file"
+msgstr "سورس فائل ڈاؤن لوڈ کریں"
 
-msgid "Sphinx Book Theme"
-msgstr "سپنکس بک تھیم"
+msgid "open issue"
+msgstr "کھلا مسئلہ"
 
-msgid "Edit this page"
-msgstr "اس صفحے میں ترمیم کریں"
+msgid "previous page"
+msgstr "سابقہ ​​صفحہ"
 
-msgid "By"
-msgstr "بذریعہ"
+msgid "Download notebook file"
+msgstr "نوٹ بک فائل ڈاؤن لوڈ کریں"
 
 msgid "Copyright"
 msgstr "کاپی رائٹ"
 
+msgid "Download this page"
+msgstr "اس صفحے کو ڈاؤن لوڈ کریں"
+
 msgid "Source repository"
 msgstr "ماخذ ذخیرہ"
 
-msgid "previous page"
-msgstr "سابقہ ​​صفحہ"
+msgid "By"
+msgstr "بذریعہ"
 
-msgid "next page"
-msgstr "اگلا صفحہ"
+msgid "Last updated on"
+msgstr "آخری بار تازہ کاری ہوئی"
 
 msgid "Toggle navigation"
 msgstr "نیویگیشن ٹوگل کریں"
 
+msgid "Sphinx Book Theme"
+msgstr "سپنکس بک تھیم"
+
 msgid "suggest edit"
 msgstr "ترمیم کی تجویز کریں"
 
-msgid "open issue"
-msgstr "کھلا مسئلہ"
+msgid "Open an issue"
+msgstr "ایک مسئلہ کھولیں"
 
 msgid "Launch"
 msgstr "لانچ کریں"
 
-msgid "Print to PDF"
-msgstr "پی ڈی ایف پرنٹ کریں"
+msgid "Edit this page"
+msgstr "اس صفحے میں ترمیم کریں"
 
 msgid "By the"
 msgstr "کی طرف"
 
-msgid "Last updated on"
-msgstr "آخری بار تازہ کاری ہوئی"
-
-msgid "Download source file"
-msgstr "سورس فائل ڈاؤن لوڈ کریں"
-
-msgid "Download this page"
-msgstr "اس صفحے کو ڈاؤن لوڈ کریں"
+msgid "next page"
+msgstr "اگلا صفحہ"
diff --git a/_static/locales/vi/LC_MESSAGES/booktheme.po b/_static/locales/vi/LC_MESSAGES/booktheme.po
index 116236dc..33159f3e 100644
--- a/_static/locales/vi/LC_MESSAGES/booktheme.po
+++ b/_static/locales/vi/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: vi\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "In sang PDF"
+
 msgid "Theme by the"
 msgstr "Chủ đề của"
 
-msgid "Open an issue"
-msgstr "Mở một vấn đề"
+msgid "Download source file"
+msgstr "Tải xuống tệp nguồn"
+
+msgid "open issue"
+msgstr "vấn đề mở"
 
 msgid "Contents"
 msgstr "Nội dung"
 
+msgid "previous page"
+msgstr "trang trước"
+
 msgid "Download notebook file"
 msgstr "Tải xuống tệp sổ tay"
 
-msgid "Sphinx Book Theme"
-msgstr "Chủ đề sách nhân sư"
-
-msgid "Fullscreen mode"
-msgstr "Chế độ toàn màn hình"
-
-msgid "Edit this page"
-msgstr "chỉnh sửa trang này"
-
-msgid "By"
-msgstr "Bởi"
-
 msgid "Copyright"
 msgstr "Bản quyền"
 
+msgid "Download this page"
+msgstr "Tải xuống trang này"
+
 msgid "Source repository"
 msgstr "Kho nguồn"
 
-msgid "previous page"
-msgstr "trang trước"
+msgid "By"
+msgstr "Bởi"
 
-msgid "next page"
-msgstr "Trang tiếp theo"
+msgid "repository"
+msgstr "kho"
+
+msgid "Last updated on"
+msgstr "Cập nhật lần cuối vào"
 
 msgid "Toggle navigation"
 msgstr "Chuyển đổi điều hướng thành"
 
-msgid "repository"
-msgstr "kho"
+msgid "Sphinx Book Theme"
+msgstr "Chủ đề sách nhân sư"
 
 msgid "suggest edit"
 msgstr "đề nghị chỉnh sửa"
 
-msgid "open issue"
-msgstr "vấn đề mở"
+msgid "Open an issue"
+msgstr "Mở một vấn đề"
 
 msgid "Launch"
 msgstr "Phóng"
 
-msgid "Print to PDF"
-msgstr "In sang PDF"
+msgid "Fullscreen mode"
+msgstr "Chế độ toàn màn hình"
+
+msgid "Edit this page"
+msgstr "chỉnh sửa trang này"
 
 msgid "By the"
 msgstr "Bằng"
 
-msgid "Last updated on"
-msgstr "Cập nhật lần cuối vào"
-
-msgid "Download source file"
-msgstr "Tải xuống tệp nguồn"
-
-msgid "Download this page"
-msgstr "Tải xuống trang này"
+msgid "next page"
+msgstr "Trang tiếp theo"
diff --git a/_static/locales/zh_CN/LC_MESSAGES/booktheme.po b/_static/locales/zh_CN/LC_MESSAGES/booktheme.po
index 4f4ab579..2e519ef4 100644
--- a/_static/locales/zh_CN/LC_MESSAGES/booktheme.po
+++ b/_static/locales/zh_CN/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: zh_CN\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "列印成 PDF"
+
 msgid "Theme by the"
 msgstr "主题作者："
 
-msgid "Open an issue"
+msgid "Download source file"
+msgstr "下载源文件"
+
+msgid "open issue"
 msgstr "创建议题"
 
 msgid "Contents"
 msgstr "目录"
 
+msgid "previous page"
+msgstr "上一页"
+
 msgid "Download notebook file"
 msgstr "下载笔记本文件"
 
-msgid "Sphinx Book Theme"
-msgstr "Sphinx Book 主题"
-
-msgid "Fullscreen mode"
-msgstr "全屏模式"
-
-msgid "Edit this page"
-msgstr "编辑此页面"
-
-msgid "By"
-msgstr "作者："
-
 msgid "Copyright"
 msgstr "版权"
 
+msgid "Download this page"
+msgstr "下载此页面"
+
 msgid "Source repository"
 msgstr "源码库"
 
-msgid "previous page"
-msgstr "上一页"
+msgid "By"
+msgstr "作者："
 
-msgid "next page"
-msgstr "下一页"
+msgid "repository"
+msgstr "仓库"
+
+msgid "Last updated on"
+msgstr "上次更新时间："
 
 msgid "Toggle navigation"
 msgstr "显示或隐藏导航栏"
 
-msgid "repository"
-msgstr "仓库"
+msgid "Sphinx Book Theme"
+msgstr "Sphinx Book 主题"
 
 msgid "suggest edit"
 msgstr "提出修改建议"
 
-msgid "open issue"
+msgid "Open an issue"
 msgstr "创建议题"
 
 msgid "Launch"
 msgstr "启动"
 
-msgid "Print to PDF"
-msgstr "列印成 PDF"
+msgid "Fullscreen mode"
+msgstr "全屏模式"
+
+msgid "Edit this page"
+msgstr "编辑此页面"
 
 msgid "By the"
 msgstr "作者："
 
-msgid "Last updated on"
-msgstr "上次更新时间："
-
-msgid "Download source file"
-msgstr "下载源文件"
-
-msgid "Download this page"
-msgstr "下载此页面"
+msgid "next page"
+msgstr "下一页"
diff --git a/_static/locales/zh_TW/LC_MESSAGES/booktheme.po b/_static/locales/zh_TW/LC_MESSAGES/booktheme.po
index 42b43b86..beecb076 100644
--- a/_static/locales/zh_TW/LC_MESSAGES/booktheme.po
+++ b/_static/locales/zh_TW/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: zh_TW\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
+msgid "Print to PDF"
+msgstr "列印成 PDF"
+
 msgid "Theme by the"
 msgstr "佈景主題作者："
 
-msgid "Open an issue"
-msgstr "開啟議題"
+msgid "Download source file"
+msgstr "下載原始檔"
+
+msgid "open issue"
+msgstr "公開的問題"
 
 msgid "Contents"
 msgstr "目錄"
 
+msgid "previous page"
+msgstr "上一頁"
+
 msgid "Download notebook file"
 msgstr "下載 Notebook 檔案"
 
-msgid "Sphinx Book Theme"
-msgstr "Sphinx Book 佈景主題"
-
-msgid "Fullscreen mode"
-msgstr "全螢幕模式"
-
-msgid "Edit this page"
-msgstr "編輯此頁面"
-
-msgid "By"
-msgstr "作者："
-
 msgid "Copyright"
 msgstr "Copyright"
 
+msgid "Download this page"
+msgstr "下載此頁面"
+
 msgid "Source repository"
 msgstr "來源儲存庫"
 
-msgid "previous page"
-msgstr "上一頁"
+msgid "By"
+msgstr "作者："
 
-msgid "next page"
-msgstr "下一頁"
+msgid "repository"
+msgstr "儲存庫"
+
+msgid "Last updated on"
+msgstr "最後更新時間："
 
 msgid "Toggle navigation"
 msgstr "顯示或隱藏導覽列"
 
-msgid "repository"
-msgstr "儲存庫"
+msgid "Sphinx Book Theme"
+msgstr "Sphinx Book 佈景主題"
 
 msgid "suggest edit"
 msgstr "提出修改建議"
 
-msgid "open issue"
-msgstr "公開的問題"
+msgid "Open an issue"
+msgstr "開啟議題"
 
 msgid "Launch"
 msgstr "啟動"
 
-msgid "Print to PDF"
-msgstr "列印成 PDF"
+msgid "Fullscreen mode"
+msgstr "全螢幕模式"
+
+msgid "Edit this page"
+msgstr "編輯此頁面"
 
 msgid "By the"
 msgstr "作者："
 
-msgid "Last updated on"
-msgstr "最後更新時間："
-
-msgid "Download source file"
-msgstr "下載原始檔"
-
-msgid "Download this page"
-msgstr "下載此頁面"
+msgid "next page"
+msgstr "下一頁"
diff --git a/_static/scripts/pydata-sphinx-theme.js b/_static/scripts/pydata-sphinx-theme.js
index 920b1864..9aac46de 100644
--- a/_static/scripts/pydata-sphinx-theme.js
+++ b/_static/scripts/pydata-sphinx-theme.js
@@ -1,2 +1,2 @@
-(()=>{"use strict";function e(e){"loading"!=document.readyState?e():document.addEventListener("DOMContentLoaded",e)}const t=e=>"string"==typeof e&&/^[v\d]/.test(e)&&o.test(e),n=(e,t,n)=>{u(n);const o=((e,t)=>{const n=r(e),o=r(t),a=n.pop(),c=o.pop(),s=i(n,o);return 0!==s?s:a&&c?i(a.split("."),c.split(".")):a||c?a?-1:1:0})(e,t);return d[n].includes(o)},o=/^[v^~<>=]*?(\d+)(?:\.([x*]|\d+)(?:\.([x*]|\d+)(?:\.([x*]|\d+))?(?:-([\da-z\-]+(?:\.[\da-z\-]+)*))?(?:\+[\da-z\-]+(?:\.[\da-z\-]+)*)?)?)?$/i,r=e=>{if("string"!=typeof e)throw new TypeError("Invalid argument expected string");const t=e.match(o);if(!t)throw new Error(`Invalid argument not valid semver ('${e}' received)`);return t.shift(),t},a=e=>"*"===e||"x"===e||"X"===e,c=e=>{const t=parseInt(e,10);return isNaN(t)?e:t},s=(e,t)=>{if(a(e)||a(t))return 0;const[n,o]=((e,t)=>typeof e!=typeof t?[String(e),String(t)]:[e,t])(c(e),c(t));return n>o?1:n<o?-1:0},i=(e,t)=>{for(let n=0;n<Math.max(e.length,t.length);n++){const o=s(e[n]||"0",t[n]||"0");if(0!==o)return o}return 0},d={">":[1],">=":[0,1],"=":[0],"<=":[-1,0],"<":[-1]},l=Object.keys(d),u=e=>{if("string"!=typeof e)throw new TypeError("Invalid operator type, expected string but got "+typeof e);if(-1===l.indexOf(e))throw new Error(`Invalid operator, expected one of ${l.join("|")}`)};var m=window.matchMedia("(prefers-color-scheme: dark)");function h(e){document.documentElement.dataset.theme=m.matches?"dark":"light"}function p(e){"light"!==e&&"dark"!==e&&"auto"!==e&&(console.error(`Got invalid theme mode: ${e}. Resetting to auto.`),e="auto");var t=m.matches?"dark":"light";document.documentElement.dataset.mode=e;var n="auto"==e?t:e;document.documentElement.dataset.theme=n,document.querySelectorAll(".dropdown-menu").forEach((e=>{"dark"===n?e.classList.add("dropdown-menu-dark"):e.classList.remove("dropdown-menu-dark")})),localStorage.setItem("mode",e),localStorage.setItem("theme",n),console.log(`[PST]: Changed to ${e} mode using the ${n} theme.`),m.onchange="auto"==e?h:""}function f(){const e=document.documentElement.dataset.defaultMode||"auto",t=localStorage.getItem("mode")||e;var n,o;p(((o=(n=m.matches?["auto","light","dark"]:["auto","dark","light"]).indexOf(t)+1)===n.length&&(o=0),n[o]))}var g=()=>{let e=document.querySelectorAll("form.bd-search");return e.length?(1==e.length?e[0]:document.querySelector("div:not(.search-button__search-container) > form.bd-search")).querySelector("input"):void 0},v=()=>{let e=g(),t=document.querySelector(".search-button__wrapper");e===t.querySelector("input")&&t.classList.toggle("show"),document.activeElement===e?e.blur():(e.focus(),e.select(),e.scrollIntoView({block:"center"}))},y=0===navigator.platform.indexOf("Mac")||"iPhone"===navigator.platform,b=()=>"dirhtml"==DOCUMENTATION_OPTIONS.BUILDER?"index"==DOCUMENTATION_OPTIONS.pagename?"/":`${DOCUMENTATION_OPTIONS.pagename}/`:`${DOCUMENTATION_OPTIONS.pagename}.html`;async function w(e){document.querySelector("#bd-header-version-warning").remove();const t=DOCUMENTATION_OPTIONS.VERSION,n=new Date,o=JSON.parse(localStorage.getItem("pst_banner_pref")||"{}");console.debug(`[PST] Dismissing the version warning banner on ${t} starting ${n}.`),o[t]=n,localStorage.setItem("pst_banner_pref",JSON.stringify(o))}async function E(e){e.preventDefault();const t=b();let n=e.currentTarget.getAttribute("href"),o=n.replace(t,"");try{(await fetch(n,{method:"HEAD"})).ok?location.href=n:location.href=o}catch(e){location.href=o}}async function S(){var e=document.querySelectorAll(".version-switcher__button");const o=e.length>0,r=DOCUMENTATION_OPTIONS.hasOwnProperty("theme_switcher_json_url"),a=DOCUMENTATION_OPTIONS.show_version_warning_banner;if(r&&(o||a)){const o=await async function(e){try{var t=new URL(e)}catch(n){if(!(n instanceof TypeError))throw n;{if(!window.location.origin)return null;const n=await fetch(window.location.origin,{method:"HEAD"});t=new URL(e,n.url)}}const n=await fetch(t);return await n.json()}(DOCUMENTATION_OPTIONS.theme_switcher_json_url);o&&(function(e,t){const n=b();t.forEach((e=>{e.dataset.activeVersionName="",e.dataset.activeVersion=""}));const o=(e=e.map((e=>(e.match=e.version==DOCUMENTATION_OPTIONS.theme_switcher_version_match,e.preferred=e.preferred||!1,"name"in e||(e.name=e.version),e)))).map((e=>e.preferred&&e.match)).some(Boolean);var r=!1;e.forEach((e=>{const 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diff --git a/_static/scripts/pydata-sphinx-theme.js.map b/_static/scripts/pydata-sphinx-theme.js.map
index 50e7fefe..410fe686 100644
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define several functions to replace jQuery methods\n * inspired by https://tobiasahlin.com/blog/move-from-jquery-to-vanilla-javascript/\n */\n\n/**\n * Execute a method if DOM has finished loading\n *\n * @param {function} callback the method to execute\n */\nexport function documentReady(callback) {\n  if (document.readyState != \"loading\") callback();\n  else document.addEventListener(\"DOMContentLoaded\", callback);\n}\n","/**\n * Compare [semver](https://semver.org/) version strings to find greater, equal or lesser.\n * This library supports the full semver specification, including comparing versions with different number of digits like `1.0.0`, `1.0`, `1`, and pre-release versions like `1.0.0-alpha`.\n * @param v1 - First version to compare\n * @param v2 - Second version to compare\n * @returns Numeric value compatible with the [Array.sort(fn) interface](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/sort#Parameters).\n */\nexport const compareVersions = (v1, v2) => {\n    // validate input and split into segments\n    const n1 = validateAndParse(v1);\n    const n2 = validateAndParse(v2);\n    // pop off the patch\n    const p1 = n1.pop();\n    const p2 = n2.pop();\n    // validate numbers\n    const r = compareSegments(n1, n2);\n    if (r !== 0)\n        return r;\n    // validate pre-release\n    if (p1 && p2) {\n        return compareSegments(p1.split('.'), p2.split('.'));\n    }\n    else if (p1 || p2) {\n        return p1 ? -1 : 1;\n    }\n    return 0;\n};\n/**\n * Validate [semver](https://semver.org/) version strings.\n *\n * @param version Version number to validate\n * @returns `true` if the version number is a valid semver version number, `false` otherwise.\n *\n * @example\n * ```\n * validate('1.0.0-rc.1'); // return true\n * validate('1.0-rc.1'); // return false\n * validate('foo'); // return false\n * ```\n */\nexport const validate = (version) => typeof version === 'string' && /^[v\\d]/.test(version) && semver.test(version);\n/**\n * Compare [semver](https://semver.org/) version strings using the specified operator.\n *\n * @param v1 First version to compare\n * @param v2 Second version to compare\n * @param operator Allowed arithmetic operator to use\n * @returns `true` if the comparison between the firstVersion and the secondVersion satisfies the operator, `false` otherwise.\n *\n * @example\n * ```\n * compare('10.1.8', '10.0.4', '>'); // return true\n * compare('10.0.1', '10.0.1', '='); // return true\n * compare('10.1.1', '10.2.2', '<'); // return true\n * compare('10.1.1', '10.2.2', '<='); // return true\n * compare('10.1.1', '10.2.2', '>='); // return false\n * ```\n */\nexport const compare = (v1, v2, operator) => {\n    // validate input operator\n    assertValidOperator(operator);\n    // since result of compareVersions can only be -1 or 0 or 1\n    // a simple map can be used to replace switch\n    const res = compareVersions(v1, v2);\n    return operatorResMap[operator].includes(res);\n};\n/**\n * Match [npm semver](https://docs.npmjs.com/cli/v6/using-npm/semver) version range.\n *\n * @param version Version number to match\n * @param range Range pattern for version\n * @returns `true` if the version number is within the range, `false` otherwise.\n *\n * @example\n * ```\n * satisfies('1.1.0', '^1.0.0'); // return true\n * satisfies('1.1.0', '~1.0.0'); // return false\n * ```\n */\nexport const satisfies = (version, range) => {\n    // if no range operator then \"=\"\n    const m = range.match(/^([<>=~^]+)/);\n    const op = m ? m[1] : '=';\n    // if gt/lt/eq then operator compare\n    if (op !== '^' && op !== '~')\n        return compare(version, range, op);\n    // else range of either \"~\" or \"^\" is assumed\n    const [v1, v2, v3, , vp] = validateAndParse(version);\n    const [r1, r2, r3, , rp] = validateAndParse(range);\n    const v = [v1, v2, v3];\n    const r = [r1, r2 !== null && r2 !== void 0 ? r2 : 'x', r3 !== null && r3 !== void 0 ? r3 : 'x'];\n    // validate pre-release\n    if (rp) {\n        if (!vp)\n            return false;\n        if (compareSegments(v, r) !== 0)\n            return false;\n        if (compareSegments(vp.split('.'), rp.split('.')) === -1)\n            return false;\n    }\n    // first non-zero number\n    const nonZero = r.findIndex((v) => v !== '0') + 1;\n    // pointer to where segments can be >=\n    const i = op === '~' ? 2 : nonZero > 1 ? nonZero : 1;\n    // before pointer must be equal\n    if (compareSegments(v.slice(0, i), r.slice(0, i)) !== 0)\n        return false;\n    // after pointer must be >=\n    if (compareSegments(v.slice(i), r.slice(i)) === -1)\n        return false;\n    return true;\n};\nconst semver = /^[v^~<>=]*?(\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+))?(?:-([\\da-z\\-]+(?:\\.[\\da-z\\-]+)*))?(?:\\+[\\da-z\\-]+(?:\\.[\\da-z\\-]+)*)?)?)?$/i;\nconst validateAndParse = (version) => {\n    if (typeof version !== 'string') {\n        throw new TypeError('Invalid argument expected string');\n    }\n    const match = version.match(semver);\n    if (!match) {\n        throw new Error(`Invalid argument not valid semver ('${version}' received)`);\n    }\n    match.shift();\n    return match;\n};\nconst isWildcard = (s) => s === '*' || s === 'x' || s === 'X';\nconst tryParse = (v) => {\n    const n = parseInt(v, 10);\n    return isNaN(n) ? v : n;\n};\nconst forceType = (a, b) => typeof a !== typeof b ? [String(a), String(b)] : [a, b];\nconst compareStrings = (a, b) => {\n    if (isWildcard(a) || isWildcard(b))\n        return 0;\n    const [ap, bp] = forceType(tryParse(a), tryParse(b));\n    if (ap > bp)\n        return 1;\n    if (ap < bp)\n        return -1;\n    return 0;\n};\nconst compareSegments = (a, b) => {\n    for (let i = 0; i < Math.max(a.length, b.length); i++) {\n        const r = compareStrings(a[i] || '0', b[i] || '0');\n        if (r !== 0)\n            return r;\n    }\n    return 0;\n};\nconst operatorResMap = {\n    '>': [1],\n    '>=': [0, 1],\n    '=': [0],\n    '<=': [-1, 0],\n    '<': [-1],\n};\nconst allowedOperators = Object.keys(operatorResMap);\nconst assertValidOperator = (op) => {\n    if (typeof op !== 'string') {\n        throw new TypeError(`Invalid operator type, expected string but got ${typeof op}`);\n    }\n    if (allowedOperators.indexOf(op) === -1) {\n        throw new Error(`Invalid operator, expected one of ${allowedOperators.join('|')}`);\n    }\n};\n//# sourceMappingURL=index.js.map","// Define the custom behavior of the page\nimport { documentReady } from \"./mixin\";\nimport { compare, validate } from \"compare-versions\";\n\nimport \"../styles/pydata-sphinx-theme.scss\";\n\n/*******************************************************************************\n * Theme interaction\n */\n\nvar prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\");\n\n/**\n * set the the body theme to the one specified by the user browser\n *\n * @param {event} e\n */\nfunction autoTheme(e) {\n  document.documentElement.dataset.theme = prefersDark.matches\n    ? \"dark\"\n    : \"light\";\n}\n\n/**\n * Set the theme using the specified mode.\n * It can be one of [\"auto\", \"dark\", \"light\"]\n *\n * @param {str} mode\n */\nfunction setTheme(mode) {\n  if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n    console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n    mode = \"auto\";\n  }\n\n  // get the theme\n  var colorScheme = prefersDark.matches ? \"dark\" : \"light\";\n  document.documentElement.dataset.mode = mode;\n  var theme = mode == \"auto\" ? colorScheme : mode;\n  document.documentElement.dataset.theme = theme;\n  // TODO: remove this line after Bootstrap upgrade\n  // v5.3 has a colors mode: https://getbootstrap.com/docs/5.3/customize/color-modes/\n  document.querySelectorAll(\".dropdown-menu\").forEach((el) => {\n    if (theme === \"dark\") {\n      el.classList.add(\"dropdown-menu-dark\");\n    } else {\n      el.classList.remove(\"dropdown-menu-dark\");\n    }\n  });\n\n  // save mode and theme\n  localStorage.setItem(\"mode\", mode);\n  localStorage.setItem(\"theme\", theme);\n  console.log(`[PST]: Changed to ${mode} mode using the ${theme} theme.`);\n\n  // add a listener if set on auto\n  prefersDark.onchange = mode == \"auto\" ? autoTheme : \"\";\n}\n\n/**\n * Change the theme option order so that clicking on the btn is always a change\n * from \"auto\"\n */\nfunction cycleMode() {\n  const defaultMode = document.documentElement.dataset.defaultMode || \"auto\";\n  const currentMode = localStorage.getItem(\"mode\") || defaultMode;\n\n  var loopArray = (arr, current) => {\n    var nextPosition = arr.indexOf(current) + 1;\n    if (nextPosition === arr.length) {\n      nextPosition = 0;\n    }\n    return arr[nextPosition];\n  };\n\n  // make sure the next theme after auto is always a change\n  var modeList = prefersDark.matches\n    ? [\"auto\", \"light\", \"dark\"]\n    : [\"auto\", \"dark\", \"light\"];\n  var newMode = loopArray(modeList, currentMode);\n  setTheme(newMode);\n}\n\n/**\n * add the theme listener on the btns of the navbar\n */\nfunction addModeListener() {\n  // the theme was set a first time using the initial mini-script\n  // running setMode will ensure the use of the dark mode if auto is selected\n  setTheme(document.documentElement.dataset.mode);\n\n  // Attach event handlers for toggling themes colors\n  document.querySelectorAll(\".theme-switch-button\").forEach((el) => {\n    el.addEventListener(\"click\", cycleMode);\n  });\n}\n\n/*******************************************************************************\n * TOC interactivity\n */\n\n/**\n * TOC sidebar - add \"active\" class to parent list\n *\n * Bootstrap's scrollspy adds the active class to the <a> link,\n * but for the automatic collapsing we need this on the parent list item.\n *\n * The event is triggered on \"window\" (and not the nav item as documented),\n * see https://github.com/twbs/bootstrap/issues/20086\n */\nfunction addTOCInteractivity() {\n  window.addEventListener(\"activate.bs.scrollspy\", function () {\n    const navLinks = document.querySelectorAll(\".bd-toc-nav a\");\n\n    navLinks.forEach((navLink) => {\n      navLink.parentElement.classList.remove(\"active\");\n    });\n\n    const activeNavLinks = document.querySelectorAll(\".bd-toc-nav a.active\");\n    activeNavLinks.forEach((navLink) => {\n      navLink.parentElement.classList.add(\"active\");\n    });\n  });\n}\n\n/*******************************************************************************\n * Scroll\n */\n\n/**\n * Navigation sidebar scrolling to active page\n */\nfunction scrollToActive() {\n  // If the docs nav doesn't exist, do nothing (e.g., on search page)\n  if (!document.querySelector(\".bd-docs-nav\")) {\n    return;\n  }\n\n  var sidebar = document.querySelector(\"div.bd-sidebar\");\n\n  // Remember the sidebar scroll position between page loads\n  // Inspired on source of revealjs.com\n  let storedScrollTop = parseInt(\n    sessionStorage.getItem(\"sidebar-scroll-top\"),\n    10,\n  );\n\n  if (!isNaN(storedScrollTop)) {\n    // If we've got a saved scroll position, just use that\n    sidebar.scrollTop = storedScrollTop;\n    console.log(\"[PST]: Scrolled sidebar using stored browser position...\");\n  } else {\n    // Otherwise, calculate a position to scroll to based on the lowest `active` link\n    var sidebarNav = document.querySelector(\".bd-docs-nav\");\n    var active_pages = sidebarNav.querySelectorAll(\".active\");\n    if (active_pages.length > 0) {\n      // Use the last active page as the offset since it's the page we're on\n      var latest_active = active_pages[active_pages.length - 1];\n      var offset =\n        latest_active.getBoundingClientRect().y -\n        sidebar.getBoundingClientRect().y;\n      // Only scroll the navbar if the active link is lower than 50% of the page\n      if (latest_active.getBoundingClientRect().y > window.innerHeight * 0.5) {\n        let buffer = 0.25; // Buffer so we have some space above the scrolled item\n        sidebar.scrollTop = offset - sidebar.clientHeight * buffer;\n        console.log(\"[PST]: Scrolled sidebar using last active link...\");\n      }\n    }\n  }\n\n  // Store the sidebar scroll position\n  window.addEventListener(\"beforeunload\", () => {\n    sessionStorage.setItem(\"sidebar-scroll-top\", sidebar.scrollTop);\n  });\n}\n\n/*******************************************************************************\n * Search\n */\n\n/**\n * Find any search forms on the page and return their input element\n */\nvar findSearchInput = () => {\n  let forms = document.querySelectorAll(\"form.bd-search\");\n  if (!forms.length) {\n    // no search form found\n    return;\n  } else {\n    var form;\n    if (forms.length == 1) {\n      // there is exactly one search form (persistent or hidden)\n      form = forms[0];\n    } else {\n      // must be at least one persistent form, use the first persistent one\n      form = document.querySelector(\n        \"div:not(.search-button__search-container) > form.bd-search\",\n      );\n    }\n    return form.querySelector(\"input\");\n  }\n};\n\n/**\n * Activate the search field on the page.\n * - If there is a search field already visible it will be activated.\n * - If not, then a search field will pop up.\n */\nvar toggleSearchField = () => {\n  // Find the search input to highlight\n  let input = findSearchInput();\n\n  // if the input field is the hidden one (the one associated with the\n  // search button) then toggle the button state (to show/hide the field)\n  let searchPopupWrapper = document.querySelector(\".search-button__wrapper\");\n  let hiddenInput = searchPopupWrapper.querySelector(\"input\");\n  if (input === hiddenInput) {\n    searchPopupWrapper.classList.toggle(\"show\");\n  }\n  // when toggling off the search field, remove its focus\n  if (document.activeElement === input) {\n    input.blur();\n  } else {\n    input.focus();\n    input.select();\n    input.scrollIntoView({ block: \"center\" });\n  }\n};\n\n/**\n * Add an event listener for toggleSearchField() for Ctrl/Cmd + K\n */\nvar addEventListenerForSearchKeyboard = () => {\n  window.addEventListener(\n    \"keydown\",\n    (event) => {\n      let input = findSearchInput();\n      // toggle on Ctrl+k or ⌘+k\n      if (\n        // Ignore if shift or alt are pressed\n        !event.shiftKey &&\n        !event.altKey &&\n        // On Mac use ⌘, all other OS use Ctrl\n        (useCommandKey\n          ? event.metaKey && !event.ctrlKey\n          : !event.metaKey && event.ctrlKey) &&\n        // Case-insensitive so the shortcut still works with caps lock\n        /^k$/i.test(event.key)\n      ) {\n        event.preventDefault();\n        toggleSearchField();\n      }\n      // also allow Escape key to hide (but not show) the dynamic search field\n      else if (document.activeElement === input && /Escape/i.test(event.key)) {\n        toggleSearchField();\n      }\n    },\n    true,\n  );\n};\n\n/**\n * If the user is on a Mac, use command (⌘) instead of control (ctrl) key\n *\n * Note: `navigator.platform` is deprecated; however MDN still recommends using\n * it for the one specific use case of detecting whether a keyboard shortcut\n * should use control or command:\n * https://developer.mozilla.org/en-US/docs/Web/API/Navigator/platform#examples\n */\nvar useCommandKey =\n  navigator.platform.indexOf(\"Mac\") === 0 || navigator.platform === \"iPhone\";\n\n/**\n * Change the search hint to `meta key` if we are a Mac\n */\n\nvar changeSearchShortcutKey = () => {\n  let shortcuts = document.querySelectorAll(\".search-button__kbd-shortcut\");\n  if (useCommandKey) {\n    shortcuts.forEach(\n      (f) => (f.querySelector(\"kbd.kbd-shortcut__modifier\").innerText = \"⌘\"),\n    );\n  }\n};\n\n/**\n * Activate callbacks for search button popup\n */\nvar setupSearchButtons = () => {\n  changeSearchShortcutKey();\n  addEventListenerForSearchKeyboard();\n\n  // Add the search button trigger event callback\n  document.querySelectorAll(\".search-button__button\").forEach((btn) => {\n    btn.onclick = toggleSearchField;\n  });\n\n  // Add the search button overlay event callback\n  let overlay = document.querySelector(\".search-button__overlay\");\n  if (overlay) {\n    overlay.onclick = toggleSearchField;\n  }\n};\n\n/*******************************************************************************\n * Version Switcher\n * Note that this depends on two variables existing that are defined in\n * and `html-page-context` hook:\n *\n * - DOCUMENTATION_OPTIONS.pagename\n * - DOCUMENTATION_OPTIONS.theme_switcher_url\n */\n\n/**\n * path component of URL\n */\nvar getCurrentUrlPath = () => {\n  if (DOCUMENTATION_OPTIONS.BUILDER == \"dirhtml\") {\n    return DOCUMENTATION_OPTIONS.pagename == \"index\"\n      ? `/`\n      : `${DOCUMENTATION_OPTIONS.pagename}/`;\n  }\n  return `${DOCUMENTATION_OPTIONS.pagename}.html`;\n};\n\n/**\n * Allow user to dismiss the warning banner about the docs version being dev / old.\n * We store the dismissal date and version, to give us flexibility about making the\n * dismissal last for longer than one browser session, if we decide to do that.\n *\n * @param {event} event the event that trigger the check\n */\nasync function DismissBannerAndStorePref(event) {\n  const banner = document.querySelector(\"#bd-header-version-warning\");\n  banner.remove();\n  const version = DOCUMENTATION_OPTIONS.VERSION;\n  const now = new Date();\n  const banner_pref = JSON.parse(\n    localStorage.getItem(\"pst_banner_pref\") || \"{}\",\n  );\n  console.debug(\n    `[PST] Dismissing the version warning banner on ${version} starting ${now}.`,\n  );\n  banner_pref[version] = now;\n  localStorage.setItem(\"pst_banner_pref\", JSON.stringify(banner_pref));\n}\n\n/**\n * Check if corresponding page path exists in other version of docs\n * and, if so, go there instead of the homepage of the other docs version\n *\n * @param {event} event the event that trigger the check\n */\nasync function checkPageExistsAndRedirect(event) {\n  // ensure we don't follow the initial link\n  event.preventDefault();\n  const currentFilePath = getCurrentUrlPath();\n  let tryUrl = event.currentTarget.getAttribute(\"href\");\n  let otherDocsHomepage = tryUrl.replace(currentFilePath, \"\");\n  try {\n    let head = await fetch(tryUrl, { method: \"HEAD\" });\n    if (head.ok) {\n      location.href = tryUrl; // the page exists, go there\n    } else {\n      location.href = otherDocsHomepage;\n    }\n  } catch (err) {\n    // something went wrong, probably CORS restriction, fallback to other docs homepage\n    location.href = otherDocsHomepage;\n  }\n}\n\n/**\n * Load and parse the version switcher JSON file from an absolute or relative URL.\n *\n * @param {string} url The URL to load version switcher entries from.\n */\nasync function fetchVersionSwitcherJSON(url) {\n  // first check if it's a valid URL\n  try {\n    var result = new URL(url);\n  } catch (err) {\n    if (err instanceof TypeError) {\n      if (!window.location.origin) {\n        // window.location.origin is null for local static sites\n        // (ie. window.location.protocol == 'file:')\n        //\n        // TODO: Fix this to return the static version switcher by working out\n        // how to get the correct path to the switcher JSON file on local static builds\n        return null;\n      }\n      // assume we got a relative path, and fix accordingly. But first, we need to\n      // use `fetch()` to follow redirects so we get the correct final base URL\n      const origin = await fetch(window.location.origin, { method: \"HEAD\" });\n      result = new URL(url, origin.url);\n    } else {\n      // something unexpected happened\n      throw err;\n    }\n  }\n  // load and return the JSON\n  const response = await fetch(result);\n  const data = await response.json();\n  return data;\n}\n\n// Populate the version switcher from the JSON data\nfunction populateVersionSwitcher(data, versionSwitcherBtns) {\n  const currentFilePath = getCurrentUrlPath();\n  versionSwitcherBtns.forEach((btn) => {\n    // Set empty strings by default so that these attributes exist and can be used in CSS selectors\n    btn.dataset[\"activeVersionName\"] = \"\";\n    btn.dataset[\"activeVersion\"] = \"\";\n  });\n  // in case there are multiple entries with the same version string, this helps us\n  // decide which entry's `name` to put on the button itself. Without this, it would\n  // always be the *last* version-matching entry; now it will be either the\n  // version-matching entry that is also marked as `\"preferred\": true`, or if that\n  // doesn't exist: the *first* version-matching entry.\n  data = data.map((entry) => {\n    // does this entry match the version that we're currently building/viewing?\n    entry.match =\n      entry.version == DOCUMENTATION_OPTIONS.theme_switcher_version_match;\n    entry.preferred = entry.preferred || false;\n    // if no custom name specified (e.g., \"latest\"), use version string\n    if (!(\"name\" in entry)) {\n      entry.name = entry.version;\n    }\n    return entry;\n  });\n  const hasMatchingPreferredEntry = data\n    .map((entry) => entry.preferred && entry.match)\n    .some(Boolean);\n  var foundMatch = false;\n  // create links to the corresponding page in the other docs versions\n  data.forEach((entry) => {\n    // create the node\n    const anchor = document.createElement(\"a\");\n    anchor.setAttribute(\n      \"class\",\n      \"dropdown-item list-group-item list-group-item-action py-1\",\n    );\n    anchor.setAttribute(\"href\", `${entry.url}${currentFilePath}`);\n    anchor.setAttribute(\"role\", \"option\");\n    const span = document.createElement(\"span\");\n    span.textContent = `${entry.name}`;\n    anchor.appendChild(span);\n    // Add dataset values for the version and name in case people want\n    // to apply CSS styling based on this information.\n    anchor.dataset[\"versionName\"] = entry.name;\n    anchor.dataset[\"version\"] = entry.version;\n    // replace dropdown button text with the preferred display name of the\n    // currently-viewed version, rather than using sphinx's {{ version }} variable.\n    // also highlight the dropdown entry for the currently-viewed version's entry\n    let matchesAndIsPreferred = hasMatchingPreferredEntry && entry.preferred;\n    let matchesAndIsFirst =\n      !hasMatchingPreferredEntry && !foundMatch && entry.match;\n    if (matchesAndIsPreferred || matchesAndIsFirst) {\n      anchor.classList.add(\"active\");\n      versionSwitcherBtns.forEach((btn) => {\n        btn.innerText = entry.name;\n        btn.dataset[\"activeVersionName\"] = entry.name;\n        btn.dataset[\"activeVersion\"] = entry.version;\n      });\n      foundMatch = true;\n    }\n    // There may be multiple version-switcher elements, e.g. one\n    // in a slide-over panel displayed on smaller screens.\n    document.querySelectorAll(\".version-switcher__menu\").forEach((menu) => {\n      // we need to clone the node for each menu, but onclick attributes are not\n      // preserved by `.cloneNode()` so we add onclick here after cloning.\n      let node = anchor.cloneNode(true);\n      node.onclick = checkPageExistsAndRedirect;\n      // on click, AJAX calls will check if the linked page exists before\n      // trying to redirect, and if not, will redirect to the homepage\n      // for that version of the docs.\n      menu.append(node);\n    });\n  });\n}\n\n/*******************************************************************************\n * Warning banner when viewing non-stable version of the docs.\n */\n\n/**\n * Show a warning banner when viewing a non-stable version of the docs.\n *\n * adapted 2023-06 from https://mne.tools/versionwarning.js, which was\n * originally adapted 2020-05 from https://scikit-learn.org/versionwarning.js\n *\n * @param {Array} data The version data used to populate the switcher menu.\n */\nfunction showVersionWarningBanner(data) {\n  var version = DOCUMENTATION_OPTIONS.VERSION;\n  // figure out what latest stable version is\n  var preferredEntries = data.filter((entry) => entry.preferred);\n  if (preferredEntries.length !== 1) {\n    const howMany = preferredEntries.length == 0 ? \"No\" : \"Multiple\";\n    console.log(\n      `[PST] ${howMany} versions marked \"preferred\" found in versions JSON, ignoring.`,\n    );\n    return;\n  }\n  const preferredVersion = preferredEntries[0].version;\n  const preferredURL = preferredEntries[0].url;\n  // if already on preferred version, nothing to do\n  const versionsAreComparable = validate(version) && validate(preferredVersion);\n  if (versionsAreComparable && compare(version, preferredVersion, \"=\")) {\n    console.log(\n      \"This is the prefered version of the docs, not showing the warning banner.\",\n    );\n    return;\n  }\n  // check if banner has been dismissed recently\n  const dismiss_date_str = JSON.parse(\n    localStorage.getItem(\"pst_banner_pref\") || \"{}\",\n  )[version];\n  if (dismiss_date_str != null) {\n    const dismiss_date = new Date(dismiss_date_str);\n    const now = new Date();\n    const milliseconds_in_a_day = 24 * 60 * 60 * 1000;\n    const days_passed = (now - dismiss_date) / milliseconds_in_a_day;\n    const timeout_in_days = 14;\n    if (days_passed < timeout_in_days) {\n      console.info(\n        `[PST] Suppressing version warning banner; was dismissed ${Math.floor(days_passed)} day(s) ago`,\n      );\n      return;\n    }\n  }\n\n  // now construct the warning banner\n  const banner = document.querySelector(\"#bd-header-version-warning\");\n  const middle = document.createElement(\"div\");\n  const inner = document.createElement(\"div\");\n  const bold = document.createElement(\"strong\");\n  const button = document.createElement(\"a\");\n  const close_btn = document.createElement(\"a\");\n  // these classes exist since pydata-sphinx-theme v0.10.0\n  // the init class is used for animation\n  middle.classList = \"bd-header-announcement__content  ms-auto me-auto\";\n  inner.classList = \"sidebar-message\";\n  button.classList =\n    \"btn text-wrap font-weight-bold ms-3 my-1 align-baseline pst-button-link-to-stable-version\";\n  button.href = `${preferredURL}${getCurrentUrlPath()}`;\n  button.innerText = \"Switch to stable version\";\n  button.onclick = checkPageExistsAndRedirect;\n  close_btn.classList = \"ms-3 my-1 align-baseline\";\n  const close_x = document.createElement(\"i\");\n  close_btn.append(close_x);\n  close_x.classList = \"fa-solid fa-xmark\";\n  close_btn.onclick = DismissBannerAndStorePref;\n  // add the version-dependent text\n  inner.innerText = \"This is documentation for \";\n  const isDev =\n    version.includes(\"dev\") ||\n    version.includes(\"rc\") ||\n    version.includes(\"pre\");\n  const newerThanPreferred =\n    versionsAreComparable && compare(version, preferredVersion, \">\");\n  if (isDev || newerThanPreferred) {\n    bold.innerText = \"an unstable development version\";\n  } else if (versionsAreComparable && compare(version, preferredVersion, \"<\")) {\n    bold.innerText = `an old version (${version})`;\n  } else if (!version) {\n    bold.innerText = \"an unknown version\"; // e.g., an empty string\n  } else {\n    bold.innerText = `version ${version}`;\n  }\n  banner.appendChild(middle);\n  banner.append(close_btn);\n  middle.appendChild(inner);\n  inner.appendChild(bold);\n  inner.appendChild(document.createTextNode(\".\"));\n  inner.appendChild(button);\n  banner.classList.remove(\"d-none\");\n}\n\n/*******************************************************************************\n * MutationObserver to move the ReadTheDocs button\n */\n\n/**\n * intercept the RTD flyout and place it in the rtd-footer-container if existing\n * if not it stays where on top of the page\n */\nfunction initRTDObserver() {\n  const mutatedCallback = (mutationList, observer) => {\n    mutationList.forEach((mutation) => {\n      // Check whether the mutation is for RTD, which will have a specific structure\n      if (mutation.addedNodes.length === 0) {\n        return;\n      }\n      if (mutation.addedNodes[0].data === undefined) {\n        return;\n      }\n      if (mutation.addedNodes[0].data.search(\"Inserted RTD Footer\") != -1) {\n        mutation.addedNodes.forEach((node) => {\n          document.getElementById(\"rtd-footer-container\").append(node);\n        });\n      }\n    });\n  };\n\n  const observer = new MutationObserver(mutatedCallback);\n  const config = { childList: true };\n  observer.observe(document.body, config);\n}\n\nasync function fetchAndUseVersions() {\n  // fetch the JSON version data (only once), then use it to populate the version\n  // switcher and maybe show the version warning bar\n  var versionSwitcherBtns = document.querySelectorAll(\n    \".version-switcher__button\",\n  );\n  const hasSwitcherMenu = versionSwitcherBtns.length > 0;\n  const hasVersionsJSON = DOCUMENTATION_OPTIONS.hasOwnProperty(\n    \"theme_switcher_json_url\",\n  );\n  const wantsWarningBanner = DOCUMENTATION_OPTIONS.show_version_warning_banner;\n\n  if (hasVersionsJSON && (hasSwitcherMenu || wantsWarningBanner)) {\n    const data = await fetchVersionSwitcherJSON(\n      DOCUMENTATION_OPTIONS.theme_switcher_json_url,\n    );\n    // TODO: remove the `if(data)` once the `return null` is fixed within fetchVersionSwitcherJSON.\n    // We don't really want the switcher and warning bar to silently not work.\n    if (data) {\n      populateVersionSwitcher(data, versionSwitcherBtns);\n      if (wantsWarningBanner) {\n        showVersionWarningBanner(data);\n      }\n    }\n  }\n}\n\n/*******************************************************************************\n * Add keyboard functionality to mobile sidebars.\n *\n * Wire up the hamburger-style buttons using the click event which (on buttons)\n * handles both mouse clicks and the space and enter keys.\n */\nfunction setupMobileSidebarKeyboardHandlers() {\n  // These are hidden checkboxes at the top of the page whose :checked property\n  // allows the mobile sidebars to be hidden or revealed via CSS.\n  const primaryToggle = document.getElementById(\"pst-primary-sidebar-checkbox\");\n  const secondaryToggle = document.getElementById(\n    \"pst-secondary-sidebar-checkbox\",\n  );\n  const primarySidebar = document.querySelector(\".bd-sidebar-primary\");\n  const secondarySidebar = document.querySelector(\".bd-sidebar-secondary\");\n\n  // Toggle buttons -\n  //\n  // These are the hamburger-style buttons in the header nav bar. When the user\n  // clicks, the button transmits the click to the hidden checkboxes used by the\n  // CSS to control whether the sidebar is open or closed.\n  const primaryClickTransmitter = document.querySelector(\".primary-toggle\");\n  const secondaryClickTransmitter = document.querySelector(\".secondary-toggle\");\n  [\n    [primaryClickTransmitter, primaryToggle, primarySidebar],\n    [secondaryClickTransmitter, secondaryToggle, secondarySidebar],\n  ].forEach(([clickTransmitter, toggle, sidebar]) => {\n    if (!clickTransmitter) {\n      return;\n    }\n    clickTransmitter.addEventListener(\"click\", (event) => {\n      event.preventDefault();\n      event.stopPropagation();\n      toggle.checked = !toggle.checked;\n\n      // If we are opening the sidebar, move focus to the first focusable item\n      // in the sidebar\n      if (toggle.checked) {\n        // Note: this selector is not exhaustive, and we may need to update it\n        // in the future\n        const tabStop = sidebar.querySelector(\"a, button\");\n        // use setTimeout because you cannot move focus synchronously during a\n        // click in the handler for the click event\n        setTimeout(() => tabStop.focus(), 100);\n      }\n    });\n  });\n\n  // Escape key -\n  //\n  // When sidebar is open, user should be able to press escape key to close the\n  // sidebar.\n  [\n    [primarySidebar, primaryToggle, primaryClickTransmitter],\n    [secondarySidebar, secondaryToggle, secondaryClickTransmitter],\n  ].forEach(([sidebar, toggle, transmitter]) => {\n    if (!sidebar) {\n      return;\n    }\n    sidebar.addEventListener(\"keydown\", (event) => {\n      if (event.key === \"Escape\") {\n        event.preventDefault();\n        event.stopPropagation();\n        toggle.checked = false;\n        transmitter.focus();\n      }\n    });\n  });\n\n  // When the <label> overlay is clicked to close the sidebar, return focus to\n  // the opener button in the nav bar.\n  [\n    [primaryToggle, primaryClickTransmitter],\n    [secondaryToggle, secondaryClickTransmitter],\n  ].forEach(([toggle, transmitter]) => {\n    toggle.addEventListener(\"change\", (event) => {\n      if (!event.currentTarget.checked) {\n        transmitter.focus();\n      }\n    });\n  });\n}\n\n/**\n * When the page loads, or the window resizes, or descendant nodes are added or\n * removed from the main element, check all code blocks and Jupyter notebook\n * outputs, and for each one that has scrollable overflow, set tabIndex = 0.\n */\nfunction addTabStopsToScrollableElements() {\n  const updateTabStops = () => {\n    document\n      .querySelectorAll(\n        \"pre, \" + // code blocks\n          \".nboutput > .output_area, \" + // NBSphinx notebook output\n          \".cell_output > .output, \" + // Myst-NB\n          \".jp-RenderedHTMLCommon\", // ipywidgets\n      )\n      .forEach((el) => {\n        el.tabIndex =\n          el.scrollWidth > el.clientWidth || el.scrollHeight > el.clientHeight\n            ? 0\n            : -1;\n      });\n  };\n  const debouncedUpdateTabStops = debounce(updateTabStops, 300);\n\n  // On window resize\n  window.addEventListener(\"resize\", debouncedUpdateTabStops);\n\n  // The following MutationObserver is for ipywidgets, which take some time to\n  // finish loading and rendering on the page (so even after the \"load\" event is\n  // fired, they still have not finished rendering). Would be nice to replace\n  // the MutationObserver if there is a way to hook into the ipywidgets code to\n  // know when it is done.\n  const mainObserver = new MutationObserver(debouncedUpdateTabStops);\n\n  // On descendant nodes added/removed from main element\n  mainObserver.observe(document.getElementById(\"main-content\"), {\n    subtree: true,\n    childList: true,\n  });\n\n  // On page load (when this function gets called)\n  updateTabStops();\n}\nfunction debounce(callback, wait) {\n  let timeoutId = null;\n  return (...args) => {\n    clearTimeout(timeoutId);\n    timeoutId = setTimeout(() => {\n      callback(...args);\n    }, wait);\n  };\n}\n\n/*******************************************************************************\n * Announcement banner - fetch and load remote HTML\n */\nasync function setupAnnouncementBanner() {\n  const banner = document.querySelector(\".bd-header-announcement\");\n  const { pstAnnouncementUrl } = banner.dataset;\n\n  if (!pstAnnouncementUrl) {\n    return;\n  }\n\n  try {\n    const response = await fetch(pstAnnouncementUrl);\n    if (!response.ok) {\n      throw new Error(\n        `[PST]: HTTP response status not ok: ${response.status} ${response.statusText}`,\n      );\n    }\n    const data = await response.text();\n    if (data.length === 0) {\n      console.log(`[PST]: Empty announcement at: ${pstAnnouncementUrl}`);\n      return;\n    }\n    banner.innerHTML = `<div class=\"bd-header-announcement__content\">${data}</div>`;\n    banner.classList.remove(\"d-none\");\n  } catch (_error) {\n    console.log(`[PST]: Failed to load announcement at: ${pstAnnouncementUrl}`);\n    console.error(_error);\n  }\n}\n\n/*******************************************************************************\n * Reveal (and animate) the banners (version warning, announcement) together\n */\nasync function fetchRevealBannersTogether() {\n  // Wait until finished fetching and loading banners\n  await Promise.allSettled([fetchAndUseVersions(), setupAnnouncementBanner()]);\n\n  // The revealer element should have CSS rules that set height to 0, overflow\n  // to hidden, and an animation transition on the height (unless the user has\n  // turned off animations)\n  const revealer = document.querySelector(\".pst-async-banner-revealer\");\n\n  // Remove the d-none (display-none) class to calculate the children heights.\n  revealer.classList.remove(\"d-none\");\n\n  // Add together the heights of the element's children\n  const height = Array.from(revealer.children).reduce(\n    (height, el) => height + el.offsetHeight,\n    0,\n  );\n\n  // Use the calculated height to give the revealer a non-zero height (if\n  // animations allowed, the height change will animate)\n  revealer.style.setProperty(\"height\", `${height}px`);\n\n  // Wait for a bit more than 300ms (the transition duration), then set height\n  // to auto so the banner can resize if the window is resized.\n  setTimeout(() => {\n    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\ No newline at end of file
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define several functions to replace jQuery methods\n * inspired by https://tobiasahlin.com/blog/move-from-jquery-to-vanilla-javascript/\n */\n\n/**\n * Execute a method if DOM has finished loading\n *\n * @param {function} callback the method to execute\n */\nexport function documentReady(callback) {\n  if (document.readyState != \"loading\") callback();\n  else document.addEventListener(\"DOMContentLoaded\", callback);\n}\n","/**\n * Compare [semver](https://semver.org/) version strings to find greater, equal or lesser.\n * This library supports the full semver specification, including comparing versions with different number of digits like `1.0.0`, `1.0`, `1`, and pre-release versions like `1.0.0-alpha`.\n * @param v1 - First version to compare\n * @param v2 - Second version to compare\n * @returns Numeric value compatible with the [Array.sort(fn) interface](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/sort#Parameters).\n */\nexport const compareVersions = (v1, v2) => {\n    // validate input and split into segments\n    const n1 = validateAndParse(v1);\n    const n2 = validateAndParse(v2);\n    // pop off the patch\n    const p1 = n1.pop();\n    const p2 = n2.pop();\n    // validate numbers\n    const r = compareSegments(n1, n2);\n    if (r !== 0)\n        return r;\n    // validate pre-release\n    if (p1 && p2) {\n        return compareSegments(p1.split('.'), p2.split('.'));\n    }\n    else if (p1 || p2) {\n        return p1 ? -1 : 1;\n    }\n    return 0;\n};\n/**\n * Validate [semver](https://semver.org/) version strings.\n *\n * @param version Version number to validate\n * @returns `true` if the version number is a valid semver version number, `false` otherwise.\n *\n * @example\n * ```\n * validate('1.0.0-rc.1'); // return true\n * validate('1.0-rc.1'); // return false\n * validate('foo'); // return false\n * ```\n */\nexport const validate = (version) => typeof version === 'string' && /^[v\\d]/.test(version) && semver.test(version);\n/**\n * Compare [semver](https://semver.org/) version strings using the specified operator.\n *\n * @param v1 First version to compare\n * @param v2 Second version to compare\n * @param operator Allowed arithmetic operator to use\n * @returns `true` if the comparison between the firstVersion and the secondVersion satisfies the operator, `false` otherwise.\n *\n * @example\n * ```\n * compare('10.1.8', '10.0.4', '>'); // return true\n * compare('10.0.1', '10.0.1', '='); // return true\n * compare('10.1.1', '10.2.2', '<'); // return true\n * compare('10.1.1', '10.2.2', '<='); // return true\n * compare('10.1.1', '10.2.2', '>='); // return false\n * ```\n */\nexport const compare = (v1, v2, operator) => {\n    // validate input operator\n    assertValidOperator(operator);\n    // since result of compareVersions can only be -1 or 0 or 1\n    // a simple map can be used to replace switch\n    const res = compareVersions(v1, v2);\n    return operatorResMap[operator].includes(res);\n};\n/**\n * Match [npm semver](https://docs.npmjs.com/cli/v6/using-npm/semver) version range.\n *\n * @param version Version number to match\n * @param range Range pattern for version\n * @returns `true` if the version number is within the range, `false` otherwise.\n *\n * @example\n * ```\n * satisfies('1.1.0', '^1.0.0'); // return true\n * satisfies('1.1.0', '~1.0.0'); // return false\n * ```\n */\nexport const satisfies = (version, range) => {\n    // if no range operator then \"=\"\n    const m = range.match(/^([<>=~^]+)/);\n    const op = m ? m[1] : '=';\n    // if gt/lt/eq then operator compare\n    if (op !== '^' && op !== '~')\n        return compare(version, range, op);\n    // else range of either \"~\" or \"^\" is assumed\n    const [v1, v2, v3, , vp] = validateAndParse(version);\n    const [r1, r2, r3, , rp] = validateAndParse(range);\n    const v = [v1, v2, v3];\n    const r = [r1, r2 !== null && r2 !== void 0 ? r2 : 'x', r3 !== null && r3 !== void 0 ? r3 : 'x'];\n    // validate pre-release\n    if (rp) {\n        if (!vp)\n            return false;\n        if (compareSegments(v, r) !== 0)\n            return false;\n        if (compareSegments(vp.split('.'), rp.split('.')) === -1)\n            return false;\n    }\n    // first non-zero number\n    const nonZero = r.findIndex((v) => v !== '0') + 1;\n    // pointer to where segments can be >=\n    const i = op === '~' ? 2 : nonZero > 1 ? nonZero : 1;\n    // before pointer must be equal\n    if (compareSegments(v.slice(0, i), r.slice(0, i)) !== 0)\n        return false;\n    // after pointer must be >=\n    if (compareSegments(v.slice(i), r.slice(i)) === -1)\n        return false;\n    return true;\n};\nconst semver = /^[v^~<>=]*?(\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+))?(?:-([\\da-z\\-]+(?:\\.[\\da-z\\-]+)*))?(?:\\+[\\da-z\\-]+(?:\\.[\\da-z\\-]+)*)?)?)?$/i;\nconst validateAndParse = (version) => {\n    if (typeof version !== 'string') {\n        throw new TypeError('Invalid argument expected string');\n    }\n    const match = version.match(semver);\n    if (!match) {\n        throw new Error(`Invalid argument not valid semver ('${version}' received)`);\n    }\n    match.shift();\n    return match;\n};\nconst isWildcard = (s) => s === '*' || s === 'x' || s === 'X';\nconst tryParse = (v) => {\n    const n = parseInt(v, 10);\n    return isNaN(n) ? v : n;\n};\nconst forceType = (a, b) => typeof a !== typeof b ? [String(a), String(b)] : [a, b];\nconst compareStrings = (a, b) => {\n    if (isWildcard(a) || isWildcard(b))\n        return 0;\n    const [ap, bp] = forceType(tryParse(a), tryParse(b));\n    if (ap > bp)\n        return 1;\n    if (ap < bp)\n        return -1;\n    return 0;\n};\nconst compareSegments = (a, b) => {\n    for (let i = 0; i < Math.max(a.length, b.length); i++) {\n        const r = compareStrings(a[i] || '0', b[i] || '0');\n        if (r !== 0)\n            return r;\n    }\n    return 0;\n};\nconst operatorResMap = {\n    '>': [1],\n    '>=': [0, 1],\n    '=': [0],\n    '<=': [-1, 0],\n    '<': [-1],\n};\nconst allowedOperators = Object.keys(operatorResMap);\nconst assertValidOperator = (op) => {\n    if (typeof op !== 'string') {\n        throw new TypeError(`Invalid operator type, expected string but got ${typeof op}`);\n    }\n    if (allowedOperators.indexOf(op) === -1) {\n        throw new Error(`Invalid operator, expected one of ${allowedOperators.join('|')}`);\n    }\n};\n//# sourceMappingURL=index.js.map","// Define the custom behavior of the page\nimport { documentReady } from \"./mixin\";\nimport { compare, validate } from \"compare-versions\";\n\nimport \"../styles/pydata-sphinx-theme.scss\";\n\n/*******************************************************************************\n * Theme interaction\n */\n\nvar prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\");\n\n/**\n * set the the body theme to the one specified by the user browser\n *\n * @param {event} e\n */\nfunction autoTheme(e) {\n  document.documentElement.dataset.theme = prefersDark.matches\n    ? \"dark\"\n    : \"light\";\n}\n\n/**\n * Set the theme using the specified mode.\n * It can be one of [\"auto\", \"dark\", \"light\"]\n *\n * @param {str} mode\n */\nfunction setTheme(mode) {\n  if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n    console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n    mode = \"auto\";\n  }\n\n  // get the theme\n  var colorScheme = prefersDark.matches ? \"dark\" : \"light\";\n  document.documentElement.dataset.mode = mode;\n  var theme = mode == \"auto\" ? colorScheme : mode;\n  document.documentElement.dataset.theme = theme;\n  // TODO: remove this line after Bootstrap upgrade\n  // v5.3 has a colors mode: https://getbootstrap.com/docs/5.3/customize/color-modes/\n  document.querySelectorAll(\".dropdown-menu\").forEach((el) => {\n    if (theme === \"dark\") {\n      el.classList.add(\"dropdown-menu-dark\");\n    } else {\n      el.classList.remove(\"dropdown-menu-dark\");\n    }\n  });\n\n  // save mode and theme\n  localStorage.setItem(\"mode\", mode);\n  localStorage.setItem(\"theme\", theme);\n  console.log(`[PST]: Changed to ${mode} mode using the ${theme} theme.`);\n\n  // add a listener if set on auto\n  prefersDark.onchange = mode == \"auto\" ? autoTheme : \"\";\n}\n\n/**\n * Change the theme option order so that clicking on the btn is always a change\n * from \"auto\"\n */\nfunction cycleMode() {\n  const defaultMode = document.documentElement.dataset.defaultMode || \"auto\";\n  const currentMode = localStorage.getItem(\"mode\") || defaultMode;\n\n  var loopArray = (arr, current) => {\n    var nextPosition = arr.indexOf(current) + 1;\n    if (nextPosition === arr.length) {\n      nextPosition = 0;\n    }\n    return arr[nextPosition];\n  };\n\n  // make sure the next theme after auto is always a change\n  var modeList = prefersDark.matches\n    ? [\"auto\", \"light\", \"dark\"]\n    : [\"auto\", \"dark\", \"light\"];\n  var newMode = loopArray(modeList, currentMode);\n  setTheme(newMode);\n}\n\n/**\n * add the theme listener on the btns of the navbar\n */\nfunction addModeListener() {\n  // the theme was set a first time using the initial mini-script\n  // running setMode will ensure the use of the dark mode if auto is selected\n  setTheme(document.documentElement.dataset.mode);\n\n  // Attach event handlers for toggling themes colors\n  document.querySelectorAll(\".theme-switch-button\").forEach((el) => {\n    el.addEventListener(\"click\", cycleMode);\n  });\n}\n\n/*******************************************************************************\n * TOC interactivity\n */\n\n/**\n * TOC sidebar - add \"active\" class to parent list\n *\n * Bootstrap's scrollspy adds the active class to the <a> link,\n * but for the automatic collapsing we need this on the parent list item.\n *\n * The event is triggered on \"window\" (and not the nav item as documented),\n * see https://github.com/twbs/bootstrap/issues/20086\n */\nfunction addTOCInteractivity() {\n  window.addEventListener(\"activate.bs.scrollspy\", function () {\n    const navLinks = document.querySelectorAll(\".bd-toc-nav a\");\n\n    navLinks.forEach((navLink) => {\n      navLink.parentElement.classList.remove(\"active\");\n    });\n\n    const activeNavLinks = document.querySelectorAll(\".bd-toc-nav a.active\");\n    activeNavLinks.forEach((navLink) => {\n      navLink.parentElement.classList.add(\"active\");\n    });\n  });\n}\n\n/*******************************************************************************\n * Scroll\n */\n\n/**\n * Navigation sidebar scrolling to active page\n */\nfunction scrollToActive() {\n  // If the docs nav doesn't exist, do nothing (e.g., on search page)\n  if (!document.querySelector(\".bd-docs-nav\")) {\n    return;\n  }\n\n  var sidebar = document.querySelector(\"div.bd-sidebar\");\n\n  // Remember the sidebar scroll position between page loads\n  // Inspired on source of revealjs.com\n  let storedScrollTop = parseInt(\n    sessionStorage.getItem(\"sidebar-scroll-top\"),\n    10,\n  );\n\n  if (!isNaN(storedScrollTop)) {\n    // If we've got a saved scroll position, just use that\n    sidebar.scrollTop = storedScrollTop;\n    console.log(\"[PST]: Scrolled sidebar using stored browser position...\");\n  } else {\n    // Otherwise, calculate a position to scroll to based on the lowest `active` link\n    var sidebarNav = document.querySelector(\".bd-docs-nav\");\n    var active_pages = sidebarNav.querySelectorAll(\".active\");\n    if (active_pages.length > 0) {\n      // Use the last active page as the offset since it's the page we're on\n      var latest_active = active_pages[active_pages.length - 1];\n      var offset =\n        latest_active.getBoundingClientRect().y -\n        sidebar.getBoundingClientRect().y;\n      // Only scroll the navbar if the active link is lower than 50% of the page\n      if (latest_active.getBoundingClientRect().y > window.innerHeight * 0.5) {\n        let buffer = 0.25; // Buffer so we have some space above the scrolled item\n        sidebar.scrollTop = offset - sidebar.clientHeight * buffer;\n        console.log(\"[PST]: Scrolled sidebar using last active link...\");\n      }\n    }\n  }\n\n  // Store the sidebar scroll position\n  window.addEventListener(\"beforeunload\", () => {\n    sessionStorage.setItem(\"sidebar-scroll-top\", sidebar.scrollTop);\n  });\n}\n\n/*******************************************************************************\n * Search\n */\n\n/**\n * Find any search forms on the page and return their input element\n */\nvar findSearchInput = () => {\n  let forms = document.querySelectorAll(\"form.bd-search\");\n  if (!forms.length) {\n    // no search form found\n    return;\n  } else {\n    var form;\n    if (forms.length == 1) {\n      // there is exactly one search form (persistent or hidden)\n      form = forms[0];\n    } else {\n      // must be at least one persistent form, use the first persistent one\n      form = document.querySelector(\n        \"div:not(.search-button__search-container) > form.bd-search\",\n      );\n    }\n    return form.querySelector(\"input\");\n  }\n};\n\n/**\n * Activate the search field on the page.\n * - If there is a search field already visible it will be activated.\n * - If not, then a search field will pop up.\n */\nvar toggleSearchField = () => {\n  // Find the search input to highlight\n  let input = findSearchInput();\n\n  // if the input field is the hidden one (the one associated with the\n  // search button) then toggle the button state (to show/hide the field)\n  let searchPopupWrapper = document.querySelector(\".search-button__wrapper\");\n  let hiddenInput = searchPopupWrapper.querySelector(\"input\");\n  if (input === hiddenInput) {\n    searchPopupWrapper.classList.toggle(\"show\");\n  }\n  // when toggling off the search field, remove its focus\n  if (document.activeElement === input) {\n    input.blur();\n  } else {\n    input.focus();\n    input.select();\n    input.scrollIntoView({ block: \"center\" });\n  }\n};\n\n/**\n * Add an event listener for toggleSearchField() for Ctrl/Cmd + K\n */\nvar addEventListenerForSearchKeyboard = () => {\n  window.addEventListener(\n    \"keydown\",\n    (event) => {\n      let input = findSearchInput();\n      // toggle on Ctrl+k or ⌘+k\n      if (\n        // Ignore if shift or alt are pressed\n        !event.shiftKey &&\n        !event.altKey &&\n        // On Mac use ⌘, all other OS use Ctrl\n        (useCommandKey\n          ? event.metaKey && !event.ctrlKey\n          : !event.metaKey && event.ctrlKey) &&\n        // Case-insensitive so the shortcut still works with caps lock\n        /^k$/i.test(event.key)\n      ) {\n        event.preventDefault();\n        toggleSearchField();\n      }\n      // also allow Escape key to hide (but not show) the dynamic search field\n      else if (document.activeElement === input && /Escape/i.test(event.key)) {\n        toggleSearchField();\n      }\n    },\n    true,\n  );\n};\n\n/**\n * If the user is on a Mac, use command (⌘) instead of control (ctrl) key\n *\n * Note: `navigator.platform` is deprecated; however MDN still recommends using\n * it for the one specific use case of detecting whether a keyboard shortcut\n * should use control or command:\n * https://developer.mozilla.org/en-US/docs/Web/API/Navigator/platform#examples\n */\nvar useCommandKey =\n  navigator.platform.indexOf(\"Mac\") === 0 || navigator.platform === \"iPhone\";\n\n/**\n * Change the search hint to `meta key` if we are a Mac\n */\n\nvar changeSearchShortcutKey = () => {\n  let shortcuts = document.querySelectorAll(\".search-button__kbd-shortcut\");\n  if (useCommandKey) {\n    shortcuts.forEach(\n      (f) => (f.querySelector(\"kbd.kbd-shortcut__modifier\").innerText = \"⌘\"),\n    );\n  }\n};\n\n/**\n * Activate callbacks for search button popup\n */\nvar setupSearchButtons = () => {\n  changeSearchShortcutKey();\n  addEventListenerForSearchKeyboard();\n\n  // Add the search button trigger event callback\n  document.querySelectorAll(\".search-button__button\").forEach((btn) => {\n    btn.onclick = toggleSearchField;\n  });\n\n  // Add the search button overlay event callback\n  let overlay = document.querySelector(\".search-button__overlay\");\n  if (overlay) {\n    overlay.onclick = toggleSearchField;\n  }\n};\n\n/*******************************************************************************\n * Version Switcher\n * Note that this depends on two variables existing that are defined in\n * and `html-page-context` hook:\n *\n * - DOCUMENTATION_OPTIONS.pagename\n * - DOCUMENTATION_OPTIONS.theme_switcher_url\n */\n\n/**\n * path component of URL\n */\nvar getCurrentUrlPath = () => {\n  if (DOCUMENTATION_OPTIONS.BUILDER == \"dirhtml\") {\n    return DOCUMENTATION_OPTIONS.pagename == \"index\"\n      ? `/`\n      : `${DOCUMENTATION_OPTIONS.pagename}/`;\n  }\n  return `${DOCUMENTATION_OPTIONS.pagename}.html`;\n};\n\n/**\n * Allow user to dismiss the warning banner about the docs version being dev / old.\n * We store the dismissal date and version, to give us flexibility about making the\n * dismissal last for longer than one browser session, if we decide to do that.\n *\n * @param {event} event the event that trigger the check\n */\nasync function DismissBannerAndStorePref(event) {\n  const banner = document.querySelector(\"#bd-header-version-warning\");\n  banner.remove();\n  const version = DOCUMENTATION_OPTIONS.VERSION;\n  const now = new Date();\n  const banner_pref = JSON.parse(\n    localStorage.getItem(\"pst_banner_pref\") || \"{}\",\n  );\n  console.debug(\n    `[PST] Dismissing the version warning banner on ${version} starting ${now}.`,\n  );\n  banner_pref[version] = now;\n  localStorage.setItem(\"pst_banner_pref\", JSON.stringify(banner_pref));\n}\n\n/**\n * Check if corresponding page path exists in other version of docs\n * and, if so, go there instead of the homepage of the other docs version\n *\n * @param {event} event the event that trigger the check\n */\nasync function checkPageExistsAndRedirect(event) {\n  // ensure we don't follow the initial link\n  event.preventDefault();\n  const currentFilePath = getCurrentUrlPath();\n  let tryUrl = event.currentTarget.getAttribute(\"href\");\n  let otherDocsHomepage = tryUrl.replace(currentFilePath, \"\");\n  try {\n    let head = await fetch(tryUrl, { method: \"HEAD\" });\n    if (head.ok) {\n      location.href = tryUrl; // the page exists, go there\n    } else {\n      location.href = otherDocsHomepage;\n    }\n  } catch (err) {\n    // something went wrong, probably CORS restriction, fallback to other docs homepage\n    location.href = otherDocsHomepage;\n  }\n}\n\n/**\n * Load and parse the version switcher JSON file from an absolute or relative URL.\n *\n * @param {string} url The URL to load version switcher entries from.\n */\nasync function fetchVersionSwitcherJSON(url) {\n  // first check if it's a valid URL\n  try {\n    var result = new URL(url);\n  } catch (err) {\n    if (err instanceof TypeError) {\n      if (!window.location.origin) {\n        // window.location.origin is null for local static sites\n        // (ie. window.location.protocol == 'file:')\n        //\n        // TODO: Fix this to return the static version switcher by working out\n        // how to get the correct path to the switcher JSON file on local static builds\n        return null;\n      }\n      // assume we got a relative path, and fix accordingly. But first, we need to\n      // use `fetch()` to follow redirects so we get the correct final base URL\n      const origin = await fetch(window.location.origin, { method: \"HEAD\" });\n      result = new URL(url, origin.url);\n    } else {\n      // something unexpected happened\n      throw err;\n    }\n  }\n  // load and return the JSON\n  const response = await fetch(result);\n  const data = await response.json();\n  return data;\n}\n\n// Populate the version switcher from the JSON data\nfunction populateVersionSwitcher(data, versionSwitcherBtns) {\n  const currentFilePath = getCurrentUrlPath();\n  versionSwitcherBtns.forEach((btn) => {\n    // Set empty strings by default so that these attributes exist and can be used in CSS selectors\n    btn.dataset[\"activeVersionName\"] = \"\";\n    btn.dataset[\"activeVersion\"] = \"\";\n  });\n  // in case there are multiple entries with the same version string, this helps us\n  // decide which entry's `name` to put on the button itself. Without this, it would\n  // always be the *last* version-matching entry; now it will be either the\n  // version-matching entry that is also marked as `\"preferred\": true`, or if that\n  // doesn't exist: the *first* version-matching entry.\n  data = data.map((entry) => {\n    // does this entry match the version that we're currently building/viewing?\n    entry.match =\n      entry.version == DOCUMENTATION_OPTIONS.theme_switcher_version_match;\n    entry.preferred = entry.preferred || false;\n    // if no custom name specified (e.g., \"latest\"), use version string\n    if (!(\"name\" in entry)) {\n      entry.name = entry.version;\n    }\n    return entry;\n  });\n  const hasMatchingPreferredEntry = data\n    .map((entry) => entry.preferred && entry.match)\n    .some(Boolean);\n  var foundMatch = false;\n  // create links to the corresponding page in the other docs versions\n  data.forEach((entry) => {\n    // create the node\n    const anchor = document.createElement(\"a\");\n    anchor.setAttribute(\n      \"class\",\n      \"dropdown-item list-group-item list-group-item-action py-1\",\n    );\n    anchor.setAttribute(\"href\", `${entry.url}${currentFilePath}`);\n    anchor.setAttribute(\"role\", \"option\");\n    const span = document.createElement(\"span\");\n    span.textContent = `${entry.name}`;\n    anchor.appendChild(span);\n    // Add dataset values for the version and name in case people want\n    // to apply CSS styling based on this information.\n    anchor.dataset[\"versionName\"] = entry.name;\n    anchor.dataset[\"version\"] = entry.version;\n    // replace dropdown button text with the preferred display name of the\n    // currently-viewed version, rather than using sphinx's {{ version }} variable.\n    // also highlight the dropdown entry for the currently-viewed version's entry\n    let matchesAndIsPreferred = hasMatchingPreferredEntry && entry.preferred;\n    let matchesAndIsFirst =\n      !hasMatchingPreferredEntry && !foundMatch && entry.match;\n    if (matchesAndIsPreferred || matchesAndIsFirst) {\n      anchor.classList.add(\"active\");\n      versionSwitcherBtns.forEach((btn) => {\n        btn.innerText = entry.name;\n        btn.dataset[\"activeVersionName\"] = entry.name;\n        btn.dataset[\"activeVersion\"] = entry.version;\n      });\n      foundMatch = true;\n    }\n    // There may be multiple version-switcher elements, e.g. one\n    // in a slide-over panel displayed on smaller screens.\n    document.querySelectorAll(\".version-switcher__menu\").forEach((menu) => {\n      // we need to clone the node for each menu, but onclick attributes are not\n      // preserved by `.cloneNode()` so we add onclick here after cloning.\n      let node = anchor.cloneNode(true);\n      node.onclick = checkPageExistsAndRedirect;\n      // on click, AJAX calls will check if the linked page exists before\n      // trying to redirect, and if not, will redirect to the homepage\n      // for that version of the docs.\n      menu.append(node);\n    });\n  });\n}\n\n/*******************************************************************************\n * Warning banner when viewing non-stable version of the docs.\n */\n\n/**\n * Show a warning banner when viewing a non-stable version of the docs.\n *\n * adapted 2023-06 from https://mne.tools/versionwarning.js, which was\n * originally adapted 2020-05 from https://scikit-learn.org/versionwarning.js\n *\n * @param {Array} data The version data used to populate the switcher menu.\n */\nfunction showVersionWarningBanner(data) {\n  var version = DOCUMENTATION_OPTIONS.VERSION;\n  // figure out what latest stable version is\n  var preferredEntries = data.filter((entry) => entry.preferred);\n  if (preferredEntries.length !== 1) {\n    const howMany = preferredEntries.length == 0 ? \"No\" : \"Multiple\";\n    console.log(\n      `[PST] ${howMany} versions marked \"preferred\" found in versions JSON, ignoring.`,\n    );\n    return;\n  }\n  const preferredVersion = preferredEntries[0].version;\n  const preferredURL = preferredEntries[0].url;\n  // if already on preferred version, nothing to do\n  const versionsAreComparable = validate(version) && validate(preferredVersion);\n  if (versionsAreComparable && compare(version, preferredVersion, \"=\")) {\n    console.log(\n      \"This is the prefered version of the docs, not showing the warning banner.\",\n    );\n    return;\n  }\n  // check if banner has been dismissed recently\n  const dismiss_date_str = JSON.parse(\n    localStorage.getItem(\"pst_banner_pref\") || \"{}\",\n  )[version];\n  if (dismiss_date_str != null) {\n    const dismiss_date = new Date(dismiss_date_str);\n    const now = new Date();\n    const milliseconds_in_a_day = 24 * 60 * 60 * 1000;\n    const days_passed = (now - dismiss_date) / milliseconds_in_a_day;\n    const timeout_in_days = 14;\n    if (days_passed < timeout_in_days) {\n      console.info(\n        `[PST] Suppressing version warning banner; was dismissed ${Math.floor(days_passed)} day(s) ago`,\n      );\n      return;\n    }\n  }\n\n  // now construct the warning banner\n  const banner = document.querySelector(\"#bd-header-version-warning\");\n  const middle = document.createElement(\"div\");\n  const inner = document.createElement(\"div\");\n  const bold = document.createElement(\"strong\");\n  const button = document.createElement(\"a\");\n  const close_btn = document.createElement(\"a\");\n  // these classes exist since pydata-sphinx-theme v0.10.0\n  // the init class is used for animation\n  middle.classList = \"bd-header-announcement__content  ms-auto me-auto\";\n  inner.classList = \"sidebar-message\";\n  button.classList =\n    \"btn text-wrap font-weight-bold ms-3 my-1 align-baseline pst-button-link-to-stable-version\";\n  button.href = `${preferredURL}${getCurrentUrlPath()}`;\n  button.innerText = \"Switch to stable version\";\n  button.onclick = checkPageExistsAndRedirect;\n  close_btn.classList = \"ms-3 my-1 align-baseline\";\n  const close_x = document.createElement(\"i\");\n  close_btn.append(close_x);\n  close_x.classList = \"fa-solid fa-xmark\";\n  close_btn.onclick = DismissBannerAndStorePref;\n  // add the version-dependent text\n  inner.innerText = \"This is documentation for \";\n  const isDev =\n    version.includes(\"dev\") ||\n    version.includes(\"rc\") ||\n    version.includes(\"pre\");\n  const newerThanPreferred =\n    versionsAreComparable && compare(version, preferredVersion, \">\");\n  if (isDev || newerThanPreferred) {\n    bold.innerText = \"an unstable development version\";\n  } else if (versionsAreComparable && compare(version, preferredVersion, \"<\")) {\n    bold.innerText = `an old version (${version})`;\n  } else if (!version) {\n    bold.innerText = \"an unknown version\"; // e.g., an empty string\n  } else {\n    bold.innerText = `version ${version}`;\n  }\n  banner.appendChild(middle);\n  banner.append(close_btn);\n  middle.appendChild(inner);\n  inner.appendChild(bold);\n  inner.appendChild(document.createTextNode(\".\"));\n  inner.appendChild(button);\n  banner.classList.remove(\"d-none\");\n}\n\n/*******************************************************************************\n * MutationObserver to move the ReadTheDocs button\n */\n\n/**\n * intercept the RTD flyout and place it in the rtd-footer-container if existing\n * if not it stays where on top of the page\n */\nfunction initRTDObserver() {\n  const mutatedCallback = (mutationList, observer) => {\n    mutationList.forEach((mutation) => {\n      // Check whether the mutation is for RTD, which will have a specific structure\n      if (mutation.addedNodes.length === 0) {\n        return;\n      }\n      if (mutation.addedNodes[0].data === undefined) {\n        return;\n      }\n      if (mutation.addedNodes[0].data.search(\"Inserted RTD Footer\") != -1) {\n        mutation.addedNodes.forEach((node) => {\n          document.getElementById(\"rtd-footer-container\").append(node);\n        });\n      }\n    });\n  };\n\n  const observer = new MutationObserver(mutatedCallback);\n  const config = { childList: true };\n  observer.observe(document.body, config);\n}\n\nasync function fetchAndUseVersions() {\n  // fetch the JSON version data (only once), then use it to populate the version\n  // switcher and maybe show the version warning bar\n  var versionSwitcherBtns = document.querySelectorAll(\n    \".version-switcher__button\",\n  );\n  const hasSwitcherMenu = versionSwitcherBtns.length > 0;\n  const hasVersionsJSON = DOCUMENTATION_OPTIONS.hasOwnProperty(\n    \"theme_switcher_json_url\",\n  );\n  const wantsWarningBanner = DOCUMENTATION_OPTIONS.show_version_warning_banner;\n\n  if (hasVersionsJSON && (hasSwitcherMenu || wantsWarningBanner)) {\n    const data = await fetchVersionSwitcherJSON(\n      DOCUMENTATION_OPTIONS.theme_switcher_json_url,\n    );\n    // TODO: remove the `if(data)` once the `return null` is fixed within fetchVersionSwitcherJSON.\n    // We don't really want the switcher and warning bar to silently not work.\n    if (data) {\n      populateVersionSwitcher(data, versionSwitcherBtns);\n      if (wantsWarningBanner) {\n        showVersionWarningBanner(data);\n      }\n    }\n  }\n}\n\n/*******************************************************************************\n * Add keyboard functionality to mobile sidebars.\n *\n * Wire up the hamburger-style buttons using the click event which (on buttons)\n * handles both mouse clicks and the space and enter keys.\n */\nfunction setupMobileSidebarKeyboardHandlers() {\n  // These are hidden checkboxes at the top of the page whose :checked property\n  // allows the mobile sidebars to be hidden or revealed via CSS.\n  const primaryToggle = document.getElementById(\"pst-primary-sidebar-checkbox\");\n  const secondaryToggle = document.getElementById(\n    \"pst-secondary-sidebar-checkbox\",\n  );\n  const primarySidebar = document.querySelector(\".bd-sidebar-primary\");\n  const secondarySidebar = document.querySelector(\".bd-sidebar-secondary\");\n\n  // Toggle buttons -\n  //\n  // These are the hamburger-style buttons in the header nav bar. When the user\n  // clicks, the button transmits the click to the hidden checkboxes used by the\n  // CSS to control whether the sidebar is open or closed.\n  const primaryClickTransmitter = document.querySelector(\".primary-toggle\");\n  const secondaryClickTransmitter = document.querySelector(\".secondary-toggle\");\n  [\n    [primaryClickTransmitter, primaryToggle, primarySidebar],\n    [secondaryClickTransmitter, secondaryToggle, secondarySidebar],\n  ].forEach(([clickTransmitter, toggle, sidebar]) => {\n    if (!clickTransmitter) {\n      return;\n    }\n    clickTransmitter.addEventListener(\"click\", (event) => {\n      event.preventDefault();\n      event.stopPropagation();\n      toggle.checked = !toggle.checked;\n\n      // If we are opening the sidebar, move focus to the first focusable item\n      // in the sidebar\n      if (toggle.checked) {\n        // Note: this selector is not exhaustive, and we may need to update it\n        // in the future\n        const tabStop = sidebar.querySelector(\"a, button\");\n        // use setTimeout because you cannot move focus synchronously during a\n        // click in the handler for the click event\n        setTimeout(() => tabStop.focus(), 100);\n      }\n    });\n  });\n\n  // Escape key -\n  //\n  // When sidebar is open, user should be able to press escape key to close the\n  // sidebar.\n  [\n    [primarySidebar, primaryToggle, primaryClickTransmitter],\n    [secondarySidebar, secondaryToggle, secondaryClickTransmitter],\n  ].forEach(([sidebar, toggle, transmitter]) => {\n    if (!sidebar) {\n      return;\n    }\n    sidebar.addEventListener(\"keydown\", (event) => {\n      if (event.key === \"Escape\") {\n        event.preventDefault();\n        event.stopPropagation();\n        toggle.checked = false;\n        transmitter.focus();\n      }\n    });\n  });\n\n  // When the <label> overlay is clicked to close the sidebar, return focus to\n  // the opener button in the nav bar.\n  [\n    [primaryToggle, primaryClickTransmitter],\n    [secondaryToggle, secondaryClickTransmitter],\n  ].forEach(([toggle, transmitter]) => {\n    toggle.addEventListener(\"change\", (event) => {\n      if (!event.currentTarget.checked) {\n        transmitter.focus();\n      }\n    });\n  });\n}\n\n/**\n * When the page loads, or the window resizes, or descendant nodes are added or\n * removed from the main element, check all code blocks and Jupyter notebook\n * outputs, and for each one that has scrollable overflow, set tabIndex = 0.\n */\nfunction addTabStopsToScrollableElements() {\n  const updateTabStops = () => {\n    document\n      .querySelectorAll(\n        \"pre, \" + // code blocks\n          \".nboutput > .output_area, \" + // NBSphinx notebook output\n          \".cell_output > .output, \" + // Myst-NB\n          \".jp-RenderedHTMLCommon\", // ipywidgets\n      )\n      .forEach((el) => {\n        el.tabIndex =\n          el.scrollWidth > el.clientWidth || el.scrollHeight > el.clientHeight\n            ? 0\n            : -1;\n      });\n  };\n  const debouncedUpdateTabStops = debounce(updateTabStops, 300);\n\n  // On window resize\n  window.addEventListener(\"resize\", debouncedUpdateTabStops);\n\n  // The following MutationObserver is for ipywidgets, which take some time to\n  // finish loading and rendering on the page (so even after the \"load\" event is\n  // fired, they still have not finished rendering). Would be nice to replace\n  // the MutationObserver if there is a way to hook into the ipywidgets code to\n  // know when it is done.\n  const mainObserver = new MutationObserver(debouncedUpdateTabStops);\n\n  // On descendant nodes added/removed from main element\n  mainObserver.observe(document.getElementById(\"main-content\"), {\n    subtree: true,\n    childList: true,\n  });\n\n  // On page load (when this function gets called)\n  updateTabStops();\n}\nfunction debounce(callback, wait) {\n  let timeoutId = null;\n  return (...args) => {\n    clearTimeout(timeoutId);\n    timeoutId = setTimeout(() => {\n      callback(...args);\n    }, wait);\n  };\n}\n\n/*******************************************************************************\n * Announcement banner - fetch and load remote HTML\n */\nasync function setupAnnouncementBanner() {\n  const banner = document.querySelector(\".bd-header-announcement\");\n  const { pstAnnouncementUrl } = banner ? banner.dataset : null;\n\n  if (!pstAnnouncementUrl) {\n    return;\n  }\n\n  try {\n    const response = await fetch(pstAnnouncementUrl);\n    if (!response.ok) {\n      throw new Error(\n        `[PST]: HTTP response status not ok: ${response.status} ${response.statusText}`,\n      );\n    }\n    const data = await response.text();\n    if (data.length === 0) {\n      console.log(`[PST]: Empty announcement at: ${pstAnnouncementUrl}`);\n      return;\n    }\n    banner.innerHTML = `<div class=\"bd-header-announcement__content\">${data}</div>`;\n    banner.classList.remove(\"d-none\");\n  } catch (_error) {\n    console.log(`[PST]: Failed to load announcement at: ${pstAnnouncementUrl}`);\n    console.error(_error);\n  }\n}\n\n/*******************************************************************************\n * Reveal (and animate) the banners (version warning, announcement) together\n */\nasync function fetchRevealBannersTogether() {\n  // Wait until finished fetching and loading banners\n  await 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\ No newline at end of file
diff --git a/_static/scripts/sphinx-book-theme.js b/_static/scripts/sphinx-book-theme.js
index be9fa44d..481ba0c1 100644
--- a/_static/scripts/sphinx-book-theme.js
+++ b/_static/scripts/sphinx-book-theme.js
@@ -1,2 +1,2 @@
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diff --git a/_static/scripts/sphinx-book-theme.js.map b/_static/scripts/sphinx-book-theme.js.map
index b8abcf86..2cc145ab 100644
--- a/_static/scripts/sphinx-book-theme.js.map
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Add a `scrolled` class to <body> to trigger CSS changes.\n */\nvar initTocHide = () => {\n  var onScreenItems = [];\n  let hideTocCallback = (entries, observer) => {\n    // Check whether any sidebar item is displayed\n    entries.forEach((entry) => {\n      if (entry.isIntersecting) {\n        // If an element just came on screen, add it our list\n        onScreenItems.push(entry.target);\n      } else {\n        // Otherwise, if it's in our list then remove it\n        for (let ii = 0; ii < onScreenItems.length; ii++) {\n          if (onScreenItems[ii] === entry.target) {\n            onScreenItems.splice(ii, 1);\n            break;\n          }\n        }\n      }\n    });\n\n    // Hide the TOC if any margin content is displayed on the screen\n    if (onScreenItems.length > 0) {\n      document.querySelector(\"div.bd-sidebar-secondary\").classList.add(\"hide\");\n    } else {\n      document\n        .querySelector(\"div.bd-sidebar-secondary\")\n        .classList.remove(\"hide\");\n    }\n  };\n  let manageScrolledClassOnBody = (entries, observer) => {\n    // The pixel is at the top, so if we're < 0 that it means we've scrolled\n    if (entries[0].boundingClientRect.y < 0) {\n      document.body.classList.add(\"scrolled\");\n    } else {\n      document.body.classList.remove(\"scrolled\");\n    }\n  };\n\n  // Set up the intersection observer to watch all margin content\n  let options = {\n    // Trigger callback when the top of a margin item is 1/3 up the screen\n    rootMargin: \"0px 0px -33% 0px\",\n  };\n  let tocObserver = new IntersectionObserver(hideTocCallback, options);\n  // TODO: deprecate popout after v0.5.0\n  const selectorClasses = [\n    \"marginnote\",\n    \"sidenote\",\n    \"margin\",\n    \"margin-caption\",\n    \"full-width\",\n    \"sidebar\",\n    \"popout\",\n  ];\n  let marginSelector = [];\n  selectorClasses.forEach((ii) => {\n    // Use three permutations of each class name because `tag_` and `_` used to be supported\n    marginSelector.push(\n      ...[\n        `.${ii}`,\n        `.tag_${ii}`,\n        `.${ii.replace(\"-\", \"_\")}`,\n        `.tag_${ii.replace(\"-\", \"_\")}`,\n      ],\n    );\n  });\n  document.querySelectorAll(marginSelector.join(\", \")).forEach((ii) => {\n    tocObserver.observe(ii);\n  });\n\n  // Set up the observer to check if we've scrolled from top of page\n  let scrollObserver = new IntersectionObserver(manageScrolledClassOnBody);\n  scrollObserver.observe(document.querySelector(\".sbt-scroll-pixel-helper\"));\n};\n\n/**\n * Activate Thebe with a custom button click.\n */\nvar initThebeSBT = () => {\n  var title = document.querySelector(\"section h1\");\n  var sibling = title.nextElementSibling;\n  // If the next element after the title isn't a thebe button, add one now.\n  // That way it is initiatlized when thebe is first-clicked and isn't re-added after.\n  if (!sibling.classList.contains(\"thebe-launch-button\")) {\n    title.insertAdjacentHTML(\n      \"afterend\",\n      \"<button class='thebe-launch-button'></button>\",\n    );\n  }\n  // This function is provided by sphinx-thebe\n  initThebe();\n};\n\n/**\n * Add no print class to certain DOM elements\n */\n\nfunction addNoPrint() {\n  var noPrintSelector = [\n    \".bd-header-announcement\",\n    \".bd-header\",\n    \".bd-header-article\",\n    \".bd-sidebar-primary\",\n    \".bd-sidebar-secondary\",\n    \".bd-footer-article\",\n    \".bd-footer-content\",\n    \".bd-footer\",\n  ].join(\",\");\n  document.querySelectorAll(noPrintSelector).forEach((ii) => {\n    ii.classList.add(\"noprint\");\n  });\n}\n\n/**\n * Set up callback functions for UI click actions\n */\nwindow.initThebeSBT = initThebeSBT;\nwindow.toggleFullScreen = toggleFullScreen;\n\n/**\n * Set up functions to load when the DOM is ready\n */\nsbRunWhenDOMLoaded(initTocHide);\nsbRunWhenDOMLoaded(addNoPrint);\n"],"names":["sbRunWhenDOMLoaded","cb","document","readyState","addEventListener","attachEvent","window","initThebeSBT","title","querySelector","nextElementSibling","classList","contains","insertAdjacentHTML","initThebe","toggleFullScreen","isInFullScreen","fullscreenElement","webkitFullscreenElement","docElm","documentElement","console","log","exitFullscreen","webkitExitFullscreen","requestFullscreen","webkitRequestFullscreen","onScreenItems","tocObserver","IntersectionObserver","entries","observer","forEach","entry","isIntersecting","push","target","ii","length","splice","add","remove","rootMargin","marginSelector","replace","querySelectorAll","join","observe","boundingClientRect","y","body","noPrintSelector"],"sourceRoot":""}
\ No newline at end of file
diff --git a/_static/searchtools.js b/_static/searchtools.js
index 92da3f8b..b08d58c9 100644
--- a/_static/searchtools.js
+++ b/_static/searchtools.js
@@ -178,7 +178,7 @@ const Search = {
 
   htmlToText: (htmlString, anchor) => {
     const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
-    for (const removalQuery of [".headerlinks", "script", "style"]) {
+    for (const removalQuery of [".headerlink", "script", "style"]) {
       htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
     }
     if (anchor) {
@@ -328,13 +328,14 @@ const Search = {
     for (const [title, foundTitles] of Object.entries(allTitles)) {
       if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
         for (const [file, id] of foundTitles) {
-          let score = Math.round(100 * queryLower.length / title.length)
+          const score = Math.round(Scorer.title * queryLower.length / title.length);
+          const boost = titles[file] === title ? 1 : 0;  // add a boost for document titles
           normalResults.push([
             docNames[file],
             titles[file] !== title ? `${titles[file]} > ${title}` : title,
             id !== null ? "#" + id : "",
             null,
-            score,
+            score + boost,
             filenames[file],
           ]);
         }
diff --git a/_static/sphinx-design.min.css b/_static/sphinx-design.min.css
index a325746f..860c36da 100644
--- a/_static/sphinx-design.min.css
+++ b/_static/sphinx-design.min.css
@@ -1 +1 @@
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diff --git a/_static/styles/pydata-sphinx-theme.css b/_static/styles/pydata-sphinx-theme.css
index 90ba101d..3610bf34 100644
--- a/_static/styles/pydata-sphinx-theme.css
+++ b/_static/styles/pydata-sphinx-theme.css
@@ -1,2 +1,2 @@
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+ 1rem)}body{background-color:var(--pst-color-background);color:var(--pst-color-text-base);display:flex;flex-direction:column;font-family:var(--pst-font-family-base);font-weight:400;line-height:1.65;min-height:100vh}body::-webkit-scrollbar-track{background-color:var(--pst-color-background)}p{font-size:1em;margin-bottom:1.15rem}p.rubric{border-bottom:1px solid var(--pst-color-border)}p.centered{text-align:center}a{word-wrap:break-word;color:var(--pst-color-link);text-decoration:underline;text-decoration-thickness:max(1px,.0625rem);text-underline-offset:.1578em}a:hover{color:var(--pst-color-link-hover);text-decoration-skip-ink:none;text-decoration-thickness:max(3px,.1875rem,.12em)}a:active,a:visited{color:var(--pst-color-link)}a:visited:hover{color:var(--pst-color-link-hover)}a.headerlink{color:var(--pst-color-secondary);font-size:.8em;margin-left:.2em;opacity:.7;padding:0 4px;text-decoration:none;transition:all .2s 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table.dataframe tbody tr:hover{background-color:var(--pst-color-table-row-hover-bg)}html[data-theme=dark] .bd-content .nboutput .output_area.rendered_html:not(:has(table.dataframe)),html[data-theme=dark] .bd-content .nboutput .output_area .widget-subarea{color:var(--pst-color-on-background);background-color:var(--pst-color-text-base);border-radius:.25rem;padding:.5rem}html[data-theme=dark] .bd-content .nboutput .output_area.stderr{background-color:var(--pst-color-danger)}div.nblast.container{margin-bottom:1rem}div.cell_output .output{max-width:100%;overflow-x:auto}.bd-content div.cell_output table.dataframe{color:var(--pst-color-table);border:1px solid var(--pst-color-table-outer-border)}.bd-content div.cell_output table.dataframe th~th,.bd-content div.cell_output table.dataframe th~td,.bd-content div.cell_output table.dataframe td~th,.bd-content div.cell_output table.dataframe td~td{border-left:1px solid var(--pst-color-table-inner-border)}.bd-content div.cell_output table.dataframe thead tr{background-color:var(--pst-color-table-heading-bg);border-bottom:2px solid var(--pst-color-primary)}.bd-content div.cell_output table.dataframe tbody tr:nth-child(odd){background-color:var(--pst-color-table-row-zebra-low-bg)}.bd-content div.cell_output table.dataframe tbody tr:nth-child(even){background-color:var(--pst-color-table-row-zebra-high-bg)}.bd-content div.cell_output table.dataframe tbody tr:hover{background-color:var(--pst-color-table-row-hover-bg)}html[data-theme=dark] .bd-content div.cell_output img,html[data-theme=dark] .bd-content div.cell_output .text_html:not(:has(table.dataframe)),html[data-theme=dark] .bd-content div.cell_output .widget-subarea{color:var(--pst-color-on-background);background-color:var(--pst-color-text-base);border-radius:.25rem;padding:.5rem}.bd-content div.cell_input{display:flex;flex-direction:column;justify-content:stretch}.bd-content div.cell_input,.bd-content div.output{border-radius:.25rem}.bd-content div.output table{table-layout:auto}html[data-theme=dark] .bd-content img.leaflet-tile.leaflet-tile-loaded{border-radius:0;padding:0}.bd-search-container div#search-results>h2{font-size:var(--pst-font-size-icon);margin-top:1rem}.bd-search-container div#search-results p.search-summary{color:var(--pst-color-text-muted)}.bd-search-container ul.search{margin:0;list-style:none}.bd-search-container ul.search li{background-image:none;padding:1rem 0;margin:1rem 0;border-top:1px solid var(--pst-color-text-muted)}.bd-search-container ul.search li>a{font-size:1.2em}.bd-search-container ul.search li div.context,.bd-search-container ul.search li p.context{color:var(--pst-color-text-base);margin:.5em 0 0}.bd-search-container ul.search li div.context a::before,.bd-search-container ul.search li p.context a::before{content:\"#\";padding-right:.2em;color:var(--pst-color-text-muted)}","html {\n  /*****************************************************************************\n  * Overall Layout Variables\n  */\n\n  // Header height will impact the top offset for many sections\n  // Article header is 66% of Header\n  --pst-header-height: 4rem;\n  --pst-header-article-height: calc(var(--pst-header-height) * 2 / 3);\n  --pst-sidebar-secondary: 17rem;\n}\n\n/*******************************************************************************\n* Breakpoints that trigger UI changes\n*\n* Note that media-breakpoint-down begins at the next highest level!\n* So we should choose a media-breakpoint-down one *lower* than when we want to start\n* example: media-breakpoint-up(md) and media-breakpoint-down(sm) trigger at the same time\n* ref: https://github.com/twbs/bootstrap/issues/31214\n*/\n$breakpoint-sidebar-primary: lg; // When we collapse the primary sidebar\n$breakpoint-sidebar-secondary: xl; // When we collapse the secondary sidebar\n$breakpoint-page-width: 88rem; // taken from sphinx-basic-ng, which we are ultimately going to inherit\n\n/*******************************************************************************\n* Define the animation behaviour\n*/\n$animation-time: 200ms;\n\n/*******************************************************************************\n* UI shaping and padding\n*/\n$admonition-border-radius: 0.25rem;\n\n// In this theme, some focus rings have rounded corners while others do not.\n// This variable sets the border radius for the rounded focus rings.\n$focus-ring-radius: 0.125rem; // 2px at 100% zoom and 16px base font.\n","html {\n  /*****************************************************************************\n  * Font features used in this theme\n  */\n\n  // base font size - applied at body/html level\n  --pst-font-size-base: 1rem;\n\n  // heading font sizes based on bootstrap sizing\n  --pst-font-size-h1: 2.5rem;\n  --pst-font-size-h2: 2rem;\n  --pst-font-size-h3: 1.75rem;\n  --pst-font-size-h4: 1.5rem;\n  --pst-font-size-h5: 1.25rem;\n  --pst-font-size-h6: 1.1rem;\n\n  // smaller than heading font sizes\n  --pst-font-size-milli: 0.9rem;\n\n  // Sidebar styles\n  --pst-sidebar-font-size: 0.9rem;\n  --pst-sidebar-font-size-mobile: 1.1rem;\n  --pst-sidebar-header-font-size: 1.2rem;\n  --pst-sidebar-header-font-weight: 600;\n\n  // Admonition styles\n  --pst-admonition-font-weight-heading: 600;\n\n  // Font weights\n  --pst-font-weight-caption: 300;\n  --pst-font-weight-heading: 400;\n\n  // Font family\n  // These are adapted from https://systemfontstack.com/ */\n  --pst-font-family-base-system: -apple-system, \"BlinkMacSystemFont\", \"Segoe UI\",\n    \"Helvetica Neue\", \"Arial\", sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\",\n    \"Segoe UI Symbol\";\n  --pst-font-family-monospace-system: \"SFMono-Regular\", \"Menlo\", \"Consolas\",\n    \"Monaco\", \"Liberation Mono\", \"Lucida Console\", monospace;\n  --pst-font-family-base: var(--pst-font-family-base-system);\n  --pst-font-family-heading: var(--pst-font-family-base-system);\n  --pst-font-family-monospace: var(--pst-font-family-monospace-system);\n}\n","html {\n  /*****************************************************************************\n  * Icon\n  */\n\n  // Font size across all icons\n  --pst-font-size-icon: 1.5rem;\n\n  // Font Awesome default icons\n  --pst-icon-check-circle: \"\\f058\"; // fa-solid fa-circle-check\n  --pst-icon-info-circle: \"\\f05a\"; // fa-solid fa-circle-info\n  --pst-icon-exclamation-triangle: \"\\f071\"; // fa-solid fa-triangle-exclamation\n  --pst-icon-exclamation-circle: \"\\f06a\"; // fa-solid fa-circle-exclamation\n  --pst-icon-times-circle: \"\\f057\"; // fa-solid fa-circle-xmark\n  --pst-icon-lightbulb: \"\\f0eb\"; // fa-solid fa-lightbulb\n  --pst-icon-download: \"\\f019\"; // fa-solid fa-download\n  --pst-icon-angle-left: \"\\f104\"; // fa-solid fa-angle-left\n  --pst-icon-angle-right: \"\\f105\"; // fa-solid fa-angle-right\n  --pst-icon-external-link: \"\\f35d\"; // fa-solid fa-up-right-from-square\n  --pst-icon-search-minus: \"\\f010\"; // fa-solid fa-magnifying-glass-minus\n  --pst-icon-github: \"\\f09b\"; // fa-brands fa-github\n  --pst-icon-gitlab: \"\\f296\"; // fa-brands fa-gitlab\n  --pst-icon-share: \"\\f064\"; // fa-solid fa-share\n  --pst-icon-bell: \"\\f0f3\"; // fa-solid fa-bell\n  --pst-icon-pencil: \"\\f303\"; // fa-solid fa-pencil\n\n  // Bootstrap icons\n  --pst-breadcrumb-divider: \"\\f105\";\n}\n","html {\n  /*****************************************************************************\n  * Admonitions\n  **/\n\n  --pst-icon-admonition-default: var(--pst-icon-bell);\n  --pst-icon-admonition-note: var(--pst-icon-info-circle);\n  --pst-icon-admonition-attention: var(--pst-icon-exclamation-circle);\n  --pst-icon-admonition-caution: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-warning: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-danger: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-error: var(--pst-icon-times-circle);\n  --pst-icon-admonition-hint: var(--pst-icon-lightbulb);\n  --pst-icon-admonition-tip: var(--pst-icon-lightbulb);\n  --pst-icon-admonition-important: var(--pst-icon-exclamation-circle);\n  --pst-icon-admonition-seealso: var(--pst-icon-share);\n  --pst-icon-admonition-todo: var(--pst-icon-pencil);\n}\n","html {\n  /*****************************************************************************\n  * versionmodified\n  **/\n\n  --pst-icon-versionmodified-default: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-added: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-changed: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-deprecated: var(--pst-icon-exclamation-circle);\n}\n","html {\n  font-size: var(--pst-font-size-base);\n  scroll-padding-top: calc(var(--pst-header-height) + 1rem);\n}\n\nbody {\n  background-color: var(--pst-color-background);\n  font-family: var(--pst-font-family-base);\n  font-weight: 400;\n  line-height: 1.65;\n  color: var(--pst-color-text-base);\n  min-height: 100vh;\n  display: flex;\n  flex-direction: column;\n\n  // hack to avoid the black background on some browser including Safari\n  &::-webkit-scrollbar-track {\n    background-color: var(--pst-color-background);\n  }\n}\n\np {\n  margin-bottom: 1.15rem;\n  font-size: 1em;\n\n  /* section header in docstring pages */\n  &.rubric {\n    border-bottom: 1px solid var(--pst-color-border);\n  }\n\n  &.centered {\n    text-align: center;\n  }\n}\n\na {\n  @include link-style-default;\n\n  // The # anchor that appears on hover over headings\n  &.headerlink {\n    color: var(--pst-color-secondary);\n    opacity: 0.7;\n    font-size: 0.8em;\n    padding: 0 4px;\n    margin-left: 0.2em;\n    text-decoration: none;\n    transition: all 0.2s ease-out;\n    user-select: none;\n\n    &:hover {\n      opacity: 1;\n    }\n  }\n\n  // set up a icon next to the shorten links from github and gitlab\n  &.github,\n  &.gitlab {\n    &::before {\n      color: var(--pst-color-text-muted);\n      font: var(--fa-font-brands);\n      margin-right: 0.25rem;\n    }\n  }\n\n  &.github::before {\n    content: var(--pst-icon-github);\n  }\n\n  &.gitlab::before {\n    content: var(--pst-icon-gitlab);\n  }\n}\n\n%heading-style {\n  margin: 2.75rem 0 1.05rem;\n  font-family: var(--pst-font-family-heading);\n  font-weight: var(--pst-font-weight-heading);\n  line-height: 1.15;\n}\n\nh1 {\n  @extend %heading-style;\n\n  margin-top: 0;\n  font-size: var(--pst-font-size-h1);\n  color: var(--pst-heading-color);\n}\n\nh2 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h2);\n  color: var(--pst-heading-color);\n}\n\nh3 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h3);\n  color: var(--pst-heading-color);\n}\n\nh4 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h4);\n  color: var(--pst-heading-color);\n}\n\nh5 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h5);\n  color: var(--pst-color-text-base);\n}\n\nh6 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h6);\n  color: var(--pst-color-text-base);\n}\n\nsmall,\n.text_small {\n  font-size: var(--pst-font-size-milli);\n}\n\nhr {\n  border: 0;\n  border-top: 1px solid var(--pst-color-border);\n}\n\npre,\ncode,\nkbd,\nsamp {\n  font-family: var(--pst-font-family-monospace);\n}\n\nkbd {\n  // use theme negative\n  background-color: var(--pst-color-on-background);\n  color: var(--pst-color-text-muted);\n\n  // Compound keyboard elements will have nested kbd in them, so this prevents double lines\n  &:not(.compound) {\n    border: 1px solid var(--pst-color-border);\n    margin: 0 0.1rem;\n    padding: 0.1rem 0.4rem;\n    box-shadow: 1px 1px 1px var(--pst-color-shadow);\n  }\n}\n\ncode {\n  color: var(--pst-color-inline-code);\n}\n\npre {\n  margin: 1.5em 0;\n  padding: 1rem;\n  background-color: var(--pst-color-surface);\n  color: var(--pst-color-text-base);\n  line-height: 1.2em;\n  border: 1px solid var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n\n  .linenos {\n    // minimum opacity to make the line numbers WCAG AA conformant\n    opacity: 0.8;\n    padding-right: 10px;\n  }\n}\n\n// the back to top btn\n#pst-back-to-top {\n  z-index: $zindex-tooltip;\n  position: fixed;\n  display: none;\n  top: 90vh;\n  left: 50vw;\n  transform: translate(-50%);\n  color: var(--pst-color-secondary-text);\n  background-color: var(--pst-color-secondary);\n  border: none;\n\n  .fa-arrow-up {\n    // Using margin instead of a space character prevents the space between the\n    // icon and the text from being underlined when the button is hovered.\n    margin-inline-end: 0.5em;\n  }\n\n  &:hover {\n    @include link-style-hover;\n\n    text-decoration-thickness: 1px;\n    background-color: var(--pst-violet-600);\n    color: var(--pst-color-secondary-text);\n  }\n\n  &:focus-visible {\n    box-shadow: none;\n    outline: $focus-ring-outline;\n    outline-color: var(--pst-color-secondary);\n    outline-offset: $focus-ring-width;\n  }\n}\n\n// Focus ring\n// ----------\n// Note: The Bootstrap stylesheet provides the focus ring (customized by this\n// theme via Sass variables in _bootstrap.scss) in some cases. This rule covers\n// all other cases.\n:focus-visible {\n  outline: $focus-ring-outline;\n  box-shadow: none; // override Bootstrap\n}\n","// Consistent styling for links\n// ============================\n\n@use \"sass:string\";\n\n// Define some useful variables for links styling consistency\n\n// The default thickness of the underline for links will be either:\n//  - 1px\n//  - 0.0625rem if it's thicker than 1px because the user has changed the text\n//    size in their browser\n$link-underline-thickness: string.unquote(\"max(1px, .0625rem)\") !default;\n\n// Offset of link underlines from text baseline\n// The default is 3px expressed as ems, as calculated against the default body\n// font size (on desktop).\n$link-underline-offset: 0.1578em !default;\n\n// Thickness of link underlines in hover state\n// The default for each link will be the thickest of the following:\n//  - 3px\n//  - 0.1875rem, if it's thicker than 3px because the user has changed the text\n//    size in their browser\n//  - 0.12em (relative to the link's text size)\n$link-hover-decoration-thickness: string.unquote(\n  \"max(3px, .1875rem, .12em)\"\n) !default;\n\n// Ensures links have an underline decoration by default - needed to meet\n// WCAG SC 1.4.1\n@mixin link-decoration {\n  text-decoration: underline;\n\n  @if $link-underline-thickness {\n    text-decoration-thickness: $link-underline-thickness;\n  }\n\n  @if $link-underline-offset {\n    text-underline-offset: $link-underline-offset;\n  }\n}\n\n// Ensures links have an underline decoration on hover - distinct from the\n// default behaviour\n@mixin link-decoration-hover {\n  @if $link-hover-decoration-thickness {\n    text-decoration-thickness: $link-hover-decoration-thickness;\n\n    // Disable ink skipping on underlines on hover.\n    text-decoration-skip-ink: none;\n  }\n}\n\n// Simple hover style - can be used alone or in conjunction with other mixins\n// Add the text underline and change in thickness on hover.\n// Intended for use with the `:hover` pseudo-class.\n@mixin link-style-hover {\n  @include link-decoration;\n  @include link-decoration-hover;\n\n  color: var(--pst-color-link-hover);\n}\n\n// Default link styles\n// -------------------\n// Defines: default unvisited, visited, hover, and active.\n// TODO: @trallard to improve focus styles in subsequent PR\n@mixin link-style-default {\n  // So that really long links don't spill out of their container\n  word-wrap: break-word;\n  color: var(--pst-color-link);\n\n  @include link-decoration;\n\n  &:hover {\n    color: var(--pst-color-link-hover);\n\n    @include link-decoration-hover;\n  }\n\n  // TODO: @trallard to add active styles in subsequent PR\n  &:active {\n    color: var(--pst-color-link);\n  }\n\n  // Visited should still be hoverable\n  &:visited {\n    color: var(--pst-color-link);\n\n    &:hover {\n      color: var(--pst-color-link-hover);\n    }\n  }\n}\n\n// Text link styles\n// ----------------\n// Makes links use the muted text colour and removes the underline.\n// Use this mixin for navigation bar links.\n@mixin link-style-text {\n  color: var(--pst-color-text-muted);\n  text-decoration: none;\n\n  &:hover {\n    color: var(--pst-color-link-hover);\n\n    @include link-decoration;\n    @include link-decoration-hover;\n  }\n}\n\n// Sidebar and TOC links\n// ---------------------\n// Makes links use the muted text colour and removes the underline.\n// Use this mixin for navigation the primary sidebar and table of contents.\n// Active and hover should work together rather than one overriding the other.\n@mixin link-sidebar {\n  color: var(--pst-color-text-muted);\n  text-decoration: none;\n\n  &:hover {\n    text-decoration: underline;\n    background-color: transparent;\n    color: var(--pst-color-link-hover);\n\n    @include link-decoration-hover;\n  }\n\n  // TODO: @trallard to update active styles in subsequent PR\n  &:active {\n    color: var(--pst-color-link-hover);\n  }\n\n  &:focus-visible {\n    box-shadow: $focus-ring-box-shadow;\n    outline: none;\n    z-index: 10; // keep focus ring on top (prevent the link-sidebar-current notch from lying on top of the ring)\n  }\n}\n\n// Sidebar current page link styles\n// --------------------------------\n// Adds a vertical line on the left hand side of the link to indicate that\n// it's the current page. Note this is distinct from an active state.\n// Used on the primary sidebar and the TOC.\n// We want the side box shadow to have the same thickness as the hover underline\n@mixin link-sidebar-current {\n  font-weight: 600;\n  color: var(--pst-color-primary);\n\n  @if $link-hover-decoration-thickness {\n    $notch-shadow: inset\n      $link-hover-decoration-thickness\n      0\n      0\n      var(--pst-color-primary);\n\n    box-shadow: $notch-shadow;\n\n    &:focus-visible {\n      box-shadow: $notch-shadow, $focus-ring-box-shadow;\n      outline: none;\n    }\n  }\n}\n\n// Navigation bar current page link styles\n// ---------------------------------------\n// Adds a bottom underline, this leaves enough space for the hover state without\n// cluttering the navbar.\n// We want the side box shadow to have the same thickness as the hover underline\n@mixin link-navbar-current {\n  font-weight: 600;\n  color: var(--pst-color-primary);\n\n  @if $link-hover-decoration-thickness {\n    border-bottom: $link-hover-decoration-thickness\n      solid\n      var(--pst-color-primary);\n  }\n}\n\n// Navigation bar icon links hover styles\n// --------------------------------------\n// Adds a bottom box-shadow - since there is no text we cannot use text-decoration\n// We want the side box shadow to have the same thickness as the hover underline\n@mixin icon-navbar-hover {\n  &:hover {\n    color: var(--pst-color-link-hover);\n\n    @if $link-hover-decoration-thickness {\n      box-shadow: 0\n        $link-hover-decoration-thickness\n        0\n        var(--pst-color-link-hover);\n    }\n  }\n}\n\n// Mixin for links in the header (and the More dropdown toggle).\n\n// The mixin assumes it will be applied to some element X with a markup structure\n// like: X > .nav-link, or X > .dropdown-toggle.\n\n// It also assumes X.current is how the app annotates which item in the header nav\n// corresponds to the section in the docs that the user is currently reading.\n@mixin header-link {\n  // Target the child and not the parent because we want the underline in the\n  // mobile sidebar to only span the width of the text not the entire row/line.\n  > .nav-link,\n  > .dropdown-toggle {\n    border-radius: 2px;\n    color: var(--pst-color-text-muted);\n  }\n\n  > .nav-link {\n    // Set up pseudo-element for hover and current states below.\n    position: relative;\n\n    &::before {\n      content: \"\";\n      display: block;\n      position: absolute;\n      inset: 0;\n      background-color: transparent;\n    }\n\n    // Underline on hover.\n    // - Don't use text-decoration because it will wrap across two lines if\n    //   the link text also wraps across two lines.\n    // - Use pseudo-element in order to avoid the border-radius values\n    //   rounding the edges of the underline. (And since a header link can be\n    //   both focused and hovered at the same time and we want the focus ring\n    //   but not the underline to be rounded, we cannot use a box shadow or\n    //   bottom border link element to create the underline, or else it will\n    //   be rounded and if we apply border-radius 0 then the hovered focus\n    //   ring would go from rounded to sharp. So we have to use the\n    //   pseudo-element.)\n    &:hover {\n      color: var(--pst-color-secondary);\n      text-decoration: none; // override the link-style-hover mixin\n      &::before {\n        border-bottom: 3px solid var(--pst-color-secondary);\n      }\n    }\n\n    &:focus-visible {\n      box-shadow: none; // override Bootstrap\n      outline: 3px solid var(--pst-color-accent);\n      outline-offset: 3px;\n    }\n  }\n\n  > .dropdown-toggle {\n    &:focus-visible {\n      box-shadow: $focus-ring-box-shadow;\n    }\n\n    &:hover {\n      text-decoration: none;\n      box-shadow: 0 0 0 $focus-ring-width var(--pst-color-link-hover); // purple focus ring\n      // Brighten the text on hover (muted -> base)\n      color: var(--pst-color-text-base);\n    }\n  }\n\n  &.current {\n    > .nav-link {\n      color: var(--pst-color-primary);\n\n      // Underline the current navbar item\n      &::before {\n        border-bottom: 3px solid var(--pst-color-primary);\n      }\n    }\n  }\n}\n","// Variables\n//\n// Variables should follow the `$component-state-property-size` formula for\n// consistent naming. Ex: $nav-link-disabled-color and $modal-content-box-shadow-xs.\n\n// Color system\n\n// scss-docs-start gray-color-variables\n$white:    #fff !default;\n$gray-100: #f8f9fa !default;\n$gray-200: #e9ecef !default;\n$gray-300: #dee2e6 !default;\n$gray-400: #ced4da !default;\n$gray-500: #adb5bd !default;\n$gray-600: #6c757d !default;\n$gray-700: #495057 !default;\n$gray-800: #343a40 !default;\n$gray-900: #212529 !default;\n$black:    #000 !default;\n// scss-docs-end gray-color-variables\n\n// fusv-disable\n// scss-docs-start gray-colors-map\n$grays: (\n  \"100\": $gray-100,\n  \"200\": $gray-200,\n  \"300\": $gray-300,\n  \"400\": $gray-400,\n  \"500\": $gray-500,\n  \"600\": $gray-600,\n  \"700\": $gray-700,\n  \"800\": $gray-800,\n  \"900\": $gray-900\n) !default;\n// scss-docs-end gray-colors-map\n// fusv-enable\n\n// scss-docs-start color-variables\n$blue:    #0d6efd !default;\n$indigo:  #6610f2 !default;\n$purple:  #6f42c1 !default;\n$pink:    #d63384 !default;\n$red:     #dc3545 !default;\n$orange:  #fd7e14 !default;\n$yellow:  #ffc107 !default;\n$green:   #198754 !default;\n$teal:    #20c997 !default;\n$cyan:    #0dcaf0 !default;\n// scss-docs-end color-variables\n\n// scss-docs-start colors-map\n$colors: (\n  \"blue\":       $blue,\n  \"indigo\":     $indigo,\n  \"purple\":     $purple,\n  \"pink\":       $pink,\n  \"red\":        $red,\n  \"orange\":     $orange,\n  \"yellow\":     $yellow,\n  \"green\":      $green,\n  \"teal\":       $teal,\n  \"cyan\":       $cyan,\n  \"black\":      $black,\n  \"white\":      $white,\n  \"gray\":       $gray-600,\n  \"gray-dark\":  $gray-800\n) !default;\n// scss-docs-end colors-map\n\n// The contrast ratio to reach against white, to determine if color changes from \"light\" to \"dark\". Acceptable values for WCAG 2.0 are 3, 4.5 and 7.\n// See https://www.w3.org/TR/WCAG20/#visual-audio-contrast-contrast\n$min-contrast-ratio:   4.5 !default;\n\n// Customize the light and dark text colors for use in our color contrast function.\n$color-contrast-dark:      $black !default;\n$color-contrast-light:     $white !default;\n\n// fusv-disable\n$blue-100: tint-color($blue, 80%) !default;\n$blue-200: tint-color($blue, 60%) !default;\n$blue-300: tint-color($blue, 40%) !default;\n$blue-400: tint-color($blue, 20%) !default;\n$blue-500: $blue !default;\n$blue-600: shade-color($blue, 20%) !default;\n$blue-700: shade-color($blue, 40%) !default;\n$blue-800: shade-color($blue, 60%) !default;\n$blue-900: shade-color($blue, 80%) !default;\n\n$indigo-100: tint-color($indigo, 80%) !default;\n$indigo-200: tint-color($indigo, 60%) !default;\n$indigo-300: tint-color($indigo, 40%) !default;\n$indigo-400: tint-color($indigo, 20%) !default;\n$indigo-500: $indigo !default;\n$indigo-600: shade-color($indigo, 20%) !default;\n$indigo-700: shade-color($indigo, 40%) !default;\n$indigo-800: shade-color($indigo, 60%) !default;\n$indigo-900: shade-color($indigo, 80%) !default;\n\n$purple-100: tint-color($purple, 80%) !default;\n$purple-200: tint-color($purple, 60%) !default;\n$purple-300: tint-color($purple, 40%) !default;\n$purple-400: tint-color($purple, 20%) !default;\n$purple-500: $purple !default;\n$purple-600: shade-color($purple, 20%) !default;\n$purple-700: shade-color($purple, 40%) !default;\n$purple-800: shade-color($purple, 60%) !default;\n$purple-900: shade-color($purple, 80%) !default;\n\n$pink-100: tint-color($pink, 80%) !default;\n$pink-200: tint-color($pink, 60%) !default;\n$pink-300: tint-color($pink, 40%) !default;\n$pink-400: tint-color($pink, 20%) !default;\n$pink-500: $pink !default;\n$pink-600: shade-color($pink, 20%) !default;\n$pink-700: shade-color($pink, 40%) !default;\n$pink-800: shade-color($pink, 60%) !default;\n$pink-900: shade-color($pink, 80%) !default;\n\n$red-100: tint-color($red, 80%) !default;\n$red-200: tint-color($red, 60%) !default;\n$red-300: tint-color($red, 40%) !default;\n$red-400: tint-color($red, 20%) !default;\n$red-500: $red !default;\n$red-600: shade-color($red, 20%) !default;\n$red-700: shade-color($red, 40%) !default;\n$red-800: shade-color($red, 60%) !default;\n$red-900: shade-color($red, 80%) !default;\n\n$orange-100: tint-color($orange, 80%) !default;\n$orange-200: tint-color($orange, 60%) !default;\n$orange-300: tint-color($orange, 40%) !default;\n$orange-400: tint-color($orange, 20%) !default;\n$orange-500: $orange !default;\n$orange-600: shade-color($orange, 20%) !default;\n$orange-700: shade-color($orange, 40%) !default;\n$orange-800: shade-color($orange, 60%) !default;\n$orange-900: shade-color($orange, 80%) !default;\n\n$yellow-100: tint-color($yellow, 80%) !default;\n$yellow-200: tint-color($yellow, 60%) !default;\n$yellow-300: tint-color($yellow, 40%) !default;\n$yellow-400: tint-color($yellow, 20%) !default;\n$yellow-500: $yellow !default;\n$yellow-600: shade-color($yellow, 20%) !default;\n$yellow-700: shade-color($yellow, 40%) !default;\n$yellow-800: shade-color($yellow, 60%) !default;\n$yellow-900: shade-color($yellow, 80%) !default;\n\n$green-100: tint-color($green, 80%) !default;\n$green-200: tint-color($green, 60%) !default;\n$green-300: tint-color($green, 40%) !default;\n$green-400: tint-color($green, 20%) !default;\n$green-500: $green !default;\n$green-600: shade-color($green, 20%) !default;\n$green-700: shade-color($green, 40%) !default;\n$green-800: shade-color($green, 60%) !default;\n$green-900: shade-color($green, 80%) !default;\n\n$teal-100: tint-color($teal, 80%) !default;\n$teal-200: tint-color($teal, 60%) !default;\n$teal-300: tint-color($teal, 40%) !default;\n$teal-400: tint-color($teal, 20%) !default;\n$teal-500: $teal !default;\n$teal-600: shade-color($teal, 20%) !default;\n$teal-700: shade-color($teal, 40%) !default;\n$teal-800: shade-color($teal, 60%) !default;\n$teal-900: shade-color($teal, 80%) !default;\n\n$cyan-100: tint-color($cyan, 80%) !default;\n$cyan-200: tint-color($cyan, 60%) !default;\n$cyan-300: tint-color($cyan, 40%) !default;\n$cyan-400: tint-color($cyan, 20%) !default;\n$cyan-500: $cyan !default;\n$cyan-600: shade-color($cyan, 20%) !default;\n$cyan-700: shade-color($cyan, 40%) !default;\n$cyan-800: shade-color($cyan, 60%) !default;\n$cyan-900: shade-color($cyan, 80%) !default;\n\n$blues: (\n  \"blue-100\": $blue-100,\n  \"blue-200\": $blue-200,\n  \"blue-300\": $blue-300,\n  \"blue-400\": $blue-400,\n  \"blue-500\": $blue-500,\n  \"blue-600\": $blue-600,\n  \"blue-700\": $blue-700,\n  \"blue-800\": $blue-800,\n  \"blue-900\": $blue-900\n) !default;\n\n$indigos: (\n  \"indigo-100\": $indigo-100,\n  \"indigo-200\": $indigo-200,\n  \"indigo-300\": $indigo-300,\n  \"indigo-400\": $indigo-400,\n  \"indigo-500\": $indigo-500,\n  \"indigo-600\": $indigo-600,\n  \"indigo-700\": $indigo-700,\n  \"indigo-800\": $indigo-800,\n  \"indigo-900\": $indigo-900\n) !default;\n\n$purples: (\n  \"purple-100\": $purple-100,\n  \"purple-200\": $purple-200,\n  \"purple-300\": $purple-300,\n  \"purple-400\": $purple-400,\n  \"purple-500\": $purple-500,\n  \"purple-600\": $purple-600,\n  \"purple-700\": $purple-700,\n  \"purple-800\": $purple-800,\n  \"purple-900\": $purple-900\n) !default;\n\n$pinks: (\n  \"pink-100\": $pink-100,\n  \"pink-200\": $pink-200,\n  \"pink-300\": $pink-300,\n  \"pink-400\": $pink-400,\n  \"pink-500\": $pink-500,\n  \"pink-600\": $pink-600,\n  \"pink-700\": $pink-700,\n  \"pink-800\": $pink-800,\n  \"pink-900\": $pink-900\n) !default;\n\n$reds: (\n  \"red-100\": $red-100,\n  \"red-200\": $red-200,\n  \"red-300\": $red-300,\n  \"red-400\": $red-400,\n  \"red-500\": $red-500,\n  \"red-600\": $red-600,\n  \"red-700\": $red-700,\n  \"red-800\": $red-800,\n  \"red-900\": $red-900\n) !default;\n\n$oranges: (\n  \"orange-100\": $orange-100,\n  \"orange-200\": $orange-200,\n  \"orange-300\": $orange-300,\n  \"orange-400\": $orange-400,\n  \"orange-500\": $orange-500,\n  \"orange-600\": $orange-600,\n  \"orange-700\": $orange-700,\n  \"orange-800\": $orange-800,\n  \"orange-900\": $orange-900\n) !default;\n\n$yellows: (\n  \"yellow-100\": $yellow-100,\n  \"yellow-200\": $yellow-200,\n  \"yellow-300\": $yellow-300,\n  \"yellow-400\": $yellow-400,\n  \"yellow-500\": $yellow-500,\n  \"yellow-600\": $yellow-600,\n  \"yellow-700\": $yellow-700,\n  \"yellow-800\": $yellow-800,\n  \"yellow-900\": $yellow-900\n) !default;\n\n$greens: (\n  \"green-100\": $green-100,\n  \"green-200\": $green-200,\n  \"green-300\": $green-300,\n  \"green-400\": $green-400,\n  \"green-500\": $green-500,\n  \"green-600\": $green-600,\n  \"green-700\": $green-700,\n  \"green-800\": $green-800,\n  \"green-900\": $green-900\n) !default;\n\n$teals: (\n  \"teal-100\": $teal-100,\n  \"teal-200\": $teal-200,\n  \"teal-300\": $teal-300,\n  \"teal-400\": $teal-400,\n  \"teal-500\": $teal-500,\n  \"teal-600\": $teal-600,\n  \"teal-700\": $teal-700,\n  \"teal-800\": $teal-800,\n  \"teal-900\": $teal-900\n) !default;\n\n$cyans: (\n  \"cyan-100\": $cyan-100,\n  \"cyan-200\": $cyan-200,\n  \"cyan-300\": $cyan-300,\n  \"cyan-400\": $cyan-400,\n  \"cyan-500\": $cyan-500,\n  \"cyan-600\": $cyan-600,\n  \"cyan-700\": $cyan-700,\n  \"cyan-800\": $cyan-800,\n  \"cyan-900\": $cyan-900\n) !default;\n// fusv-enable\n\n// scss-docs-start theme-color-variables\n$primary:       $blue !default;\n$secondary:     $gray-600 !default;\n$success:       $green !default;\n$info:          $cyan !default;\n$warning:       $yellow !default;\n$danger:        $red !default;\n$light:         $gray-100 !default;\n$dark:          $gray-900 !default;\n// scss-docs-end theme-color-variables\n\n// scss-docs-start theme-colors-map\n$theme-colors: (\n  \"primary\":    $primary,\n  \"secondary\":  $secondary,\n  \"success\":    $success,\n  \"info\":       $info,\n  \"warning\":    $warning,\n  \"danger\":     $danger,\n  \"light\":      $light,\n  \"dark\":       $dark\n) !default;\n// scss-docs-end theme-colors-map\n\n// scss-docs-start theme-text-variables\n$primary-text-emphasis:   shade-color($primary, 60%) !default;\n$secondary-text-emphasis: shade-color($secondary, 60%) !default;\n$success-text-emphasis:   shade-color($success, 60%) !default;\n$info-text-emphasis:      shade-color($info, 60%) !default;\n$warning-text-emphasis:   shade-color($warning, 60%) !default;\n$danger-text-emphasis:    shade-color($danger, 60%) !default;\n$light-text-emphasis:     $gray-700 !default;\n$dark-text-emphasis:      $gray-700 !default;\n// scss-docs-end theme-text-variables\n\n// scss-docs-start theme-bg-subtle-variables\n$primary-bg-subtle:       tint-color($primary, 80%) !default;\n$secondary-bg-subtle:     tint-color($secondary, 80%) !default;\n$success-bg-subtle:       tint-color($success, 80%) !default;\n$info-bg-subtle:          tint-color($info, 80%) !default;\n$warning-bg-subtle:       tint-color($warning, 80%) !default;\n$danger-bg-subtle:        tint-color($danger, 80%) !default;\n$light-bg-subtle:         mix($gray-100, $white) !default;\n$dark-bg-subtle:          $gray-400 !default;\n// scss-docs-end theme-bg-subtle-variables\n\n// scss-docs-start theme-border-subtle-variables\n$primary-border-subtle:   tint-color($primary, 60%) !default;\n$secondary-border-subtle: tint-color($secondary, 60%) !default;\n$success-border-subtle:   tint-color($success, 60%) !default;\n$info-border-subtle:      tint-color($info, 60%) !default;\n$warning-border-subtle:   tint-color($warning, 60%) !default;\n$danger-border-subtle:    tint-color($danger, 60%) !default;\n$light-border-subtle:     $gray-200 !default;\n$dark-border-subtle:      $gray-500 !default;\n// scss-docs-end theme-border-subtle-variables\n\n// Characters which are escaped by the escape-svg function\n$escaped-characters: (\n  (\"<\", \"%3c\"),\n  (\">\", \"%3e\"),\n  (\"#\", \"%23\"),\n  (\"(\", \"%28\"),\n  (\")\", \"%29\"),\n) !default;\n\n// Options\n//\n// Quickly modify global styling by enabling or disabling optional features.\n\n$enable-caret:                true !default;\n$enable-rounded:              true !default;\n$enable-shadows:              false !default;\n$enable-gradients:            false !default;\n$enable-transitions:          true !default;\n$enable-reduced-motion:       true !default;\n$enable-smooth-scroll:        true !default;\n$enable-grid-classes:         true !default;\n$enable-container-classes:    true !default;\n$enable-cssgrid:              false !default;\n$enable-button-pointers:      true !default;\n$enable-rfs:                  true !default;\n$enable-validation-icons:     true !default;\n$enable-negative-margins:     false !default;\n$enable-deprecation-messages: true !default;\n$enable-important-utilities:  true !default;\n\n$enable-dark-mode:            true !default;\n$color-mode-type:             data !default; // `data` or `media-query`\n\n// Prefix for :root CSS variables\n\n$variable-prefix:             bs- !default; // Deprecated in v5.2.0 for the shorter `$prefix`\n$prefix:                      $variable-prefix !default;\n\n// Gradient\n//\n// The gradient which is added to components if `$enable-gradients` is `true`\n// This gradient is also added to elements with `.bg-gradient`\n// scss-docs-start variable-gradient\n$gradient: linear-gradient(180deg, rgba($white, .15), rgba($white, 0)) !default;\n// scss-docs-end variable-gradient\n\n// Spacing\n//\n// Control the default styling of most Bootstrap elements by modifying these\n// variables. Mostly focused on spacing.\n// You can add more entries to the $spacers map, should you need more variation.\n\n// scss-docs-start spacer-variables-maps\n$spacer: 1rem !default;\n$spacers: (\n  0: 0,\n  1: $spacer * .25,\n  2: $spacer * .5,\n  3: $spacer,\n  4: $spacer * 1.5,\n  5: $spacer * 3,\n) !default;\n// scss-docs-end spacer-variables-maps\n\n// Position\n//\n// Define the edge positioning anchors of the position utilities.\n\n// scss-docs-start position-map\n$position-values: (\n  0: 0,\n  50: 50%,\n  100: 100%\n) !default;\n// scss-docs-end position-map\n\n// Body\n//\n// Settings for the `<body>` element.\n\n$body-text-align:           null !default;\n$body-color:                $gray-900 !default;\n$body-bg:                   $white !default;\n\n$body-secondary-color:      rgba($body-color, .75) !default;\n$body-secondary-bg:         $gray-200 !default;\n\n$body-tertiary-color:       rgba($body-color, .5) !default;\n$body-tertiary-bg:          $gray-100 !default;\n\n$body-emphasis-color:       $black !default;\n\n// Links\n//\n// Style anchor elements.\n\n$link-color:                              $primary !default;\n$link-decoration:                         underline !default;\n$link-shade-percentage:                   20% !default;\n$link-hover-color:                        shift-color($link-color, $link-shade-percentage) !default;\n$link-hover-decoration:                   null !default;\n\n$stretched-link-pseudo-element:           after !default;\n$stretched-link-z-index:                  1 !default;\n\n// Icon links\n// scss-docs-start icon-link-variables\n$icon-link-gap:               .375rem !default;\n$icon-link-underline-offset:  .25em !default;\n$icon-link-icon-size:         1em !default;\n$icon-link-icon-transition:   .2s ease-in-out transform !default;\n$icon-link-icon-transform:    translate3d(.25em, 0, 0) !default;\n// scss-docs-end icon-link-variables\n\n// Paragraphs\n//\n// Style p element.\n\n$paragraph-margin-bottom:   1rem !default;\n\n\n// Grid breakpoints\n//\n// Define the minimum dimensions at which your layout will change,\n// adapting to different screen sizes, for use in media queries.\n\n// scss-docs-start grid-breakpoints\n$grid-breakpoints: (\n  xs: 0,\n  sm: 576px,\n  md: 768px,\n  lg: 992px,\n  xl: 1200px,\n  xxl: 1400px\n) !default;\n// scss-docs-end grid-breakpoints\n\n@include _assert-ascending($grid-breakpoints, \"$grid-breakpoints\");\n@include _assert-starts-at-zero($grid-breakpoints, \"$grid-breakpoints\");\n\n\n// Grid containers\n//\n// Define the maximum width of `.container` for different screen sizes.\n\n// scss-docs-start container-max-widths\n$container-max-widths: (\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1140px,\n  xxl: 1320px\n) !default;\n// scss-docs-end container-max-widths\n\n@include _assert-ascending($container-max-widths, \"$container-max-widths\");\n\n\n// Grid columns\n//\n// Set the number of columns and specify the width of the gutters.\n\n$grid-columns:                12 !default;\n$grid-gutter-width:           1.5rem !default;\n$grid-row-columns:            6 !default;\n\n// Container padding\n\n$container-padding-x: $grid-gutter-width !default;\n\n\n// Components\n//\n// Define common padding and border radius sizes and more.\n\n// scss-docs-start border-variables\n$border-width:                1px !default;\n$border-widths: (\n  1: 1px,\n  2: 2px,\n  3: 3px,\n  4: 4px,\n  5: 5px\n) !default;\n$border-style:                solid !default;\n$border-color:                $gray-300 !default;\n$border-color-translucent:    rgba($black, .175) !default;\n// scss-docs-end border-variables\n\n// scss-docs-start border-radius-variables\n$border-radius:               .375rem !default;\n$border-radius-sm:            .25rem !default;\n$border-radius-lg:            .5rem !default;\n$border-radius-xl:            1rem !default;\n$border-radius-xxl:           2rem !default;\n$border-radius-pill:          50rem !default;\n// scss-docs-end border-radius-variables\n// fusv-disable\n$border-radius-2xl:           $border-radius-xxl !default; // Deprecated in v5.3.0\n// fusv-enable\n\n// scss-docs-start box-shadow-variables\n$box-shadow:                  0 .5rem 1rem rgba($black, .15) !default;\n$box-shadow-sm:               0 .125rem .25rem rgba($black, .075) !default;\n$box-shadow-lg:               0 1rem 3rem rgba($black, .175) !default;\n$box-shadow-inset:            inset 0 1px 2px rgba($black, .075) !default;\n// scss-docs-end box-shadow-variables\n\n$component-active-color:      $white !default;\n$component-active-bg:         $primary !default;\n\n// scss-docs-start focus-ring-variables\n$focus-ring-width:      .25rem !default;\n$focus-ring-opacity:    .25 !default;\n$focus-ring-color:      rgba($primary, $focus-ring-opacity) !default;\n$focus-ring-blur:       0 !default;\n$focus-ring-box-shadow: 0 0 $focus-ring-blur $focus-ring-width $focus-ring-color !default;\n// scss-docs-end focus-ring-variables\n\n// scss-docs-start caret-variables\n$caret-width:                 .3em !default;\n$caret-vertical-align:        $caret-width * .85 !default;\n$caret-spacing:               $caret-width * .85 !default;\n// scss-docs-end caret-variables\n\n$transition-base:             all .2s ease-in-out !default;\n$transition-fade:             opacity .15s linear !default;\n// scss-docs-start collapse-transition\n$transition-collapse:         height .35s ease !default;\n$transition-collapse-width:   width .35s ease !default;\n// scss-docs-end collapse-transition\n\n// stylelint-disable function-disallowed-list\n// scss-docs-start aspect-ratios\n$aspect-ratios: (\n  \"1x1\": 100%,\n  \"4x3\": calc(3 / 4 * 100%),\n  \"16x9\": calc(9 / 16 * 100%),\n  \"21x9\": calc(9 / 21 * 100%)\n) !default;\n// scss-docs-end aspect-ratios\n// stylelint-enable function-disallowed-list\n\n// Typography\n//\n// Font, line-height, and color for body text, headings, and more.\n\n// scss-docs-start font-variables\n// stylelint-disable value-keyword-case\n$font-family-sans-serif:      system-ui, -apple-system, \"Segoe UI\", Roboto, \"Helvetica Neue\", \"Noto Sans\", \"Liberation Sans\", Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\", \"Noto Color Emoji\" !default;\n$font-family-monospace:       SFMono-Regular, Menlo, Monaco, Consolas, \"Liberation Mono\", \"Courier New\", monospace !default;\n// stylelint-enable value-keyword-case\n$font-family-base:            var(--#{$prefix}font-sans-serif) !default;\n$font-family-code:            var(--#{$prefix}font-monospace) !default;\n\n// $font-size-root affects the value of `rem`, which is used for as well font sizes, paddings, and margins\n// $font-size-base affects the font size of the body text\n$font-size-root:              null !default;\n$font-size-base:              1rem !default; // Assumes the browser default, typically `16px`\n$font-size-sm:                $font-size-base * .875 !default;\n$font-size-lg:                $font-size-base * 1.25 !default;\n\n$font-weight-lighter:         lighter !default;\n$font-weight-light:           300 !default;\n$font-weight-normal:          400 !default;\n$font-weight-medium:          500 !default;\n$font-weight-semibold:        600 !default;\n$font-weight-bold:            700 !default;\n$font-weight-bolder:          bolder !default;\n\n$font-weight-base:            $font-weight-normal !default;\n\n$line-height-base:            1.5 !default;\n$line-height-sm:              1.25 !default;\n$line-height-lg:              2 !default;\n\n$h1-font-size:                $font-size-base * 2.5 !default;\n$h2-font-size:                $font-size-base * 2 !default;\n$h3-font-size:                $font-size-base * 1.75 !default;\n$h4-font-size:                $font-size-base * 1.5 !default;\n$h5-font-size:                $font-size-base * 1.25 !default;\n$h6-font-size:                $font-size-base !default;\n// scss-docs-end font-variables\n\n// scss-docs-start font-sizes\n$font-sizes: (\n  1: $h1-font-size,\n  2: $h2-font-size,\n  3: $h3-font-size,\n  4: $h4-font-size,\n  5: $h5-font-size,\n  6: $h6-font-size\n) !default;\n// scss-docs-end font-sizes\n\n// scss-docs-start headings-variables\n$headings-margin-bottom:      $spacer * .5 !default;\n$headings-font-family:        null !default;\n$headings-font-style:         null !default;\n$headings-font-weight:        500 !default;\n$headings-line-height:        1.2 !default;\n$headings-color:              inherit !default;\n// scss-docs-end headings-variables\n\n// scss-docs-start display-headings\n$display-font-sizes: (\n  1: 5rem,\n  2: 4.5rem,\n  3: 4rem,\n  4: 3.5rem,\n  5: 3rem,\n  6: 2.5rem\n) !default;\n\n$display-font-family: null !default;\n$display-font-style:  null !default;\n$display-font-weight: 300 !default;\n$display-line-height: $headings-line-height !default;\n// scss-docs-end display-headings\n\n// scss-docs-start type-variables\n$lead-font-size:              $font-size-base * 1.25 !default;\n$lead-font-weight:            300 !default;\n\n$small-font-size:             .875em !default;\n\n$sub-sup-font-size:           .75em !default;\n\n// fusv-disable\n$text-muted:                  var(--#{$prefix}secondary-color) !default; // Deprecated in 5.3.0\n// fusv-enable\n\n$initialism-font-size:        $small-font-size !default;\n\n$blockquote-margin-y:         $spacer !default;\n$blockquote-font-size:        $font-size-base * 1.25 !default;\n$blockquote-footer-color:     $gray-600 !default;\n$blockquote-footer-font-size: $small-font-size !default;\n\n$hr-margin-y:                 $spacer !default;\n$hr-color:                    inherit !default;\n\n// fusv-disable\n$hr-bg-color:                 null !default; // Deprecated in v5.2.0\n$hr-height:                   null !default; // Deprecated in v5.2.0\n// fusv-enable\n\n$hr-border-color:             null !default; // Allows for inherited colors\n$hr-border-width:             var(--#{$prefix}border-width) !default;\n$hr-opacity:                  .25 !default;\n\n// scss-docs-start vr-variables\n$vr-border-width:             var(--#{$prefix}border-width) !default;\n// scss-docs-end vr-variables\n\n$legend-margin-bottom:        .5rem !default;\n$legend-font-size:            1.5rem !default;\n$legend-font-weight:          null !default;\n\n$dt-font-weight:              $font-weight-bold !default;\n\n$list-inline-padding:         .5rem !default;\n\n$mark-padding:                .1875em !default;\n$mark-color:                  $body-color !default;\n$mark-bg:                     $yellow-100 !default;\n// scss-docs-end type-variables\n\n\n// Tables\n//\n// Customizes the `.table` component with basic values, each used across all table variations.\n\n// scss-docs-start table-variables\n$table-cell-padding-y:        .5rem !default;\n$table-cell-padding-x:        .5rem !default;\n$table-cell-padding-y-sm:     .25rem !default;\n$table-cell-padding-x-sm:     .25rem !default;\n\n$table-cell-vertical-align:   top !default;\n\n$table-color:                 var(--#{$prefix}emphasis-color) !default;\n$table-bg:                    var(--#{$prefix}body-bg) !default;\n$table-accent-bg:             transparent !default;\n\n$table-th-font-weight:        null !default;\n\n$table-striped-color:         $table-color !default;\n$table-striped-bg-factor:     .05 !default;\n$table-striped-bg:            rgba(var(--#{$prefix}emphasis-color-rgb), $table-striped-bg-factor) !default;\n\n$table-active-color:          $table-color !default;\n$table-active-bg-factor:      .1 !default;\n$table-active-bg:             rgba(var(--#{$prefix}emphasis-color-rgb), $table-active-bg-factor) !default;\n\n$table-hover-color:           $table-color !default;\n$table-hover-bg-factor:       .075 !default;\n$table-hover-bg:              rgba(var(--#{$prefix}emphasis-color-rgb), $table-hover-bg-factor) !default;\n\n$table-border-factor:         .2 !default;\n$table-border-width:          var(--#{$prefix}border-width) !default;\n$table-border-color:          var(--#{$prefix}border-color) !default;\n\n$table-striped-order:         odd !default;\n$table-striped-columns-order: even !default;\n\n$table-group-separator-color: currentcolor !default;\n\n$table-caption-color:         var(--#{$prefix}secondary-color) !default;\n\n$table-bg-scale:              -80% !default;\n// scss-docs-end table-variables\n\n// scss-docs-start table-loop\n$table-variants: (\n  \"primary\":    shift-color($primary, $table-bg-scale),\n  \"secondary\":  shift-color($secondary, $table-bg-scale),\n  \"success\":    shift-color($success, $table-bg-scale),\n  \"info\":       shift-color($info, $table-bg-scale),\n  \"warning\":    shift-color($warning, $table-bg-scale),\n  \"danger\":     shift-color($danger, $table-bg-scale),\n  \"light\":      $light,\n  \"dark\":       $dark,\n) !default;\n// scss-docs-end table-loop\n\n\n// Buttons + Forms\n//\n// Shared variables that are reassigned to `$input-` and `$btn-` specific variables.\n\n// scss-docs-start input-btn-variables\n$input-btn-padding-y:         .375rem !default;\n$input-btn-padding-x:         .75rem !default;\n$input-btn-font-family:       null !default;\n$input-btn-font-size:         $font-size-base !default;\n$input-btn-line-height:       $line-height-base !default;\n\n$input-btn-focus-width:         $focus-ring-width !default;\n$input-btn-focus-color-opacity: $focus-ring-opacity !default;\n$input-btn-focus-color:         $focus-ring-color !default;\n$input-btn-focus-blur:          $focus-ring-blur !default;\n$input-btn-focus-box-shadow:    $focus-ring-box-shadow !default;\n\n$input-btn-padding-y-sm:      .25rem !default;\n$input-btn-padding-x-sm:      .5rem !default;\n$input-btn-font-size-sm:      $font-size-sm !default;\n\n$input-btn-padding-y-lg:      .5rem !default;\n$input-btn-padding-x-lg:      1rem !default;\n$input-btn-font-size-lg:      $font-size-lg !default;\n\n$input-btn-border-width:      var(--#{$prefix}border-width) !default;\n// scss-docs-end input-btn-variables\n\n\n// Buttons\n//\n// For each of Bootstrap's buttons, define text, background, and border color.\n\n// scss-docs-start btn-variables\n$btn-color:                   var(--#{$prefix}body-color) !default;\n$btn-padding-y:               $input-btn-padding-y !default;\n$btn-padding-x:               $input-btn-padding-x !default;\n$btn-font-family:             $input-btn-font-family !default;\n$btn-font-size:               $input-btn-font-size !default;\n$btn-line-height:             $input-btn-line-height !default;\n$btn-white-space:             null !default; // Set to `nowrap` to prevent text wrapping\n\n$btn-padding-y-sm:            $input-btn-padding-y-sm !default;\n$btn-padding-x-sm:            $input-btn-padding-x-sm !default;\n$btn-font-size-sm:            $input-btn-font-size-sm !default;\n\n$btn-padding-y-lg:            $input-btn-padding-y-lg !default;\n$btn-padding-x-lg:            $input-btn-padding-x-lg !default;\n$btn-font-size-lg:            $input-btn-font-size-lg !default;\n\n$btn-border-width:            $input-btn-border-width !default;\n\n$btn-font-weight:             $font-weight-normal !default;\n$btn-box-shadow:              inset 0 1px 0 rgba($white, .15), 0 1px 1px rgba($black, .075) !default;\n$btn-focus-width:             $input-btn-focus-width !default;\n$btn-focus-box-shadow:        $input-btn-focus-box-shadow !default;\n$btn-disabled-opacity:        .65 !default;\n$btn-active-box-shadow:       inset 0 3px 5px rgba($black, .125) !default;\n\n$btn-link-color:              var(--#{$prefix}link-color) !default;\n$btn-link-hover-color:        var(--#{$prefix}link-hover-color) !default;\n$btn-link-disabled-color:     $gray-600 !default;\n$btn-link-focus-shadow-rgb:   to-rgb(mix(color-contrast($link-color), $link-color, 15%)) !default;\n\n// Allows for customizing button radius independently from global border radius\n$btn-border-radius:           var(--#{$prefix}border-radius) !default;\n$btn-border-radius-sm:        var(--#{$prefix}border-radius-sm) !default;\n$btn-border-radius-lg:        var(--#{$prefix}border-radius-lg) !default;\n\n$btn-transition:              color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$btn-hover-bg-shade-amount:       15% !default;\n$btn-hover-bg-tint-amount:        15% !default;\n$btn-hover-border-shade-amount:   20% !default;\n$btn-hover-border-tint-amount:    10% !default;\n$btn-active-bg-shade-amount:      20% !default;\n$btn-active-bg-tint-amount:       20% !default;\n$btn-active-border-shade-amount:  25% !default;\n$btn-active-border-tint-amount:   10% !default;\n// scss-docs-end btn-variables\n\n\n// Forms\n\n// scss-docs-start form-text-variables\n$form-text-margin-top:                  .25rem !default;\n$form-text-font-size:                   $small-font-size !default;\n$form-text-font-style:                  null !default;\n$form-text-font-weight:                 null !default;\n$form-text-color:                       var(--#{$prefix}secondary-color) !default;\n// scss-docs-end form-text-variables\n\n// scss-docs-start form-label-variables\n$form-label-margin-bottom:              .5rem !default;\n$form-label-font-size:                  null !default;\n$form-label-font-style:                 null !default;\n$form-label-font-weight:                null !default;\n$form-label-color:                      null !default;\n// scss-docs-end form-label-variables\n\n// scss-docs-start form-input-variables\n$input-padding-y:                       $input-btn-padding-y !default;\n$input-padding-x:                       $input-btn-padding-x !default;\n$input-font-family:                     $input-btn-font-family !default;\n$input-font-size:                       $input-btn-font-size !default;\n$input-font-weight:                     $font-weight-base !default;\n$input-line-height:                     $input-btn-line-height !default;\n\n$input-padding-y-sm:                    $input-btn-padding-y-sm !default;\n$input-padding-x-sm:                    $input-btn-padding-x-sm !default;\n$input-font-size-sm:                    $input-btn-font-size-sm !default;\n\n$input-padding-y-lg:                    $input-btn-padding-y-lg !default;\n$input-padding-x-lg:                    $input-btn-padding-x-lg !default;\n$input-font-size-lg:                    $input-btn-font-size-lg !default;\n\n$input-bg:                              var(--#{$prefix}body-bg) !default;\n$input-disabled-color:                  null !default;\n$input-disabled-bg:                     var(--#{$prefix}secondary-bg) !default;\n$input-disabled-border-color:           null !default;\n\n$input-color:                           var(--#{$prefix}body-color) !default;\n$input-border-color:                    var(--#{$prefix}border-color) !default;\n$input-border-width:                    $input-btn-border-width !default;\n$input-box-shadow:                      var(--#{$prefix}box-shadow-inset) !default;\n\n$input-border-radius:                   var(--#{$prefix}border-radius) !default;\n$input-border-radius-sm:                var(--#{$prefix}border-radius-sm) !default;\n$input-border-radius-lg:                var(--#{$prefix}border-radius-lg) !default;\n\n$input-focus-bg:                        $input-bg !default;\n$input-focus-border-color:              tint-color($component-active-bg, 50%) !default;\n$input-focus-color:                     $input-color !default;\n$input-focus-width:                     $input-btn-focus-width !default;\n$input-focus-box-shadow:                $input-btn-focus-box-shadow !default;\n\n$input-placeholder-color:               var(--#{$prefix}secondary-color) !default;\n$input-plaintext-color:                 var(--#{$prefix}body-color) !default;\n\n$input-height-border:                   calc(#{$input-border-width} * 2) !default; // stylelint-disable-line function-disallowed-list\n\n$input-height-inner:                    add($input-line-height * 1em, $input-padding-y * 2) !default;\n$input-height-inner-half:               add($input-line-height * .5em, $input-padding-y) !default;\n$input-height-inner-quarter:            add($input-line-height * .25em, $input-padding-y * .5) !default;\n\n$input-height:                          add($input-line-height * 1em, add($input-padding-y * 2, $input-height-border, false)) !default;\n$input-height-sm:                       add($input-line-height * 1em, add($input-padding-y-sm * 2, $input-height-border, false)) !default;\n$input-height-lg:                       add($input-line-height * 1em, add($input-padding-y-lg * 2, $input-height-border, false)) !default;\n\n$input-transition:                      border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$form-color-width:                      3rem !default;\n// scss-docs-end form-input-variables\n\n// scss-docs-start form-check-variables\n$form-check-input-width:                  1em !default;\n$form-check-min-height:                   $font-size-base * $line-height-base !default;\n$form-check-padding-start:                $form-check-input-width + .5em !default;\n$form-check-margin-bottom:                .125rem !default;\n$form-check-label-color:                  null !default;\n$form-check-label-cursor:                 null !default;\n$form-check-transition:                   null !default;\n\n$form-check-input-active-filter:          brightness(90%) !default;\n\n$form-check-input-bg:                     $input-bg !default;\n$form-check-input-border:                 var(--#{$prefix}border-width) solid var(--#{$prefix}border-color) !default;\n$form-check-input-border-radius:          .25em !default;\n$form-check-radio-border-radius:          50% !default;\n$form-check-input-focus-border:           $input-focus-border-color !default;\n$form-check-input-focus-box-shadow:       $focus-ring-box-shadow !default;\n\n$form-check-input-checked-color:          $component-active-color !default;\n$form-check-input-checked-bg-color:       $component-active-bg !default;\n$form-check-input-checked-border-color:   $form-check-input-checked-bg-color !default;\n$form-check-input-checked-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'><path fill='none' stroke='#{$form-check-input-checked-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='m6 10 3 3 6-6'/></svg>\") !default;\n$form-check-radio-checked-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='2' fill='#{$form-check-input-checked-color}'/></svg>\") !default;\n\n$form-check-input-indeterminate-color:          $component-active-color !default;\n$form-check-input-indeterminate-bg-color:       $component-active-bg !default;\n$form-check-input-indeterminate-border-color:   $form-check-input-indeterminate-bg-color !default;\n$form-check-input-indeterminate-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'><path fill='none' stroke='#{$form-check-input-indeterminate-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='M6 10h8'/></svg>\") !default;\n\n$form-check-input-disabled-opacity:        .5 !default;\n$form-check-label-disabled-opacity:        $form-check-input-disabled-opacity !default;\n$form-check-btn-check-disabled-opacity:    $btn-disabled-opacity !default;\n\n$form-check-inline-margin-end:    1rem !default;\n// scss-docs-end form-check-variables\n\n// scss-docs-start form-switch-variables\n$form-switch-color:               rgba($black, .25) !default;\n$form-switch-width:               2em !default;\n$form-switch-padding-start:       $form-switch-width + .5em !default;\n$form-switch-bg-image:            url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-color}'/></svg>\") !default;\n$form-switch-border-radius:       $form-switch-width !default;\n$form-switch-transition:          background-position .15s ease-in-out !default;\n\n$form-switch-focus-color:         $input-focus-border-color !default;\n$form-switch-focus-bg-image:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-focus-color}'/></svg>\") !default;\n\n$form-switch-checked-color:       $component-active-color !default;\n$form-switch-checked-bg-image:    url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-checked-color}'/></svg>\") !default;\n$form-switch-checked-bg-position: right center !default;\n// scss-docs-end form-switch-variables\n\n// scss-docs-start input-group-variables\n$input-group-addon-padding-y:           $input-padding-y !default;\n$input-group-addon-padding-x:           $input-padding-x !default;\n$input-group-addon-font-weight:         $input-font-weight !default;\n$input-group-addon-color:               $input-color !default;\n$input-group-addon-bg:                  var(--#{$prefix}tertiary-bg) !default;\n$input-group-addon-border-color:        $input-border-color !default;\n// scss-docs-end input-group-variables\n\n// scss-docs-start form-select-variables\n$form-select-padding-y:             $input-padding-y !default;\n$form-select-padding-x:             $input-padding-x !default;\n$form-select-font-family:           $input-font-family !default;\n$form-select-font-size:             $input-font-size !default;\n$form-select-indicator-padding:     $form-select-padding-x * 3 !default; // Extra padding for background-image\n$form-select-font-weight:           $input-font-weight !default;\n$form-select-line-height:           $input-line-height !default;\n$form-select-color:                 $input-color !default;\n$form-select-bg:                    $input-bg !default;\n$form-select-disabled-color:        null !default;\n$form-select-disabled-bg:           $input-disabled-bg !default;\n$form-select-disabled-border-color: $input-disabled-border-color !default;\n$form-select-bg-position:           right $form-select-padding-x center !default;\n$form-select-bg-size:               16px 12px !default; // In pixels because image dimensions\n$form-select-indicator-color:       $gray-800 !default;\n$form-select-indicator:             url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'><path fill='none' stroke='#{$form-select-indicator-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='m2 5 6 6 6-6'/></svg>\") !default;\n\n$form-select-feedback-icon-padding-end: $form-select-padding-x * 2.5 + $form-select-indicator-padding !default;\n$form-select-feedback-icon-position:    center right $form-select-indicator-padding !default;\n$form-select-feedback-icon-size:        $input-height-inner-half $input-height-inner-half !default;\n\n$form-select-border-width:        $input-border-width !default;\n$form-select-border-color:        $input-border-color !default;\n$form-select-border-radius:       $input-border-radius !default;\n$form-select-box-shadow:          var(--#{$prefix}box-shadow-inset) !default;\n\n$form-select-focus-border-color:  $input-focus-border-color !default;\n$form-select-focus-width:         $input-focus-width !default;\n$form-select-focus-box-shadow:    0 0 0 $form-select-focus-width $input-btn-focus-color !default;\n\n$form-select-padding-y-sm:        $input-padding-y-sm !default;\n$form-select-padding-x-sm:        $input-padding-x-sm !default;\n$form-select-font-size-sm:        $input-font-size-sm !default;\n$form-select-border-radius-sm:    $input-border-radius-sm !default;\n\n$form-select-padding-y-lg:        $input-padding-y-lg !default;\n$form-select-padding-x-lg:        $input-padding-x-lg !default;\n$form-select-font-size-lg:        $input-font-size-lg !default;\n$form-select-border-radius-lg:    $input-border-radius-lg !default;\n\n$form-select-transition:          $input-transition !default;\n// scss-docs-end form-select-variables\n\n// scss-docs-start form-range-variables\n$form-range-track-width:          100% !default;\n$form-range-track-height:         .5rem !default;\n$form-range-track-cursor:         pointer !default;\n$form-range-track-bg:             var(--#{$prefix}secondary-bg) !default;\n$form-range-track-border-radius:  1rem !default;\n$form-range-track-box-shadow:     var(--#{$prefix}box-shadow-inset) !default;\n\n$form-range-thumb-width:                   1rem !default;\n$form-range-thumb-height:                  $form-range-thumb-width !default;\n$form-range-thumb-bg:                      $component-active-bg !default;\n$form-range-thumb-border:                  0 !default;\n$form-range-thumb-border-radius:           1rem !default;\n$form-range-thumb-box-shadow:              0 .1rem .25rem rgba($black, .1) !default;\n$form-range-thumb-focus-box-shadow:        0 0 0 1px $body-bg, $input-focus-box-shadow !default;\n$form-range-thumb-focus-box-shadow-width:  $input-focus-width !default; // For focus box shadow issue in Edge\n$form-range-thumb-active-bg:               tint-color($component-active-bg, 70%) !default;\n$form-range-thumb-disabled-bg:             var(--#{$prefix}secondary-color) !default;\n$form-range-thumb-transition:              background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n// scss-docs-end form-range-variables\n\n// scss-docs-start form-file-variables\n$form-file-button-color:          $input-color !default;\n$form-file-button-bg:             var(--#{$prefix}tertiary-bg) !default;\n$form-file-button-hover-bg:       var(--#{$prefix}secondary-bg) !default;\n// scss-docs-end form-file-variables\n\n// scss-docs-start form-floating-variables\n$form-floating-height:                  add(3.5rem, $input-height-border) !default;\n$form-floating-line-height:             1.25 !default;\n$form-floating-padding-x:               $input-padding-x !default;\n$form-floating-padding-y:               1rem !default;\n$form-floating-input-padding-t:         1.625rem !default;\n$form-floating-input-padding-b:         .625rem !default;\n$form-floating-label-height:            1.5em !default;\n$form-floating-label-opacity:           .65 !default;\n$form-floating-label-transform:         scale(.85) translateY(-.5rem) translateX(.15rem) !default;\n$form-floating-label-disabled-color:    $gray-600 !default;\n$form-floating-transition:              opacity .1s ease-in-out, transform .1s ease-in-out !default;\n// scss-docs-end form-floating-variables\n\n// Form validation\n\n// scss-docs-start form-feedback-variables\n$form-feedback-margin-top:          $form-text-margin-top !default;\n$form-feedback-font-size:           $form-text-font-size !default;\n$form-feedback-font-style:          $form-text-font-style !default;\n$form-feedback-valid-color:         $success !default;\n$form-feedback-invalid-color:       $danger !default;\n\n$form-feedback-icon-valid-color:    $form-feedback-valid-color !default;\n$form-feedback-icon-valid:          url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 8 8'><path fill='#{$form-feedback-icon-valid-color}' d='M2.3 6.73.6 4.53c-.4-1.04.46-1.4 1.1-.8l1.1 1.4 3.4-3.8c.6-.63 1.6-.27 1.2.7l-4 4.6c-.43.5-.8.4-1.1.1z'/></svg>\") !default;\n$form-feedback-icon-invalid-color:  $form-feedback-invalid-color !default;\n$form-feedback-icon-invalid:        url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 12 12' width='12' height='12' fill='none' stroke='#{$form-feedback-icon-invalid-color}'><circle cx='6' cy='6' r='4.5'/><path stroke-linejoin='round' d='M5.8 3.6h.4L6 6.5z'/><circle cx='6' cy='8.2' r='.6' fill='#{$form-feedback-icon-invalid-color}' stroke='none'/></svg>\") !default;\n// scss-docs-end form-feedback-variables\n\n// scss-docs-start form-validation-colors\n$form-valid-color:                  $form-feedback-valid-color !default;\n$form-valid-border-color:           $form-feedback-valid-color !default;\n$form-invalid-color:                $form-feedback-invalid-color !default;\n$form-invalid-border-color:         $form-feedback-invalid-color !default;\n// scss-docs-end form-validation-colors\n\n// scss-docs-start form-validation-states\n$form-validation-states: (\n  \"valid\": (\n    \"color\": var(--#{$prefix}form-valid-color),\n    \"icon\": $form-feedback-icon-valid,\n    \"tooltip-color\": #fff,\n    \"tooltip-bg-color\": var(--#{$prefix}success),\n    \"focus-box-shadow\": 0 0 $input-btn-focus-blur $input-focus-width rgba(var(--#{$prefix}success-rgb), $input-btn-focus-color-opacity),\n    \"border-color\": var(--#{$prefix}form-valid-border-color),\n  ),\n  \"invalid\": (\n    \"color\": var(--#{$prefix}form-invalid-color),\n    \"icon\": $form-feedback-icon-invalid,\n    \"tooltip-color\": #fff,\n    \"tooltip-bg-color\": var(--#{$prefix}danger),\n    \"focus-box-shadow\": 0 0 $input-btn-focus-blur $input-focus-width rgba(var(--#{$prefix}danger-rgb), $input-btn-focus-color-opacity),\n    \"border-color\": var(--#{$prefix}form-invalid-border-color),\n  )\n) !default;\n// scss-docs-end form-validation-states\n\n// Z-index master list\n//\n// Warning: Avoid customizing these values. They're used for a bird's eye view\n// of components dependent on the z-axis and are designed to all work together.\n\n// scss-docs-start zindex-stack\n$zindex-dropdown:                   1000 !default;\n$zindex-sticky:                     1020 !default;\n$zindex-fixed:                      1030 !default;\n$zindex-offcanvas-backdrop:         1040 !default;\n$zindex-offcanvas:                  1045 !default;\n$zindex-modal-backdrop:             1050 !default;\n$zindex-modal:                      1055 !default;\n$zindex-popover:                    1070 !default;\n$zindex-tooltip:                    1080 !default;\n$zindex-toast:                      1090 !default;\n// scss-docs-end zindex-stack\n\n// scss-docs-start zindex-levels-map\n$zindex-levels: (\n  n1: -1,\n  0: 0,\n  1: 1,\n  2: 2,\n  3: 3\n) !default;\n// scss-docs-end zindex-levels-map\n\n\n// Navs\n\n// scss-docs-start nav-variables\n$nav-link-padding-y:                .5rem !default;\n$nav-link-padding-x:                1rem !default;\n$nav-link-font-size:                null !default;\n$nav-link-font-weight:              null !default;\n$nav-link-color:                    var(--#{$prefix}link-color) !default;\n$nav-link-hover-color:              var(--#{$prefix}link-hover-color) !default;\n$nav-link-transition:               color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out !default;\n$nav-link-disabled-color:           var(--#{$prefix}secondary-color) !default;\n$nav-link-focus-box-shadow:         $focus-ring-box-shadow !default;\n\n$nav-tabs-border-color:             var(--#{$prefix}border-color) !default;\n$nav-tabs-border-width:             var(--#{$prefix}border-width) !default;\n$nav-tabs-border-radius:            var(--#{$prefix}border-radius) !default;\n$nav-tabs-link-hover-border-color:  var(--#{$prefix}secondary-bg) var(--#{$prefix}secondary-bg) $nav-tabs-border-color !default;\n$nav-tabs-link-active-color:        var(--#{$prefix}emphasis-color) !default;\n$nav-tabs-link-active-bg:           var(--#{$prefix}body-bg) !default;\n$nav-tabs-link-active-border-color: var(--#{$prefix}border-color) var(--#{$prefix}border-color) $nav-tabs-link-active-bg !default;\n\n$nav-pills-border-radius:           var(--#{$prefix}border-radius) !default;\n$nav-pills-link-active-color:       $component-active-color !default;\n$nav-pills-link-active-bg:          $component-active-bg !default;\n\n$nav-underline-gap:                 1rem !default;\n$nav-underline-border-width:        .125rem !default;\n$nav-underline-link-active-color:   var(--#{$prefix}emphasis-color) !default;\n// scss-docs-end nav-variables\n\n\n// Navbar\n\n// scss-docs-start navbar-variables\n$navbar-padding-y:                  $spacer * .5 !default;\n$navbar-padding-x:                  null !default;\n\n$navbar-nav-link-padding-x:         .5rem !default;\n\n$navbar-brand-font-size:            $font-size-lg !default;\n// Compute the navbar-brand padding-y so the navbar-brand will have the same height as navbar-text and nav-link\n$nav-link-height:                   $font-size-base * $line-height-base + $nav-link-padding-y * 2 !default;\n$navbar-brand-height:               $navbar-brand-font-size * $line-height-base !default;\n$navbar-brand-padding-y:            ($nav-link-height - $navbar-brand-height) * .5 !default;\n$navbar-brand-margin-end:           1rem !default;\n\n$navbar-toggler-padding-y:          .25rem !default;\n$navbar-toggler-padding-x:          .75rem !default;\n$navbar-toggler-font-size:          $font-size-lg !default;\n$navbar-toggler-border-radius:      $btn-border-radius !default;\n$navbar-toggler-focus-width:        $btn-focus-width !default;\n$navbar-toggler-transition:         box-shadow .15s ease-in-out !default;\n\n$navbar-light-color:                rgba(var(--#{$prefix}emphasis-color-rgb), .65) !default;\n$navbar-light-hover-color:          rgba(var(--#{$prefix}emphasis-color-rgb), .8) !default;\n$navbar-light-active-color:         rgba(var(--#{$prefix}emphasis-color-rgb), 1) !default;\n$navbar-light-disabled-color:       rgba(var(--#{$prefix}emphasis-color-rgb), .3) !default;\n$navbar-light-icon-color:           rgba($body-color, .75) !default;\n$navbar-light-toggler-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke='#{$navbar-light-icon-color}' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>\") !default;\n$navbar-light-toggler-border-color: rgba(var(--#{$prefix}emphasis-color-rgb), .15) !default;\n$navbar-light-brand-color:          $navbar-light-active-color !default;\n$navbar-light-brand-hover-color:    $navbar-light-active-color !default;\n// scss-docs-end navbar-variables\n\n// scss-docs-start navbar-dark-variables\n$navbar-dark-color:                 rgba($white, .55) !default;\n$navbar-dark-hover-color:           rgba($white, .75) !default;\n$navbar-dark-active-color:          $white !default;\n$navbar-dark-disabled-color:        rgba($white, .25) !default;\n$navbar-dark-icon-color:            $navbar-dark-color !default;\n$navbar-dark-toggler-icon-bg:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke='#{$navbar-dark-icon-color}' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>\") !default;\n$navbar-dark-toggler-border-color:  rgba($white, .1) !default;\n$navbar-dark-brand-color:           $navbar-dark-active-color !default;\n$navbar-dark-brand-hover-color:     $navbar-dark-active-color !default;\n// scss-docs-end navbar-dark-variables\n\n\n// Dropdowns\n//\n// Dropdown menu container and contents.\n\n// scss-docs-start dropdown-variables\n$dropdown-min-width:                10rem !default;\n$dropdown-padding-x:                0 !default;\n$dropdown-padding-y:                .5rem !default;\n$dropdown-spacer:                   .125rem !default;\n$dropdown-font-size:                $font-size-base !default;\n$dropdown-color:                    var(--#{$prefix}body-color) !default;\n$dropdown-bg:                       var(--#{$prefix}body-bg) !default;\n$dropdown-border-color:             var(--#{$prefix}border-color-translucent) !default;\n$dropdown-border-radius:            var(--#{$prefix}border-radius) !default;\n$dropdown-border-width:             var(--#{$prefix}border-width) !default;\n$dropdown-inner-border-radius:      calc(#{$dropdown-border-radius} - #{$dropdown-border-width}) !default; // stylelint-disable-line function-disallowed-list\n$dropdown-divider-bg:               $dropdown-border-color !default;\n$dropdown-divider-margin-y:         $spacer * .5 !default;\n$dropdown-box-shadow:               var(--#{$prefix}box-shadow) !default;\n\n$dropdown-link-color:               var(--#{$prefix}body-color) !default;\n$dropdown-link-hover-color:         $dropdown-link-color !default;\n$dropdown-link-hover-bg:            var(--#{$prefix}tertiary-bg) !default;\n\n$dropdown-link-active-color:        $component-active-color !default;\n$dropdown-link-active-bg:           $component-active-bg !default;\n\n$dropdown-link-disabled-color:      var(--#{$prefix}tertiary-color) !default;\n\n$dropdown-item-padding-y:           $spacer * .25 !default;\n$dropdown-item-padding-x:           $spacer !default;\n\n$dropdown-header-color:             $gray-600 !default;\n$dropdown-header-padding-x:         $dropdown-item-padding-x !default;\n$dropdown-header-padding-y:         $dropdown-padding-y !default;\n// fusv-disable\n$dropdown-header-padding:           $dropdown-header-padding-y $dropdown-header-padding-x !default; // Deprecated in v5.2.0\n// fusv-enable\n// scss-docs-end dropdown-variables\n\n// scss-docs-start dropdown-dark-variables\n$dropdown-dark-color:               $gray-300 !default;\n$dropdown-dark-bg:                  $gray-800 !default;\n$dropdown-dark-border-color:        $dropdown-border-color !default;\n$dropdown-dark-divider-bg:          $dropdown-divider-bg !default;\n$dropdown-dark-box-shadow:          null !default;\n$dropdown-dark-link-color:          $dropdown-dark-color !default;\n$dropdown-dark-link-hover-color:    $white !default;\n$dropdown-dark-link-hover-bg:       rgba($white, .15) !default;\n$dropdown-dark-link-active-color:   $dropdown-link-active-color !default;\n$dropdown-dark-link-active-bg:      $dropdown-link-active-bg !default;\n$dropdown-dark-link-disabled-color: $gray-500 !default;\n$dropdown-dark-header-color:        $gray-500 !default;\n// scss-docs-end dropdown-dark-variables\n\n\n// Pagination\n\n// scss-docs-start pagination-variables\n$pagination-padding-y:              .375rem !default;\n$pagination-padding-x:              .75rem !default;\n$pagination-padding-y-sm:           .25rem !default;\n$pagination-padding-x-sm:           .5rem !default;\n$pagination-padding-y-lg:           .75rem !default;\n$pagination-padding-x-lg:           1.5rem !default;\n\n$pagination-font-size:              $font-size-base !default;\n\n$pagination-color:                  var(--#{$prefix}link-color) !default;\n$pagination-bg:                     var(--#{$prefix}body-bg) !default;\n$pagination-border-radius:          var(--#{$prefix}border-radius) !default;\n$pagination-border-width:           var(--#{$prefix}border-width) !default;\n$pagination-margin-start:           calc(#{$pagination-border-width} * -1) !default; // stylelint-disable-line function-disallowed-list\n$pagination-border-color:           var(--#{$prefix}border-color) !default;\n\n$pagination-focus-color:            var(--#{$prefix}link-hover-color) !default;\n$pagination-focus-bg:               var(--#{$prefix}secondary-bg) !default;\n$pagination-focus-box-shadow:       $focus-ring-box-shadow !default;\n$pagination-focus-outline:          0 !default;\n\n$pagination-hover-color:            var(--#{$prefix}link-hover-color) !default;\n$pagination-hover-bg:               var(--#{$prefix}tertiary-bg) !default;\n$pagination-hover-border-color:     var(--#{$prefix}border-color) !default; // Todo in v6: remove this?\n\n$pagination-active-color:           $component-active-color !default;\n$pagination-active-bg:              $component-active-bg !default;\n$pagination-active-border-color:    $component-active-bg !default;\n\n$pagination-disabled-color:         var(--#{$prefix}secondary-color) !default;\n$pagination-disabled-bg:            var(--#{$prefix}secondary-bg) !default;\n$pagination-disabled-border-color:  var(--#{$prefix}border-color) !default;\n\n$pagination-transition:              color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$pagination-border-radius-sm:       var(--#{$prefix}border-radius-sm) !default;\n$pagination-border-radius-lg:       var(--#{$prefix}border-radius-lg) !default;\n// scss-docs-end pagination-variables\n\n\n// Placeholders\n\n// scss-docs-start placeholders\n$placeholder-opacity-max:           .5 !default;\n$placeholder-opacity-min:           .2 !default;\n// scss-docs-end placeholders\n\n// Cards\n\n// scss-docs-start card-variables\n$card-spacer-y:                     $spacer !default;\n$card-spacer-x:                     $spacer !default;\n$card-title-spacer-y:               $spacer * .5 !default;\n$card-title-color:                  null !default;\n$card-subtitle-color:               null !default;\n$card-border-width:                 var(--#{$prefix}border-width) !default;\n$card-border-color:                 var(--#{$prefix}border-color-translucent) !default;\n$card-border-radius:                var(--#{$prefix}border-radius) !default;\n$card-box-shadow:                   null !default;\n$card-inner-border-radius:          subtract($card-border-radius, $card-border-width) !default;\n$card-cap-padding-y:                $card-spacer-y * .5 !default;\n$card-cap-padding-x:                $card-spacer-x !default;\n$card-cap-bg:                       rgba(var(--#{$prefix}body-color-rgb), .03) !default;\n$card-cap-color:                    null !default;\n$card-height:                       null !default;\n$card-color:                        null !default;\n$card-bg:                           var(--#{$prefix}body-bg) !default;\n$card-img-overlay-padding:          $spacer !default;\n$card-group-margin:                 $grid-gutter-width * .5 !default;\n// scss-docs-end card-variables\n\n// Accordion\n\n// scss-docs-start accordion-variables\n$accordion-padding-y:                     1rem !default;\n$accordion-padding-x:                     1.25rem !default;\n$accordion-color:                         var(--#{$prefix}body-color) !default;\n$accordion-bg:                            var(--#{$prefix}body-bg) !default;\n$accordion-border-width:                  var(--#{$prefix}border-width) !default;\n$accordion-border-color:                  var(--#{$prefix}border-color) !default;\n$accordion-border-radius:                 var(--#{$prefix}border-radius) !default;\n$accordion-inner-border-radius:           subtract($accordion-border-radius, $accordion-border-width) !default;\n\n$accordion-body-padding-y:                $accordion-padding-y !default;\n$accordion-body-padding-x:                $accordion-padding-x !default;\n\n$accordion-button-padding-y:              $accordion-padding-y !default;\n$accordion-button-padding-x:              $accordion-padding-x !default;\n$accordion-button-color:                  var(--#{$prefix}body-color) !default;\n$accordion-button-bg:                     var(--#{$prefix}accordion-bg) !default;\n$accordion-transition:                    $btn-transition, border-radius .15s ease !default;\n$accordion-button-active-bg:              var(--#{$prefix}primary-bg-subtle) !default;\n$accordion-button-active-color:           var(--#{$prefix}primary-text-emphasis) !default;\n\n// fusv-disable\n$accordion-button-focus-border-color:     $input-focus-border-color !default; // Deprecated in v5.3.3\n// fusv-enable\n$accordion-button-focus-box-shadow:       $btn-focus-box-shadow !default;\n\n$accordion-icon-width:                    1.25rem !default;\n$accordion-icon-color:                    $body-color !default;\n$accordion-icon-active-color:             $primary-text-emphasis !default;\n$accordion-icon-transition:               transform .2s ease-in-out !default;\n$accordion-icon-transform:                rotate(-180deg) !default;\n\n$accordion-button-icon:         url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='none' stroke='#{$accordion-icon-color}' stroke-linecap='round' stroke-linejoin='round'><path d='M2 5L8 11L14 5'/></svg>\") !default;\n$accordion-button-active-icon:  url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='none' stroke='#{$accordion-icon-active-color}' stroke-linecap='round' stroke-linejoin='round'><path d='M2 5L8 11L14 5'/></svg>\") !default;\n// scss-docs-end accordion-variables\n\n// Tooltips\n\n// scss-docs-start tooltip-variables\n$tooltip-font-size:                 $font-size-sm !default;\n$tooltip-max-width:                 200px !default;\n$tooltip-color:                     var(--#{$prefix}body-bg) !default;\n$tooltip-bg:                        var(--#{$prefix}emphasis-color) !default;\n$tooltip-border-radius:             var(--#{$prefix}border-radius) !default;\n$tooltip-opacity:                   .9 !default;\n$tooltip-padding-y:                 $spacer * .25 !default;\n$tooltip-padding-x:                 $spacer * .5 !default;\n$tooltip-margin:                    null !default; // TODO: remove this in v6\n\n$tooltip-arrow-width:               .8rem !default;\n$tooltip-arrow-height:              .4rem !default;\n// fusv-disable\n$tooltip-arrow-color:               null !default; // Deprecated in Bootstrap 5.2.0 for CSS variables\n// fusv-enable\n// scss-docs-end tooltip-variables\n\n// Form tooltips must come after regular tooltips\n// scss-docs-start tooltip-feedback-variables\n$form-feedback-tooltip-padding-y:     $tooltip-padding-y !default;\n$form-feedback-tooltip-padding-x:     $tooltip-padding-x !default;\n$form-feedback-tooltip-font-size:     $tooltip-font-size !default;\n$form-feedback-tooltip-line-height:   null !default;\n$form-feedback-tooltip-opacity:       $tooltip-opacity !default;\n$form-feedback-tooltip-border-radius: $tooltip-border-radius !default;\n// scss-docs-end tooltip-feedback-variables\n\n\n// Popovers\n\n// scss-docs-start popover-variables\n$popover-font-size:                 $font-size-sm !default;\n$popover-bg:                        var(--#{$prefix}body-bg) !default;\n$popover-max-width:                 276px !default;\n$popover-border-width:              var(--#{$prefix}border-width) !default;\n$popover-border-color:              var(--#{$prefix}border-color-translucent) !default;\n$popover-border-radius:             var(--#{$prefix}border-radius-lg) !default;\n$popover-inner-border-radius:       calc(#{$popover-border-radius} - #{$popover-border-width}) !default; // stylelint-disable-line function-disallowed-list\n$popover-box-shadow:                var(--#{$prefix}box-shadow) !default;\n\n$popover-header-font-size:          $font-size-base !default;\n$popover-header-bg:                 var(--#{$prefix}secondary-bg) !default;\n$popover-header-color:              $headings-color !default;\n$popover-header-padding-y:          .5rem !default;\n$popover-header-padding-x:          $spacer !default;\n\n$popover-body-color:                var(--#{$prefix}body-color) !default;\n$popover-body-padding-y:            $spacer !default;\n$popover-body-padding-x:            $spacer !default;\n\n$popover-arrow-width:               1rem !default;\n$popover-arrow-height:              .5rem !default;\n// scss-docs-end popover-variables\n\n// fusv-disable\n// Deprecated in Bootstrap 5.2.0 for CSS variables\n$popover-arrow-color:               $popover-bg !default;\n$popover-arrow-outer-color:         var(--#{$prefix}border-color-translucent) !default;\n// fusv-enable\n\n\n// Toasts\n\n// scss-docs-start toast-variables\n$toast-max-width:                   350px !default;\n$toast-padding-x:                   .75rem !default;\n$toast-padding-y:                   .5rem !default;\n$toast-font-size:                   .875rem !default;\n$toast-color:                       null !default;\n$toast-background-color:            rgba(var(--#{$prefix}body-bg-rgb), .85) !default;\n$toast-border-width:                var(--#{$prefix}border-width) !default;\n$toast-border-color:                var(--#{$prefix}border-color-translucent) !default;\n$toast-border-radius:               var(--#{$prefix}border-radius) !default;\n$toast-box-shadow:                  var(--#{$prefix}box-shadow) !default;\n$toast-spacing:                     $container-padding-x !default;\n\n$toast-header-color:                var(--#{$prefix}secondary-color) !default;\n$toast-header-background-color:     rgba(var(--#{$prefix}body-bg-rgb), .85) !default;\n$toast-header-border-color:         $toast-border-color !default;\n// scss-docs-end toast-variables\n\n\n// Badges\n\n// scss-docs-start badge-variables\n$badge-font-size:                   .75em !default;\n$badge-font-weight:                 $font-weight-bold !default;\n$badge-color:                       $white !default;\n$badge-padding-y:                   .35em !default;\n$badge-padding-x:                   .65em !default;\n$badge-border-radius:               var(--#{$prefix}border-radius) !default;\n// scss-docs-end badge-variables\n\n\n// Modals\n\n// scss-docs-start modal-variables\n$modal-inner-padding:               $spacer !default;\n\n$modal-footer-margin-between:       .5rem !default;\n\n$modal-dialog-margin:               .5rem !default;\n$modal-dialog-margin-y-sm-up:       1.75rem !default;\n\n$modal-title-line-height:           $line-height-base !default;\n\n$modal-content-color:               null !default;\n$modal-content-bg:                  var(--#{$prefix}body-bg) !default;\n$modal-content-border-color:        var(--#{$prefix}border-color-translucent) !default;\n$modal-content-border-width:        var(--#{$prefix}border-width) !default;\n$modal-content-border-radius:       var(--#{$prefix}border-radius-lg) !default;\n$modal-content-inner-border-radius: subtract($modal-content-border-radius, $modal-content-border-width) !default;\n$modal-content-box-shadow-xs:       var(--#{$prefix}box-shadow-sm) !default;\n$modal-content-box-shadow-sm-up:    var(--#{$prefix}box-shadow) !default;\n\n$modal-backdrop-bg:                 $black !default;\n$modal-backdrop-opacity:            .5 !default;\n\n$modal-header-border-color:         var(--#{$prefix}border-color) !default;\n$modal-header-border-width:         $modal-content-border-width !default;\n$modal-header-padding-y:            $modal-inner-padding !default;\n$modal-header-padding-x:            $modal-inner-padding !default;\n$modal-header-padding:              $modal-header-padding-y $modal-header-padding-x !default; // Keep this for backwards compatibility\n\n$modal-footer-bg:                   null !default;\n$modal-footer-border-color:         $modal-header-border-color !default;\n$modal-footer-border-width:         $modal-header-border-width !default;\n\n$modal-sm:                          300px !default;\n$modal-md:                          500px !default;\n$modal-lg:                          800px !default;\n$modal-xl:                          1140px !default;\n\n$modal-fade-transform:              translate(0, -50px) !default;\n$modal-show-transform:              none !default;\n$modal-transition:                  transform .3s ease-out !default;\n$modal-scale-transform:             scale(1.02) !default;\n// scss-docs-end modal-variables\n\n\n// Alerts\n//\n// Define alert colors, border radius, and padding.\n\n// scss-docs-start alert-variables\n$alert-padding-y:               $spacer !default;\n$alert-padding-x:               $spacer !default;\n$alert-margin-bottom:           1rem !default;\n$alert-border-radius:           var(--#{$prefix}border-radius) !default;\n$alert-link-font-weight:        $font-weight-bold !default;\n$alert-border-width:            var(--#{$prefix}border-width) !default;\n$alert-dismissible-padding-r:   $alert-padding-x * 3 !default; // 3x covers width of x plus default padding on either side\n// scss-docs-end alert-variables\n\n// fusv-disable\n$alert-bg-scale:                -80% !default; // Deprecated in v5.2.0, to be removed in v6\n$alert-border-scale:            -70% !default; // Deprecated in v5.2.0, to be removed in v6\n$alert-color-scale:             40% !default; // Deprecated in v5.2.0, to be removed in v6\n// fusv-enable\n\n// Progress bars\n\n// scss-docs-start progress-variables\n$progress-height:                   1rem !default;\n$progress-font-size:                $font-size-base * .75 !default;\n$progress-bg:                       var(--#{$prefix}secondary-bg) !default;\n$progress-border-radius:            var(--#{$prefix}border-radius) !default;\n$progress-box-shadow:               var(--#{$prefix}box-shadow-inset) !default;\n$progress-bar-color:                $white !default;\n$progress-bar-bg:                   $primary !default;\n$progress-bar-animation-timing:     1s linear infinite !default;\n$progress-bar-transition:           width .6s ease !default;\n// scss-docs-end progress-variables\n\n\n// List group\n\n// scss-docs-start list-group-variables\n$list-group-color:                  var(--#{$prefix}body-color) !default;\n$list-group-bg:                     var(--#{$prefix}body-bg) !default;\n$list-group-border-color:           var(--#{$prefix}border-color) !default;\n$list-group-border-width:           var(--#{$prefix}border-width) !default;\n$list-group-border-radius:          var(--#{$prefix}border-radius) !default;\n\n$list-group-item-padding-y:         $spacer * .5 !default;\n$list-group-item-padding-x:         $spacer !default;\n// fusv-disable\n$list-group-item-bg-scale:          -80% !default; // Deprecated in v5.3.0\n$list-group-item-color-scale:       40% !default; // Deprecated in v5.3.0\n// fusv-enable\n\n$list-group-hover-bg:               var(--#{$prefix}tertiary-bg) !default;\n$list-group-active-color:           $component-active-color !default;\n$list-group-active-bg:              $component-active-bg !default;\n$list-group-active-border-color:    $list-group-active-bg !default;\n\n$list-group-disabled-color:         var(--#{$prefix}secondary-color) !default;\n$list-group-disabled-bg:            $list-group-bg !default;\n\n$list-group-action-color:           var(--#{$prefix}secondary-color) !default;\n$list-group-action-hover-color:     var(--#{$prefix}emphasis-color) !default;\n\n$list-group-action-active-color:    var(--#{$prefix}body-color) !default;\n$list-group-action-active-bg:       var(--#{$prefix}secondary-bg) !default;\n// scss-docs-end list-group-variables\n\n\n// Image thumbnails\n\n// scss-docs-start thumbnail-variables\n$thumbnail-padding:                 .25rem !default;\n$thumbnail-bg:                      var(--#{$prefix}body-bg) !default;\n$thumbnail-border-width:            var(--#{$prefix}border-width) !default;\n$thumbnail-border-color:            var(--#{$prefix}border-color) !default;\n$thumbnail-border-radius:           var(--#{$prefix}border-radius) !default;\n$thumbnail-box-shadow:              var(--#{$prefix}box-shadow-sm) !default;\n// scss-docs-end thumbnail-variables\n\n\n// Figures\n\n// scss-docs-start figure-variables\n$figure-caption-font-size:          $small-font-size !default;\n$figure-caption-color:              var(--#{$prefix}secondary-color) !default;\n// scss-docs-end figure-variables\n\n\n// Breadcrumbs\n\n// scss-docs-start breadcrumb-variables\n$breadcrumb-font-size:              null !default;\n$breadcrumb-padding-y:              0 !default;\n$breadcrumb-padding-x:              0 !default;\n$breadcrumb-item-padding-x:         .5rem !default;\n$breadcrumb-margin-bottom:          1rem !default;\n$breadcrumb-bg:                     null !default;\n$breadcrumb-divider-color:          var(--#{$prefix}secondary-color) !default;\n$breadcrumb-active-color:           var(--#{$prefix}secondary-color) !default;\n$breadcrumb-divider:                quote(\"/\") !default;\n$breadcrumb-divider-flipped:        $breadcrumb-divider !default;\n$breadcrumb-border-radius:          null !default;\n// scss-docs-end breadcrumb-variables\n\n// Carousel\n\n// scss-docs-start carousel-variables\n$carousel-control-color:             $white !default;\n$carousel-control-width:             15% !default;\n$carousel-control-opacity:           .5 !default;\n$carousel-control-hover-opacity:     .9 !default;\n$carousel-control-transition:        opacity .15s ease !default;\n\n$carousel-indicator-width:           30px !default;\n$carousel-indicator-height:          3px !default;\n$carousel-indicator-hit-area-height: 10px !default;\n$carousel-indicator-spacer:          3px !default;\n$carousel-indicator-opacity:         .5 !default;\n$carousel-indicator-active-bg:       $white !default;\n$carousel-indicator-active-opacity:  1 !default;\n$carousel-indicator-transition:      opacity .6s ease !default;\n\n$carousel-caption-width:             70% !default;\n$carousel-caption-color:             $white !default;\n$carousel-caption-padding-y:         1.25rem !default;\n$carousel-caption-spacer:            1.25rem !default;\n\n$carousel-control-icon-width:        2rem !default;\n\n$carousel-control-prev-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$carousel-control-color}'><path d='M11.354 1.646a.5.5 0 0 1 0 .708L5.707 8l5.647 5.646a.5.5 0 0 1-.708.708l-6-6a.5.5 0 0 1 0-.708l6-6a.5.5 0 0 1 .708 0z'/></svg>\") !default;\n$carousel-control-next-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$carousel-control-color}'><path d='M4.646 1.646a.5.5 0 0 1 .708 0l6 6a.5.5 0 0 1 0 .708l-6 6a.5.5 0 0 1-.708-.708L10.293 8 4.646 2.354a.5.5 0 0 1 0-.708z'/></svg>\") !default;\n\n$carousel-transition-duration:       .6s !default;\n$carousel-transition:                transform $carousel-transition-duration ease-in-out !default; // Define transform transition first if using multiple transitions (e.g., `transform 2s ease, opacity .5s ease-out`)\n// scss-docs-end carousel-variables\n\n// scss-docs-start carousel-dark-variables\n$carousel-dark-indicator-active-bg:  $black !default;\n$carousel-dark-caption-color:        $black !default;\n$carousel-dark-control-icon-filter:  invert(1) grayscale(100) !default;\n// scss-docs-end carousel-dark-variables\n\n\n// Spinners\n\n// scss-docs-start spinner-variables\n$spinner-width:           2rem !default;\n$spinner-height:          $spinner-width !default;\n$spinner-vertical-align:  -.125em !default;\n$spinner-border-width:    .25em !default;\n$spinner-animation-speed: .75s !default;\n\n$spinner-width-sm:        1rem !default;\n$spinner-height-sm:       $spinner-width-sm !default;\n$spinner-border-width-sm: .2em !default;\n// scss-docs-end spinner-variables\n\n\n// Close\n\n// scss-docs-start close-variables\n$btn-close-width:            1em !default;\n$btn-close-height:           $btn-close-width !default;\n$btn-close-padding-x:        .25em !default;\n$btn-close-padding-y:        $btn-close-padding-x !default;\n$btn-close-color:            $black !default;\n$btn-close-bg:               url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$btn-close-color}'><path d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/></svg>\") !default;\n$btn-close-focus-shadow:     $focus-ring-box-shadow !default;\n$btn-close-opacity:          .5 !default;\n$btn-close-hover-opacity:    .75 !default;\n$btn-close-focus-opacity:    1 !default;\n$btn-close-disabled-opacity: .25 !default;\n$btn-close-white-filter:     invert(1) grayscale(100%) brightness(200%) !default;\n// scss-docs-end close-variables\n\n\n// Offcanvas\n\n// scss-docs-start offcanvas-variables\n$offcanvas-padding-y:               $modal-inner-padding !default;\n$offcanvas-padding-x:               $modal-inner-padding !default;\n$offcanvas-horizontal-width:        400px !default;\n$offcanvas-vertical-height:         30vh !default;\n$offcanvas-transition-duration:     .3s !default;\n$offcanvas-border-color:            $modal-content-border-color !default;\n$offcanvas-border-width:            $modal-content-border-width !default;\n$offcanvas-title-line-height:       $modal-title-line-height !default;\n$offcanvas-bg-color:                var(--#{$prefix}body-bg) !default;\n$offcanvas-color:                   var(--#{$prefix}body-color) !default;\n$offcanvas-box-shadow:              $modal-content-box-shadow-xs !default;\n$offcanvas-backdrop-bg:             $modal-backdrop-bg !default;\n$offcanvas-backdrop-opacity:        $modal-backdrop-opacity !default;\n// scss-docs-end offcanvas-variables\n\n// Code\n\n$code-font-size:                    $small-font-size !default;\n$code-color:                        $pink !default;\n\n$kbd-padding-y:                     .1875rem !default;\n$kbd-padding-x:                     .375rem !default;\n$kbd-font-size:                     $code-font-size !default;\n$kbd-color:                         var(--#{$prefix}body-bg) !default;\n$kbd-bg:                            var(--#{$prefix}body-color) !default;\n$nested-kbd-font-weight:            null !default; // Deprecated in v5.2.0, removing in v6\n\n$pre-color:                         null !default;\n\n@import \"variables-dark\"; // TODO: can be removed safely in v6, only here to avoid breaking changes in v5.3\n","// Override bootstrap variables\n$spacer: 1rem;\n$container-max-widths: (\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1400px,\n);\n$grid-breakpoints: (\n  xs: 0,\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1200px,\n);\n$dropdown-link-hover-bg: var(--pst-color-surface);\n\n// --pst-color-surface can also be assigned to the dark variant because it is\n// scoped to different values depending on light/dark theme\n$dropdown-dark-link-hover-bg: var(--pst-color-surface);\n$dropdown-link-active-bg: var(--pst-color-surface);\n$dropdown-dark-link-active-bg: var(--pst-color-surface);\n$focus-ring-width: 0.1875rem; // 3px at 100% zoom (0.1875 * 16px base font = 3px)\n$focus-ring-opacity: 1;\n$focus-ring-color: var(--pst-color-accent);\n$focus-ring-blur: 0;\n$focus-ring-box-shadow: 0 0 $focus-ring-blur $focus-ring-width $focus-ring-color;\n\n// outline creates the same style of focus ring, it just uses CSS outline instead of box shadow\n$focus-ring-outline: $focus-ring-color solid $focus-ring-width;\n$btn-focus-box-shadow: $focus-ring-box-shadow;\n","/***\n * Rules for the UX/UI of skip navigation link btn.\n * It's only visible to people\n * navigating with keyboard for accessibility purposes\n * ref: https://www.youtube.com/watch?v=VUR0I5mqq7I\n ***/\n\n.skip-link {\n  position: fixed;\n  top: 0;\n  left: 0;\n  right: 0;\n  text-align: center;\n  background-color: var(--pst-color-warning);\n  padding: 0.5rem;\n  z-index: $zindex-modal;\n  border-bottom: 1px solid var(--pst-color-border);\n\n  // This shows / hides the button\n  transform: translateY(-100%);\n  transition: transform 150ms ease-in-out;\n\n  &:focus-within {\n    transform: translateY(0%);\n  }\n\n  a {\n    // Ensure we are using a WCAG conformant colour\n    color: var(--pst-color-warning-text) !important;\n\n    &:focus-visible {\n      // use color with sufficient contrast\n      outline-color: $foundation-black;\n    }\n  }\n}\n","/*******************************************************************************\n* master color map. Only the colors that actually differ between light and dark\n* themes are specified separately.\n*\n* To see the full list of colors see https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1234%3A765&t=ifcFT1JtnrSshGfi-1\n*/\n\n@use \"sass:map\";\n@use \"sass:meta\";\n@use \"sass:string\";\n\n/**\n* Function to get items from nested maps\n*/\n// @param {Map} $map - Map\n// @param {Arglist} $keys - Keys to fetch\n// @return {*}\n@function map-deep-get($map, $keys...) {\n  @each $key in $keys {\n    $map: map.get($map, $key);\n  }\n\n  @return $map;\n}\n\n/* Assign base colors for the PyData theme */\n$color-palette: (\n  // Primary color\n  \"teal\":\n    (\n      \"50\": #f4fbfc,\n      \"100\": #e9f6f8,\n      \"200\": #d0ecf1,\n      \"300\": #abdde6,\n      \"400\": #3fb1c5,\n      \"500\": #0a7d91,\n      \"600\": #085d6c,\n      \"700\": #064752,\n      \"800\": #042c33,\n      \"900\": #021b1f,\n    ),\n  // Secondary color\n  \"violet\":\n    (\n      \"50\": #f4eefb,\n      \"100\": #e0c7ff,\n      \"200\": #d5b4fd,\n      \"300\": #b780ff,\n      \"400\": #9c5ffd,\n      \"500\": #8045e5,\n      \"600\": #6432bd,\n      \"700\": #4b258f,\n      \"800\": #341a61,\n      \"900\": #1e0e39,\n    ),\n  // Neutrals\n  \"gray\":\n    (\n      \"50\": #f9f9fa,\n      \"100\": #f3f4f5,\n      \"200\": #e5e7ea,\n      \"300\": #d1d5da,\n      \"400\": #9ca4af,\n      \"500\": #677384,\n      \"600\": #48566b,\n      \"700\": #29313d,\n      \"800\": #222832,\n      \"900\": #14181e,\n    ),\n  // Accent color\n  \"pink\":\n    (\n      \"50\": #fcf8fd,\n      \"100\": #fcf0fa,\n      \"200\": #f8dff5,\n      \"300\": #f3c7ee,\n      \"400\": #e47fd7,\n      \"500\": #c132af,\n      \"600\": #912583,\n      \"700\": #6e1c64,\n      \"800\": #46123f,\n      \"900\": #2b0b27,\n    ),\n  \"foundation\": (\n    \"white\": #ffffff,\n    // gray-900\n    \"black\": #14181e,\n  )\n);\n\n:root {\n  // Add theme colours to the html root element\n  @each $group-color, $color in $color-palette {\n    @each $color-name, $definition in $color {\n      --pst-#{$group-color}-#{$color-name}: #{$definition};\n    }\n  }\n}\n\n// Static SCSS variables used thoroughout the theme\n// Minimum contrast ratio used for the theme.\n// Acceptable values for WCAG 2.0 are 3, 4.5 and 7.\n// See https://www.w3.org/TR/WCAG20/#visual-audio-contrast-contrast\n// 4.5 - is for text that is 14pt or less\n$min-contrast-ratio-4: 4.5;\n\n// 3 is for text that is 18pt or bold, or for non-text elements\n$min-contrast-ratio-3: 3;\n\n// Customize the light and dark text colors for use in our color contrast function.\n$foundation-black: #14181e;\n$foundation-white: #fff;\n\n// This is a custom - calculated  color between gray 100 and 200 - to reduce\n// the contrast ratio (avoid a jarring effect)\n$base-light-text: #ced6dd;\n\n// used in sphinx_design - gray 100\n$foundation-light-gray: #f3f4f5;\n\n// used in sphinx_design - gray 700\n$foundation-muted-gray: #29313d;\n\n// used in sphinx_design - gray 800\n$foundation-dark-gray: #222832;\n$pst-semantic-colors: (\n  \"primary\": (\n    \"light\": #{map-deep-get($color-palette, \"teal\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"teal\", \"200\")},\n    \"dark\": #{map-deep-get($color-palette, \"teal\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"teal\", \"800\")},\n  ),\n  \"secondary\": (\n    \"light\": #{map-deep-get($color-palette, \"violet\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"violet\", \"100\")},\n    \"dark\": #{map-deep-get($color-palette, \"violet\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"violet\", \"800\")},\n  ),\n  \"accent\": (\n    \"light\": #{map-deep-get($color-palette, \"pink\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"pink\", \"200\")},\n    \"dark\": #{map-deep-get($color-palette, \"pink\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"pink\", \"800\")},\n  ),\n  \"info\": (\n    \"light\": #276be9,\n    \"bg-light\": #dce7fc,\n    \"dark\": #79a3f2,\n    \"bg-dark\": #06245d,\n  ),\n  \"warning\": (\n    \"light\": #f66a0a,\n    \"bg-light\": #f8e3d0,\n    \"dark\": #ff9245,\n    \"bg-dark\": #652a02,\n  ),\n  \"success\": (\n    \"light\": #00843f,\n    \"bg-light\": #d6ece1,\n    \"dark\": #5fb488,\n    \"bg-dark\": #002f17,\n  ),\n  // This is based on the warning color\n  \"attention\":\n    (\n      \"light\": var(--pst-color-warning),\n      \"bg-light\": var(--pst-color-warning-bg),\n      \"dark\": var(--pst-color-warning),\n      \"bg-dark\": var(--pst-color-warning-bg),\n    ),\n  \"danger\": (\n    \"light\": #d72d47,\n    \"bg-light\": #f9e1e4,\n    \"dark\": #e78894,\n    \"bg-dark\": #4e111b,\n  ),\n  \"text-base\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n    \"dark\": $base-light-text,\n  ),\n  \"text-muted\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"600\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"400\")},\n  ),\n  \"heading-color\": (\n    \"light\": #{$foundation-white},\n    \"dark\": #{$foundation-black},\n  ),\n  \"shadow\": (\n    \"light\": rgba(0, 0, 0, 0.1),\n    \"dark\": rgba(0, 0, 0, 0.2),\n  ),\n  \"border\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"300\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"600\")},\n  ),\n  \"border-muted\": (\n    \"light\": rgba(23, 23, 26, 0.2),\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"700\")},\n  ),\n  \"blockquote-notch\": (\n    // These colors have a contrast ratio > 3.0 against both the background and\n    // surface colors that the notch is sandwiched between\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"500\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"400\")},\n  ),\n  \"inline-code\": (\n    \"light\": #{map-deep-get($color-palette, \"pink\", \"600\")},\n    \"dark\": #{map-deep-get($color-palette, \"pink\", \"300\")},\n  ),\n  \"inline-code-links\": (\n    // need to make sure there is enough contrast against the code bg\n    \"light\": #{map-deep-get($color-palette, \"teal\", \"600\")},\n    // keep primary color for dark mode\n    \"dark\": #{map-deep-get($color-palette, \"teal\", \"400\")},\n  ),\n  \"target\": (\n    \"light\": #f3cf95,\n    \"dark\": #675c04,\n  ),\n  \"table\": (\n    \"light\": #{map-deep-get($color-palette, \"foundation\", \"black\")},\n    \"dark\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n  ),\n  \"table-row-hover\": (\n    \"bg-light\": #{map-deep-get($color-palette, \"violet\", \"300\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"violet\", \"600\")},\n  ),\n  \"table-inner-border\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"200\")},\n    \"dark\": #364150,\n  ),\n  // DEPTH COLORS - you can see the elevation colours and shades\n  // in the Figma file https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1492%3A922&t=sQeQZehkOzposYEg-1\n  // background: color of the canvas / the furthest back layer\n  \"background\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n      \"dark\": #{map-deep-get($color-palette, \"foundation\", \"black\")},\n    ),\n  // on-background: provides slight contrast against background\n  // (by use of shadows in light theme)\n  \"on-background\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n      \"dark\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n    ),\n  \"surface\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"100\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"700\")},\n  ),\n  // on_surface: object on top of surface object (without shadows)\n  \"on-surface\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n      \"dark\": $foundation-light-gray,\n    ),\n);\n\n/*******************************************************************************\n* write the color rules for each theme (light/dark)\n*/\n\n/* NOTE:\n * Mixins enable us to reuse the same definitions for the different modes\n * https://sass-lang.com/documentation/at-rules/mixin\n * #{something} inserts a variable into a CSS selector or property name\n * https://sass-lang.com/documentation/interpolation\n */\n@mixin theme-colors($mode) {\n  // check if this color is defined differently for light/dark\n  @each $col-name, $definition in $pst-semantic-colors {\n    @if meta.type-of($definition) == map {\n      @each $key, $val in $definition {\n        @if string.index($key, $mode) {\n          // since now we define the bg colours in the semantic colours and not\n          // by changing opacity, we need to check if the key contains bg and the\n          // correct mode (light/dark)\n          @if string.index($key, \"bg\") {\n            --pst-color-#{$col-name}-bg: #{$val};\n          } @else {\n            --pst-color-#{$col-name}: #{$val};\n          }\n        }\n      }\n    } @else {\n      --pst-color-#{$col-name}: #{$definition};\n    }\n  }\n\n  // assign the \"duplicate\" colors (ones that just reference other variables)\n  & {\n    --pst-color-link: var(--pst-color-primary);\n    --pst-color-link-hover: var(--pst-color-secondary);\n    --pst-color-table-outer-border: var(--pst-color-surface);\n    --pst-color-table-heading-bg: var(--pst-color-surface);\n    --pst-color-table-row-zebra-high-bg: var(--pst-color-on-background);\n    --pst-color-table-row-zebra-low-bg: var(--pst-color-surface);\n  }\n\n  // adapt to light/dark-specific content\n  @if $mode == \"light\" {\n    .only-dark,\n    .only-dark ~ figcaption {\n      display: none !important;\n    }\n  } @else {\n    .only-light,\n    .only-light ~ figcaption {\n      display: none !important;\n    }\n\n    /* Adjust images in dark mode (unless they have class .only-dark or\n     * .dark-light, in which case assume they're already optimized for dark\n     * mode).\n     */\n    img:not(.only-dark, .dark-light) {\n      filter: brightness(0.8) contrast(1.2);\n    }\n\n    /* Give images a light background in dark mode in case they have\n    *  transparency and black text (unless they have class .only-dark or .dark-light, in\n    *  which case assume they're already optimized for dark mode).\n    */\n    .bd-content img:not(.only-dark, .dark-light) {\n      background-color: rgb(255 255 255);\n      border-radius: 0.25rem;\n    }\n\n    // MathJax SVG outputs should be filled to same color as text.\n    .MathJax_SVG * {\n      fill: var(--pst-color-text-base);\n    }\n  }\n}\n\n/* Defaults to light mode if data-theme is not set */\nhtml:not([data-theme]) {\n  @include theme-colors(\"light\");\n}\n\n/* NOTE: @each {...} is like a for-loop\n * https://sass-lang.com/documentation/at-rules/control/each\n */\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    @include theme-colors($mode);\n\n    color-scheme: $mode;\n  }\n}\n\n// assign classes too, for runtime use of theme colors\n@each $col-name, $definition in $pst-semantic-colors {\n  .pst-color-#{$col-name} {\n    color: var(--pst-color-#{$col-name});\n  }\n}\n",".bd-container {\n  flex-grow: 1;\n  display: flex;\n  justify-content: center;\n\n  .bd-container__inner {\n    display: flex;\n  }\n}\n\n.bd-page-width {\n  width: 100%;\n\n  @include media-breakpoint-up(lg) {\n    max-width: $breakpoint-page-width;\n  }\n}\n","// Breakpoint viewport sizes and media queries.\n//\n// Breakpoints are defined as a map of (name: minimum width), order from small to large:\n//\n//    (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px)\n//\n// The map defined in the `$grid-breakpoints` global variable is used as the `$breakpoints` argument by default.\n\n// Name of the next breakpoint, or null for the last breakpoint.\n//\n//    >> breakpoint-next(sm)\n//    md\n//    >> breakpoint-next(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    md\n//    >> breakpoint-next(sm, $breakpoint-names: (xs sm md lg xl xxl))\n//    md\n@function breakpoint-next($name, $breakpoints: $grid-breakpoints, $breakpoint-names: map-keys($breakpoints)) {\n  $n: index($breakpoint-names, $name);\n  @if not $n {\n    @error \"breakpoint `#{$name}` not found in `#{$breakpoints}`\";\n  }\n  @return if($n < length($breakpoint-names), nth($breakpoint-names, $n + 1), null);\n}\n\n// Minimum breakpoint width. Null for the smallest (first) breakpoint.\n//\n//    >> breakpoint-min(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    576px\n@function breakpoint-min($name, $breakpoints: $grid-breakpoints) {\n  $min: map-get($breakpoints, $name);\n  @return if($min != 0, $min, null);\n}\n\n// Maximum breakpoint width.\n// The maximum value is reduced by 0.02px to work around the limitations of\n// `min-` and `max-` prefixes and viewports with fractional widths.\n// See https://www.w3.org/TR/mediaqueries-4/#mq-min-max\n// Uses 0.02px rather than 0.01px to work around a current rounding bug in Safari.\n// See https://bugs.webkit.org/show_bug.cgi?id=178261\n//\n//    >> breakpoint-max(md, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    767.98px\n@function breakpoint-max($name, $breakpoints: $grid-breakpoints) {\n  $max: map-get($breakpoints, $name);\n  @return if($max and $max > 0, $max - .02, null);\n}\n\n// Returns a blank string if smallest breakpoint, otherwise returns the name with a dash in front.\n// Useful for making responsive utilities.\n//\n//    >> breakpoint-infix(xs, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    \"\"  (Returns a blank string)\n//    >> breakpoint-infix(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    \"-sm\"\n@function breakpoint-infix($name, $breakpoints: $grid-breakpoints) {\n  @return if(breakpoint-min($name, $breakpoints) == null, \"\", \"-#{$name}\");\n}\n\n// Media of at least the minimum breakpoint width. No query for the smallest breakpoint.\n// Makes the @content apply to the given breakpoint and wider.\n@mixin media-breakpoint-up($name, $breakpoints: $grid-breakpoints) {\n  $min: breakpoint-min($name, $breakpoints);\n  @if $min {\n    @media (min-width: $min) {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Media of at most the maximum breakpoint width. No query for the largest breakpoint.\n// Makes the @content apply to the given breakpoint and narrower.\n@mixin media-breakpoint-down($name, $breakpoints: $grid-breakpoints) {\n  $max: breakpoint-max($name, $breakpoints);\n  @if $max {\n    @media (max-width: $max) {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Media that spans multiple breakpoint widths.\n// Makes the @content apply between the min and max breakpoints\n@mixin media-breakpoint-between($lower, $upper, $breakpoints: $grid-breakpoints) {\n  $min: breakpoint-min($lower, $breakpoints);\n  $max: breakpoint-max($upper, $breakpoints);\n\n  @if $min != null and $max != null {\n    @media (min-width: $min) and (max-width: $max) {\n      @content;\n    }\n  } @else if $max == null {\n    @include media-breakpoint-up($lower, $breakpoints) {\n      @content;\n    }\n  } @else if $min == null {\n    @include media-breakpoint-down($upper, $breakpoints) {\n      @content;\n    }\n  }\n}\n\n// Media between the breakpoint's minimum and maximum widths.\n// No minimum for the smallest breakpoint, and no maximum for the largest one.\n// Makes the @content apply only to the given breakpoint, not viewports any wider or narrower.\n@mixin media-breakpoint-only($name, $breakpoints: $grid-breakpoints) {\n  $min:  breakpoint-min($name, $breakpoints);\n  $next: breakpoint-next($name, $breakpoints);\n  $max:  breakpoint-max($next, $breakpoints);\n\n  @if $min != null and $max != null {\n    @media (min-width: $min) and (max-width: $max) {\n      @content;\n    }\n  } @else if $max == null {\n    @include media-breakpoint-up($name, $breakpoints) {\n      @content;\n    }\n  } @else if $min == null {\n    @include media-breakpoint-down($next, $breakpoints) {\n      @content;\n    }\n  }\n}\n",".pst-async-banner-revealer {\n  // Setting height to 0 and overflow to hidden allows us to add up the heights\n  // of this element's children before revealing them.\n  height: 0;\n  overflow: hidden;\n\n  // Height to be set by JavaScript, which should trigger the following\n  // transition rule (unless the user has set their system to reduce motion).\n  transition: height 300ms ease-in-out;\n\n  @media (prefers-reduced-motion) {\n    transition: none;\n  }\n}\n\n#bd-header-version-warning,\n.bd-header-announcement {\n  min-height: 3rem;\n  width: 100%;\n  display: flex;\n  position: relative;\n  align-items: center;\n  justify-content: center;\n  text-align: center;\n  padding: 0.5rem 12.5%; // Horizontal padding so the width is 75%\n  // One breakpoint less than $breakpoint-sidebar-primary. See variables/_layout.scss for more info.\n  @include media-breakpoint-down(lg) {\n    // Announcements can take a bit more width on mobile\n    padding: 0.5rem 2%;\n  }\n\n  p {\n    font-weight: bold;\n    margin: 0;\n  }\n\n  // Ensure there is enough contrast against the background\n  a {\n    color: var(--pst-color-inline-code-links);\n  }\n\n  // The \"Switch to stable version\" link (styled like a button)\n  .pst-button-link-to-stable-version {\n    @include box-shadow;\n\n    $background-color: var(--pst-color-danger);\n    $hover-background-color: var(--pst-color-danger-highlight);\n    $color: var(--pst-color-danger-text);\n\n    background-color: $background-color;\n    border-color: $background-color;\n    color: $color;\n    border-radius: 0.25rem;\n\n    &:hover {\n      background-color: $hover-background-color;\n      border-color: $hover-background-color;\n      color: $color;\n    }\n\n    &:focus-visible {\n      outline: $focus-ring-width solid $background-color;\n      outline-offset: $focus-ring-width;\n    }\n  }\n}\n\n// Bg color is now defined in the theme color palette - using our secondary color\n.bd-header-announcement {\n  background-color: var(--pst-color-secondary-bg);\n}\n\n#bd-header-version-warning {\n  background-color: var(--pst-color-danger-bg);\n}\n","/*********************************************\n* SASS Mixins\n*********************************************/\n\n/**\n * A consistent box shadow style we apply across elements.\n */\n@mixin box-shadow() {\n  box-shadow:\n    0 0.2rem 0.5rem var(--pst-color-shadow),\n    0 0 0.0625rem var(--pst-color-shadow) !important;\n}\n\n/**\n   * Set background of some cell outputs to white-ish to make sure colors work\n   * This is because many libraries make output that only looks good on white\n   */\n@mixin cell-output-background {\n  color: var(--pst-color-on-background);\n  background-color: var(--pst-color-text-base);\n  border-radius: 0.25rem;\n  padding: 0.5rem;\n}\n\n@mixin table-colors {\n  color: var(--pst-color-table);\n  border: 1px solid var(--pst-color-table-outer-border);\n\n  th,\n  td {\n    ~ th,\n    ~ td {\n      border-left: 1px solid var(--pst-color-table-inner-border);\n    }\n  }\n\n  thead {\n    tr {\n      background-color: var(--pst-color-table-heading-bg);\n      border-bottom: 2px solid var(--pst-color-primary);\n    }\n  }\n\n  tbody {\n    tr {\n      &:nth-child(odd) {\n        background-color: var(--pst-color-table-row-zebra-low-bg);\n      }\n\n      &:nth-child(even) {\n        background-color: var(--pst-color-table-row-zebra-high-bg);\n      }\n\n      &:hover {\n        background-color: var(--pst-color-table-row-hover-bg);\n      }\n    }\n  }\n}\n","/**\n * Main content area\n */\n.bd-main {\n  flex-grow: 1;\n  flex-direction: column;\n  display: flex;\n  min-width: 0;\n\n  .bd-content {\n    display: flex;\n    justify-content: center;\n    height: 100%;\n\n    .bd-article-container {\n      justify-content: start;\n      display: flex;\n      flex-direction: column;\n\n      // Max-width is slightly more than the W3 since our docs often have images.\n      // We shoot for about 100 characters per line instead of 80.\n      // ref: https://www.w3.org/WAI/tutorials/page-structure/styling/#line-length\n      width: 100%;\n      max-width: 60em;\n      overflow-x: auto; // Prevent wide content from pushing off the secondary sidebar\n      padding: 1rem;\n\n      .bd-article {\n        // Give a bit more verticle spacing on wide screens\n        @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n          padding-top: 1.5rem;\n          padding-left: 2rem;\n        }\n      }\n    }\n  }\n}\n",".bd-footer {\n  width: 100%;\n  border-top: 1px solid var(--pst-color-border);\n\n  .bd-footer__inner {\n    display: flex;\n    flex-grow: 1;\n    padding: 1rem;\n    margin: auto;\n  }\n\n  .footer-items__start,\n  .footer-items__center,\n  .footer-items__end {\n    display: flex;\n    flex-direction: column;\n    gap: 0.5rem;\n    justify-content: center;\n    flex-grow: 1;\n  }\n\n  .footer-items__center {\n    text-align: center;\n  }\n\n  .footer-items__end {\n    text-align: end;\n  }\n\n  // So that paragraphs don't take up extra room\n  .footer-item p {\n    margin-bottom: 0;\n  }\n}\n",".bd-footer-article {\n  margin-top: auto;\n\n  .footer-article-items {\n    display: flex;\n    flex-direction: column;\n  }\n}\n",".bd-footer-content {\n  .footer-content-items {\n    display: flex;\n    flex-direction: column;\n    margin-top: auto;\n  }\n}\n","/**\n * Header at the top of the page\n * It includes the announcement bar and the navigation bar.\n */\n\n// Styling for the Icon links can be found in components/_icon-links.scss\n\n// If we want the shadow to only point downward in the future, set\n// box-shadow to: 0 0.125rem 0.25rem -0.125rem rgba(0, 0, 0, 0.11);\n.bd-header {\n  position: sticky;\n  top: 0;\n  z-index: $zindex-fixed;\n\n  // Overrides bootstrap\n  background-color: var(--pst-color-on-background) !important;\n  box-shadow: 0 0.125rem 0.25rem 0 var(--pst-color-shadow);\n  width: 100%;\n  padding: 0;\n  max-width: 100vw;\n  justify-content: center;\n\n  .bd-header__inner {\n    display: flex;\n    align-items: center;\n    height: fit-content;\n    padding-left: 1rem;\n    padding-right: 1rem;\n  }\n\n  :focus-visible {\n    border-radius: $focus-ring-radius;\n  }\n\n  // These items will define the height of the header\n  .navbar-item {\n    height: var(--pst-header-height);\n    max-height: var(--pst-header-height);\n    display: flex;\n    align-items: center;\n  }\n\n  // Hide the navbar header items on mobile because they're in the sidebar\n  .navbar-header-items {\n    display: none;\n    flex-shrink: 1;\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: inherit;\n      flex-grow: 1;\n      padding: 0 0 0 0.5rem;\n    }\n  }\n\n  .navbar-header-items__end,\n  .navbar-header-items__center,\n  .navbar-header-items__start {\n    display: flex;\n    align-items: center;\n    flex-flow: wrap;\n\n    // In case we wrap our items to multiple rows on small screens\n    row-gap: 0;\n  }\n\n  .navbar-header-items__end,\n  .navbar-header-items__center {\n    column-gap: 1rem;\n  }\n\n  // A little smaller because this is displayed by default on mobile\n  .navbar-header-items__start {\n    flex-shrink: 0;\n    margin-right: auto;\n    gap: 0.5rem;\n  }\n\n  .navbar-header-items__end {\n    // End navbar items should snap to the right\n    justify-content: end;\n  }\n\n  // Contains the navigation links within the navbar\n  .navbar-nav {\n    display: flex;\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      // Center align on wide screens so the dropdown button is centered properly\n      align-items: baseline;\n    }\n\n    li.pst-header-nav-item {\n      margin-inline: 2px; // breathing room so hover and focus styles do not overlap\n      &.dropdown {\n        margin-inline: 4px;\n\n        button {\n          padding-inline: 8px;\n        }\n      }\n\n      a {\n        padding-inline: 6px;\n      }\n\n      @include header-link;\n    }\n\n    li a.nav-link.dropdown-item {\n      @include link-style-text;\n    }\n\n    // Dropdowns for the extra links\n    .dropdown {\n      button {\n        display: unset;\n        border: none;\n\n        &:hover {\n          @include link-style-hover;\n        }\n      }\n\n      .dropdown-menu {\n        z-index: $zindex-popover;\n        border: 1px solid var(--pst-color-border);\n        box-shadow: 0 0 0.3rem 0.1rem var(--pst-color-shadow);\n        background-color: var(--pst-color-on-background);\n        padding: 0.5rem 0;\n        margin: 0.5rem 0;\n        min-width: 20rem;\n\n        .dropdown-item {\n          // Give the items in the dropdown some breathing room but let the hit\n          // and hover area of the items extend to the edges of the menu\n          padding: 0.25rem 1.5rem;\n\n          // Override Bootstrap\n          &:focus:not(:hover, :active) {\n            background-color: inherit;\n          }\n\n          &:focus-visible {\n            z-index: 10; // keep focus ring on top (prevent the hover background of the next dropdown item from covering the ring)\n          }\n        }\n\n        // Hide the menu unless show has been clicked\n        &:not(.show) {\n          display: none;\n        }\n      }\n    }\n  }\n\n  // **************************************************************\n  // Showing and hiding the sidebar toggle buttons and header items\n  // **************************************************************\n\n  // Toggle buttons\n  button.sidebar-toggle {\n    display: flex;\n    cursor: pointer;\n    font-size: var(--pst-font-size-icon);\n    align-items: center;\n    color: var(--pst-color-muted);\n    margin-bottom: 0;\n    padding-bottom: 0.25rem;\n    background-color: inherit;\n    border: none;\n\n    @include icon-navbar-hover;\n  }\n\n  button.primary-toggle {\n    margin-right: 1rem;\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  button.secondary-toggle {\n    margin-left: 1rem;\n\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      display: none;\n    }\n  }\n}\n\n// inline the element in the navbar as long as they fit and use display block when collapsing\n@include media-breakpoint-up($breakpoint-sidebar-primary) {\n  .navbar-center-items .navbar-item {\n    display: inline-block;\n  }\n}\n\n.nav-link {\n  &:hover {\n    @include link-style-hover;\n  }\n\n  // Override Bootstrap\n  transition: none;\n\n  &.nav-external::after {\n    font: var(--fa-font-solid);\n    content: var(--pst-icon-external-link);\n    font-size: 0.75em;\n    margin-left: 0.3em;\n  }\n}\n\n.bd-navbar-elements li.nav-item i {\n  font-size: 0.7rem;\n  padding-left: 2px;\n  vertical-align: middle;\n}\n\n// THe elements next to the hamburger menu only show on narrow screens\n.navbar-persistent--mobile {\n  margin-left: auto;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: none;\n  }\n}\n\n// The navbar-persistent content should only show on wide screens\n.navbar-persistent--container {\n  display: none;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: flex;\n  }\n}\n",".header-article__inner {\n  display: flex;\n  padding: 0 0.5rem;\n\n  // The items define the height so that it disappears if there are no items\n  .header-article-item {\n    min-height: var(--pst-header-article-height);\n    height: var(--pst-header-article-height);\n  }\n\n  .header-article-items__start,\n  .header-article-items__end {\n    display: flex;\n    align-items: start;\n    gap: 0.5rem;\n  }\n\n  .header-article-items__end {\n    margin-left: auto;\n  }\n}\n","/**\n * The primary sidebar on the left.\n * e.g., between-pages navigation.\n */\n\n$sidebar-padding-right: 1rem;\n\n.bd-sidebar-primary {\n  display: flex;\n  flex-direction: column;\n  gap: 1rem;\n  max-height: calc(100vh - var(--pst-header-height));\n  position: sticky;\n  top: var(--pst-header-height);\n\n  @include make-col(3);\n\n  // Borders padding and whitespace\n  padding: 2rem $sidebar-padding-right 1rem 1rem;\n  border-right: 1px solid var(--pst-color-border);\n  background-color: var(--pst-color-background);\n  overflow-y: auto;\n  font-size: var(--pst-sidebar-font-size-mobile);\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    font-size: var(--pst-sidebar-font-size);\n  }\n\n  :focus-visible {\n    border-radius: $focus-ring-radius;\n  }\n\n  // override bootstrap when navlink are displayed in the sidebar\n  .nav-link {\n    font-size: var(--pst-sidebar-font-size-mobile);\n  }\n\n  &.no-sidebar {\n    border-right: 0;\n  }\n\n  &.hide-on-wide {\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  // Headers shouldn't be colored in the sidebars and some extensions add headers\n  h1,\n  h2,\n  h3,\n  h4 {\n    color: var(--pst-color-text-base);\n  }\n\n  .sidebar-primary-items__start,\n  .sidebar-primary-items__end {\n    .sidebar-primary-item {\n      padding: 0.5rem 0;\n    }\n  }\n\n  // Hide the sidebar header items on widescreen since they are visible in the header\n  .sidebar-header-items {\n    display: flex;\n    flex-direction: column;\n\n    .sidebar-header-items__title {\n      font-weight: var(--pst-sidebar-header-font-weight);\n      font-size: var(--pst-sidebar-header-font-size);\n      color: var(--pst-color-text-base);\n      margin-bottom: 0.5rem;\n    }\n\n    // The dropdown toggle for extra links just shows them all instead.\n    .nav-item.dropdown {\n      // On mobile, the dropdown behaves like any other link, no hiding\n      button {\n        display: none;\n      }\n\n      .dropdown-menu {\n        display: flex;\n        flex-direction: column;\n        padding: 0;\n        margin: 0;\n        border: none;\n        background-color: inherit;\n        font-size: inherit;\n\n        .dropdown-item {\n          &:hover,\n          &:focus {\n            // In the mobile sidebar, the dropdown menu is inlined with the\n            // other links, which do not have background-color changes on hover\n            // and focus\n            background-color: unset;\n          }\n        }\n      }\n    }\n\n    .bd-navbar-elements {\n      .nav-link {\n        &:focus-visible {\n          box-shadow: none; // Override Bootstrap\n          outline: $focus-ring-outline;\n          outline-offset: $focus-ring-width;\n        }\n      }\n    }\n\n    // Center header items get displayed vertically, end items are displayed horizontally\n    .sidebar-header-items__center {\n      display: flex;\n      flex-direction: column;\n    }\n\n    // Positioning end items\n    .sidebar-header-items__end {\n      display: flex;\n      align-items: center;\n      gap: 1rem;\n    }\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  .sidebar-primary-items__start {\n    // Add a border on mobile to separate it from the header sidebar area\n    border-top: 1px solid var(--pst-color-border);\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      border-top: none;\n    }\n  }\n\n  .sidebar-primary-items__end {\n    margin-top: auto;\n    margin-bottom: 1em;\n  }\n\n  .list-caption {\n    list-style: none;\n    padding-left: 0;\n\n    // Level 0 TOC heading is put inside the <summary> tag\n    // so let the <summary> tag take up more space\n    li.toctree-l0.has-children {\n      > details {\n        > summary {\n          position: relative;\n          height: auto;\n          width: auto;\n          display: flex;\n          justify-content: space-between;\n          align-items: baseline;\n\n          .toctree-toggle {\n            // Prevent toggle icon from getting squished by summary being a\n            // flexbox\n            flex: 0 0 auto;\n\n            // Make the level 0 chevron icon slightly bigger than descendant\n            // levels\n            .fa-chevron-down {\n              font-size: 1rem;\n            }\n          }\n        }\n      }\n    }\n  }\n\n  li.has-children {\n    $toctree-toggle-width: 30px;\n\n    position: relative;\n\n    > .reference,\n    .caption {\n      margin-right: calc(\n        $toctree-toggle-width + $focus-ring-width\n      ); // keep clear of the toggle icon\n\n      padding-top: 0.25rem; // align caption text with toggle chevron\n    }\n\n    > details {\n      > summary {\n        // Remove browser default toggle icon\n        list-style: none;\n\n        &::-webkit-details-marker {\n          display: none;\n        }\n\n        // The summary element is natively focusable, but delegate the focus state to the toggle icon\n        &:focus-visible {\n          outline: none;\n\n          > .toctree-toggle {\n            outline: $focus-ring-outline;\n            outline-offset: -$focus-ring-width; // Prevent right side of focus ring from disappearing underneath the sidebar's right edge\n          }\n        }\n\n        // Container for expand/collapse chevron icon\n        .toctree-toggle {\n          cursor: pointer;\n\n          // Position it so that it's aligned with the top right corner of the\n          // last positioned element, in this case the li.has-children\n          position: absolute;\n          top: 0;\n          right: 0;\n\n          // Give it dimensions\n          width: $toctree-toggle-width;\n          height: $toctree-toggle-width; // make it square\n\n          // Vertically and horizontally center the icon within the container\n          display: inline-flex;\n          justify-content: center;\n          align-items: center;\n\n          .fa-chevron-down {\n            font-size: 0.75rem;\n          }\n        }\n      }\n\n      // The section is open/expanded, rotate the toggle icon (chevron) so it\n      // points up instead of down\n      &[open] {\n        > summary {\n          .fa-chevron-down {\n            transform: rotate(180deg);\n          }\n        }\n      }\n    }\n  }\n}\n\n/* Between-page links and captions */\nnav.bd-links {\n  margin-right: -$sidebar-padding-right; // align toctree toggle chevrons with right edge of sidebar and allow text to flow closer to the right edge\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: block;\n  }\n\n  ul {\n    list-style: none;\n\n    // Reduce padding of nested `ul` items a bit\n    ul {\n      padding: 0 0 0 1rem;\n    }\n  }\n\n  li > a {\n    display: block;\n    padding: 0.25rem 0.65rem;\n\n    @include link-sidebar;\n\n    box-shadow: none;\n    margin-right: $focus-ring-width; // prevent the right side focus ring from disappearing under the sidebar right edge\n\n    &.reference.external {\n      &::after {\n        font: var(--fa-font-solid);\n        content: var(--pst-icon-external-link);\n        font-size: 0.75em;\n        margin-left: 0.3em;\n      }\n    }\n  }\n\n  .current > a {\n    @include link-sidebar-current;\n\n    background-color: transparent;\n  }\n\n  // Title\n  p.bd-links__title {\n    font-size: var(--pst-sidebar-header-font-size);\n    font-weight: var(--pst-sidebar-header-font-weight);\n    margin-bottom: 0.5rem;\n  }\n\n  // Toctree captions\n  p.caption {\n    font-weight: var(--pst-sidebar-header-font-weight);\n    position: relative;\n    margin-top: 1.25rem;\n    margin-bottom: 0.5rem;\n    color: var(--pst-color-text-base);\n\n    &:first-child {\n      margin-top: 0;\n    }\n\n    font-size: var(--pst-sidebar-font-size-mobile);\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      font-size: var(--pst-sidebar-font-size);\n    }\n  }\n}\n","// Grid system\n//\n// Generate semantic grid columns with these mixins.\n\n@mixin make-row($gutter: $grid-gutter-width) {\n  --#{$prefix}gutter-x: #{$gutter};\n  --#{$prefix}gutter-y: 0;\n  display: flex;\n  flex-wrap: wrap;\n  // TODO: Revisit calc order after https://github.com/react-bootstrap/react-bootstrap/issues/6039 is fixed\n  margin-top: calc(-1 * var(--#{$prefix}gutter-y)); // stylelint-disable-line function-disallowed-list\n  margin-right: calc(-.5 * var(--#{$prefix}gutter-x)); // stylelint-disable-line function-disallowed-list\n  margin-left: calc(-.5 * var(--#{$prefix}gutter-x)); // stylelint-disable-line function-disallowed-list\n}\n\n@mixin make-col-ready() {\n  // Add box sizing if only the grid is loaded\n  box-sizing: if(variable-exists(include-column-box-sizing) and $include-column-box-sizing, border-box, null);\n  // Prevent columns from becoming too narrow when at smaller grid tiers by\n  // always setting `width: 100%;`. This works because we set the width\n  // later on to override this initial width.\n  flex-shrink: 0;\n  width: 100%;\n  max-width: 100%; // Prevent `.col-auto`, `.col` (& responsive variants) from breaking out the grid\n  padding-right: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  padding-left: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  margin-top: var(--#{$prefix}gutter-y);\n}\n\n@mixin make-col($size: false, $columns: $grid-columns) {\n  @if $size {\n    flex: 0 0 auto;\n    width: percentage(divide($size, $columns));\n\n  } @else {\n    flex: 1 1 0;\n    max-width: 100%;\n  }\n}\n\n@mixin make-col-auto() {\n  flex: 0 0 auto;\n  width: auto;\n}\n\n@mixin make-col-offset($size, $columns: $grid-columns) {\n  $num: divide($size, $columns);\n  margin-left: if($num == 0, 0, percentage($num));\n}\n\n// Row columns\n//\n// Specify on a parent element(e.g., .row) to force immediate children into NN\n// number of columns. Supports wrapping to new lines, but does not do a Masonry\n// style grid.\n@mixin row-cols($count) {\n  > * {\n    flex: 0 0 auto;\n    width: percentage(divide(1, $count));\n  }\n}\n\n// Framework grid generation\n//\n// Used only by Bootstrap to generate the correct number of grid classes given\n// any value of `$grid-columns`.\n\n@mixin make-grid-columns($columns: $grid-columns, $gutter: $grid-gutter-width, $breakpoints: $grid-breakpoints) {\n  @each $breakpoint in map-keys($breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $breakpoints);\n\n    @include media-breakpoint-up($breakpoint, $breakpoints) {\n      // Provide basic `.col-{bp}` classes for equal-width flexbox columns\n      .col#{$infix} {\n        flex: 1 0 0%; // Flexbugs #4: https://github.com/philipwalton/flexbugs#flexbug-4\n      }\n\n      .row-cols#{$infix}-auto > * {\n        @include make-col-auto();\n      }\n\n      @if $grid-row-columns > 0 {\n        @for $i from 1 through $grid-row-columns {\n          .row-cols#{$infix}-#{$i} {\n            @include row-cols($i);\n          }\n        }\n      }\n\n      .col#{$infix}-auto {\n        @include make-col-auto();\n      }\n\n      @if $columns > 0 {\n        @for $i from 1 through $columns {\n          .col#{$infix}-#{$i} {\n            @include make-col($i, $columns);\n          }\n        }\n\n        // `$columns - 1` because offsetting by the width of an entire row isn't possible\n        @for $i from 0 through ($columns - 1) {\n          @if not ($infix == \"\" and $i == 0) { // Avoid emitting useless .offset-0\n            .offset#{$infix}-#{$i} {\n              @include make-col-offset($i, $columns);\n            }\n          }\n        }\n      }\n\n      // Gutters\n      //\n      // Make use of `.g-*`, `.gx-*` or `.gy-*` utilities to change spacing between the columns.\n      @each $key, $value in $gutters {\n        .g#{$infix}-#{$key},\n        .gx#{$infix}-#{$key} {\n          --#{$prefix}gutter-x: #{$value};\n        }\n\n        .g#{$infix}-#{$key},\n        .gy#{$infix}-#{$key} {\n          --#{$prefix}gutter-y: #{$value};\n        }\n      }\n    }\n  }\n}\n\n@mixin make-cssgrid($columns: $grid-columns, $breakpoints: $grid-breakpoints) {\n  @each $breakpoint in map-keys($breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $breakpoints);\n\n    @include media-breakpoint-up($breakpoint, $breakpoints) {\n      @if $columns > 0 {\n        @for $i from 1 through $columns {\n          .g-col#{$infix}-#{$i} {\n            grid-column: auto / span $i;\n          }\n        }\n\n        // Start with `1` because `0` is an invalid value.\n        // Ends with `$columns - 1` because offsetting by the width of an entire row isn't possible.\n        @for $i from 1 through ($columns - 1) {\n          .g-start#{$infix}-#{$i} {\n            grid-column-start: $i;\n          }\n        }\n      }\n    }\n  }\n}\n","/**\n * Secondary sidebar on the right.\n * e.g., in-page table of contents.\n */\n.bd-sidebar-secondary {\n  display: flex;\n  order: 2;\n  flex-shrink: 0;\n  flex-direction: column;\n  position: sticky;\n  top: var(--pst-header-height);\n  max-height: calc(100vh - var(--pst-header-height));\n  padding: 2rem 1rem 1rem;\n  width: var(--pst-sidebar-secondary);\n  font-size: var(--pst-sidebar-font-size-mobile);\n\n  @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n    font-size: var(--pst-sidebar-font-size);\n  }\n\n  // Color and border\n  background-color: var(--pst-color-background);\n  overflow-y: auto;\n}\n\n.sidebar-secondary-item {\n  padding: 0.5rem;\n\n  @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n    border-left: 1px solid var(--pst-color-border);\n    padding-left: 1rem;\n  }\n\n  i {\n    padding-right: 0.5rem;\n  }\n}\n","/*******************************************************************************\n* Rules for the UX/UI of sidebar sliding drawers on mobile\n* Note that this sheet controls styles across many parts of the theme\n* It is aggregated into this one sheet instead of being split across\n* components in order to keep it easier to debug in one place.\n* It is broken up into major sections below.\n*/\n\n/*******************************************************************************\n* Buttons and overlays\n*/\ninput.sidebar-toggle {\n  display: none;\n}\n\n// Background overlays\nlabel.overlay {\n  background-color: black;\n  opacity: 0.5;\n  height: 0;\n  width: 0;\n  position: fixed;\n  top: 0;\n  left: 0;\n  transition: opacity $animation-time ease-out;\n  z-index: $zindex-modal-backdrop;\n}\n\ninput {\n  // Show the correct overlay when its input is checked\n  &#pst-primary-sidebar-checkbox:checked + label.overlay.overlay-primary,\n  &#pst-secondary-sidebar-checkbox:checked + label.overlay.overlay-secondary {\n    height: 100vh;\n    width: 100vw;\n  }\n\n  // Primary sidebar slides in from the left\n  &#pst-primary-sidebar-checkbox:checked ~ .bd-container .bd-sidebar-primary {\n    visibility: visible;\n    margin-left: 0;\n  }\n\n  // Secondary sidebar slides in from the right\n  &#pst-secondary-sidebar-checkbox:checked\n    ~ .bd-container\n    .bd-sidebar-secondary {\n    visibility: visible;\n    margin-right: 0;\n  }\n}\n\n/*******************************************************************************\n* Sidebar drawer behavior\n*/\n\n/**\n * Behavior for sliding drawer elements that will be toggled with an input\n *\n * NOTE: We use this mixin to define the toggle behavior on narrow screens,\n * And the wide-screen behavior of the sections is defined in their own section\n * .scss files.\n */\n@mixin sliding-drawer($side: \"left\") {\n  position: fixed;\n  top: 0;\n  z-index: $zindex-modal;\n  height: 100vh;\n  max-height: 100vh;\n  width: 75%;\n  flex-grow: 0.75;\n  max-width: 350px;\n  transition:\n    visibility $animation-time ease-out,\n    margin $animation-time ease-out;\n  visibility: hidden;\n\n  @if $side == \"right\" {\n    margin-right: -75%;\n    right: 0;\n  } @else {\n    margin-left: -75%;\n    left: 0;\n  }\n}\n\n// Primary sidebar hides/shows at earlier widths\n@include media-breakpoint-up($breakpoint-sidebar-primary) {\n  .sidebar-toggle.primary-toggle {\n    display: none;\n  }\n\n  input#pst-primary-sidebar-checkbox {\n    &:checked + label.overlay.overlay-primary {\n      height: 0;\n      width: 0;\n    }\n  }\n\n  .bd-sidebar-primary {\n    margin-left: 0;\n    visibility: visible;\n  }\n}\n\n.bd-sidebar-primary {\n  @include media-breakpoint-down($breakpoint-sidebar-primary) {\n    @include sliding-drawer(\"left\");\n  }\n}\n\n.bd-sidebar-secondary {\n  @include media-breakpoint-down($breakpoint-sidebar-secondary) {\n    @include sliding-drawer(\"right\");\n  }\n}\n","/**\n * Breadcrumbs for parent pages meant for the article header\n */\nul.bd-breadcrumbs {\n  list-style: none;\n  padding-left: 0;\n  display: flex;\n  flex-wrap: wrap;\n\n  // Font size slightly smaller to avoid cluttering up space too much\n  font-size: 0.8rem;\n\n  li.breadcrumb-item {\n    display: flex;\n    align-items: center;\n\n    // Style should look like heavier in-page links\n    // keeping visited in the default link colour\n    font-weight: bold;\n\n    a {\n      @include link-style-text;\n    }\n\n    // Items that aren't the home have a caret to the left\n    &:not(.breadcrumb-home)::before {\n      font: var(--fa-font-solid);\n      font-size: 0.8rem;\n      content: var(--pst-breadcrumb-divider);\n      color: var(--pst-color-text-muted);\n      padding: 0 0.5rem;\n    }\n  }\n}\n","/**\n * Icon links in the navbar\n */\n\n.navbar-icon-links {\n  display: flex;\n  flex-flow: row wrap;\n  column-gap: 1rem;\n  justify-content: space-evenly;\n\n  // Remove the padding so that we can define it with flexbox gap above\n  li.nav-item a.nav-link {\n    padding-left: 0;\n    padding-right: 0;\n\n    @include icon-navbar-hover;\n\n    &:focus {\n      color: inherit;\n    }\n  }\n\n  // Spacing and centering\n  a span {\n    display: flex;\n    align-items: center;\n  }\n\n  // Icons styling\n  i {\n    &.fa-brands,\n    &.fa-regular,\n    &.fa-solid {\n      vertical-align: middle;\n      font-style: normal;\n      font-size: var(--pst-font-size-icon);\n    }\n\n    /* Social media buttons hard-code the brand color */\n    &.fa-square-twitter::before {\n      color: #55acee;\n    }\n\n    &.fa-square-gitlab::before {\n      color: #548;\n    }\n\n    &.fa-bitbucket::before {\n      color: #0052cc;\n    }\n  }\n\n  // Force images to be icon-sized\n  img.icon-link-image {\n    height: 1.5em;\n    border-radius: 0.2rem;\n  }\n\n  .fa-pydata {\n    stroke: var(--pst-color-background);\n    stroke-linejoin: round;\n    stroke-width: 0.35;\n  }\n}\n","/**\n * Logo in the navbar\n */\n\n.navbar-brand {\n  position: relative;\n  height: var(--pst-header-height);\n  max-height: var(--pst-header-height);\n  padding: 0.5rem 0;\n  width: auto;\n  margin: 0;\n  display: flex;\n\n  // Ensure that the logo stays the same length while other content shrinks\n  flex-shrink: 0;\n  align-items: center;\n  gap: 0.5rem;\n\n  // If there's no logo image, we use a p element w/ the site title\n  p {\n    color: var(--pst-color-text-base);\n    margin-bottom: 0;\n  }\n\n  // If there's a logo, it'll be in an img block\n  img {\n    max-width: 100%;\n    height: 100%;\n    width: auto;\n  }\n\n  &:hover,\n  &:visited:hover {\n    @include link-style-hover;\n\n    color: var(--pst-color-text-base);\n  }\n}\n","/**\n * Navigation text links in the navbar\n */\n.navbar-nav {\n  ul {\n    display: block;\n    list-style: none;\n\n    // Reduce padding of nested `ul` items a bit\n    ul {\n      padding: 0 0 0 1rem;\n    }\n  }\n\n  // Navbar links - do not have an underline by default\n  li {\n    display: flex;\n    flex-direction: column;\n\n    a {\n      display: flex;\n      align-items: center;\n      height: 100%;\n      padding-top: 0.25rem;\n      padding-bottom: 0.25rem;\n\n      @include link-style-text;\n    }\n  }\n}\n","/**\n * The list of in-page TOC links\n */\n.page-toc {\n  .section-nav {\n    padding-left: 0;\n    border-bottom: none;\n\n    ul {\n      padding-left: 1rem;\n    }\n  }\n\n  // override bootstrap settings\n  .nav-link {\n    font-size: var(--pst-sidebar-font-size-mobile);\n\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      font-size: var(--pst-sidebar-font-size);\n    }\n  }\n\n  .onthispage {\n    color: var(--pst-color-text-base);\n    font-weight: var(--pst-sidebar-header-font-weight);\n    margin-bottom: 0.5rem;\n  }\n}\n","/**\n* Previous / Next navigation buttons\n**/\n.prev-next-area {\n  width: 100%;\n\n  p {\n    color: var(--pst-color-text-muted);\n    margin: 0 0.3em;\n    line-height: 1.3em;\n  }\n\n  i {\n    font-size: 1.2em;\n  }\n\n  a {\n    // So that buttons align with icons\n    display: flex;\n    align-items: center;\n    border: none;\n    padding: 10px;\n    max-width: 45%;\n    overflow-x: hidden;\n    color: var(--pst-color-text-muted);\n    text-decoration: none;\n\n    p.prev-next-title {\n      @include link-style-default;\n\n      font-weight: var(--pst-admonition-font-weight-heading);\n      font-size: 1.1em;\n    }\n\n    &:hover,\n    &:visited:hover {\n      p.prev-next-title {\n        @include link-style-hover;\n      }\n    }\n\n    .prev-next-info {\n      flex-direction: column;\n      margin: 0 0.5em;\n\n      .prev-next-subtitle {\n        text-transform: capitalize;\n      }\n    }\n\n    &.left-prev {\n      float: left;\n    }\n\n    &.right-next {\n      float: right;\n\n      div.prev-next-info {\n        text-align: right;\n      }\n    }\n  }\n}\n","/**\n * Search field\n **/\n.bd-search {\n  position: relative;\n  padding-left: 0.5rem;\n  gap: 0.5rem;\n  background-color: var(--pst-color-background);\n  border-radius: $admonition-border-radius;\n  border: 1px solid var(--pst-color-border);\n  color: var(--pst-color-text-base);\n\n  // Background should always be same color regardless of active or not\n  &:active {\n    background-color: var(--pst-color-background);\n    color: var(--pst-color-text-muted);\n  }\n\n  .icon {\n    position: absolute;\n    color: var(--pst-color-border);\n    left: 25px;\n  }\n\n  .fa-solid.fa-magnifying-glass {\n    position: absolute;\n    left: calc((2.5rem - 0.7em) / 2);\n    color: var(--pst-color-text-muted);\n  }\n\n  input {\n    // Inner-text of the search bar\n    &::placeholder {\n      color: var(--pst-color-text-muted);\n    }\n\n    // Remove the little \"x\" that pops up when you start typing\n    &::-webkit-search-cancel-button,\n    &::-webkit-search-decoration {\n      appearance: none;\n    }\n  }\n\n  // Shows off the keyboard shortcuts for the button\n  .search-button__kbd-shortcut {\n    display: flex;\n    position: absolute;\n    right: 0.5rem;\n    color: var(--pst-color-border);\n  }\n}\n\n.form-control {\n  background-color: var(--pst-color-background);\n  color: var(--pst-color-text-base);\n\n  &:focus,\n  &:focus-visible {\n    border: none;\n    background-color: var(--pst-color-background);\n    color: var(--pst-color-text-muted);\n  }\n}\n\n/**\n * Search button - located in the navbar\n */\n\n// Search link icon should be a bit bigger since it is separate from icon links\n.search-button {\n  display: flex;\n  align-items: center;\n  align-content: center;\n  color: var(--pst-color-text-muted);\n  padding: 0;\n  border-radius: 0;\n  border: none; // Override Bootstrap button border\n  font-size: 1rem; // Override Bootstrap button font size\n\n  // Override Bootstrap button padding-x. Whitespace in nav bar is controlled\n  // via column gap rule on the container.\n  padding-left: 0;\n  padding-right: 0;\n\n  @include icon-navbar-hover;\n\n  i {\n    font-size: 1.3rem;\n  }\n}\n\n// __search-container will only show up when we use the search pop-up bar\n.search-button__search-container,\n.search-button__overlay {\n  display: none;\n}\n\n.search-button__wrapper.show {\n  .search-button__search-container {\n    display: flex;\n\n    // Center in middle of screen just underneath header\n    position: fixed;\n    z-index: $zindex-modal;\n    top: 30%;\n    left: 50%;\n    transform: translate(-50%, -50%);\n    right: 1rem;\n    margin-top: 0.5rem;\n    width: 90%;\n    max-width: 800px;\n  }\n\n  .search-button__overlay {\n    display: flex;\n    position: fixed;\n    z-index: $zindex-modal-backdrop;\n    background-color: black;\n    opacity: 0.5;\n    width: 100%;\n    height: 100%;\n    top: 0;\n    left: 0;\n  }\n\n  form.bd-search {\n    flex-grow: 1;\n    padding-top: 0;\n    padding-bottom: 0;\n  }\n\n  // Font and input text a bit bigger\n  svg,\n  input {\n    font-size: var(--pst-font-size-icon);\n  }\n}\n\n/**\n * The search button component that looks like a field.\n * Lives at components/search-button-field.html\n */\n.search-button-field {\n  $search-button-border-radius: 1.5em;\n\n  display: inline-flex;\n  align-items: center;\n  border: var(--pst-color-border) solid 1px;\n  border-radius: $search-button-border-radius;\n  color: var(--pst-color-text-muted);\n  padding: 0.5em;\n  background-color: var(--pst-color-surface);\n\n  &:hover {\n    box-shadow: 0 0 0 $focus-ring-width var(--pst-color-link-hover);\n  }\n\n  &:focus-visible {\n    border-radius: $search-button-border-radius;\n  }\n\n  // The keyboard shotcut text\n  .search-button__default-text {\n    font-size: var(--bs-nav-link-font-size);\n    font-weight: var(--bs-nav-link-font-weight);\n    margin-right: 0.5em;\n    margin-left: 0.5em;\n  }\n\n  .kbd-shortcut__modifier {\n    font-size: 0.75em;\n  }\n\n  // Ensures that all the text lines up in the middle\n  > * {\n    align-items: center;\n  }\n\n  // Only the icon should be visible on narrow screens\n  > :not(svg) {\n    display: none;\n\n    @include media-breakpoint-up(lg) {\n      display: flex;\n    }\n  }\n}\n","/**\n * The 'Hide Search Matches' button.\n * This only shows up when a person lands on a page after clicking a search result.\n * Clicking it removes the highlighting of the search term from the page.\n * We want it to behave like a button.\n */\ndiv#searchbox {\n  // Leave `#searchbox` rules empty so that it doesn't show at all when it is empty\n  p.highlight-link {\n    margin: 1rem 0;\n    width: fit-content;\n\n    // A bit more margin on wide screens to mimic article behavior\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      margin-left: 2rem;\n    }\n\n    // Put outer shadow on this one so that we can darken the link w/ an inner shadow\n    @include box-shadow;\n\n    // Style the button to look like a Sphinx Design button\n    a {\n      border-radius: 0.25rem;\n      font-size: 1.25rem;\n      padding: 0.75rem;\n      background-color: var(--pst-color-primary);\n      color: var(--pst-color-primary-text);\n      text-decoration: none;\n\n      // The box shadow is inset so that it darkens the button on hover\n      transition: box-shadow 0.25s ease-out;\n\n      &:hover {\n        box-shadow: inset 0 0 50px 50px rgb(0 0 0 / 25%);\n      }\n\n      &::before {\n        content: var(--pst-icon-search-minus);\n        color: unset;\n        font: var(--fa-font-solid);\n        margin-right: 0.5rem;\n      }\n    }\n  }\n}\n","/**\n * Light/dark theme switcher\n */\n\n.theme-switch-button {\n  color: var(--pst-color-text-muted);\n  border-radius: 0;\n  border: none; // Override Bootstrap button border\n  font-size: 1rem; // Override Bootstrap's button font size\n\n  // Override Bootstrap button padding-x. Whitespace in nav bar is controlled\n  // via column gap rule on the container.\n  padding-left: 0;\n  padding-right: 0;\n\n  &:hover {\n    @include icon-navbar-hover;\n  }\n\n  span {\n    display: none;\n\n    &:active {\n      text-decoration: none;\n      color: var(--pst-color-link-hover);\n    }\n\n    .fa-lg {\n      aspect-ratio: 1 / 1;\n    }\n  }\n}\n\nhtml[data-mode=\"auto\"] .theme-switch-button span[data-mode=\"auto\"] {\n  display: flex;\n}\n\nhtml[data-mode=\"light\"] .theme-switch-button span[data-mode=\"light\"] {\n  display: flex;\n}\n\nhtml[data-mode=\"dark\"] .theme-switch-button span[data-mode=\"dark\"] {\n  display: flex;\n}\n","button.btn.version-switcher__button {\n  border-color: var(--pst-color-border);\n  color: var(--pst-color-text-base);\n\n  // Add a margin on narrow screens to avoid feeling cramped\n  margin-bottom: 1em;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    margin-bottom: unset;\n  }\n\n  &:hover {\n    box-shadow: 0 0 0 $focus-ring-width var(--pst-color-secondary);\n    border-color: transparent;\n  }\n\n  &:active {\n    color: var(--pst-color-text-base);\n    border-color: var(--pst-color-border);\n  }\n\n  &:focus-visible {\n    border-color: transparent;\n  }\n}\n\n.version-switcher__menu {\n  border-color: var(--pst-color-border);\n  border-radius: var(--bs-dropdown-border-radius);\n\n  a.list-group-item {\n    background-color: var(--pst-color-on-background);\n    color: var(--pst-color-text-base);\n    padding: 0.75rem 1.25rem;\n\n    &:not(:last-child) {\n      border-bottom: 1px solid var(--pst-color-border);\n    }\n\n    &:hover {\n      @include link-style-hover;\n\n      background-color: var(--pst-color-surface);\n    }\n\n    &.active {\n      @include link-sidebar-current;\n\n      position: relative;\n      z-index: 1;\n\n      span::before {\n        content: \"\";\n        width: 100%;\n        height: 100%;\n        position: absolute;\n        z-index: -1;\n        left: 0;\n        top: 0;\n      }\n    }\n\n    &:focus-visible {\n      z-index: 10; // keep focus ring on top (prevent the hover background of the next dropdown item from covering the ring)\n    }\n  }\n}\n\n// Font behavior on mobile\nbutton.version-switcher__button,\n.version-switcher__menu {\n  font-size: 1.1em; // A bit smaller than other menu font\n  z-index: $zindex-modal; // higher than the sidebars\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    font-size: unset;\n  }\n}\n","/* Collapsing of the TOC sidebar while scrolling */\n\n/* Nav: hide second level (shown on .active) */\n\nnav.page-toc {\n  // A little extra space before the buttons\n  margin-bottom: 1rem;\n}\n\n.bd-toc .nav {\n  .nav {\n    display: none;\n\n    // So we can manually specify a level as visible in the config\n    &.visible {\n      display: block;\n    }\n  }\n\n  > .active > ul {\n    display: block;\n  }\n}\n\n// Each entry of the in-page TOC\n.toc-entry {\n  display: block;\n\n  a > code {\n    color: var(--pst-color-text-muted);\n  }\n\n  a.nav-link {\n    display: block;\n    padding: 0.125rem 0;\n\n    // Padding w/ negative margin so the top TOC item highlight overlaps w/ the TOC border\n    padding-left: 1rem;\n    margin-left: -1rem;\n\n    @include link-sidebar;\n\n    &.active {\n      @include link-sidebar-current;\n\n      background-color: transparent;\n\n      &:hover {\n        color: var(--pst-color-link-hover);\n      }\n    }\n\n    &:focus-visible {\n      border-radius: $focus-ring-radius;\n    }\n  }\n}\n","div.versionadded,\ndiv.versionchanged,\ndiv.deprecated {\n  vertical-align: middle;\n  margin: 1.5625em auto;\n  padding: 0 0.6rem;\n  overflow: hidden;\n\n  /* break-inside has replaced page-break-inside and is widely usable since 2019 */\n  page-break-inside: avoid;\n  break-inside: avoid;\n  border-left: 0.2rem solid;\n  border-color: var(--pst-color-info);\n  border-radius: $admonition-border-radius;\n  background-color: var(--pst-color-on-background);\n\n  @include box-shadow;\n\n  position: relative;\n\n  > p {\n    margin-bottom: 0.6rem;\n    margin-top: 0.6rem;\n  }\n}\n\ndiv.versionadded {\n  border-color: var(--pst-color-success);\n  background-color: var(--pst-color-success-bg);\n}\n\ndiv.versionchanged {\n  border-color: var(--pst-color-warning);\n  background-color: var(--pst-color-warning-bg);\n}\n\ndiv.deprecated {\n  border-color: var(--pst-color-danger);\n  background-color: var(--pst-color-danger-bg);\n}\n\nspan.versionmodified {\n  font-weight: 600;\n\n  &::before {\n    margin-right: 0.6rem;\n    color: var(--pst-color-info);\n    font: var(--fa-font-solid);\n    content: var(--pst-icon-versionmodified-default);\n  }\n}\n\nspan.versionmodified.added {\n  &::before {\n    color: var(--pst-color-success);\n    content: var(--pst-icon-versionmodified-added);\n  }\n}\n\nspan.versionmodified.changed {\n  &::before {\n    color: var(--pst-color-warning);\n    content: var(--pst-icon-versionmodified-changed);\n  }\n}\n\nspan.versionmodified.deprecated {\n  &::before {\n    color: var(--pst-color-danger);\n    content: var(--pst-icon-versionmodified-deprecated);\n  }\n}\n",".sidebar-indices-items {\n  display: flex;\n  flex-direction: column;\n  border-top: 1px solid var(--pst-color-border);\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    border-top: none;\n  }\n\n  .sidebar-indices-items__title {\n    font-weight: var(--pst-sidebar-header-font-weight);\n    font-size: var(--pst-sidebar-header-font-size);\n    color: var(--pst-color-text-base);\n    margin-bottom: 0.5rem;\n  }\n\n  ul.indices-link {\n    margin-right: -1rem;\n    list-style: none;\n    padding: 0;\n\n    li > a {\n      display: block;\n      padding: 0.25rem 0;\n      color: var(--pst-color-text-muted);\n\n      &:hover {\n        color: var(--pst-color-primary);\n        text-decoration: none;\n        background-color: transparent;\n      }\n    }\n  }\n}\n",".bd-sidebar-primary div#rtd-footer-container {\n  position: sticky;\n  bottom: -1rem;\n  margin: -1rem; // ignore sidebar padding\n\n  .rst-versions.rst-badge {\n    position: unset;\n    font-size: 0.9em;\n    font-family: var(--pst-font-family-base);\n    max-width: unset;\n\n    .rst-current-version {\n      display: flex;\n      align-items: center;\n      gap: 0.2rem;\n      height: 2.5rem;\n      transition: background-color 0.2s ease-out;\n      background-color: var(--pst-color-background);\n      color: var(--pst-color-success);\n      border-top: 1px solid var(--pst-color-border);\n    }\n\n    .fa.fa-book {\n      color: var(--pst-color-text-muted);\n      margin-right: auto;\n\n      &::after {\n        color: var(--pst-color-text-base);\n        content: \"Read The Docs\";\n        font-family: var(--pst-font-family-base);\n        font-weight: var(--pst-admonition-font-weight-heading);\n      }\n    }\n\n    .fa.fa-caret-down {\n      color: var(--pst-color-text-muted);\n    }\n  }\n\n  .rst-versions.rst-badge.shift-up {\n    .rst-current-version {\n      border-bottom: 1px solid var(--pst-color-border);\n    }\n  }\n\n  .rst-other-versions {\n    background-color: var(--pst-color-surface);\n    color: var(--pst-color-text-base);\n\n    dl {\n      dd a {\n        color: var(--pst-color-text-muted);\n      }\n    }\n\n    hr {\n      background-color: var(--pst-color-border);\n    }\n\n    small a {\n      color: var(--pst-color-link);\n    }\n\n    input {\n      padding-left: 0.5rem;\n      border: 1px solid var(--pst-color-border);\n      background-color: var(--pst-color-surface);\n    }\n  }\n}\n","/**\n * Admonitions and blocks of styled content.\n * Admonitions CSS originally inspired by https://squidfunk.github.io/mkdocs-material/getting-started/\n */\n$admonition-border-radius: 0.25rem;\n$admonition-left-border-width: 0.2rem;\n\ndiv.admonition,\n.admonition {\n  margin: 1.5625em auto;\n  padding: 0 0.6rem 0.8rem;\n  overflow: hidden;\n\n  /* break-inside has replaced page-break-inside and is widely usable since 2019 */\n  page-break-inside: avoid;\n  break-inside: avoid;\n  border-left: $admonition-left-border-width solid;\n  border-color: var(--pst-color-info);\n  border-radius: $admonition-border-radius;\n  background-color: var(--pst-color-on-background);\n\n  @include box-shadow;\n\n  // Last item should have no spacing since we'll control that w/ padding\n  *:last-child {\n    margin-bottom: 0;\n  }\n\n  // Items after the title should be indented\n  p.admonition-title ~ * {\n    margin-left: 1.4rem;\n    margin-right: 1.4rem;\n  }\n\n  // Lists need to have left margin so they don't spill into it\n  > ol,\n  > ul {\n    margin-left: 1em;\n  }\n\n  // Defaults for all admonitions\n  > .admonition-title {\n    margin: 0 -0.6rem;\n    padding: 0.4rem 0.6rem 0.4rem 2rem;\n    font-weight: var(--pst-admonition-font-weight-heading);\n    position: relative;\n\n    @include legacy-backdrop-placeholder;\n\n    background-color: var(--pst-color-info-bg);\n\n    // now that we use solid colors we want the title on top\n    z-index: 1;\n\n    &::after {\n      position: absolute;\n      left: 0.5rem;\n      width: 1rem;\n      height: 1rem;\n      color: var(--pst-color-info);\n      font: var(--fa-font-solid);\n      line-height: inherit;\n      content: var(--pst-icon-admonition-default);\n      opacity: 1;\n    }\n\n    // Next element after title needs some extra upper-space\n    + * {\n      margin-top: 0.4em;\n    }\n  }\n\n  &.attention {\n    border-color: var(--pst-color-attention);\n\n    > .admonition-title {\n      background-color: var(--pst-color-attention-bg);\n\n      &::after {\n        color: var(--pst-color-attention);\n        content: var(--pst-icon-admonition-attention);\n      }\n    }\n  }\n\n  &.caution {\n    border-color: var(--pst-color-warning);\n\n    > .admonition-title {\n      background-color: var(--pst-color-warning-bg);\n\n      &::after {\n        color: var(--pst-color-warning);\n        content: var(--pst-icon-admonition-caution);\n      }\n    }\n  }\n\n  &.warning {\n    border-color: var(--pst-color-warning);\n\n    > .admonition-title {\n      background-color: var(--pst-color-warning-bg);\n\n      &::after {\n        color: var(--pst-color-warning);\n        content: var(--pst-icon-admonition-warning);\n      }\n    }\n  }\n\n  &.danger {\n    border-color: var(--pst-color-danger);\n\n    > .admonition-title {\n      background-color: var(--pst-color-danger-bg);\n\n      &::after {\n        color: var(--pst-color-danger);\n        content: var(--pst-icon-admonition-danger);\n      }\n    }\n  }\n\n  &.error {\n    border-color: var(--pst-color-danger);\n\n    > .admonition-title {\n      background-color: var(--pst-color-danger-bg);\n\n      &::after {\n        color: var(--pst-color-danger);\n        content: var(--pst-icon-admonition-error);\n      }\n    }\n  }\n\n  &.hint {\n    border-color: var(--pst-color-success);\n\n    > .admonition-title {\n      background-color: var(--pst-color-success-bg);\n\n      &::after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-hint);\n      }\n    }\n  }\n\n  &.tip {\n    border-color: var(--pst-color-success);\n\n    > .admonition-title {\n      background-color: var(--pst-color-success-bg);\n\n      &::after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-tip);\n      }\n    }\n  }\n\n  &.important {\n    border-color: var(--pst-color-attention);\n\n    > .admonition-title {\n      background-color: var(--pst-color-attention-bg);\n\n      &::after {\n        color: var(--pst-color-attention);\n        content: var(--pst-icon-admonition-important);\n      }\n    }\n  }\n\n  &.note {\n    border-color: var(--pst-color-info);\n\n    > .admonition-title {\n      background-color: var(--pst-color-info-bg);\n\n      &::after {\n        color: var(--pst-color-info);\n        content: var(--pst-icon-admonition-note);\n      }\n    }\n  }\n\n  &.seealso {\n    border-color: var(--pst-color-success);\n\n    > .admonition-title {\n      background-color: var(--pst-color-success-bg);\n\n      &::after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-seealso);\n      }\n    }\n  }\n\n  &.admonition-todo {\n    border-color: var(--pst-color-secondary);\n\n    > .admonition-title {\n      background-color: var(--pst-color-secondary-bg);\n\n      &::after {\n        color: var(--pst-color-secondary);\n        content: var(--pst-icon-admonition-todo);\n      }\n    }\n  }\n\n  /**\n   * Special-case for a `sidebar` class that makes the admonition float to\n   * the right like the {sidebar} directive.\n   */\n  &.sidebar {\n    max-width: 40%;\n    float: right;\n    clear: both;\n    margin-left: 0.5rem;\n    margin-top: 0;\n\n    // Undo the .sidebar directive border\n    border-width: 0 0 0 $admonition-left-border-width;\n\n    // TODO: these semantic-color-names border-color rules might no longer be\n    //       needed when we drop support for Sphinx 4 / docutils 0.17\n    &.attention,\n    &.important {\n      border-color: var(--pst-color-attention);\n    }\n\n    &.caution,\n    &.warning {\n      border-color: var(--pst-color-warning);\n    }\n\n    &.danger,\n    &.error {\n      border-color: var(--pst-color-danger);\n    }\n\n    &.hint,\n    &.tip,\n    &.seealso {\n      border-color: var(--pst-color-success);\n    }\n\n    &.note,\n    &.todo {\n      border-color: var(--pst-color-info);\n    }\n\n    // No inner margin since we have less horizontal space w/ the sidebar\n    p.admonition-title ~ * {\n      margin-left: 0;\n      margin-right: 0;\n    }\n  }\n}\n\n/**************************************************************\n * Similar content blocks that are not technically admonitions.\n */\n\n/**\n * Topics and the {contents} directive\n */\n// Docutils <= 0.17\ndiv.topic,\ndiv.topic.contents,\n// Docutils >= 0.18\nnav.contents,\naside.topic {\n  display: flex;\n  flex-direction: column;\n  background-color: var(--pst-color-surface);\n  border-color: var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n  padding: 1rem 1.25rem;\n\n  @include box-shadow;\n\n  .topic-title {\n    margin: 0 0 0.5rem;\n  }\n\n  // Over-ride text color to ensure enough contrast\n  p {\n    color: var(--pst-color-on-surface) !important;\n  }\n\n  // Over-ride large default padding\n  ul.simple {\n    padding-left: 1rem;\n\n    ul {\n      // So that sub-lists will have a bit less padding\n      padding-left: 2em;\n    }\n  }\n}\n\n/**\n * Sidebar directive\n */\naside.sidebar {\n  border: 1px solid var(--pst-color-border);\n  background-color: var(--pst-color-surface);\n  border-radius: $admonition-border-radius;\n\n  // to match the admonition-styled sidebars:\n  margin-left: 0.5rem;\n  padding: 0;\n\n  > *:last-child {\n    padding-bottom: 1rem;\n  }\n\n  p.sidebar-title {\n    position: relative;\n    margin-bottom: 0;\n    padding-top: 0.5rem;\n    padding-bottom: 0.5rem;\n    border-bottom: 1px solid var(--pst-color-border);\n    font-family: var(--pst-font-family-heading);\n    font-weight: var(--pst-admonition-font-weight-heading);\n  }\n\n  // Add margin to the first non-`.sidebar-title` item\n  > *:not(.sidebar-title):first-child,\n  > p.sidebar-title + * {\n    margin-top: 1rem;\n  }\n\n  > * {\n    padding-left: 1rem;\n    padding-right: 1rem;\n  }\n}\n\n/**\n * Rubrics look kind of like section headers\n */\np.rubric {\n  display: flex;\n  flex-direction: column;\n}\n\n/**\n * Seealso is kind of like a vertically-collapsed admonition\n */\n.seealso dd {\n  margin-top: 0;\n  margin-bottom: 0;\n}\n","/**\n * Miscellaneous color functions and mixins\n**/\n\n@use \"sass:list\";\n@use \"sass:map\";\n@use \"sass:meta\";\n@use \"sass:math\";\n@use \"sass:string\";\n\n// We must add ::before pseudo-element to some theme components (such as admonitions)\n// because users were instructed to customize the background color this way.\n@mixin legacy-backdrop-placeholder {\n  &::before {\n    content: \"\";\n    width: 100%;\n    height: 100%;\n    position: absolute;\n    left: 0;\n    top: 0;\n    z-index: -1;\n\n    // So that hovering over the text within background is still possible.\n    // Otherwise the background overlays the text and you cannot click or select easily.\n    // ref: https://developer.mozilla.org/en-US/docs/Web/CSS/pointer-events\n    pointer-events: none;\n  }\n}\n\n/**\n* Function to get items from nested maps\n*/\n// @param {Map} $map - Map\n// @param {Arglist} $keys - Keys to fetc\n// @return {*}\n@function map-deep-get($map, $keys...) {\n  @each $key in $keys {\n    $map: map.get($map, $key);\n  }\n\n  @return $map;\n}\n\n/**\n  * Function to check if the color needs converting to a \"color\" type\n  * if it is a string we cannot use other color manipulation functions\n  * It is used to create the sphinx-design colours as these are often interpolated\n  */\n// @param {String/Color} $color - Color definition from map\n// @return {Color} - Color type (in hex)\n@function check-color($color) {\n  @if meta.type-of($color) == string {\n    $color: from-hex($color);\n  }\n\n  @return $color;\n}\n\n/**\n  * Function to convert the string representation of a color to a color type (hex)\n  */\n// @param {String} $string - String representation of a color\n@function from-hex($string) {\n  $string-lower: string.to-lower-case($string);\n  $r: \"\";\n  $g: \"\";\n  $b: \"\";\n  $hex: \"0\" \"1\" \"2\" \"3\" \"4\" \"5\" \"6\" \"7\" \"8\" \"9\" \"a\" \"b\" \"c\" \"d\" \"e\" \"f\";\n  $length: string.length($string);\n  $max: if($length == 4, 1, 2);\n\n  // Check for length accuracy\n  @if $length != 4 and $length != 7 {\n    @return $string;\n  }\n\n  // Loop from the second character (omitting #)\n  @for $i from 2 through $length {\n    $c: string.slice($string-lower, $i, $i);\n\n    // If wrong character, return\n    @if not list.index($hex, $c) {\n      @return $string;\n    }\n\n    @if string.length($r) < $max {\n      $r: $r + $c;\n    } @else if string.length($g) < $max {\n      $g: $g + $c;\n    } @else if string.length($b) < $max {\n      $b: $b + $c;\n    }\n  }\n\n  @if $length == 4 {\n    $r: $r + $r;\n    $g: $g + $g;\n    $b: $b + $b;\n  }\n\n  @return rgb(hex-to-dec($r), hex-to-dec($g), hex-to-dec($b));\n}\n\n@function hex-to-dec($string) {\n  $hex: \"0\" \"1\" \"2\" \"3\" \"4\" \"5\" \"6\" \"7\" \"8\" \"9\" \"a\" \"b\" \"c\" \"d\" \"e\" \"f\";\n  $string: string.to-lower-case($string);\n  $length: string.length($string);\n  $dec: 0;\n\n  @for $i from 1 through $length {\n    $factor: 1 + (15 * ($length - $i));\n    $index: list.index($hex, string.slice($string, $i, $i));\n    $dec: $dec + $factor * ($index - 1);\n  }\n\n  @return $dec;\n}\n","// Style API docs from sphinx' autodoc / autosummary\n\n/*******************************************************************************\n* Styling for field lists\n*/\n\n/* grey highlighting of 'parameter' and 'returns' field */\ntable.field-list {\n  border-collapse: separate;\n  border-spacing: 10px;\n  margin-left: 1px;\n\n  th.field-name {\n    padding: 1px 8px 1px 5px;\n    white-space: nowrap;\n    background-color: var(--pst-color-surface);\n  }\n\n  /* italic font for parameter types */\n  td.field-body {\n    p {\n      font-style: italic;\n\n      > strong {\n        font-style: normal;\n      }\n    }\n\n    /* reduced space around parameter description */\n    blockquote {\n      border-left: none;\n      margin: 0 0 0.3em;\n      padding-left: 30px;\n    }\n  }\n}\n\n/*******************************************************************************\n* Styling for autosummary tables\n*/\n\n.table.autosummary {\n  // The first column (with the signature) should not wrap\n  td:first-child {\n    white-space: nowrap;\n  }\n}\n\n/* overriding basic.css to use our own monospace font */\n.sig {\n  font-family: var(--pst-font-family-monospace);\n}\n\n/* C++ specific styling - overriding the basic.css to avoid custom colors */\n\n.sig-inline.c-texpr,\n.sig-inline.cpp-texpr {\n  font-family: unset;\n}\n\n.sig.c .k,\n.sig.c .kt,\n.sig.cpp .k,\n.sig.cpp .kt {\n  color: var(--pst-color-text-base);\n}\n\n.sig.c .m,\n.sig.cpp .m {\n  color: var(--pst-color-text-base);\n}\n\n.sig.c .s,\n.sig.c .sc,\n.sig.cpp .s,\n.sig.cpp .sc {\n  color: var(--pst-color-text-base);\n}\n\n// addition\n\n// .sig.c .sig-name .n,\n// .sig.cpp .sig-name .n {\n//   color: var(--pst-color-inline-code);\n// }\n\n.sig-name {\n  color: var(--pst-color-inline-code);\n}\n\n.sig-param .o,\n.sig-param .default_value {\n  color: var(--pst-color-text-muted);\n  font-weight: normal;\n}\n\n// change target color for dark theme\ndt:target,\nspan.highlighted {\n  background-color: var(--pst-color-target);\n}\n\n.viewcode-back {\n  font-family: var(--pst-font-family-base);\n}\n\n.viewcode-block:target {\n  border-top: 1px solid var(--pst-color-border);\n  border-bottom: 1px solid var(--pst-color-border);\n  position: relative;\n  background-color: var(--pst-color-target);\n}\n\ndl > dt > a:has(.viewcode-link) {\n  // Sphinx applies a `float:right` rule to the .viewcode-line span, which\n  // exposes a browser glitch in the focus ring. It seems the browser creates\n  // two separate boxes, an empty box where the anchor element gets laid out and\n  // then another box around the anchor's contents that have been floated right.\n  // Firefox draws the focus ring around the empty anchor element box. Chrome\n  // draws two focus rings: one around the empty anchor and one around the\n  // floated-right element. To fix the glitch, we apply the float rule on the\n  // parent rather than the child.\n  float: right;\n\n  .viewcode-link {\n    float: none;\n  }\n}\n\n/*******************************************************************************\n* Styling for autosummary titles like \"parameters\" and \"returns\"\n*/\n\n// the API selector\n// from https://github.com/pradyunsg/furo/blob/main/src/furo/assets/styles/content/_api.sass#L6)\ndl[class]:not(.option-list, .field-list, .footnote, .glossary, .simple) {\n  // increase margin bottom after the dl elements\n  margin-bottom: 3rem;\n\n  dd {\n    margin-left: 2rem;\n\n    // Fix until this will be solved to Sphinx https://github.com/sphinx-doc/sphinx/issues/10815\n    & > dl.simple > dt {\n      display: flex;\n    }\n  }\n\n  dl.field-list {\n    display: grid;\n    grid-template-columns: unset;\n  }\n\n  dt.field-odd,\n  dt.field-even {\n    margin-top: 0.2rem;\n    margin-bottom: 0.1rem;\n    background-color: var(--pst-color-surface);\n  }\n}\n","/**\n * Code block styling\n * Note that we inherit a lot of styling from Bootstrap so not many rules here.\n */\n\n// General code block behavior\n// Unset bootstrap behavior\ndiv[class*=\"highlight-\"],\ndiv.highlight,\ndiv.literal-block-wrapper {\n  display: flex;\n  flex-direction: column;\n  width: unset;\n  border-radius: $admonition-border-radius;\n  break-inside: avoid;\n}\n\n// Code blocks with captions\n// There's a wrapper when the code block has a title\ndiv.literal-block-wrapper {\n  border: 1px solid var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n\n  // This is where the title goes\n  div.code-block-caption {\n    margin: 0;\n    border-bottom: 1px solid var(--pst-color-border);\n    padding: 0.5rem;\n    font-size: 1rem;\n    font-weight: var(--pst-font-weight-caption);\n\n    a.headerlink {\n      font-size: inherit;\n    }\n  }\n\n  // Remove the upper border radius since we want it to connect with the title\n  // Remove the box shadow so the wrapper gets the shadow instead\n  div[class*=\"highlight-\"] {\n    margin: 0;\n    border-radius: 0;\n\n    pre {\n      border: none;\n      box-shadow: none;\n    }\n  }\n}\n\n/**\n * In-line code\n */\ncode.literal {\n  padding: 0.1rem 0.25rem;\n  background-color: var(--pst-color-surface);\n  border: 1px solid var(--pst-color-border);\n  border-radius: 0.25rem;\n}\n\na > code {\n  color: var(--pst-color-inline-code-links);\n}\n\n// Fix for Sphinx's \"highlight\" directive - this is an issue with our accessible pygments theme\n// and the colour we are using for the background of the code blocks.\nhtml[data-theme=\"light\"] .highlight .nf {\n  color: #0078a1 !important;\n}\n\n// Minimum opacity needed for linenos to be WCAG AA conformant\nspan.linenos {\n  opacity: 0.8 !important;\n}\n","figure > a,\nfigure > a > img,\nfigure > img,\nfigure > video {\n  display: block;\n  margin-left: auto;\n  margin-right: auto;\n}\n\nfigure {\n  a.headerlink {\n    // So that header link doesn't push caption to be off-center.\n    position: absolute;\n    font-size: inherit;\n  }\n\n  // Default headerlink hover doesn't trigger on figures\n  &:hover a.headerlink {\n    visibility: visible;\n  }\n\n  figcaption {\n    font-family: var(--pst-font-family-heading);\n    font-weight: var(--pst-font-weight-caption);\n    color: var(--pst-color-text-muted);\n    margin-left: auto;\n    margin-right: auto;\n    margin-top: 0.3rem;\n    text-align: center;\n\n    & > p:last-child {\n      // Don't add extra margin to already existing figure bottom margin\n      margin-bottom: 0;\n    }\n\n    p {\n      text-align: start;\n      display: inline-block;\n    }\n\n    table.table {\n      width: fit-content;\n      margin-left: auto;\n      margin-right: auto;\n    }\n  }\n}\n","// For consistency, add bracket around footnotes/citations which are\n// cited more than once. E.g. [Newton](1,2) instead of Newton(1,2)\ndt.label > span.brackets:not(:only-child)::before {\n  content: \"[\";\n}\n\ndt.label > span.brackets:not(:only-child)::after {\n  content: \"]\";\n}\n\n// Make footnote as a superscript\na.footnote-reference {\n  vertical-align: super;\n  font-size: small;\n}\n\n// Docutils 0.18 uses an `aside.footnote` container with different internal structure\naside.footnote {\n  margin-bottom: 0.5rem;\n\n  &:last-child {\n    margin-bottom: 1rem;\n  }\n\n  span.label,\n  span.backrefs {\n    font-weight: bold;\n  }\n\n  &:target {\n    background-color: var(--pst-color-target);\n  }\n}\n","/**\n * Hacky fixes that don't fit cleanly into other sections\n */\n\n// Ensure user highlighting/selecting behaves properly\n// From https://stackoverflow.com/a/34372191\ntable.highlighttable td.linenos,\nspan.linenos,\ndiv.doctest > div.highlight span.gp {\n  /* gp: Generic.Prompt */\n  user-select: none;\n}\n","// Override bootstrap by restoring the basic theme default.\ndd {\n  margin-top: 3px;\n  margin-bottom: 10px;\n  margin-left: 30px;\n}\n\nol,\nul {\n  padding-inline-start: 2rem;\n\n  li > p:first-child {\n    margin-bottom: 0.25rem;\n    margin-top: 0.25rem;\n  }\n}\n","// GitHub blockquote style\nblockquote {\n  padding: 1em;\n  color: var(--pst-color-text-muted);\n  border-left: 0.25em solid var(--pst-color-blockquote-notch);\n  border-radius: $admonition-border-radius;\n  position: relative;\n\n  p {\n    color: var(--pst-color-text-base);\n  }\n\n  // remove padding from included line-block to avoid duplication\n  .line-block {\n    margin: 0;\n  }\n\n  // remove margin bottom for the last p\n  p:last-child {\n    margin-bottom: 0;\n  }\n\n  @include legacy-backdrop-placeholder;\n\n  background-color: var(--pst-color-surface);\n\n  // Ensure there is enough contrast against the background\n  a {\n    color: var(--pst-color-inline-code-links);\n  }\n\n  // hack to make the text in the blockquote selectable\n  &::before {\n    z-index: -1;\n  }\n}\n","/**\n * Span-level styling within content\n */\n\nspan.guilabel {\n  border: 1px solid var(--pst-color-info);\n  font-size: 80%;\n  font-weight: 700;\n  border-radius: 4px;\n  padding: 2.4px 6px;\n  margin: auto 2px;\n  position: relative;\n\n  @include legacy-backdrop-placeholder;\n\n  background-color: var(--pst-color-info-bg);\n}\n\na.reference.download::before {\n  content: var(--pst-icon-download);\n  font: var(--fa-font-solid);\n  font-size: 0.8em;\n  padding: 0 0.25em;\n  color: var(--pst-color-text-muted);\n}\n","/**\n * Tables\n */\n\n// ensure table will fit in the article width and make them y-scrollable\ntable {\n  @include table-colors;\n\n  // default to table-center\n  margin-left: auto;\n  margin-right: auto;\n\n  &.table-right {\n    margin-right: 0;\n  }\n\n  &.table-left {\n    margin-left: 0;\n  }\n}\n\n// customize table caption from bootstrap\n// to display them on top and centered\ntable caption {\n  text-align: center;\n  caption-side: top;\n  color: var(--pst-color-text-muted);\n}\n\n// MyST Markdown tables use these classes to control alignment\nth,\ntd {\n  &.text-left {\n    text-align: left;\n  }\n\n  &.text-right {\n    text-align: right;\n  }\n\n  &.text-center {\n    text-align: center;\n  }\n}\n\n// override bootstrap table colors\n.table {\n  @include table-colors;\n\n  --bs-table-bg: transparent; // background\n  --bs-table-color: var(\n    --pst-color-text-base\n  ); // ensure text and bullets are visible\n}\n\n.pst-scrollable-table-container {\n  // Put a horizontal scrollbar just below tables that are too wide to fit\n  // within the main column\n  overflow-x: auto;\n}\n","/**\n * Style the toctree component in pages (avoid modifying the navbars)\n */\n.toctree-wrapper {\n  p.caption {\n    font-size: 1.5em;\n    margin-bottom: 0;\n  }\n\n  & > ul {\n    padding-left: 0;\n  }\n\n  li[class^=\"toctree-l\"] {\n    list-style: none;\n    margin-bottom: 0.2em;\n\n    & > a {\n      list-style: none;\n      font-size: 1.1em;\n    }\n\n    & > ul {\n      list-style: none;\n      padding-inline-start: 1.5em;\n    }\n  }\n\n  // slightly bigger font for l1\n  .toctree-l1 > a {\n    font-size: 1.3em;\n  }\n}\n\ndiv.topic.contents,  // Docutils <= 0.17\nnav.contents  // Docutils >= 0.18\n{\n  // Style similarly to toctree\n  ul.simple {\n    list-style: none;\n    padding-left: 0;\n  }\n}\n","/**\n * Mathematics via MathJax.\n *\n * This is designed for MathJax v3\n * ref: https://www.sphinx-doc.org/en/master/usage/extensions/math.html#module-sphinx.ext.mathjax\n */\n\n// Applies to all math elements\nspan.math,\ndiv.math {\n  align-items: center;\n  display: flex;\n  max-width: 100%;\n\n  // This will be over-ridden for the y-direction and divs\n  overflow: hidden;\n}\n\n// Inline-only\nspan.math {\n  display: inline-flex;\n}\n\n// Block-level only\ndiv.math {\n  gap: 0.5em;\n\n  // So that the eqno shows up after the equation\n  flex-direction: row-reverse;\n\n  // The equation number / link\n  span.eqno a.headerlink {\n    position: relative;\n    font-size: 1em;\n  }\n\n  // The math container\n  mjx-container {\n    flex-grow: 1;\n    padding-bottom: 0.2rem;\n    overflow: auto;\n\n    // Set height to 0 so that it does not cause scrollbars to appear\n    // ref: https://github.com/mathjax/MathJax/issues/2521\n    mjx-assistive-mml {\n      height: 0;\n    }\n  }\n}\n","/**\n * ABlog\n * ref: https://ablog.readthedocs.io/\n */\n\n/**\n * Sidebar template components\n */\n.ablog-sidebar-item {\n  h2,\n  h3 {\n    font-size: var(--pst-sidebar-header-font-size);\n\n    // Remove unnecessary vertical whitespace\n    margin-top: 0.5rem;\n\n    // The headers are all links, but this makes them hard to parse\n    // So we change the colors to make them look like headers\n    a {\n      color: var(--pst-color-text-base);\n    }\n  }\n\n  ul {\n    // No bullet points for the primary sidebar items\n    list-style: none;\n    padding-left: 0;\n\n    // Otherwise a scrollbar randomly shows up\n    overflow-y: hidden;\n\n    // List of recent post items\n    display: flex;\n    flex-direction: column;\n    gap: 0.5em;\n    margin-bottom: 0;\n\n    // The ablog cloud should move horizontally\n    &.ablog-cloud {\n      flex-flow: row wrap;\n      gap: 0.5rem;\n\n      // Vertical-align tag clouds\n      li {\n        // Center the tag cloud items\n        display: flex;\n        align-items: center;\n      }\n    }\n  }\n}\n\n/**\n * Previous / next buttons at the bottom\n */\n.ablog__prev-next {\n  font-size: 1.2em;\n  display: flex;\n  padding: 1rem 0;\n\n  // The bottom previous / next arrows\n  > span {\n    // To ensure that the whole thing fits on one line even if there are long titles\n    display: flex;\n    max-width: 45%;\n\n    // Links within each span have the collection of icon + text\n    a {\n      display: flex;\n      align-items: center;\n      margin-left: auto;\n      gap: 1rem;\n      line-height: 1.5rem;\n\n      i::before {\n        color: var(--pst-color-text-base);\n      }\n    }\n  }\n\n  // The first span is for the previous page and aligns to the left\n  span.ablog__prev {\n    i.fa-arrow-circle-left::before {\n      content: var(--pst-icon-angle-left);\n    }\n  }\n\n  // The second span is just an empty space so we remove it because we're\n  // positioning with flex\n  span.ablog__spacer {\n    display: none;\n  }\n\n  // The third span is aligned to the right\n  span.ablog__next {\n    margin-left: auto;\n    text-align: right;\n\n    i.fa-arrow-circle-right::before {\n      content: var(--pst-icon-angle-right);\n    }\n  }\n}\n\n/**\n * {postlist} directive and posts page\n */\n.ablog__collection,\n.postlist {\n  padding-left: 0;\n\n  .ablog-post {\n    list-style: none;\n\n    // Post metadata tags (author, links ,etc) should be a bit smaller\n    .ablog-archive {\n      display: flex;\n      flex-flow: row wrap;\n      gap: 1rem;\n      list-style: none;\n      font-size: 0.75rem;\n      padding-left: 0;\n    }\n\n    // Title line should be a bit bigger and bold to stand out\n    .ablog-post-title {\n      margin-top: 0;\n      font-size: 1.25rem;\n\n      a {\n        font-weight: bold;\n      }\n    }\n\n    // Read more button should be a bit bigger\n    .ablog-post-expand {\n      margin-bottom: 0.5rem;\n    }\n  }\n}\n","/**\n * Special cases for Bootstrap functionality\n */\n\n// Bootstrap adds margin to their general container class. However, sphinx/docutils\n// can also generate output with the container class, but in those cases we should\n// not add the margin from bootstrap. Same for max-width.\n.docutils.container {\n  padding-left: unset;\n  padding-right: unset;\n  margin-left: unset;\n  margin-right: unset;\n  max-width: unset;\n  width: unset;\n}\n\n.btn {\n  --bs-btn-focus-box-shadow: #{$btn-focus-box-shadow};\n}\n","/**\n * Sphinx Copybutton\n * ref: https://sphinx-copybutton.readthedocs.io/\n */\n\ndiv.highlight button.copybtn {\n  // Nicer spacing\n  display: flex;\n  align-items: center;\n  justify-content: center;\n\n  // Don't over-ride the success color\n  &:not(.success) {\n    color: var(--pst-color-muted);\n  }\n\n  border: none;\n  background-color: var(--pst-color-surface);\n\n  &:hover {\n    &:not(.success) {\n      color: var(--pst-color-text);\n      background-color: var(--pst-color-shadow);\n    }\n  }\n\n  // Tooltip styling\n  &.o-tooltip--left::after {\n    color: var(--pst-color-text);\n    background-color: var(--pst-color-surface);\n  }\n\n  &:focus {\n    // For keyboard users, make the copy button visible when focussed.\n    opacity: 1;\n  }\n\n  &:focus-visible {\n    outline: $focus-ring-outline;\n  }\n}\n\ndiv.highlight:has(button.copybtn) {\n  // Make sure the code block has enough height for the copy button.\n  // Sphinx-copybutton sets 0.3em top offset plus 1.7em height:\n  // https://github.com/executablebooks/sphinx-copybutton/blob/master/sphinx_copybutton/_static/copybutton.css\n  min-height: 2em;\n}\n","// adapt ethical ad to the theme\n#ethical-ad-placement {\n  .ethical-sidebar a,\n  .ethical-sidebar a:visited,\n  .ethical-sidebar a:hover,\n  .ethical-sidebar a:active,\n  .ethical-footer a,\n  .ethical-footer a:visited,\n  .ethical-footer a:hover,\n  .ethical-footer a:active {\n    color: var(--pst-color-text-base);\n  }\n\n  .ethical-sidebar,\n  .ethical-footer {\n    background-color: var(--pst-color-background);\n    border: 1px solid var(--pst-color-border);\n    border-radius: 5px;\n    color: var(--pst-color-text-base);\n    font-size: 14px;\n    line-height: 20px;\n  }\n}\n","/**\n * Styles for various Sphinx execution libraries.\n * For now, where these define output sections, we simply revert their background\n * to be a \"light theme\" background. This ensures that inputs/outputs behave similarly,\n * because the CSS is often controlled by each package.\n * In the future, we might add dark theme support for specific packages.\n */\n\n/******************************************************************************\n * Jupyter Sphinx\n */\n\n.bd-content div.jupyter_container {\n  // We don't want borders around the whole container, just around code cells\n  border: none;\n  background-color: unset;\n  box-shadow: none;\n\n  // Code cells should have the same style as our other code objects\n  div.output,\n  div.highlight {\n    border-radius: 0.25rem;\n  }\n\n  div.highlight {\n    background-color: var(--pst-color-surface);\n  }\n\n  // Ensure the style is the same as our code cells. Jupyter Sphinx makes it tiny.\n  .cell_input,\n  .cell_output {\n    border-radius: 0.25rem;\n\n    pre {\n      padding: 1rem;\n    }\n  }\n}\n","/**\n * Special-cases for packages in the PyData ecosystem\n */\n\n// xarray output display in bootstrap\n.xr-wrap[hidden] {\n  display: block !important;\n}\n\n// ipywidgets\n.jp-OutputArea-output.lm-Widget {\n  // override overflow:hidden rule from Lumino (.lm-Widget) to allow scrolling\n  overflow: auto;\n}\n","/*******************************************************************************\n * Special-cases for the sphinx-design library, mainly to make it compatible\n * with the dark/light themes of pydata-sphinx-theme.\n *\n * NOTE: sphinx-design uses !important quite liberally, so here we must do the\n * same for our overrides to have any effect.\n */\n@use \"../variables/color\" as pst-color;\n@use \"sass:color\";\n@use \"sass:map\";\n@use \"sass:meta\";\n@use \"sass:string\";\n\n/*******************************************************************************\n  * Color and variables\n  *\n  * This is a list of the semantic color names from sphinx-design (we only\n  * need to override variables that sphinx-design has actually defined).\n  * https://github.com/executablebooks/sphinx-design/blob/9226a12a/style/_colors.scss#L31-L43\n  */\n$sd-semantic-color-names: (\n  \"primary\",\n  \"secondary\",\n  \"success\",\n  \"info\",\n  \"warning\",\n  \"danger\",\n  \"light\",\n  \"muted\",\n  \"dark\",\n  \"black\",\n  \"white\"\n);\n\n/**\n  * Here we create some extra --pst-color-* variables and use\n  * them to override the value of the corresponding sphinx-design variables.\n  * This is easier than re-writing the sphinx-design rules. Even easier would be\n  * directly assigning our values to the --sd-color-* variables, but then our\n  * downstream users couldn't override *our* colors and have it affect buttons\n  * and badges.\n  *\n  * First, define the extra keys needed to cover the full range of semantic\n  * color names used in sphinx-design, then merge them with the names we\n  * already define for our own needs.\n  * see https://sphinx-design.readthedocs.io/en/latest/css_variables.html\n  */\n$extra-semantic-colors: (\n  \"white\": $foundation-white,\n  \"light\": (\n    light: $foundation-light-gray,\n    bg-light: color.scale($foundation-light-gray, $lightness: 30%),\n    dark: $foundation-light-gray,\n    bg-dark: color.scale($foundation-light-gray, $lightness: -30%),\n  ),\n  \"muted\": (\n    light: $foundation-muted-gray,\n    bg-light: color.scale($foundation-muted-gray, $lightness: 30%),\n    dark: $foundation-light-gray,\n    bg-dark: color.scale($foundation-muted-gray, $lightness: -30%),\n  ),\n  \"dark\": $foundation-dark-gray,\n  \"black\": $foundation-black,\n);\n$all-colors: map.merge($pst-semantic-colors, $extra-semantic-colors);\n\n@mixin create-sd-colors($value, $name) {\n  // define the pst variables, so that downstream user overrides will work\n  --pst-color-#{$name}: #{$value};\n\n  // we are now using a11y-combination to calculate the text color - this is based\n  // on the WCAG color contrast guidelines\n  --pst-color-#{$name}-text: #{a11y-combination($value)};\n\n  // TODO: highlight seems to be used for buttons @trallard to fix on a11y follow-up work\n  --pst-color-#{$name}-highlight: #{color.adjust($value, $lightness: -15%)};\n\n  // override the sphinx-design variables\n  --sd-color-#{$name}: var(--pst-color-#{$name});\n  --sd-color-#{$name}-text: var(--pst-color-#{$name}-text);\n\n  // TODO: highlight seems to be used for buttons @trallard to fix on a11y follow-up work\n  --sd-color-#{$name}-highlight: var(--pst-color-#{$name}-highlight);\n}\n\n// Now we override the --sd-color-* variables.\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    // check if this color is defined differently for light/dark\n    @each $name in $sd-semantic-color-names {\n      $definition: map.get($all-colors, $name);\n\n      @if meta.type-of($definition) == map {\n        @each $key, $value in $definition {\n          @if string.index($key, $mode) {\n            // since now we define the bg colours in the semantic colours and not\n            // by changing opacity, we need to check if the key contains bg and the\n            // correct mode (light/dark)\n            @if string.index($key, \"bg\") {\n              --sd-color-#{$name}-bg: #{$value};\n\n              // create local variable\n              $value: check-color($value);\n\n              --sd-color-#{$name}-bg-text: #{a11y-combination($value)};\n            } @else {\n              $value: check-color($value);\n\n              @include create-sd-colors($value, $name);\n            }\n          }\n        }\n      } @else {\n        $value: map.get($all-colors, $name);\n\n        @include create-sd-colors($value, $name);\n      }\n    }\n  }\n}\n\n// Make sure the color border variables are set using our variables\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    --sd-color-card-border: var(--pst-color-border);\n  }\n}\n\n/*******************************************************************************\n  * shadows\n  */\nhtml[data-theme=\"light\"] {\n  .sd-shadow-xs,\n  .sd-shadow-sm,\n  .sd-shadow-md,\n  .sd-shadow-lg {\n    @include box-shadow;\n  }\n}\n\n/*******************************************************************************\n  * cards\n  */\n\n.bd-content .sd-card {\n  border: 1px solid var(--pst-color-border);\n\n  // TODO - --pst-color-panel-background is not defined... where is this coming from?\n  .sd-card-header {\n    background-color: var(--pst-color-panel-background);\n    border-bottom: 1px solid var(--pst-color-border);\n  }\n\n  .sd-card-footer {\n    background-color: var(--pst-color-panel-background);\n    border-top: 1px solid var(--pst-color-border);\n  }\n\n  .sd-card-body {\n    background-color: var(--pst-color-panel-background);\n  }\n\n  // Focus ring for link-cards\n  .sd-stretched-link:focus-visible {\n    // Don't put the focus ring on the <a> element (it has zero height in Sphinx Design cards)\n    outline: none;\n\n    // Put the focus ring on the <a> element's ::after pseudo-element\n    &::after {\n      outline: $focus-ring-outline;\n      border-radius: 0.25rem; // copied from Sphinx Design CSS for .sd-card\n    }\n  }\n\n  &.sd-card-hover:hover {\n    border-color: var(--pst-color-link-hover);\n  }\n}\n\n/*******************************************************************************\n  * tabs\n  */\n\n.bd-content .sd-tab-set {\n  > input {\n    // Active tab label\n    &:checked + label {\n      border-style: solid solid none;\n      border-color: var(--pst-color-primary) var(--pst-color-primary)\n        transparent; // top LR bottom\n\n      border-width: 0.125rem 0.125rem 0;\n      border-radius: 0.125rem 0.125rem 0 0;\n      background-color: var(--pst-color-on-background);\n      transform: translateY(0.125rem);\n      color: var(--pst-color-primary);\n    }\n\n    &:focus-visible + label {\n      border: 0.125rem solid var(--pst-color-accent);\n      border-radius: 0.125rem;\n      background-color: var(--pst-color-accent-bg);\n      color: var(--pst-color-on-surface);\n    }\n\n    // Hover label\n    &:not(:checked, :focus-visible) + label:hover {\n      border-color: transparent;\n      color: var(--pst-color-secondary);\n    }\n  }\n\n  // Tab label\n  > label {\n    color: var(--pst-color-on-surface);\n    border: 0.125rem solid transparent;\n    border-radius: 0.125rem 0.125rem 0 0;\n    background-color: var(--pst-color-surface);\n    padding: 0 0.75em;\n    margin-inline-end: 0.25rem;\n    line-height: 1.95;\n\n    html[data-theme=\"dark\"] & {\n      background-color: var(--pst-color-on-background);\n    }\n  }\n\n  // panel\n  .sd-tab-content {\n    border: 0.125rem solid var(--pst-color-primary);\n    border-radius: 0.1875rem;\n    box-shadow: unset;\n    padding: 0.625rem;\n    background-color: var(--pst-color-on-background);\n  }\n}\n\n/*******************************************************************************\n* Dropdowns\n*/\n\ndetails.sd-dropdown {\n  // Remove all borders to over-ride SD behavior, and we'll add our own later\n  border: 0 !important;\n\n  // Drop shadow should behave same as admonitions\n  @include box-shadow;\n\n  // Header is where the \"clickable\" box goes\n  summary.sd-card-header {\n    border: 0 !important;\n    display: flex;\n    align-items: center;\n    position: relative; // So background color works\n    font-weight: 600;\n    padding-top: 0.5rem;\n    padding-bottom: 0.5rem;\n\n    // Set a variable that we can re-use for colors later\n    // We must set this in the current and content sibling container\n    // so that it is defined in both places\n    --pst-sd-dropdown-color: var(--pst-gray-500);\n    --pst-sd-dropdown-bg-color: var(--pst-color-surface);\n\n    & + div.sd-summary-content {\n      border: 0;\n\n      --pst-sd-dropdown-color: var(--sd-color-card-border);\n    }\n\n    @each $name in $sd-semantic-color-names {\n      &.sd-bg-#{$name} {\n        --pst-sd-dropdown-color: var(--sd-color-#{$name});\n        --pst-sd-dropdown-bg-color: var(--sd-color-#{$name}-bg);\n\n        // Otherwise it won't be defined in the sibling element\n        & + div.sd-summary-content {\n          --pst-sd-dropdown-color: var(--sd-color-#{$name});\n          --pst-sd-dropdown-bg-color: var(--sd-color-#{$name}-bg);\n        }\n      }\n      &.sd-bg-text-#{$name} {\n        // Use the WCAG conformant text color\n        color: var(--sd-color-#{$name}-bg-text) !important;\n      }\n    }\n\n    @include legacy-backdrop-placeholder;\n\n    background-color: var(--pst-sd-dropdown-bg-color) !important;\n\n    // Add a left border with the same structure as our admonitions\n    border-left: 0.2rem solid var(--pst-sd-dropdown-color) !important;\n\n    // stylelint-disable-next-line no-duplicate-selectors\n    & + div.sd-summary-content {\n      border-left: 0.2rem solid var(--pst-sd-dropdown-color) !important;\n      border-bottom-left-radius: calc(0.25rem - 1px);\n      background-color: var(--pst-color-on-background);\n    }\n\n    span.sd-summary-icon {\n      display: inline-flex;\n      align-items: center;\n      color: var(--pst-sd-dropdown-color) !important;\n\n      svg {\n        opacity: 1;\n      }\n    }\n\n    // Positioning of the caret\n    .sd-summary-up,\n    .sd-summary-down {\n      top: 0.7rem;\n    }\n\n    // Focus ring\n    &:focus-visible {\n      outline: $focus-ring-outline;\n      outline-offset: -$focus-ring-width;\n    }\n  }\n}\n\n/*******************************************************************************\n* Buttons (which in Sphinx Design are actually links that look like buttons)\n* ref: https://sphinx-design.readthedocs.io/en/pydata-theme/badges_buttons.html#buttons\n*/\nhtml {\n  .sd-btn {\n    min-width: 2.25rem;\n    padding: 0.3125rem 0.75rem 0.4375rem; // 5px 12px 7px\n\n    &:hover {\n      @include link-style-hover; // override Sphinx Design\n\n      text-decoration-thickness: 1px;\n    }\n  }\n\n  @each $name in $sd-semantic-color-names {\n    .sd-btn-#{$name},\n    .sd-btn-outline-#{$name} {\n      &:focus-visible {\n        // Override Sphinx Design's use of -highlight colors. The -highlight\n        // colors are 15% darker, so this would create the effect of darkening\n        // the button when focused but we just want the button to have a focus\n        // ring of the same (non-highlight) color.\n        background-color: var(--sd-color-#{$name}) !important;\n        border-color: var(--sd-color-#{$name}) !important;\n        outline: var(--sd-color-#{$name}) solid $focus-ring-width;\n        outline-offset: $focus-ring-width;\n      }\n    }\n  }\n}\n","/**\n * Sphinx togglebutton\n */\n\n.bd-content {\n  @mixin chevron-down {\n    .toggle-chevron-right {\n      transform: rotate(90deg); // point chevron down\n      transition: none; // match non-animated behavior of other chevrons on site\n    }\n  }\n\n  @mixin chevron-up {\n    .toggle-chevron-right {\n      transform: rotate(-90deg); // point chevron up\n      transition: none; // match non-animated behavior of other chevrons on site\n    }\n  }\n\n  // Admonition toggles\n  .admonition {\n    button.toggle-button {\n      color: inherit;\n\n      // When disclosure widget is closed\n      &.toggle-button-hidden {\n        @include chevron-down;\n      }\n\n      // When open\n      @include chevron-up;\n    }\n\n    // Focus ring\n    // ----------\n    // Sphinx-togglebutton makes the entire admonition header clickable, but\n    // only the button within the header is focusable. We want the entire\n    // clickable area to be surrounded with a focus ring, so that's why we use\n    // the :focus-within selector, rather than a :focus-visible selector on the\n    // button.\n    &:focus-within {\n      overflow: visible;\n\n      // The complicated focus ring styles here are a consequence of the markup\n      // and border styles for this particular admonition class. (For the other\n      // type of admonition on this site, the focus ring style is achieved with\n      // simple `outline` and `outline-offset` rules on the admonition's\n      // header.) The problem is that Sphinx-togglebutton puts the admonition's\n      // left border on the outermost container (rather than separately setting\n      // the left border on the container's children). This makes it complicated\n      // to get the focus ring to simultaneously cover the left border in the\n      // header and align perfectly on the right with the body.\n      .admonition-title:focus-within::before {\n        content: \"\";\n        transform: translateX(\n          -$admonition-left-border-width\n        ); // align left edges of admonition and ring\n\n        width: calc(100% + $admonition-left-border-width); // align right edges\n        height: 100%;\n        border: $focus-ring-outline;\n        border-radius: $focus-ring-width;\n      }\n\n      // When expanded, sharpen the bottom left and right corners of the focus ring\n      &:not(.toggle-hidden) .admonition-title:focus-within::before {\n        border-bottom-left-radius: 0;\n        border-bottom-right-radius: 0;\n      }\n    }\n  }\n\n  // Details buttons\n  details.toggle-details {\n    // Over-ride border color to re-use our primary color\n    summary {\n      border-left: 3px solid var(--pst-color-primary);\n\n      @include chevron-down;\n    }\n\n    // When expanded, sharpen the bottom left and right corners of the focus ring\n    &[open] {\n      @include chevron-up;\n\n      :focus-visible {\n        border-bottom-left-radius: 0;\n        border-bottom-right-radius: 0;\n      }\n    }\n  }\n}\n","/**\n * Styles for various Sphinx execution libraries to display pre-executed notebooks.\n * For now, where these define output sections, we simply revert their background\n * to be a \"light theme\" background. This ensures that inputs/outputs behave similarly,\n * because the CSS is often controlled by each package.\n * In the future, we might add dark theme support for specific packages.\n */\n\n/*******************************************************************************\n * nbsphinx\n */\nhtml div.rendered_html,\n// NBsphinx ipywidgets output selector\nhtml .jp-RenderedHTMLCommon {\n  // Add some margin around the element box for the focus ring. Otherwise the\n  // focus ring gets clipped because the containing elements have `overflow:\n  // hidden` applied to them (via the `.lm-Widget` selector)\n  margin: $focus-ring-width;\n\n  table {\n    table-layout: auto;\n  }\n}\n\n.bd-content .nboutput {\n  .output_area {\n    &.rendered_html,\n    .jp-RenderedHTMLCommon {\n      // pandas\n      table.dataframe {\n        @include table-colors;\n      }\n    }\n\n    // Dark theme special-cases\n    html[data-theme=\"dark\"] & {\n      &.rendered_html:not(:has(table.dataframe)),\n      // ipywidgets\n      .widget-subarea {\n        @include cell-output-background;\n      }\n\n      &.stderr {\n        background-color: var(--pst-color-danger);\n      }\n    }\n  }\n}\n\n// Add extra padding to the final item in an nbsphinx container\ndiv.nblast.container {\n  margin-bottom: 1rem;\n}\n\n/*******************************************************************************\n * myst NB\n */\n\ndiv.cell_output .output {\n  max-width: 100%;\n  overflow-x: auto;\n}\n\n.bd-content div.cell_output {\n  // pandas\n  table.dataframe {\n    @include table-colors;\n  }\n\n  html[data-theme=\"dark\"] & {\n    img,\n    .text_html:not(:has(table.dataframe)),\n    // ipywidgets\n    .widget-subarea {\n      @include cell-output-background;\n    }\n  }\n}\n\n// Prevent tables from scrunching together\n.bd-content {\n  div.cell_input {\n    display: flex;\n    flex-direction: column;\n    justify-content: stretch;\n  }\n\n  div.cell_input,\n  div.output {\n    border-radius: $admonition-border-radius;\n  }\n\n  div.output {\n    table {\n      table-layout: auto;\n    }\n  }\n}\n","/**\n * style for the various mapping libs based on leaflet (folium, geemap, ipyleaflet)\n * mainly ensure the good display of the maps in both themes and avoid the customization\n * of the tiles\n */\n\n/**\n * avoid border override from pydata-sphinx-theme\n * minimal selctor to get the priority\n */\nhtml[data-theme=\"dark\"] .bd-content img.leaflet-tile.leaflet-tile-loaded {\n  border-radius: 0;\n  padding: 0;\n}\n","/**\n * /search.html page special-cases\n */\n\n.bd-search-container {\n  /*******************************************\n  * Search results\n  */\n  // Whitespace\n  div#search-results {\n    > h2 {\n      font-size: var(--pst-font-size-icon);\n      margin-top: 1rem;\n    }\n\n    p.search-summary {\n      color: var(--pst-color-text-muted);\n    }\n  }\n\n  ul.search {\n    margin: 0;\n    list-style: none;\n\n    li {\n      background-image: none;\n      padding: 1rem 0;\n      margin: 1rem 0;\n      border-top: 1px solid var(--pst-color-text-muted);\n\n      // First link is the page title, it should be a bit bigger\n      > a {\n        font-size: 1.2em;\n      }\n\n      div.context,\n      p.context {\n        color: var(--pst-color-text-base);\n        margin: 0.5em 0 0;\n\n        // Add a # before page section titles to make it clear they are sections\n        a::before {\n          content: \"#\";\n          padding-right: 0.2em;\n          color: var(--pst-color-text-muted);\n        }\n      }\n    }\n  }\n}\n"],"names":[],"sourceRoot":""}
\ No newline at end of file
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table.dataframe tbody tr:hover{background-color:var(--pst-color-table-row-hover-bg)}html[data-theme=dark] .bd-content .nboutput .output_area.rendered_html:not(:has(table.dataframe)),html[data-theme=dark] .bd-content .nboutput .output_area .widget-subarea{color:var(--pst-color-on-background);background-color:var(--pst-color-text-base);border-radius:.25rem;padding:.5rem}html[data-theme=dark] .bd-content .nboutput .output_area.stderr{background-color:var(--pst-color-danger)}div.nblast.container{margin-bottom:1rem}div.cell_output .output{max-width:100%;overflow-x:auto}.bd-content div.cell_output table.dataframe{color:var(--pst-color-table);border:1px solid var(--pst-color-table-outer-border)}.bd-content div.cell_output table.dataframe th~th,.bd-content div.cell_output table.dataframe th~td,.bd-content div.cell_output table.dataframe td~th,.bd-content div.cell_output table.dataframe td~td{border-left:1px solid var(--pst-color-table-inner-border)}.bd-content div.cell_output table.dataframe thead tr{background-color:var(--pst-color-table-heading-bg);border-bottom:2px solid var(--pst-color-primary)}.bd-content div.cell_output table.dataframe tbody tr:nth-child(odd){background-color:var(--pst-color-table-row-zebra-low-bg)}.bd-content div.cell_output table.dataframe tbody tr:nth-child(even){background-color:var(--pst-color-table-row-zebra-high-bg)}.bd-content div.cell_output table.dataframe tbody tr:hover{background-color:var(--pst-color-table-row-hover-bg)}html[data-theme=dark] .bd-content div.cell_output img,html[data-theme=dark] .bd-content div.cell_output .text_html:not(:has(table.dataframe)),html[data-theme=dark] .bd-content div.cell_output .widget-subarea{color:var(--pst-color-on-background);background-color:var(--pst-color-text-base);border-radius:.25rem;padding:.5rem}.bd-content div.cell_input{display:flex;flex-direction:column;justify-content:stretch}.bd-content div.cell_input,.bd-content div.output{border-radius:.25rem}.bd-content div.output table{table-layout:auto}html[data-theme=dark] .bd-content img.leaflet-tile.leaflet-tile-loaded{border-radius:0;padding:0}.bd-search-container div#search-results>h2{font-size:var(--pst-font-size-icon);margin-top:1rem}.bd-search-container div#search-results p.search-summary{color:var(--pst-color-text-muted)}.bd-search-container ul.search{margin:0;list-style:none}.bd-search-container ul.search li{background-image:none;padding:1rem 0;margin:1rem 0;border-top:1px solid var(--pst-color-text-muted)}.bd-search-container ul.search li>a{font-size:1.2em}.bd-search-container ul.search li div.context,.bd-search-container ul.search li p.context{color:var(--pst-color-text-base);margin:.5em 0 0}.bd-search-container ul.search li div.context a::before,.bd-search-container ul.search li p.context a::before{content:\"#\";padding-right:.2em;color:var(--pst-color-text-muted)}","html {\n  /*****************************************************************************\n  * Overall Layout Variables\n  */\n\n  // Header height will impact the top offset for many sections\n  // Article header is 66% of Header\n  --pst-header-height: 4rem;\n  --pst-header-article-height: calc(var(--pst-header-height) * 2 / 3);\n  --pst-sidebar-secondary: 17rem;\n}\n\n/*******************************************************************************\n* Breakpoints that trigger UI changes\n*\n* Note that media-breakpoint-down begins at the next highest level!\n* So we should choose a media-breakpoint-down one *lower* than when we want to start\n* example: media-breakpoint-up(md) and media-breakpoint-down(sm) trigger at the same time\n* ref: https://github.com/twbs/bootstrap/issues/31214\n*/\n$breakpoint-sidebar-primary: lg; // When we collapse the primary sidebar\n$breakpoint-sidebar-secondary: xl; // When we collapse the secondary sidebar\n$breakpoint-page-width: 88rem; // taken from sphinx-basic-ng, which we are ultimately going to inherit\n\n/*******************************************************************************\n* Define the animation behaviour\n*/\n$animation-time: 200ms;\n\n/*******************************************************************************\n* UI shaping and padding\n*/\n$admonition-border-radius: 0.25rem;\n\n// In this theme, some focus rings have rounded corners while others do not.\n// This variable sets the border radius for the rounded focus rings.\n$focus-ring-radius: 0.125rem; // 2px at 100% zoom and 16px base font.\n\n$navbar-link-padding-y: 0.25rem;\n","html {\n  /*****************************************************************************\n  * Font features used in this theme\n  */\n\n  // base font size - applied at body/html level\n  --pst-font-size-base: 1rem;\n\n  // heading font sizes based on bootstrap sizing\n  --pst-font-size-h1: 2.5rem;\n  --pst-font-size-h2: 2rem;\n  --pst-font-size-h3: 1.75rem;\n  --pst-font-size-h4: 1.5rem;\n  --pst-font-size-h5: 1.25rem;\n  --pst-font-size-h6: 1.1rem;\n\n  // smaller than heading font sizes\n  --pst-font-size-milli: 0.9rem;\n\n  // Sidebar styles\n  --pst-sidebar-font-size: 0.9rem;\n  --pst-sidebar-font-size-mobile: 1.1rem;\n  --pst-sidebar-header-font-size: 1.2rem;\n  --pst-sidebar-header-font-weight: 600;\n\n  // Admonition styles\n  --pst-admonition-font-weight-heading: 600;\n\n  // Font weights\n  --pst-font-weight-caption: 300;\n  --pst-font-weight-heading: 400;\n\n  // Font family\n  // These are adapted from https://systemfontstack.com/ */\n  --pst-font-family-base-system: -apple-system, \"BlinkMacSystemFont\", \"Segoe UI\",\n    \"Helvetica Neue\", \"Arial\", sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\",\n    \"Segoe UI Symbol\";\n  --pst-font-family-monospace-system: \"SFMono-Regular\", \"Menlo\", \"Consolas\",\n    \"Monaco\", \"Liberation Mono\", \"Lucida Console\", monospace;\n  --pst-font-family-base: var(--pst-font-family-base-system);\n  --pst-font-family-heading: var(--pst-font-family-base-system);\n  --pst-font-family-monospace: var(--pst-font-family-monospace-system);\n}\n\n$line-height-body: 1.65;\n","html {\n  /*****************************************************************************\n  * Icon\n  */\n\n  // Font size across all icons\n  --pst-font-size-icon: 1.5rem;\n\n  // Font Awesome default icons\n  --pst-icon-check-circle: \"\\f058\"; // fa-solid fa-circle-check\n  --pst-icon-info-circle: \"\\f05a\"; // fa-solid fa-circle-info\n  --pst-icon-exclamation-triangle: \"\\f071\"; // fa-solid fa-triangle-exclamation\n  --pst-icon-exclamation-circle: \"\\f06a\"; // fa-solid fa-circle-exclamation\n  --pst-icon-times-circle: \"\\f057\"; // fa-solid fa-circle-xmark\n  --pst-icon-lightbulb: \"\\f0eb\"; // fa-solid fa-lightbulb\n  --pst-icon-download: \"\\f019\"; // fa-solid fa-download\n  --pst-icon-angle-left: \"\\f104\"; // fa-solid fa-angle-left\n  --pst-icon-angle-right: \"\\f105\"; // fa-solid fa-angle-right\n  --pst-icon-external-link: \"\\f35d\"; // fa-solid fa-up-right-from-square\n  --pst-icon-search-minus: \"\\f010\"; // fa-solid fa-magnifying-glass-minus\n  --pst-icon-github: \"\\f09b\"; // fa-brands fa-github\n  --pst-icon-gitlab: \"\\f296\"; // fa-brands fa-gitlab\n  --pst-icon-share: \"\\f064\"; // fa-solid fa-share\n  --pst-icon-bell: \"\\f0f3\"; // fa-solid fa-bell\n  --pst-icon-pencil: \"\\f303\"; // fa-solid fa-pencil\n\n  // Bootstrap icons\n  --pst-breadcrumb-divider: \"\\f105\";\n}\n","html {\n  /*****************************************************************************\n  * Admonitions\n  **/\n\n  --pst-icon-admonition-default: var(--pst-icon-bell);\n  --pst-icon-admonition-note: var(--pst-icon-info-circle);\n  --pst-icon-admonition-attention: var(--pst-icon-exclamation-circle);\n  --pst-icon-admonition-caution: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-warning: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-danger: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-error: var(--pst-icon-times-circle);\n  --pst-icon-admonition-hint: var(--pst-icon-lightbulb);\n  --pst-icon-admonition-tip: var(--pst-icon-lightbulb);\n  --pst-icon-admonition-important: var(--pst-icon-exclamation-circle);\n  --pst-icon-admonition-seealso: var(--pst-icon-share);\n  --pst-icon-admonition-todo: var(--pst-icon-pencil);\n}\n","html {\n  /*****************************************************************************\n  * versionmodified\n  **/\n\n  --pst-icon-versionmodified-default: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-added: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-changed: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-deprecated: var(--pst-icon-exclamation-circle);\n}\n","html {\n  font-size: var(--pst-font-size-base);\n  scroll-padding-top: calc(var(--pst-header-height) + 1rem);\n}\n\nbody {\n  background-color: var(--pst-color-background);\n  font-family: var(--pst-font-family-base);\n  font-weight: 400;\n  line-height: $line-height-body;\n  color: var(--pst-color-text-base);\n  min-height: 100vh;\n  display: flex;\n  flex-direction: column;\n\n  // hack to avoid the black background on some browser including Safari\n  &::-webkit-scrollbar-track {\n    background-color: var(--pst-color-background);\n  }\n}\n\np {\n  margin-bottom: 1.15rem;\n  font-size: 1em;\n\n  /* section header in docstring pages */\n  &.rubric {\n    border-bottom: 1px solid var(--pst-color-border);\n  }\n\n  &.centered {\n    text-align: center;\n  }\n}\n\na {\n  @include link-style-default;\n\n  // The # anchor that appears on hover over headings\n  &.headerlink {\n    color: var(--pst-color-secondary);\n    opacity: 0.7;\n    font-size: 0.8em;\n    padding: 0 4px;\n    margin-left: 0.2em;\n    text-decoration: none;\n    transition: all 0.2s ease-out;\n    user-select: none;\n\n    &:hover {\n      opacity: 1;\n    }\n  }\n\n  // set up a icon next to the shorten links from github and gitlab\n  &.github,\n  &.gitlab {\n    &::before {\n      color: var(--pst-color-text-muted);\n      font: var(--fa-font-brands);\n      margin-right: 0.25rem;\n    }\n  }\n\n  &.github::before {\n    content: var(--pst-icon-github);\n  }\n\n  &.gitlab::before {\n    content: var(--pst-icon-gitlab);\n  }\n}\n\n%heading-style {\n  margin: 2.75rem 0 1.05rem;\n  font-family: var(--pst-font-family-heading);\n  font-weight: var(--pst-font-weight-heading);\n  line-height: 1.15;\n}\n\nh1 {\n  @extend %heading-style;\n\n  margin-top: 0;\n  font-size: var(--pst-font-size-h1);\n  color: var(--pst-heading-color);\n}\n\nh2 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h2);\n  color: var(--pst-heading-color);\n}\n\nh3 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h3);\n  color: var(--pst-heading-color);\n}\n\nh4 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h4);\n  color: var(--pst-heading-color);\n}\n\nh5 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h5);\n  color: var(--pst-color-text-base);\n}\n\nh6 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h6);\n  color: var(--pst-color-text-base);\n}\n\nsmall,\n.text_small {\n  font-size: var(--pst-font-size-milli);\n}\n\nhr {\n  border: 0;\n  border-top: 1px solid var(--pst-color-border);\n}\n\npre,\ncode,\nkbd,\nsamp {\n  font-family: var(--pst-font-family-monospace);\n}\n\nkbd {\n  // use theme negative\n  background-color: var(--pst-color-on-background);\n  color: var(--pst-color-text-muted);\n\n  // Compound keyboard elements will have nested kbd in them, so this prevents double lines\n  &:not(.compound) {\n    border: 1px solid var(--pst-color-border);\n    margin: 0 0.1rem;\n    padding: 0.1rem 0.4rem;\n    box-shadow: 1px 1px 1px var(--pst-color-shadow);\n  }\n}\n\ncode {\n  color: var(--pst-color-inline-code);\n}\n\npre {\n  margin: 1.5em 0;\n  padding: 1rem;\n  background-color: var(--pst-color-surface);\n  color: var(--pst-color-text-base);\n  line-height: 1.2em;\n  border: 1px solid var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n\n  .linenos {\n    // minimum opacity to make the line numbers WCAG AA conformant\n    opacity: 0.8;\n    padding-right: 10px;\n  }\n}\n\n// the back to top btn\n#pst-back-to-top {\n  z-index: $zindex-tooltip;\n  position: fixed;\n  display: none;\n  top: 90vh;\n  left: 50vw;\n  transform: translate(-50%);\n  color: var(--pst-color-secondary-text);\n  background-color: var(--pst-color-secondary);\n  border: none;\n\n  .fa-arrow-up {\n    // Using margin instead of a space character prevents the space between the\n    // icon and the text from being underlined when the button is hovered.\n    margin-inline-end: 0.5em;\n  }\n\n  &:hover {\n    @include link-style-hover;\n\n    text-decoration-thickness: 1px;\n    background-color: var(--pst-violet-600);\n    color: var(--pst-color-secondary-text);\n  }\n\n  &:focus-visible {\n    box-shadow: none;\n    outline: $focus-ring-outline;\n    outline-color: var(--pst-color-secondary);\n    outline-offset: $focus-ring-width;\n  }\n}\n\n// Focus ring\n// ----------\n// Note: The Bootstrap stylesheet provides the focus ring (customized by this\n// theme via Sass variables in _bootstrap.scss) in some cases. This rule covers\n// all other cases.\n:focus-visible {\n  outline: $focus-ring-outline;\n  box-shadow: none; // override Bootstrap\n}\n","// Consistent styling for links\n// ============================\n\n@use \"sass:string\";\n\n// Define some useful variables for links styling consistency\n\n// The default thickness of the underline for links will be either:\n//  - 1px\n//  - 0.0625rem if it's thicker than 1px because the user has changed the text\n//    size in their browser\n$link-underline-thickness: string.unquote(\"max(1px, .0625rem)\") !default;\n\n// Offset of link underlines from text baseline\n// The default is 3px expressed as ems, as calculated against the default body\n// font size (on desktop).\n$link-underline-offset: 0.1578em !default;\n\n// Thickness of link underlines in hover state\n// The default for each link will be the thickest of the following:\n//  - 3px\n//  - 0.1875rem, if it's thicker than 3px because the user has changed the text\n//    size in their browser\n//  - 0.12em (relative to the link's text size)\n$link-hover-decoration-thickness: string.unquote(\n  \"max(3px, .1875rem, .12em)\"\n) !default;\n\n// Ensures links have an underline decoration by default - needed to meet\n// WCAG SC 1.4.1\n@mixin link-decoration {\n  text-decoration: underline;\n\n  @if $link-underline-thickness {\n    text-decoration-thickness: $link-underline-thickness;\n  }\n\n  @if $link-underline-offset {\n    text-underline-offset: $link-underline-offset;\n  }\n}\n\n// Ensures links have an underline decoration on hover - distinct from the\n// default behaviour\n@mixin link-decoration-hover {\n  @if $link-hover-decoration-thickness {\n    text-decoration-thickness: $link-hover-decoration-thickness;\n\n    // Disable ink skipping on underlines on hover.\n    text-decoration-skip-ink: none;\n  }\n}\n\n// Simple hover style - can be used alone or in conjunction with other mixins\n// Add the text underline and change in thickness on hover.\n// Intended for use with the `:hover` pseudo-class.\n@mixin link-style-hover {\n  @include link-decoration;\n  @include link-decoration-hover;\n\n  color: var(--pst-color-link-hover);\n}\n\n// Default link styles\n// -------------------\n// Defines: default unvisited, visited, hover, and active.\n// TODO: @trallard to improve focus styles in subsequent PR\n@mixin link-style-default {\n  // So that really long links don't spill out of their container\n  word-wrap: break-word;\n  color: var(--pst-color-link);\n\n  @include link-decoration;\n\n  &:hover {\n    color: var(--pst-color-link-hover);\n\n    @include link-decoration-hover;\n  }\n\n  // TODO: @trallard to add active styles in subsequent PR\n  &:active {\n    color: var(--pst-color-link);\n  }\n\n  // Visited should still be hoverable\n  &:visited {\n    color: var(--pst-color-link);\n\n    &:hover {\n      color: var(--pst-color-link-hover);\n    }\n  }\n}\n\n// Text link styles\n// ----------------\n// Makes links use the muted text colour and removes the underline.\n// Use this mixin for navigation bar links.\n@mixin link-style-text {\n  color: var(--pst-color-text-muted);\n  text-decoration: none;\n\n  &:hover {\n    color: var(--pst-color-link-hover);\n\n    @include link-decoration;\n    @include link-decoration-hover;\n  }\n}\n\n// Sidebar and TOC links\n// ---------------------\n// Makes links use the muted text colour and removes the underline.\n// Use this mixin for navigation the primary sidebar and table of contents.\n// Active and hover should work together rather than one overriding the other.\n@mixin link-sidebar {\n  color: var(--pst-color-text-muted);\n  text-decoration: none;\n\n  &:hover {\n    text-decoration: underline;\n    background-color: transparent;\n    color: var(--pst-color-link-hover);\n\n    @include link-decoration-hover;\n  }\n\n  // TODO: @trallard to update active styles in subsequent PR\n  &:active {\n    color: var(--pst-color-link-hover);\n  }\n\n  &:focus-visible {\n    box-shadow: $focus-ring-box-shadow;\n    outline: none;\n    z-index: 10; // keep focus ring on top (prevent the link-sidebar-current notch from lying on top of the ring)\n  }\n}\n\n// Sidebar current page link styles\n// --------------------------------\n// Adds a vertical line on the left hand side of the link to indicate that\n// it's the current page. Note this is distinct from an active state.\n// Used on the primary sidebar and the TOC.\n// We want the side box shadow to have the same thickness as the hover underline\n@mixin link-sidebar-current {\n  font-weight: 600;\n  color: var(--pst-color-primary);\n\n  @if $link-hover-decoration-thickness {\n    $notch-shadow: inset\n      $link-hover-decoration-thickness\n      0\n      0\n      var(--pst-color-primary);\n\n    box-shadow: $notch-shadow;\n\n    &:focus-visible {\n      box-shadow: $notch-shadow, $focus-ring-box-shadow;\n      outline: none;\n    }\n  }\n}\n\n// Heaver navbar text and icon links\n// ---------------------------------\n// (includes light/dark mode button)\n\n// This mixin makes it possible to show hover/underline and focus/ring styles at\n// the same time. The trick is to use:\n//    - a pseudo-element with bottom border for the hover underline\n//    - a CSS outline for the focus ring.\n\n// Normally we use box-shadow for underline and outline for focus ring. But we\n// cannot apply box-shadow and outline together on the same element because the\n// border-radius value that we use to round the outline will also round the\n// box-shadow used for the underline. We also cannot use text-underline because\n// it does not work on non-text links, nor do we want to use it on text links\n// that we want to treat as blocks, such as the header nav links because the\n// underline will wrap across two lines if the link text also wraps across two\n// lines.\n@mixin link-style-block {\n  color: var(--pst-color-text-muted);\n\n  // Set position relative so that the child ::before pseudo-element's absolute\n  // position is relative to this element.\n  position: relative;\n\n  // Set up pseudo-element used for hover underline styles\n  &::before {\n    content: \"\";\n    display: block;\n    position: absolute;\n    inset: 0;\n    background-color: transparent;\n\n    @if $link-hover-decoration-thickness {\n      bottom: calc(-1 * $link-hover-decoration-thickness);\n      margin: $link-hover-decoration-thickness 0;\n    }\n  }\n\n  &:hover {\n    color: var(--pst-color-secondary);\n    text-decoration: none; // override the link-style-hover mixin\n    &::before {\n      @if $link-hover-decoration-thickness {\n        border-bottom: $link-hover-decoration-thickness\n          solid\n          var(--pst-color-secondary);\n      }\n    }\n  }\n\n  &:focus-visible {\n    box-shadow: none; // override Bootstrap\n    outline: 3px solid var(--pst-color-accent);\n    outline-offset: 3px;\n  }\n}\n","// Variables\n//\n// Variables should follow the `$component-state-property-size` formula for\n// consistent naming. Ex: $nav-link-disabled-color and $modal-content-box-shadow-xs.\n\n// Color system\n\n// scss-docs-start gray-color-variables\n$white:    #fff !default;\n$gray-100: #f8f9fa !default;\n$gray-200: #e9ecef !default;\n$gray-300: #dee2e6 !default;\n$gray-400: #ced4da !default;\n$gray-500: #adb5bd !default;\n$gray-600: #6c757d !default;\n$gray-700: #495057 !default;\n$gray-800: #343a40 !default;\n$gray-900: #212529 !default;\n$black:    #000 !default;\n// scss-docs-end gray-color-variables\n\n// fusv-disable\n// scss-docs-start gray-colors-map\n$grays: (\n  \"100\": $gray-100,\n  \"200\": $gray-200,\n  \"300\": $gray-300,\n  \"400\": $gray-400,\n  \"500\": $gray-500,\n  \"600\": $gray-600,\n  \"700\": $gray-700,\n  \"800\": $gray-800,\n  \"900\": $gray-900\n) !default;\n// scss-docs-end gray-colors-map\n// fusv-enable\n\n// scss-docs-start color-variables\n$blue:    #0d6efd !default;\n$indigo:  #6610f2 !default;\n$purple:  #6f42c1 !default;\n$pink:    #d63384 !default;\n$red:     #dc3545 !default;\n$orange:  #fd7e14 !default;\n$yellow:  #ffc107 !default;\n$green:   #198754 !default;\n$teal:    #20c997 !default;\n$cyan:    #0dcaf0 !default;\n// scss-docs-end color-variables\n\n// scss-docs-start colors-map\n$colors: (\n  \"blue\":       $blue,\n  \"indigo\":     $indigo,\n  \"purple\":     $purple,\n  \"pink\":       $pink,\n  \"red\":        $red,\n  \"orange\":     $orange,\n  \"yellow\":     $yellow,\n  \"green\":      $green,\n  \"teal\":       $teal,\n  \"cyan\":       $cyan,\n  \"black\":      $black,\n  \"white\":      $white,\n  \"gray\":       $gray-600,\n  \"gray-dark\":  $gray-800\n) !default;\n// scss-docs-end colors-map\n\n// The contrast ratio to reach against white, to determine if color changes from \"light\" to \"dark\". Acceptable values for WCAG 2.0 are 3, 4.5 and 7.\n// See https://www.w3.org/TR/WCAG20/#visual-audio-contrast-contrast\n$min-contrast-ratio:   4.5 !default;\n\n// Customize the light and dark text colors for use in our color contrast function.\n$color-contrast-dark:      $black !default;\n$color-contrast-light:     $white !default;\n\n// fusv-disable\n$blue-100: tint-color($blue, 80%) !default;\n$blue-200: tint-color($blue, 60%) !default;\n$blue-300: tint-color($blue, 40%) !default;\n$blue-400: tint-color($blue, 20%) !default;\n$blue-500: $blue !default;\n$blue-600: shade-color($blue, 20%) !default;\n$blue-700: shade-color($blue, 40%) !default;\n$blue-800: shade-color($blue, 60%) !default;\n$blue-900: shade-color($blue, 80%) !default;\n\n$indigo-100: tint-color($indigo, 80%) !default;\n$indigo-200: tint-color($indigo, 60%) !default;\n$indigo-300: tint-color($indigo, 40%) !default;\n$indigo-400: tint-color($indigo, 20%) !default;\n$indigo-500: $indigo !default;\n$indigo-600: shade-color($indigo, 20%) !default;\n$indigo-700: shade-color($indigo, 40%) !default;\n$indigo-800: shade-color($indigo, 60%) !default;\n$indigo-900: shade-color($indigo, 80%) !default;\n\n$purple-100: tint-color($purple, 80%) !default;\n$purple-200: tint-color($purple, 60%) !default;\n$purple-300: tint-color($purple, 40%) !default;\n$purple-400: tint-color($purple, 20%) !default;\n$purple-500: $purple !default;\n$purple-600: shade-color($purple, 20%) !default;\n$purple-700: shade-color($purple, 40%) !default;\n$purple-800: shade-color($purple, 60%) !default;\n$purple-900: shade-color($purple, 80%) !default;\n\n$pink-100: tint-color($pink, 80%) !default;\n$pink-200: tint-color($pink, 60%) !default;\n$pink-300: tint-color($pink, 40%) !default;\n$pink-400: tint-color($pink, 20%) !default;\n$pink-500: $pink !default;\n$pink-600: shade-color($pink, 20%) !default;\n$pink-700: shade-color($pink, 40%) !default;\n$pink-800: shade-color($pink, 60%) !default;\n$pink-900: shade-color($pink, 80%) !default;\n\n$red-100: tint-color($red, 80%) !default;\n$red-200: tint-color($red, 60%) !default;\n$red-300: tint-color($red, 40%) !default;\n$red-400: tint-color($red, 20%) !default;\n$red-500: $red !default;\n$red-600: shade-color($red, 20%) !default;\n$red-700: shade-color($red, 40%) !default;\n$red-800: shade-color($red, 60%) !default;\n$red-900: shade-color($red, 80%) !default;\n\n$orange-100: tint-color($orange, 80%) !default;\n$orange-200: tint-color($orange, 60%) !default;\n$orange-300: tint-color($orange, 40%) !default;\n$orange-400: tint-color($orange, 20%) !default;\n$orange-500: $orange !default;\n$orange-600: shade-color($orange, 20%) !default;\n$orange-700: shade-color($orange, 40%) !default;\n$orange-800: shade-color($orange, 60%) !default;\n$orange-900: shade-color($orange, 80%) !default;\n\n$yellow-100: tint-color($yellow, 80%) !default;\n$yellow-200: tint-color($yellow, 60%) !default;\n$yellow-300: tint-color($yellow, 40%) !default;\n$yellow-400: tint-color($yellow, 20%) !default;\n$yellow-500: $yellow !default;\n$yellow-600: shade-color($yellow, 20%) !default;\n$yellow-700: shade-color($yellow, 40%) !default;\n$yellow-800: shade-color($yellow, 60%) !default;\n$yellow-900: shade-color($yellow, 80%) !default;\n\n$green-100: tint-color($green, 80%) !default;\n$green-200: tint-color($green, 60%) !default;\n$green-300: tint-color($green, 40%) !default;\n$green-400: tint-color($green, 20%) !default;\n$green-500: $green !default;\n$green-600: shade-color($green, 20%) !default;\n$green-700: shade-color($green, 40%) !default;\n$green-800: shade-color($green, 60%) !default;\n$green-900: shade-color($green, 80%) !default;\n\n$teal-100: tint-color($teal, 80%) !default;\n$teal-200: tint-color($teal, 60%) !default;\n$teal-300: tint-color($teal, 40%) !default;\n$teal-400: tint-color($teal, 20%) !default;\n$teal-500: $teal !default;\n$teal-600: shade-color($teal, 20%) !default;\n$teal-700: shade-color($teal, 40%) !default;\n$teal-800: shade-color($teal, 60%) !default;\n$teal-900: shade-color($teal, 80%) !default;\n\n$cyan-100: tint-color($cyan, 80%) !default;\n$cyan-200: tint-color($cyan, 60%) !default;\n$cyan-300: tint-color($cyan, 40%) !default;\n$cyan-400: tint-color($cyan, 20%) !default;\n$cyan-500: $cyan !default;\n$cyan-600: shade-color($cyan, 20%) !default;\n$cyan-700: shade-color($cyan, 40%) !default;\n$cyan-800: shade-color($cyan, 60%) !default;\n$cyan-900: shade-color($cyan, 80%) !default;\n\n$blues: (\n  \"blue-100\": $blue-100,\n  \"blue-200\": $blue-200,\n  \"blue-300\": $blue-300,\n  \"blue-400\": $blue-400,\n  \"blue-500\": $blue-500,\n  \"blue-600\": $blue-600,\n  \"blue-700\": $blue-700,\n  \"blue-800\": $blue-800,\n  \"blue-900\": $blue-900\n) !default;\n\n$indigos: (\n  \"indigo-100\": $indigo-100,\n  \"indigo-200\": $indigo-200,\n  \"indigo-300\": $indigo-300,\n  \"indigo-400\": $indigo-400,\n  \"indigo-500\": $indigo-500,\n  \"indigo-600\": $indigo-600,\n  \"indigo-700\": $indigo-700,\n  \"indigo-800\": $indigo-800,\n  \"indigo-900\": $indigo-900\n) !default;\n\n$purples: (\n  \"purple-100\": $purple-100,\n  \"purple-200\": $purple-200,\n  \"purple-300\": $purple-300,\n  \"purple-400\": $purple-400,\n  \"purple-500\": $purple-500,\n  \"purple-600\": $purple-600,\n  \"purple-700\": $purple-700,\n  \"purple-800\": $purple-800,\n  \"purple-900\": $purple-900\n) !default;\n\n$pinks: (\n  \"pink-100\": $pink-100,\n  \"pink-200\": $pink-200,\n  \"pink-300\": $pink-300,\n  \"pink-400\": $pink-400,\n  \"pink-500\": $pink-500,\n  \"pink-600\": $pink-600,\n  \"pink-700\": $pink-700,\n  \"pink-800\": $pink-800,\n  \"pink-900\": $pink-900\n) !default;\n\n$reds: (\n  \"red-100\": $red-100,\n  \"red-200\": $red-200,\n  \"red-300\": $red-300,\n  \"red-400\": $red-400,\n  \"red-500\": $red-500,\n  \"red-600\": $red-600,\n  \"red-700\": $red-700,\n  \"red-800\": $red-800,\n  \"red-900\": $red-900\n) !default;\n\n$oranges: (\n  \"orange-100\": $orange-100,\n  \"orange-200\": $orange-200,\n  \"orange-300\": $orange-300,\n  \"orange-400\": $orange-400,\n  \"orange-500\": $orange-500,\n  \"orange-600\": $orange-600,\n  \"orange-700\": $orange-700,\n  \"orange-800\": $orange-800,\n  \"orange-900\": $orange-900\n) !default;\n\n$yellows: (\n  \"yellow-100\": $yellow-100,\n  \"yellow-200\": $yellow-200,\n  \"yellow-300\": $yellow-300,\n  \"yellow-400\": $yellow-400,\n  \"yellow-500\": $yellow-500,\n  \"yellow-600\": $yellow-600,\n  \"yellow-700\": $yellow-700,\n  \"yellow-800\": $yellow-800,\n  \"yellow-900\": $yellow-900\n) !default;\n\n$greens: (\n  \"green-100\": $green-100,\n  \"green-200\": $green-200,\n  \"green-300\": $green-300,\n  \"green-400\": $green-400,\n  \"green-500\": $green-500,\n  \"green-600\": $green-600,\n  \"green-700\": $green-700,\n  \"green-800\": $green-800,\n  \"green-900\": $green-900\n) !default;\n\n$teals: (\n  \"teal-100\": $teal-100,\n  \"teal-200\": $teal-200,\n  \"teal-300\": $teal-300,\n  \"teal-400\": $teal-400,\n  \"teal-500\": $teal-500,\n  \"teal-600\": $teal-600,\n  \"teal-700\": $teal-700,\n  \"teal-800\": $teal-800,\n  \"teal-900\": $teal-900\n) !default;\n\n$cyans: (\n  \"cyan-100\": $cyan-100,\n  \"cyan-200\": $cyan-200,\n  \"cyan-300\": $cyan-300,\n  \"cyan-400\": $cyan-400,\n  \"cyan-500\": $cyan-500,\n  \"cyan-600\": $cyan-600,\n  \"cyan-700\": $cyan-700,\n  \"cyan-800\": $cyan-800,\n  \"cyan-900\": $cyan-900\n) !default;\n// fusv-enable\n\n// scss-docs-start theme-color-variables\n$primary:       $blue !default;\n$secondary:     $gray-600 !default;\n$success:       $green !default;\n$info:          $cyan !default;\n$warning:       $yellow !default;\n$danger:        $red !default;\n$light:         $gray-100 !default;\n$dark:          $gray-900 !default;\n// scss-docs-end theme-color-variables\n\n// scss-docs-start theme-colors-map\n$theme-colors: (\n  \"primary\":    $primary,\n  \"secondary\":  $secondary,\n  \"success\":    $success,\n  \"info\":       $info,\n  \"warning\":    $warning,\n  \"danger\":     $danger,\n  \"light\":      $light,\n  \"dark\":       $dark\n) !default;\n// scss-docs-end theme-colors-map\n\n// scss-docs-start theme-text-variables\n$primary-text-emphasis:   shade-color($primary, 60%) !default;\n$secondary-text-emphasis: shade-color($secondary, 60%) !default;\n$success-text-emphasis:   shade-color($success, 60%) !default;\n$info-text-emphasis:      shade-color($info, 60%) !default;\n$warning-text-emphasis:   shade-color($warning, 60%) !default;\n$danger-text-emphasis:    shade-color($danger, 60%) !default;\n$light-text-emphasis:     $gray-700 !default;\n$dark-text-emphasis:      $gray-700 !default;\n// scss-docs-end theme-text-variables\n\n// scss-docs-start theme-bg-subtle-variables\n$primary-bg-subtle:       tint-color($primary, 80%) !default;\n$secondary-bg-subtle:     tint-color($secondary, 80%) !default;\n$success-bg-subtle:       tint-color($success, 80%) !default;\n$info-bg-subtle:          tint-color($info, 80%) !default;\n$warning-bg-subtle:       tint-color($warning, 80%) !default;\n$danger-bg-subtle:        tint-color($danger, 80%) !default;\n$light-bg-subtle:         mix($gray-100, $white) !default;\n$dark-bg-subtle:          $gray-400 !default;\n// scss-docs-end theme-bg-subtle-variables\n\n// scss-docs-start theme-border-subtle-variables\n$primary-border-subtle:   tint-color($primary, 60%) !default;\n$secondary-border-subtle: tint-color($secondary, 60%) !default;\n$success-border-subtle:   tint-color($success, 60%) !default;\n$info-border-subtle:      tint-color($info, 60%) !default;\n$warning-border-subtle:   tint-color($warning, 60%) !default;\n$danger-border-subtle:    tint-color($danger, 60%) !default;\n$light-border-subtle:     $gray-200 !default;\n$dark-border-subtle:      $gray-500 !default;\n// scss-docs-end theme-border-subtle-variables\n\n// Characters which are escaped by the escape-svg function\n$escaped-characters: (\n  (\"<\", \"%3c\"),\n  (\">\", \"%3e\"),\n  (\"#\", \"%23\"),\n  (\"(\", \"%28\"),\n  (\")\", \"%29\"),\n) !default;\n\n// Options\n//\n// Quickly modify global styling by enabling or disabling optional features.\n\n$enable-caret:                true !default;\n$enable-rounded:              true !default;\n$enable-shadows:              false !default;\n$enable-gradients:            false !default;\n$enable-transitions:          true !default;\n$enable-reduced-motion:       true !default;\n$enable-smooth-scroll:        true !default;\n$enable-grid-classes:         true !default;\n$enable-container-classes:    true !default;\n$enable-cssgrid:              false !default;\n$enable-button-pointers:      true !default;\n$enable-rfs:                  true !default;\n$enable-validation-icons:     true !default;\n$enable-negative-margins:     false !default;\n$enable-deprecation-messages: true !default;\n$enable-important-utilities:  true !default;\n\n$enable-dark-mode:            true !default;\n$color-mode-type:             data !default; // `data` or `media-query`\n\n// Prefix for :root CSS variables\n\n$variable-prefix:             bs- !default; // Deprecated in v5.2.0 for the shorter `$prefix`\n$prefix:                      $variable-prefix !default;\n\n// Gradient\n//\n// The gradient which is added to components if `$enable-gradients` is `true`\n// This gradient is also added to elements with `.bg-gradient`\n// scss-docs-start variable-gradient\n$gradient: linear-gradient(180deg, rgba($white, .15), rgba($white, 0)) !default;\n// scss-docs-end variable-gradient\n\n// Spacing\n//\n// Control the default styling of most Bootstrap elements by modifying these\n// variables. Mostly focused on spacing.\n// You can add more entries to the $spacers map, should you need more variation.\n\n// scss-docs-start spacer-variables-maps\n$spacer: 1rem !default;\n$spacers: (\n  0: 0,\n  1: $spacer * .25,\n  2: $spacer * .5,\n  3: $spacer,\n  4: $spacer * 1.5,\n  5: $spacer * 3,\n) !default;\n// scss-docs-end spacer-variables-maps\n\n// Position\n//\n// Define the edge positioning anchors of the position utilities.\n\n// scss-docs-start position-map\n$position-values: (\n  0: 0,\n  50: 50%,\n  100: 100%\n) !default;\n// scss-docs-end position-map\n\n// Body\n//\n// Settings for the `<body>` element.\n\n$body-text-align:           null !default;\n$body-color:                $gray-900 !default;\n$body-bg:                   $white !default;\n\n$body-secondary-color:      rgba($body-color, .75) !default;\n$body-secondary-bg:         $gray-200 !default;\n\n$body-tertiary-color:       rgba($body-color, .5) !default;\n$body-tertiary-bg:          $gray-100 !default;\n\n$body-emphasis-color:       $black !default;\n\n// Links\n//\n// Style anchor elements.\n\n$link-color:                              $primary !default;\n$link-decoration:                         underline !default;\n$link-shade-percentage:                   20% !default;\n$link-hover-color:                        shift-color($link-color, $link-shade-percentage) !default;\n$link-hover-decoration:                   null !default;\n\n$stretched-link-pseudo-element:           after !default;\n$stretched-link-z-index:                  1 !default;\n\n// Icon links\n// scss-docs-start icon-link-variables\n$icon-link-gap:               .375rem !default;\n$icon-link-underline-offset:  .25em !default;\n$icon-link-icon-size:         1em !default;\n$icon-link-icon-transition:   .2s ease-in-out transform !default;\n$icon-link-icon-transform:    translate3d(.25em, 0, 0) !default;\n// scss-docs-end icon-link-variables\n\n// Paragraphs\n//\n// Style p element.\n\n$paragraph-margin-bottom:   1rem !default;\n\n\n// Grid breakpoints\n//\n// Define the minimum dimensions at which your layout will change,\n// adapting to different screen sizes, for use in media queries.\n\n// scss-docs-start grid-breakpoints\n$grid-breakpoints: (\n  xs: 0,\n  sm: 576px,\n  md: 768px,\n  lg: 992px,\n  xl: 1200px,\n  xxl: 1400px\n) !default;\n// scss-docs-end grid-breakpoints\n\n@include _assert-ascending($grid-breakpoints, \"$grid-breakpoints\");\n@include _assert-starts-at-zero($grid-breakpoints, \"$grid-breakpoints\");\n\n\n// Grid containers\n//\n// Define the maximum width of `.container` for different screen sizes.\n\n// scss-docs-start container-max-widths\n$container-max-widths: (\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1140px,\n  xxl: 1320px\n) !default;\n// scss-docs-end container-max-widths\n\n@include _assert-ascending($container-max-widths, \"$container-max-widths\");\n\n\n// Grid columns\n//\n// Set the number of columns and specify the width of the gutters.\n\n$grid-columns:                12 !default;\n$grid-gutter-width:           1.5rem !default;\n$grid-row-columns:            6 !default;\n\n// Container padding\n\n$container-padding-x: $grid-gutter-width !default;\n\n\n// Components\n//\n// Define common padding and border radius sizes and more.\n\n// scss-docs-start border-variables\n$border-width:                1px !default;\n$border-widths: (\n  1: 1px,\n  2: 2px,\n  3: 3px,\n  4: 4px,\n  5: 5px\n) !default;\n$border-style:                solid !default;\n$border-color:                $gray-300 !default;\n$border-color-translucent:    rgba($black, .175) !default;\n// scss-docs-end border-variables\n\n// scss-docs-start border-radius-variables\n$border-radius:               .375rem !default;\n$border-radius-sm:            .25rem !default;\n$border-radius-lg:            .5rem !default;\n$border-radius-xl:            1rem !default;\n$border-radius-xxl:           2rem !default;\n$border-radius-pill:          50rem !default;\n// scss-docs-end border-radius-variables\n// fusv-disable\n$border-radius-2xl:           $border-radius-xxl !default; // Deprecated in v5.3.0\n// fusv-enable\n\n// scss-docs-start box-shadow-variables\n$box-shadow:                  0 .5rem 1rem rgba($black, .15) !default;\n$box-shadow-sm:               0 .125rem .25rem rgba($black, .075) !default;\n$box-shadow-lg:               0 1rem 3rem rgba($black, .175) !default;\n$box-shadow-inset:            inset 0 1px 2px rgba($black, .075) !default;\n// scss-docs-end box-shadow-variables\n\n$component-active-color:      $white !default;\n$component-active-bg:         $primary !default;\n\n// scss-docs-start focus-ring-variables\n$focus-ring-width:      .25rem !default;\n$focus-ring-opacity:    .25 !default;\n$focus-ring-color:      rgba($primary, $focus-ring-opacity) !default;\n$focus-ring-blur:       0 !default;\n$focus-ring-box-shadow: 0 0 $focus-ring-blur $focus-ring-width $focus-ring-color !default;\n// scss-docs-end focus-ring-variables\n\n// scss-docs-start caret-variables\n$caret-width:                 .3em !default;\n$caret-vertical-align:        $caret-width * .85 !default;\n$caret-spacing:               $caret-width * .85 !default;\n// scss-docs-end caret-variables\n\n$transition-base:             all .2s ease-in-out !default;\n$transition-fade:             opacity .15s linear !default;\n// scss-docs-start collapse-transition\n$transition-collapse:         height .35s ease !default;\n$transition-collapse-width:   width .35s ease !default;\n// scss-docs-end collapse-transition\n\n// stylelint-disable function-disallowed-list\n// scss-docs-start aspect-ratios\n$aspect-ratios: (\n  \"1x1\": 100%,\n  \"4x3\": calc(3 / 4 * 100%),\n  \"16x9\": calc(9 / 16 * 100%),\n  \"21x9\": calc(9 / 21 * 100%)\n) !default;\n// scss-docs-end aspect-ratios\n// stylelint-enable function-disallowed-list\n\n// Typography\n//\n// Font, line-height, and color for body text, headings, and more.\n\n// scss-docs-start font-variables\n// stylelint-disable value-keyword-case\n$font-family-sans-serif:      system-ui, -apple-system, \"Segoe UI\", Roboto, \"Helvetica Neue\", \"Noto Sans\", \"Liberation Sans\", Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\", \"Noto Color Emoji\" !default;\n$font-family-monospace:       SFMono-Regular, Menlo, Monaco, Consolas, \"Liberation Mono\", \"Courier New\", monospace !default;\n// stylelint-enable value-keyword-case\n$font-family-base:            var(--#{$prefix}font-sans-serif) !default;\n$font-family-code:            var(--#{$prefix}font-monospace) !default;\n\n// $font-size-root affects the value of `rem`, which is used for as well font sizes, paddings, and margins\n// $font-size-base affects the font size of the body text\n$font-size-root:              null !default;\n$font-size-base:              1rem !default; // Assumes the browser default, typically `16px`\n$font-size-sm:                $font-size-base * .875 !default;\n$font-size-lg:                $font-size-base * 1.25 !default;\n\n$font-weight-lighter:         lighter !default;\n$font-weight-light:           300 !default;\n$font-weight-normal:          400 !default;\n$font-weight-medium:          500 !default;\n$font-weight-semibold:        600 !default;\n$font-weight-bold:            700 !default;\n$font-weight-bolder:          bolder !default;\n\n$font-weight-base:            $font-weight-normal !default;\n\n$line-height-base:            1.5 !default;\n$line-height-sm:              1.25 !default;\n$line-height-lg:              2 !default;\n\n$h1-font-size:                $font-size-base * 2.5 !default;\n$h2-font-size:                $font-size-base * 2 !default;\n$h3-font-size:                $font-size-base * 1.75 !default;\n$h4-font-size:                $font-size-base * 1.5 !default;\n$h5-font-size:                $font-size-base * 1.25 !default;\n$h6-font-size:                $font-size-base !default;\n// scss-docs-end font-variables\n\n// scss-docs-start font-sizes\n$font-sizes: (\n  1: $h1-font-size,\n  2: $h2-font-size,\n  3: $h3-font-size,\n  4: $h4-font-size,\n  5: $h5-font-size,\n  6: $h6-font-size\n) !default;\n// scss-docs-end font-sizes\n\n// scss-docs-start headings-variables\n$headings-margin-bottom:      $spacer * .5 !default;\n$headings-font-family:        null !default;\n$headings-font-style:         null !default;\n$headings-font-weight:        500 !default;\n$headings-line-height:        1.2 !default;\n$headings-color:              inherit !default;\n// scss-docs-end headings-variables\n\n// scss-docs-start display-headings\n$display-font-sizes: (\n  1: 5rem,\n  2: 4.5rem,\n  3: 4rem,\n  4: 3.5rem,\n  5: 3rem,\n  6: 2.5rem\n) !default;\n\n$display-font-family: null !default;\n$display-font-style:  null !default;\n$display-font-weight: 300 !default;\n$display-line-height: $headings-line-height !default;\n// scss-docs-end display-headings\n\n// scss-docs-start type-variables\n$lead-font-size:              $font-size-base * 1.25 !default;\n$lead-font-weight:            300 !default;\n\n$small-font-size:             .875em !default;\n\n$sub-sup-font-size:           .75em !default;\n\n// fusv-disable\n$text-muted:                  var(--#{$prefix}secondary-color) !default; // Deprecated in 5.3.0\n// fusv-enable\n\n$initialism-font-size:        $small-font-size !default;\n\n$blockquote-margin-y:         $spacer !default;\n$blockquote-font-size:        $font-size-base * 1.25 !default;\n$blockquote-footer-color:     $gray-600 !default;\n$blockquote-footer-font-size: $small-font-size !default;\n\n$hr-margin-y:                 $spacer !default;\n$hr-color:                    inherit !default;\n\n// fusv-disable\n$hr-bg-color:                 null !default; // Deprecated in v5.2.0\n$hr-height:                   null !default; // Deprecated in v5.2.0\n// fusv-enable\n\n$hr-border-color:             null !default; // Allows for inherited colors\n$hr-border-width:             var(--#{$prefix}border-width) !default;\n$hr-opacity:                  .25 !default;\n\n// scss-docs-start vr-variables\n$vr-border-width:             var(--#{$prefix}border-width) !default;\n// scss-docs-end vr-variables\n\n$legend-margin-bottom:        .5rem !default;\n$legend-font-size:            1.5rem !default;\n$legend-font-weight:          null !default;\n\n$dt-font-weight:              $font-weight-bold !default;\n\n$list-inline-padding:         .5rem !default;\n\n$mark-padding:                .1875em !default;\n$mark-color:                  $body-color !default;\n$mark-bg:                     $yellow-100 !default;\n// scss-docs-end type-variables\n\n\n// Tables\n//\n// Customizes the `.table` component with basic values, each used across all table variations.\n\n// scss-docs-start table-variables\n$table-cell-padding-y:        .5rem !default;\n$table-cell-padding-x:        .5rem !default;\n$table-cell-padding-y-sm:     .25rem !default;\n$table-cell-padding-x-sm:     .25rem !default;\n\n$table-cell-vertical-align:   top !default;\n\n$table-color:                 var(--#{$prefix}emphasis-color) !default;\n$table-bg:                    var(--#{$prefix}body-bg) !default;\n$table-accent-bg:             transparent !default;\n\n$table-th-font-weight:        null !default;\n\n$table-striped-color:         $table-color !default;\n$table-striped-bg-factor:     .05 !default;\n$table-striped-bg:            rgba(var(--#{$prefix}emphasis-color-rgb), $table-striped-bg-factor) !default;\n\n$table-active-color:          $table-color !default;\n$table-active-bg-factor:      .1 !default;\n$table-active-bg:             rgba(var(--#{$prefix}emphasis-color-rgb), $table-active-bg-factor) !default;\n\n$table-hover-color:           $table-color !default;\n$table-hover-bg-factor:       .075 !default;\n$table-hover-bg:              rgba(var(--#{$prefix}emphasis-color-rgb), $table-hover-bg-factor) !default;\n\n$table-border-factor:         .2 !default;\n$table-border-width:          var(--#{$prefix}border-width) !default;\n$table-border-color:          var(--#{$prefix}border-color) !default;\n\n$table-striped-order:         odd !default;\n$table-striped-columns-order: even !default;\n\n$table-group-separator-color: currentcolor !default;\n\n$table-caption-color:         var(--#{$prefix}secondary-color) !default;\n\n$table-bg-scale:              -80% !default;\n// scss-docs-end table-variables\n\n// scss-docs-start table-loop\n$table-variants: (\n  \"primary\":    shift-color($primary, $table-bg-scale),\n  \"secondary\":  shift-color($secondary, $table-bg-scale),\n  \"success\":    shift-color($success, $table-bg-scale),\n  \"info\":       shift-color($info, $table-bg-scale),\n  \"warning\":    shift-color($warning, $table-bg-scale),\n  \"danger\":     shift-color($danger, $table-bg-scale),\n  \"light\":      $light,\n  \"dark\":       $dark,\n) !default;\n// scss-docs-end table-loop\n\n\n// Buttons + Forms\n//\n// Shared variables that are reassigned to `$input-` and `$btn-` specific variables.\n\n// scss-docs-start input-btn-variables\n$input-btn-padding-y:         .375rem !default;\n$input-btn-padding-x:         .75rem !default;\n$input-btn-font-family:       null !default;\n$input-btn-font-size:         $font-size-base !default;\n$input-btn-line-height:       $line-height-base !default;\n\n$input-btn-focus-width:         $focus-ring-width !default;\n$input-btn-focus-color-opacity: $focus-ring-opacity !default;\n$input-btn-focus-color:         $focus-ring-color !default;\n$input-btn-focus-blur:          $focus-ring-blur !default;\n$input-btn-focus-box-shadow:    $focus-ring-box-shadow !default;\n\n$input-btn-padding-y-sm:      .25rem !default;\n$input-btn-padding-x-sm:      .5rem !default;\n$input-btn-font-size-sm:      $font-size-sm !default;\n\n$input-btn-padding-y-lg:      .5rem !default;\n$input-btn-padding-x-lg:      1rem !default;\n$input-btn-font-size-lg:      $font-size-lg !default;\n\n$input-btn-border-width:      var(--#{$prefix}border-width) !default;\n// scss-docs-end input-btn-variables\n\n\n// Buttons\n//\n// For each of Bootstrap's buttons, define text, background, and border color.\n\n// scss-docs-start btn-variables\n$btn-color:                   var(--#{$prefix}body-color) !default;\n$btn-padding-y:               $input-btn-padding-y !default;\n$btn-padding-x:               $input-btn-padding-x !default;\n$btn-font-family:             $input-btn-font-family !default;\n$btn-font-size:               $input-btn-font-size !default;\n$btn-line-height:             $input-btn-line-height !default;\n$btn-white-space:             null !default; // Set to `nowrap` to prevent text wrapping\n\n$btn-padding-y-sm:            $input-btn-padding-y-sm !default;\n$btn-padding-x-sm:            $input-btn-padding-x-sm !default;\n$btn-font-size-sm:            $input-btn-font-size-sm !default;\n\n$btn-padding-y-lg:            $input-btn-padding-y-lg !default;\n$btn-padding-x-lg:            $input-btn-padding-x-lg !default;\n$btn-font-size-lg:            $input-btn-font-size-lg !default;\n\n$btn-border-width:            $input-btn-border-width !default;\n\n$btn-font-weight:             $font-weight-normal !default;\n$btn-box-shadow:              inset 0 1px 0 rgba($white, .15), 0 1px 1px rgba($black, .075) !default;\n$btn-focus-width:             $input-btn-focus-width !default;\n$btn-focus-box-shadow:        $input-btn-focus-box-shadow !default;\n$btn-disabled-opacity:        .65 !default;\n$btn-active-box-shadow:       inset 0 3px 5px rgba($black, .125) !default;\n\n$btn-link-color:              var(--#{$prefix}link-color) !default;\n$btn-link-hover-color:        var(--#{$prefix}link-hover-color) !default;\n$btn-link-disabled-color:     $gray-600 !default;\n$btn-link-focus-shadow-rgb:   to-rgb(mix(color-contrast($link-color), $link-color, 15%)) !default;\n\n// Allows for customizing button radius independently from global border radius\n$btn-border-radius:           var(--#{$prefix}border-radius) !default;\n$btn-border-radius-sm:        var(--#{$prefix}border-radius-sm) !default;\n$btn-border-radius-lg:        var(--#{$prefix}border-radius-lg) !default;\n\n$btn-transition:              color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$btn-hover-bg-shade-amount:       15% !default;\n$btn-hover-bg-tint-amount:        15% !default;\n$btn-hover-border-shade-amount:   20% !default;\n$btn-hover-border-tint-amount:    10% !default;\n$btn-active-bg-shade-amount:      20% !default;\n$btn-active-bg-tint-amount:       20% !default;\n$btn-active-border-shade-amount:  25% !default;\n$btn-active-border-tint-amount:   10% !default;\n// scss-docs-end btn-variables\n\n\n// Forms\n\n// scss-docs-start form-text-variables\n$form-text-margin-top:                  .25rem !default;\n$form-text-font-size:                   $small-font-size !default;\n$form-text-font-style:                  null !default;\n$form-text-font-weight:                 null !default;\n$form-text-color:                       var(--#{$prefix}secondary-color) !default;\n// scss-docs-end form-text-variables\n\n// scss-docs-start form-label-variables\n$form-label-margin-bottom:              .5rem !default;\n$form-label-font-size:                  null !default;\n$form-label-font-style:                 null !default;\n$form-label-font-weight:                null !default;\n$form-label-color:                      null !default;\n// scss-docs-end form-label-variables\n\n// scss-docs-start form-input-variables\n$input-padding-y:                       $input-btn-padding-y !default;\n$input-padding-x:                       $input-btn-padding-x !default;\n$input-font-family:                     $input-btn-font-family !default;\n$input-font-size:                       $input-btn-font-size !default;\n$input-font-weight:                     $font-weight-base !default;\n$input-line-height:                     $input-btn-line-height !default;\n\n$input-padding-y-sm:                    $input-btn-padding-y-sm !default;\n$input-padding-x-sm:                    $input-btn-padding-x-sm !default;\n$input-font-size-sm:                    $input-btn-font-size-sm !default;\n\n$input-padding-y-lg:                    $input-btn-padding-y-lg !default;\n$input-padding-x-lg:                    $input-btn-padding-x-lg !default;\n$input-font-size-lg:                    $input-btn-font-size-lg !default;\n\n$input-bg:                              var(--#{$prefix}body-bg) !default;\n$input-disabled-color:                  null !default;\n$input-disabled-bg:                     var(--#{$prefix}secondary-bg) !default;\n$input-disabled-border-color:           null !default;\n\n$input-color:                           var(--#{$prefix}body-color) !default;\n$input-border-color:                    var(--#{$prefix}border-color) !default;\n$input-border-width:                    $input-btn-border-width !default;\n$input-box-shadow:                      var(--#{$prefix}box-shadow-inset) !default;\n\n$input-border-radius:                   var(--#{$prefix}border-radius) !default;\n$input-border-radius-sm:                var(--#{$prefix}border-radius-sm) !default;\n$input-border-radius-lg:                var(--#{$prefix}border-radius-lg) !default;\n\n$input-focus-bg:                        $input-bg !default;\n$input-focus-border-color:              tint-color($component-active-bg, 50%) !default;\n$input-focus-color:                     $input-color !default;\n$input-focus-width:                     $input-btn-focus-width !default;\n$input-focus-box-shadow:                $input-btn-focus-box-shadow !default;\n\n$input-placeholder-color:               var(--#{$prefix}secondary-color) !default;\n$input-plaintext-color:                 var(--#{$prefix}body-color) !default;\n\n$input-height-border:                   calc(#{$input-border-width} * 2) !default; // stylelint-disable-line function-disallowed-list\n\n$input-height-inner:                    add($input-line-height * 1em, $input-padding-y * 2) !default;\n$input-height-inner-half:               add($input-line-height * .5em, $input-padding-y) !default;\n$input-height-inner-quarter:            add($input-line-height * .25em, $input-padding-y * .5) !default;\n\n$input-height:                          add($input-line-height * 1em, add($input-padding-y * 2, $input-height-border, false)) !default;\n$input-height-sm:                       add($input-line-height * 1em, add($input-padding-y-sm * 2, $input-height-border, false)) !default;\n$input-height-lg:                       add($input-line-height * 1em, add($input-padding-y-lg * 2, $input-height-border, false)) !default;\n\n$input-transition:                      border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$form-color-width:                      3rem !default;\n// scss-docs-end form-input-variables\n\n// scss-docs-start form-check-variables\n$form-check-input-width:                  1em !default;\n$form-check-min-height:                   $font-size-base * $line-height-base !default;\n$form-check-padding-start:                $form-check-input-width + .5em !default;\n$form-check-margin-bottom:                .125rem !default;\n$form-check-label-color:                  null !default;\n$form-check-label-cursor:                 null !default;\n$form-check-transition:                   null !default;\n\n$form-check-input-active-filter:          brightness(90%) !default;\n\n$form-check-input-bg:                     $input-bg !default;\n$form-check-input-border:                 var(--#{$prefix}border-width) solid var(--#{$prefix}border-color) !default;\n$form-check-input-border-radius:          .25em !default;\n$form-check-radio-border-radius:          50% !default;\n$form-check-input-focus-border:           $input-focus-border-color !default;\n$form-check-input-focus-box-shadow:       $focus-ring-box-shadow !default;\n\n$form-check-input-checked-color:          $component-active-color !default;\n$form-check-input-checked-bg-color:       $component-active-bg !default;\n$form-check-input-checked-border-color:   $form-check-input-checked-bg-color !default;\n$form-check-input-checked-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'><path fill='none' stroke='#{$form-check-input-checked-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='m6 10 3 3 6-6'/></svg>\") !default;\n$form-check-radio-checked-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='2' fill='#{$form-check-input-checked-color}'/></svg>\") !default;\n\n$form-check-input-indeterminate-color:          $component-active-color !default;\n$form-check-input-indeterminate-bg-color:       $component-active-bg !default;\n$form-check-input-indeterminate-border-color:   $form-check-input-indeterminate-bg-color !default;\n$form-check-input-indeterminate-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'><path fill='none' stroke='#{$form-check-input-indeterminate-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='M6 10h8'/></svg>\") !default;\n\n$form-check-input-disabled-opacity:        .5 !default;\n$form-check-label-disabled-opacity:        $form-check-input-disabled-opacity !default;\n$form-check-btn-check-disabled-opacity:    $btn-disabled-opacity !default;\n\n$form-check-inline-margin-end:    1rem !default;\n// scss-docs-end form-check-variables\n\n// scss-docs-start form-switch-variables\n$form-switch-color:               rgba($black, .25) !default;\n$form-switch-width:               2em !default;\n$form-switch-padding-start:       $form-switch-width + .5em !default;\n$form-switch-bg-image:            url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-color}'/></svg>\") !default;\n$form-switch-border-radius:       $form-switch-width !default;\n$form-switch-transition:          background-position .15s ease-in-out !default;\n\n$form-switch-focus-color:         $input-focus-border-color !default;\n$form-switch-focus-bg-image:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-focus-color}'/></svg>\") !default;\n\n$form-switch-checked-color:       $component-active-color !default;\n$form-switch-checked-bg-image:    url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-checked-color}'/></svg>\") !default;\n$form-switch-checked-bg-position: right center !default;\n// scss-docs-end form-switch-variables\n\n// scss-docs-start input-group-variables\n$input-group-addon-padding-y:           $input-padding-y !default;\n$input-group-addon-padding-x:           $input-padding-x !default;\n$input-group-addon-font-weight:         $input-font-weight !default;\n$input-group-addon-color:               $input-color !default;\n$input-group-addon-bg:                  var(--#{$prefix}tertiary-bg) !default;\n$input-group-addon-border-color:        $input-border-color !default;\n// scss-docs-end input-group-variables\n\n// scss-docs-start form-select-variables\n$form-select-padding-y:             $input-padding-y !default;\n$form-select-padding-x:             $input-padding-x !default;\n$form-select-font-family:           $input-font-family !default;\n$form-select-font-size:             $input-font-size !default;\n$form-select-indicator-padding:     $form-select-padding-x * 3 !default; // Extra padding for background-image\n$form-select-font-weight:           $input-font-weight !default;\n$form-select-line-height:           $input-line-height !default;\n$form-select-color:                 $input-color !default;\n$form-select-bg:                    $input-bg !default;\n$form-select-disabled-color:        null !default;\n$form-select-disabled-bg:           $input-disabled-bg !default;\n$form-select-disabled-border-color: $input-disabled-border-color !default;\n$form-select-bg-position:           right $form-select-padding-x center !default;\n$form-select-bg-size:               16px 12px !default; // In pixels because image dimensions\n$form-select-indicator-color:       $gray-800 !default;\n$form-select-indicator:             url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'><path fill='none' stroke='#{$form-select-indicator-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='m2 5 6 6 6-6'/></svg>\") !default;\n\n$form-select-feedback-icon-padding-end: $form-select-padding-x * 2.5 + $form-select-indicator-padding !default;\n$form-select-feedback-icon-position:    center right $form-select-indicator-padding !default;\n$form-select-feedback-icon-size:        $input-height-inner-half $input-height-inner-half !default;\n\n$form-select-border-width:        $input-border-width !default;\n$form-select-border-color:        $input-border-color !default;\n$form-select-border-radius:       $input-border-radius !default;\n$form-select-box-shadow:          var(--#{$prefix}box-shadow-inset) !default;\n\n$form-select-focus-border-color:  $input-focus-border-color !default;\n$form-select-focus-width:         $input-focus-width !default;\n$form-select-focus-box-shadow:    0 0 0 $form-select-focus-width $input-btn-focus-color !default;\n\n$form-select-padding-y-sm:        $input-padding-y-sm !default;\n$form-select-padding-x-sm:        $input-padding-x-sm !default;\n$form-select-font-size-sm:        $input-font-size-sm !default;\n$form-select-border-radius-sm:    $input-border-radius-sm !default;\n\n$form-select-padding-y-lg:        $input-padding-y-lg !default;\n$form-select-padding-x-lg:        $input-padding-x-lg !default;\n$form-select-font-size-lg:        $input-font-size-lg !default;\n$form-select-border-radius-lg:    $input-border-radius-lg !default;\n\n$form-select-transition:          $input-transition !default;\n// scss-docs-end form-select-variables\n\n// scss-docs-start form-range-variables\n$form-range-track-width:          100% !default;\n$form-range-track-height:         .5rem !default;\n$form-range-track-cursor:         pointer !default;\n$form-range-track-bg:             var(--#{$prefix}secondary-bg) !default;\n$form-range-track-border-radius:  1rem !default;\n$form-range-track-box-shadow:     var(--#{$prefix}box-shadow-inset) !default;\n\n$form-range-thumb-width:                   1rem !default;\n$form-range-thumb-height:                  $form-range-thumb-width !default;\n$form-range-thumb-bg:                      $component-active-bg !default;\n$form-range-thumb-border:                  0 !default;\n$form-range-thumb-border-radius:           1rem !default;\n$form-range-thumb-box-shadow:              0 .1rem .25rem rgba($black, .1) !default;\n$form-range-thumb-focus-box-shadow:        0 0 0 1px $body-bg, $input-focus-box-shadow !default;\n$form-range-thumb-focus-box-shadow-width:  $input-focus-width !default; // For focus box shadow issue in Edge\n$form-range-thumb-active-bg:               tint-color($component-active-bg, 70%) !default;\n$form-range-thumb-disabled-bg:             var(--#{$prefix}secondary-color) !default;\n$form-range-thumb-transition:              background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n// scss-docs-end form-range-variables\n\n// scss-docs-start form-file-variables\n$form-file-button-color:          $input-color !default;\n$form-file-button-bg:             var(--#{$prefix}tertiary-bg) !default;\n$form-file-button-hover-bg:       var(--#{$prefix}secondary-bg) !default;\n// scss-docs-end form-file-variables\n\n// scss-docs-start form-floating-variables\n$form-floating-height:                  add(3.5rem, $input-height-border) !default;\n$form-floating-line-height:             1.25 !default;\n$form-floating-padding-x:               $input-padding-x !default;\n$form-floating-padding-y:               1rem !default;\n$form-floating-input-padding-t:         1.625rem !default;\n$form-floating-input-padding-b:         .625rem !default;\n$form-floating-label-height:            1.5em !default;\n$form-floating-label-opacity:           .65 !default;\n$form-floating-label-transform:         scale(.85) translateY(-.5rem) translateX(.15rem) !default;\n$form-floating-label-disabled-color:    $gray-600 !default;\n$form-floating-transition:              opacity .1s ease-in-out, transform .1s ease-in-out !default;\n// scss-docs-end form-floating-variables\n\n// Form validation\n\n// scss-docs-start form-feedback-variables\n$form-feedback-margin-top:          $form-text-margin-top !default;\n$form-feedback-font-size:           $form-text-font-size !default;\n$form-feedback-font-style:          $form-text-font-style !default;\n$form-feedback-valid-color:         $success !default;\n$form-feedback-invalid-color:       $danger !default;\n\n$form-feedback-icon-valid-color:    $form-feedback-valid-color !default;\n$form-feedback-icon-valid:          url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 8 8'><path fill='#{$form-feedback-icon-valid-color}' d='M2.3 6.73.6 4.53c-.4-1.04.46-1.4 1.1-.8l1.1 1.4 3.4-3.8c.6-.63 1.6-.27 1.2.7l-4 4.6c-.43.5-.8.4-1.1.1z'/></svg>\") !default;\n$form-feedback-icon-invalid-color:  $form-feedback-invalid-color !default;\n$form-feedback-icon-invalid:        url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 12 12' width='12' height='12' fill='none' stroke='#{$form-feedback-icon-invalid-color}'><circle cx='6' cy='6' r='4.5'/><path stroke-linejoin='round' d='M5.8 3.6h.4L6 6.5z'/><circle cx='6' cy='8.2' r='.6' fill='#{$form-feedback-icon-invalid-color}' stroke='none'/></svg>\") !default;\n// scss-docs-end form-feedback-variables\n\n// scss-docs-start form-validation-colors\n$form-valid-color:                  $form-feedback-valid-color !default;\n$form-valid-border-color:           $form-feedback-valid-color !default;\n$form-invalid-color:                $form-feedback-invalid-color !default;\n$form-invalid-border-color:         $form-feedback-invalid-color !default;\n// scss-docs-end form-validation-colors\n\n// scss-docs-start form-validation-states\n$form-validation-states: (\n  \"valid\": (\n    \"color\": var(--#{$prefix}form-valid-color),\n    \"icon\": $form-feedback-icon-valid,\n    \"tooltip-color\": #fff,\n    \"tooltip-bg-color\": var(--#{$prefix}success),\n    \"focus-box-shadow\": 0 0 $input-btn-focus-blur $input-focus-width rgba(var(--#{$prefix}success-rgb), $input-btn-focus-color-opacity),\n    \"border-color\": var(--#{$prefix}form-valid-border-color),\n  ),\n  \"invalid\": (\n    \"color\": var(--#{$prefix}form-invalid-color),\n    \"icon\": $form-feedback-icon-invalid,\n    \"tooltip-color\": #fff,\n    \"tooltip-bg-color\": var(--#{$prefix}danger),\n    \"focus-box-shadow\": 0 0 $input-btn-focus-blur $input-focus-width rgba(var(--#{$prefix}danger-rgb), $input-btn-focus-color-opacity),\n    \"border-color\": var(--#{$prefix}form-invalid-border-color),\n  )\n) !default;\n// scss-docs-end form-validation-states\n\n// Z-index master list\n//\n// Warning: Avoid customizing these values. They're used for a bird's eye view\n// of components dependent on the z-axis and are designed to all work together.\n\n// scss-docs-start zindex-stack\n$zindex-dropdown:                   1000 !default;\n$zindex-sticky:                     1020 !default;\n$zindex-fixed:                      1030 !default;\n$zindex-offcanvas-backdrop:         1040 !default;\n$zindex-offcanvas:                  1045 !default;\n$zindex-modal-backdrop:             1050 !default;\n$zindex-modal:                      1055 !default;\n$zindex-popover:                    1070 !default;\n$zindex-tooltip:                    1080 !default;\n$zindex-toast:                      1090 !default;\n// scss-docs-end zindex-stack\n\n// scss-docs-start zindex-levels-map\n$zindex-levels: (\n  n1: -1,\n  0: 0,\n  1: 1,\n  2: 2,\n  3: 3\n) !default;\n// scss-docs-end zindex-levels-map\n\n\n// Navs\n\n// scss-docs-start nav-variables\n$nav-link-padding-y:                .5rem !default;\n$nav-link-padding-x:                1rem !default;\n$nav-link-font-size:                null !default;\n$nav-link-font-weight:              null !default;\n$nav-link-color:                    var(--#{$prefix}link-color) !default;\n$nav-link-hover-color:              var(--#{$prefix}link-hover-color) !default;\n$nav-link-transition:               color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out !default;\n$nav-link-disabled-color:           var(--#{$prefix}secondary-color) !default;\n$nav-link-focus-box-shadow:         $focus-ring-box-shadow !default;\n\n$nav-tabs-border-color:             var(--#{$prefix}border-color) !default;\n$nav-tabs-border-width:             var(--#{$prefix}border-width) !default;\n$nav-tabs-border-radius:            var(--#{$prefix}border-radius) !default;\n$nav-tabs-link-hover-border-color:  var(--#{$prefix}secondary-bg) var(--#{$prefix}secondary-bg) $nav-tabs-border-color !default;\n$nav-tabs-link-active-color:        var(--#{$prefix}emphasis-color) !default;\n$nav-tabs-link-active-bg:           var(--#{$prefix}body-bg) !default;\n$nav-tabs-link-active-border-color: var(--#{$prefix}border-color) var(--#{$prefix}border-color) $nav-tabs-link-active-bg !default;\n\n$nav-pills-border-radius:           var(--#{$prefix}border-radius) !default;\n$nav-pills-link-active-color:       $component-active-color !default;\n$nav-pills-link-active-bg:          $component-active-bg !default;\n\n$nav-underline-gap:                 1rem !default;\n$nav-underline-border-width:        .125rem !default;\n$nav-underline-link-active-color:   var(--#{$prefix}emphasis-color) !default;\n// scss-docs-end nav-variables\n\n\n// Navbar\n\n// scss-docs-start navbar-variables\n$navbar-padding-y:                  $spacer * .5 !default;\n$navbar-padding-x:                  null !default;\n\n$navbar-nav-link-padding-x:         .5rem !default;\n\n$navbar-brand-font-size:            $font-size-lg !default;\n// Compute the navbar-brand padding-y so the navbar-brand will have the same height as navbar-text and nav-link\n$nav-link-height:                   $font-size-base * $line-height-base + $nav-link-padding-y * 2 !default;\n$navbar-brand-height:               $navbar-brand-font-size * $line-height-base !default;\n$navbar-brand-padding-y:            ($nav-link-height - $navbar-brand-height) * .5 !default;\n$navbar-brand-margin-end:           1rem !default;\n\n$navbar-toggler-padding-y:          .25rem !default;\n$navbar-toggler-padding-x:          .75rem !default;\n$navbar-toggler-font-size:          $font-size-lg !default;\n$navbar-toggler-border-radius:      $btn-border-radius !default;\n$navbar-toggler-focus-width:        $btn-focus-width !default;\n$navbar-toggler-transition:         box-shadow .15s ease-in-out !default;\n\n$navbar-light-color:                rgba(var(--#{$prefix}emphasis-color-rgb), .65) !default;\n$navbar-light-hover-color:          rgba(var(--#{$prefix}emphasis-color-rgb), .8) !default;\n$navbar-light-active-color:         rgba(var(--#{$prefix}emphasis-color-rgb), 1) !default;\n$navbar-light-disabled-color:       rgba(var(--#{$prefix}emphasis-color-rgb), .3) !default;\n$navbar-light-icon-color:           rgba($body-color, .75) !default;\n$navbar-light-toggler-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke='#{$navbar-light-icon-color}' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>\") !default;\n$navbar-light-toggler-border-color: rgba(var(--#{$prefix}emphasis-color-rgb), .15) !default;\n$navbar-light-brand-color:          $navbar-light-active-color !default;\n$navbar-light-brand-hover-color:    $navbar-light-active-color !default;\n// scss-docs-end navbar-variables\n\n// scss-docs-start navbar-dark-variables\n$navbar-dark-color:                 rgba($white, .55) !default;\n$navbar-dark-hover-color:           rgba($white, .75) !default;\n$navbar-dark-active-color:          $white !default;\n$navbar-dark-disabled-color:        rgba($white, .25) !default;\n$navbar-dark-icon-color:            $navbar-dark-color !default;\n$navbar-dark-toggler-icon-bg:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke='#{$navbar-dark-icon-color}' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>\") !default;\n$navbar-dark-toggler-border-color:  rgba($white, .1) !default;\n$navbar-dark-brand-color:           $navbar-dark-active-color !default;\n$navbar-dark-brand-hover-color:     $navbar-dark-active-color !default;\n// scss-docs-end navbar-dark-variables\n\n\n// Dropdowns\n//\n// Dropdown menu container and contents.\n\n// scss-docs-start dropdown-variables\n$dropdown-min-width:                10rem !default;\n$dropdown-padding-x:                0 !default;\n$dropdown-padding-y:                .5rem !default;\n$dropdown-spacer:                   .125rem !default;\n$dropdown-font-size:                $font-size-base !default;\n$dropdown-color:                    var(--#{$prefix}body-color) !default;\n$dropdown-bg:                       var(--#{$prefix}body-bg) !default;\n$dropdown-border-color:             var(--#{$prefix}border-color-translucent) !default;\n$dropdown-border-radius:            var(--#{$prefix}border-radius) !default;\n$dropdown-border-width:             var(--#{$prefix}border-width) !default;\n$dropdown-inner-border-radius:      calc(#{$dropdown-border-radius} - #{$dropdown-border-width}) !default; // stylelint-disable-line function-disallowed-list\n$dropdown-divider-bg:               $dropdown-border-color !default;\n$dropdown-divider-margin-y:         $spacer * .5 !default;\n$dropdown-box-shadow:               var(--#{$prefix}box-shadow) !default;\n\n$dropdown-link-color:               var(--#{$prefix}body-color) !default;\n$dropdown-link-hover-color:         $dropdown-link-color !default;\n$dropdown-link-hover-bg:            var(--#{$prefix}tertiary-bg) !default;\n\n$dropdown-link-active-color:        $component-active-color !default;\n$dropdown-link-active-bg:           $component-active-bg !default;\n\n$dropdown-link-disabled-color:      var(--#{$prefix}tertiary-color) !default;\n\n$dropdown-item-padding-y:           $spacer * .25 !default;\n$dropdown-item-padding-x:           $spacer !default;\n\n$dropdown-header-color:             $gray-600 !default;\n$dropdown-header-padding-x:         $dropdown-item-padding-x !default;\n$dropdown-header-padding-y:         $dropdown-padding-y !default;\n// fusv-disable\n$dropdown-header-padding:           $dropdown-header-padding-y $dropdown-header-padding-x !default; // Deprecated in v5.2.0\n// fusv-enable\n// scss-docs-end dropdown-variables\n\n// scss-docs-start dropdown-dark-variables\n$dropdown-dark-color:               $gray-300 !default;\n$dropdown-dark-bg:                  $gray-800 !default;\n$dropdown-dark-border-color:        $dropdown-border-color !default;\n$dropdown-dark-divider-bg:          $dropdown-divider-bg !default;\n$dropdown-dark-box-shadow:          null !default;\n$dropdown-dark-link-color:          $dropdown-dark-color !default;\n$dropdown-dark-link-hover-color:    $white !default;\n$dropdown-dark-link-hover-bg:       rgba($white, .15) !default;\n$dropdown-dark-link-active-color:   $dropdown-link-active-color !default;\n$dropdown-dark-link-active-bg:      $dropdown-link-active-bg !default;\n$dropdown-dark-link-disabled-color: $gray-500 !default;\n$dropdown-dark-header-color:        $gray-500 !default;\n// scss-docs-end dropdown-dark-variables\n\n\n// Pagination\n\n// scss-docs-start pagination-variables\n$pagination-padding-y:              .375rem !default;\n$pagination-padding-x:              .75rem !default;\n$pagination-padding-y-sm:           .25rem !default;\n$pagination-padding-x-sm:           .5rem !default;\n$pagination-padding-y-lg:           .75rem !default;\n$pagination-padding-x-lg:           1.5rem !default;\n\n$pagination-font-size:              $font-size-base !default;\n\n$pagination-color:                  var(--#{$prefix}link-color) !default;\n$pagination-bg:                     var(--#{$prefix}body-bg) !default;\n$pagination-border-radius:          var(--#{$prefix}border-radius) !default;\n$pagination-border-width:           var(--#{$prefix}border-width) !default;\n$pagination-margin-start:           calc(#{$pagination-border-width} * -1) !default; // stylelint-disable-line function-disallowed-list\n$pagination-border-color:           var(--#{$prefix}border-color) !default;\n\n$pagination-focus-color:            var(--#{$prefix}link-hover-color) !default;\n$pagination-focus-bg:               var(--#{$prefix}secondary-bg) !default;\n$pagination-focus-box-shadow:       $focus-ring-box-shadow !default;\n$pagination-focus-outline:          0 !default;\n\n$pagination-hover-color:            var(--#{$prefix}link-hover-color) !default;\n$pagination-hover-bg:               var(--#{$prefix}tertiary-bg) !default;\n$pagination-hover-border-color:     var(--#{$prefix}border-color) !default; // Todo in v6: remove this?\n\n$pagination-active-color:           $component-active-color !default;\n$pagination-active-bg:              $component-active-bg !default;\n$pagination-active-border-color:    $component-active-bg !default;\n\n$pagination-disabled-color:         var(--#{$prefix}secondary-color) !default;\n$pagination-disabled-bg:            var(--#{$prefix}secondary-bg) !default;\n$pagination-disabled-border-color:  var(--#{$prefix}border-color) !default;\n\n$pagination-transition:              color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$pagination-border-radius-sm:       var(--#{$prefix}border-radius-sm) !default;\n$pagination-border-radius-lg:       var(--#{$prefix}border-radius-lg) !default;\n// scss-docs-end pagination-variables\n\n\n// Placeholders\n\n// scss-docs-start placeholders\n$placeholder-opacity-max:           .5 !default;\n$placeholder-opacity-min:           .2 !default;\n// scss-docs-end placeholders\n\n// Cards\n\n// scss-docs-start card-variables\n$card-spacer-y:                     $spacer !default;\n$card-spacer-x:                     $spacer !default;\n$card-title-spacer-y:               $spacer * .5 !default;\n$card-title-color:                  null !default;\n$card-subtitle-color:               null !default;\n$card-border-width:                 var(--#{$prefix}border-width) !default;\n$card-border-color:                 var(--#{$prefix}border-color-translucent) !default;\n$card-border-radius:                var(--#{$prefix}border-radius) !default;\n$card-box-shadow:                   null !default;\n$card-inner-border-radius:          subtract($card-border-radius, $card-border-width) !default;\n$card-cap-padding-y:                $card-spacer-y * .5 !default;\n$card-cap-padding-x:                $card-spacer-x !default;\n$card-cap-bg:                       rgba(var(--#{$prefix}body-color-rgb), .03) !default;\n$card-cap-color:                    null !default;\n$card-height:                       null !default;\n$card-color:                        null !default;\n$card-bg:                           var(--#{$prefix}body-bg) !default;\n$card-img-overlay-padding:          $spacer !default;\n$card-group-margin:                 $grid-gutter-width * .5 !default;\n// scss-docs-end card-variables\n\n// Accordion\n\n// scss-docs-start accordion-variables\n$accordion-padding-y:                     1rem !default;\n$accordion-padding-x:                     1.25rem !default;\n$accordion-color:                         var(--#{$prefix}body-color) !default;\n$accordion-bg:                            var(--#{$prefix}body-bg) !default;\n$accordion-border-width:                  var(--#{$prefix}border-width) !default;\n$accordion-border-color:                  var(--#{$prefix}border-color) !default;\n$accordion-border-radius:                 var(--#{$prefix}border-radius) !default;\n$accordion-inner-border-radius:           subtract($accordion-border-radius, $accordion-border-width) !default;\n\n$accordion-body-padding-y:                $accordion-padding-y !default;\n$accordion-body-padding-x:                $accordion-padding-x !default;\n\n$accordion-button-padding-y:              $accordion-padding-y !default;\n$accordion-button-padding-x:              $accordion-padding-x !default;\n$accordion-button-color:                  var(--#{$prefix}body-color) !default;\n$accordion-button-bg:                     var(--#{$prefix}accordion-bg) !default;\n$accordion-transition:                    $btn-transition, border-radius .15s ease !default;\n$accordion-button-active-bg:              var(--#{$prefix}primary-bg-subtle) !default;\n$accordion-button-active-color:           var(--#{$prefix}primary-text-emphasis) !default;\n\n// fusv-disable\n$accordion-button-focus-border-color:     $input-focus-border-color !default; // Deprecated in v5.3.3\n// fusv-enable\n$accordion-button-focus-box-shadow:       $btn-focus-box-shadow !default;\n\n$accordion-icon-width:                    1.25rem !default;\n$accordion-icon-color:                    $body-color !default;\n$accordion-icon-active-color:             $primary-text-emphasis !default;\n$accordion-icon-transition:               transform .2s ease-in-out !default;\n$accordion-icon-transform:                rotate(-180deg) !default;\n\n$accordion-button-icon:         url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='none' stroke='#{$accordion-icon-color}' stroke-linecap='round' stroke-linejoin='round'><path d='M2 5L8 11L14 5'/></svg>\") !default;\n$accordion-button-active-icon:  url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='none' stroke='#{$accordion-icon-active-color}' stroke-linecap='round' stroke-linejoin='round'><path d='M2 5L8 11L14 5'/></svg>\") !default;\n// scss-docs-end accordion-variables\n\n// Tooltips\n\n// scss-docs-start tooltip-variables\n$tooltip-font-size:                 $font-size-sm !default;\n$tooltip-max-width:                 200px !default;\n$tooltip-color:                     var(--#{$prefix}body-bg) !default;\n$tooltip-bg:                        var(--#{$prefix}emphasis-color) !default;\n$tooltip-border-radius:             var(--#{$prefix}border-radius) !default;\n$tooltip-opacity:                   .9 !default;\n$tooltip-padding-y:                 $spacer * .25 !default;\n$tooltip-padding-x:                 $spacer * .5 !default;\n$tooltip-margin:                    null !default; // TODO: remove this in v6\n\n$tooltip-arrow-width:               .8rem !default;\n$tooltip-arrow-height:              .4rem !default;\n// fusv-disable\n$tooltip-arrow-color:               null !default; // Deprecated in Bootstrap 5.2.0 for CSS variables\n// fusv-enable\n// scss-docs-end tooltip-variables\n\n// Form tooltips must come after regular tooltips\n// scss-docs-start tooltip-feedback-variables\n$form-feedback-tooltip-padding-y:     $tooltip-padding-y !default;\n$form-feedback-tooltip-padding-x:     $tooltip-padding-x !default;\n$form-feedback-tooltip-font-size:     $tooltip-font-size !default;\n$form-feedback-tooltip-line-height:   null !default;\n$form-feedback-tooltip-opacity:       $tooltip-opacity !default;\n$form-feedback-tooltip-border-radius: $tooltip-border-radius !default;\n// scss-docs-end tooltip-feedback-variables\n\n\n// Popovers\n\n// scss-docs-start popover-variables\n$popover-font-size:                 $font-size-sm !default;\n$popover-bg:                        var(--#{$prefix}body-bg) !default;\n$popover-max-width:                 276px !default;\n$popover-border-width:              var(--#{$prefix}border-width) !default;\n$popover-border-color:              var(--#{$prefix}border-color-translucent) !default;\n$popover-border-radius:             var(--#{$prefix}border-radius-lg) !default;\n$popover-inner-border-radius:       calc(#{$popover-border-radius} - #{$popover-border-width}) !default; // stylelint-disable-line function-disallowed-list\n$popover-box-shadow:                var(--#{$prefix}box-shadow) !default;\n\n$popover-header-font-size:          $font-size-base !default;\n$popover-header-bg:                 var(--#{$prefix}secondary-bg) !default;\n$popover-header-color:              $headings-color !default;\n$popover-header-padding-y:          .5rem !default;\n$popover-header-padding-x:          $spacer !default;\n\n$popover-body-color:                var(--#{$prefix}body-color) !default;\n$popover-body-padding-y:            $spacer !default;\n$popover-body-padding-x:            $spacer !default;\n\n$popover-arrow-width:               1rem !default;\n$popover-arrow-height:              .5rem !default;\n// scss-docs-end popover-variables\n\n// fusv-disable\n// Deprecated in Bootstrap 5.2.0 for CSS variables\n$popover-arrow-color:               $popover-bg !default;\n$popover-arrow-outer-color:         var(--#{$prefix}border-color-translucent) !default;\n// fusv-enable\n\n\n// Toasts\n\n// scss-docs-start toast-variables\n$toast-max-width:                   350px !default;\n$toast-padding-x:                   .75rem !default;\n$toast-padding-y:                   .5rem !default;\n$toast-font-size:                   .875rem !default;\n$toast-color:                       null !default;\n$toast-background-color:            rgba(var(--#{$prefix}body-bg-rgb), .85) !default;\n$toast-border-width:                var(--#{$prefix}border-width) !default;\n$toast-border-color:                var(--#{$prefix}border-color-translucent) !default;\n$toast-border-radius:               var(--#{$prefix}border-radius) !default;\n$toast-box-shadow:                  var(--#{$prefix}box-shadow) !default;\n$toast-spacing:                     $container-padding-x !default;\n\n$toast-header-color:                var(--#{$prefix}secondary-color) !default;\n$toast-header-background-color:     rgba(var(--#{$prefix}body-bg-rgb), .85) !default;\n$toast-header-border-color:         $toast-border-color !default;\n// scss-docs-end toast-variables\n\n\n// Badges\n\n// scss-docs-start badge-variables\n$badge-font-size:                   .75em !default;\n$badge-font-weight:                 $font-weight-bold !default;\n$badge-color:                       $white !default;\n$badge-padding-y:                   .35em !default;\n$badge-padding-x:                   .65em !default;\n$badge-border-radius:               var(--#{$prefix}border-radius) !default;\n// scss-docs-end badge-variables\n\n\n// Modals\n\n// scss-docs-start modal-variables\n$modal-inner-padding:               $spacer !default;\n\n$modal-footer-margin-between:       .5rem !default;\n\n$modal-dialog-margin:               .5rem !default;\n$modal-dialog-margin-y-sm-up:       1.75rem !default;\n\n$modal-title-line-height:           $line-height-base !default;\n\n$modal-content-color:               null !default;\n$modal-content-bg:                  var(--#{$prefix}body-bg) !default;\n$modal-content-border-color:        var(--#{$prefix}border-color-translucent) !default;\n$modal-content-border-width:        var(--#{$prefix}border-width) !default;\n$modal-content-border-radius:       var(--#{$prefix}border-radius-lg) !default;\n$modal-content-inner-border-radius: subtract($modal-content-border-radius, $modal-content-border-width) !default;\n$modal-content-box-shadow-xs:       var(--#{$prefix}box-shadow-sm) !default;\n$modal-content-box-shadow-sm-up:    var(--#{$prefix}box-shadow) !default;\n\n$modal-backdrop-bg:                 $black !default;\n$modal-backdrop-opacity:            .5 !default;\n\n$modal-header-border-color:         var(--#{$prefix}border-color) !default;\n$modal-header-border-width:         $modal-content-border-width !default;\n$modal-header-padding-y:            $modal-inner-padding !default;\n$modal-header-padding-x:            $modal-inner-padding !default;\n$modal-header-padding:              $modal-header-padding-y $modal-header-padding-x !default; // Keep this for backwards compatibility\n\n$modal-footer-bg:                   null !default;\n$modal-footer-border-color:         $modal-header-border-color !default;\n$modal-footer-border-width:         $modal-header-border-width !default;\n\n$modal-sm:                          300px !default;\n$modal-md:                          500px !default;\n$modal-lg:                          800px !default;\n$modal-xl:                          1140px !default;\n\n$modal-fade-transform:              translate(0, -50px) !default;\n$modal-show-transform:              none !default;\n$modal-transition:                  transform .3s ease-out !default;\n$modal-scale-transform:             scale(1.02) !default;\n// scss-docs-end modal-variables\n\n\n// Alerts\n//\n// Define alert colors, border radius, and padding.\n\n// scss-docs-start alert-variables\n$alert-padding-y:               $spacer !default;\n$alert-padding-x:               $spacer !default;\n$alert-margin-bottom:           1rem !default;\n$alert-border-radius:           var(--#{$prefix}border-radius) !default;\n$alert-link-font-weight:        $font-weight-bold !default;\n$alert-border-width:            var(--#{$prefix}border-width) !default;\n$alert-dismissible-padding-r:   $alert-padding-x * 3 !default; // 3x covers width of x plus default padding on either side\n// scss-docs-end alert-variables\n\n// fusv-disable\n$alert-bg-scale:                -80% !default; // Deprecated in v5.2.0, to be removed in v6\n$alert-border-scale:            -70% !default; // Deprecated in v5.2.0, to be removed in v6\n$alert-color-scale:             40% !default; // Deprecated in v5.2.0, to be removed in v6\n// fusv-enable\n\n// Progress bars\n\n// scss-docs-start progress-variables\n$progress-height:                   1rem !default;\n$progress-font-size:                $font-size-base * .75 !default;\n$progress-bg:                       var(--#{$prefix}secondary-bg) !default;\n$progress-border-radius:            var(--#{$prefix}border-radius) !default;\n$progress-box-shadow:               var(--#{$prefix}box-shadow-inset) !default;\n$progress-bar-color:                $white !default;\n$progress-bar-bg:                   $primary !default;\n$progress-bar-animation-timing:     1s linear infinite !default;\n$progress-bar-transition:           width .6s ease !default;\n// scss-docs-end progress-variables\n\n\n// List group\n\n// scss-docs-start list-group-variables\n$list-group-color:                  var(--#{$prefix}body-color) !default;\n$list-group-bg:                     var(--#{$prefix}body-bg) !default;\n$list-group-border-color:           var(--#{$prefix}border-color) !default;\n$list-group-border-width:           var(--#{$prefix}border-width) !default;\n$list-group-border-radius:          var(--#{$prefix}border-radius) !default;\n\n$list-group-item-padding-y:         $spacer * .5 !default;\n$list-group-item-padding-x:         $spacer !default;\n// fusv-disable\n$list-group-item-bg-scale:          -80% !default; // Deprecated in v5.3.0\n$list-group-item-color-scale:       40% !default; // Deprecated in v5.3.0\n// fusv-enable\n\n$list-group-hover-bg:               var(--#{$prefix}tertiary-bg) !default;\n$list-group-active-color:           $component-active-color !default;\n$list-group-active-bg:              $component-active-bg !default;\n$list-group-active-border-color:    $list-group-active-bg !default;\n\n$list-group-disabled-color:         var(--#{$prefix}secondary-color) !default;\n$list-group-disabled-bg:            $list-group-bg !default;\n\n$list-group-action-color:           var(--#{$prefix}secondary-color) !default;\n$list-group-action-hover-color:     var(--#{$prefix}emphasis-color) !default;\n\n$list-group-action-active-color:    var(--#{$prefix}body-color) !default;\n$list-group-action-active-bg:       var(--#{$prefix}secondary-bg) !default;\n// scss-docs-end list-group-variables\n\n\n// Image thumbnails\n\n// scss-docs-start thumbnail-variables\n$thumbnail-padding:                 .25rem !default;\n$thumbnail-bg:                      var(--#{$prefix}body-bg) !default;\n$thumbnail-border-width:            var(--#{$prefix}border-width) !default;\n$thumbnail-border-color:            var(--#{$prefix}border-color) !default;\n$thumbnail-border-radius:           var(--#{$prefix}border-radius) !default;\n$thumbnail-box-shadow:              var(--#{$prefix}box-shadow-sm) !default;\n// scss-docs-end thumbnail-variables\n\n\n// Figures\n\n// scss-docs-start figure-variables\n$figure-caption-font-size:          $small-font-size !default;\n$figure-caption-color:              var(--#{$prefix}secondary-color) !default;\n// scss-docs-end figure-variables\n\n\n// Breadcrumbs\n\n// scss-docs-start breadcrumb-variables\n$breadcrumb-font-size:              null !default;\n$breadcrumb-padding-y:              0 !default;\n$breadcrumb-padding-x:              0 !default;\n$breadcrumb-item-padding-x:         .5rem !default;\n$breadcrumb-margin-bottom:          1rem !default;\n$breadcrumb-bg:                     null !default;\n$breadcrumb-divider-color:          var(--#{$prefix}secondary-color) !default;\n$breadcrumb-active-color:           var(--#{$prefix}secondary-color) !default;\n$breadcrumb-divider:                quote(\"/\") !default;\n$breadcrumb-divider-flipped:        $breadcrumb-divider !default;\n$breadcrumb-border-radius:          null !default;\n// scss-docs-end breadcrumb-variables\n\n// Carousel\n\n// scss-docs-start carousel-variables\n$carousel-control-color:             $white !default;\n$carousel-control-width:             15% !default;\n$carousel-control-opacity:           .5 !default;\n$carousel-control-hover-opacity:     .9 !default;\n$carousel-control-transition:        opacity .15s ease !default;\n\n$carousel-indicator-width:           30px !default;\n$carousel-indicator-height:          3px !default;\n$carousel-indicator-hit-area-height: 10px !default;\n$carousel-indicator-spacer:          3px !default;\n$carousel-indicator-opacity:         .5 !default;\n$carousel-indicator-active-bg:       $white !default;\n$carousel-indicator-active-opacity:  1 !default;\n$carousel-indicator-transition:      opacity .6s ease !default;\n\n$carousel-caption-width:             70% !default;\n$carousel-caption-color:             $white !default;\n$carousel-caption-padding-y:         1.25rem !default;\n$carousel-caption-spacer:            1.25rem !default;\n\n$carousel-control-icon-width:        2rem !default;\n\n$carousel-control-prev-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$carousel-control-color}'><path d='M11.354 1.646a.5.5 0 0 1 0 .708L5.707 8l5.647 5.646a.5.5 0 0 1-.708.708l-6-6a.5.5 0 0 1 0-.708l6-6a.5.5 0 0 1 .708 0z'/></svg>\") !default;\n$carousel-control-next-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$carousel-control-color}'><path d='M4.646 1.646a.5.5 0 0 1 .708 0l6 6a.5.5 0 0 1 0 .708l-6 6a.5.5 0 0 1-.708-.708L10.293 8 4.646 2.354a.5.5 0 0 1 0-.708z'/></svg>\") !default;\n\n$carousel-transition-duration:       .6s !default;\n$carousel-transition:                transform $carousel-transition-duration ease-in-out !default; // Define transform transition first if using multiple transitions (e.g., `transform 2s ease, opacity .5s ease-out`)\n// scss-docs-end carousel-variables\n\n// scss-docs-start carousel-dark-variables\n$carousel-dark-indicator-active-bg:  $black !default;\n$carousel-dark-caption-color:        $black !default;\n$carousel-dark-control-icon-filter:  invert(1) grayscale(100) !default;\n// scss-docs-end carousel-dark-variables\n\n\n// Spinners\n\n// scss-docs-start spinner-variables\n$spinner-width:           2rem !default;\n$spinner-height:          $spinner-width !default;\n$spinner-vertical-align:  -.125em !default;\n$spinner-border-width:    .25em !default;\n$spinner-animation-speed: .75s !default;\n\n$spinner-width-sm:        1rem !default;\n$spinner-height-sm:       $spinner-width-sm !default;\n$spinner-border-width-sm: .2em !default;\n// scss-docs-end spinner-variables\n\n\n// Close\n\n// scss-docs-start close-variables\n$btn-close-width:            1em !default;\n$btn-close-height:           $btn-close-width !default;\n$btn-close-padding-x:        .25em !default;\n$btn-close-padding-y:        $btn-close-padding-x !default;\n$btn-close-color:            $black !default;\n$btn-close-bg:               url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$btn-close-color}'><path d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/></svg>\") !default;\n$btn-close-focus-shadow:     $focus-ring-box-shadow !default;\n$btn-close-opacity:          .5 !default;\n$btn-close-hover-opacity:    .75 !default;\n$btn-close-focus-opacity:    1 !default;\n$btn-close-disabled-opacity: .25 !default;\n$btn-close-white-filter:     invert(1) grayscale(100%) brightness(200%) !default;\n// scss-docs-end close-variables\n\n\n// Offcanvas\n\n// scss-docs-start offcanvas-variables\n$offcanvas-padding-y:               $modal-inner-padding !default;\n$offcanvas-padding-x:               $modal-inner-padding !default;\n$offcanvas-horizontal-width:        400px !default;\n$offcanvas-vertical-height:         30vh !default;\n$offcanvas-transition-duration:     .3s !default;\n$offcanvas-border-color:            $modal-content-border-color !default;\n$offcanvas-border-width:            $modal-content-border-width !default;\n$offcanvas-title-line-height:       $modal-title-line-height !default;\n$offcanvas-bg-color:                var(--#{$prefix}body-bg) !default;\n$offcanvas-color:                   var(--#{$prefix}body-color) !default;\n$offcanvas-box-shadow:              $modal-content-box-shadow-xs !default;\n$offcanvas-backdrop-bg:             $modal-backdrop-bg !default;\n$offcanvas-backdrop-opacity:        $modal-backdrop-opacity !default;\n// scss-docs-end offcanvas-variables\n\n// Code\n\n$code-font-size:                    $small-font-size !default;\n$code-color:                        $pink !default;\n\n$kbd-padding-y:                     .1875rem !default;\n$kbd-padding-x:                     .375rem !default;\n$kbd-font-size:                     $code-font-size !default;\n$kbd-color:                         var(--#{$prefix}body-bg) !default;\n$kbd-bg:                            var(--#{$prefix}body-color) !default;\n$nested-kbd-font-weight:            null !default; // Deprecated in v5.2.0, removing in v6\n\n$pre-color:                         null !default;\n\n@import \"variables-dark\"; // TODO: can be removed safely in v6, only here to avoid breaking changes in v5.3\n","// Override bootstrap variables\n$spacer: 1rem;\n$container-max-widths: (\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1400px,\n);\n$grid-breakpoints: (\n  xs: 0,\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1200px,\n);\n$dropdown-link-hover-bg: var(--pst-color-surface);\n\n// --pst-color-surface can also be assigned to the dark variant because it is\n// scoped to different values depending on light/dark theme\n$dropdown-dark-link-hover-bg: var(--pst-color-surface);\n$dropdown-link-active-bg: var(--pst-color-surface);\n$dropdown-dark-link-active-bg: var(--pst-color-surface);\n$focus-ring-width: 0.1875rem; // 3px at 100% zoom (0.1875 * 16px base font = 3px)\n$focus-ring-opacity: 1;\n$focus-ring-color: var(--pst-color-accent);\n$focus-ring-blur: 0;\n$focus-ring-box-shadow: 0 0 $focus-ring-blur $focus-ring-width $focus-ring-color;\n\n// outline creates the same style of focus ring, it just uses CSS outline instead of box shadow\n$focus-ring-outline: $focus-ring-color solid $focus-ring-width;\n$btn-focus-box-shadow: $focus-ring-box-shadow;\n","/***\n * Rules for the UX/UI of skip navigation link btn.\n * It's only visible to people\n * navigating with keyboard for accessibility purposes\n * ref: https://www.youtube.com/watch?v=VUR0I5mqq7I\n ***/\n\n.skip-link {\n  position: fixed;\n  top: 0;\n  left: 0;\n  right: 0;\n  text-align: center;\n  background-color: var(--pst-color-warning);\n  padding: 0.5rem;\n  z-index: $zindex-modal;\n  border-bottom: 1px solid var(--pst-color-border);\n\n  // This shows / hides the button\n  transform: translateY(-100%);\n  transition: transform 150ms ease-in-out;\n\n  &:focus-within {\n    transform: translateY(0%);\n  }\n\n  a {\n    // Ensure we are using a WCAG conformant colour\n    color: var(--pst-color-warning-text) !important;\n\n    &:focus-visible {\n      // use color with sufficient contrast\n      outline-color: $foundation-black;\n    }\n  }\n}\n","/*******************************************************************************\n* master color map. Only the colors that actually differ between light and dark\n* themes are specified separately.\n*\n* To see the full list of colors see https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1234%3A765&t=ifcFT1JtnrSshGfi-1\n*/\n\n@use \"sass:map\";\n@use \"sass:meta\";\n@use \"sass:string\";\n\n/**\n* Function to get items from nested maps\n*/\n// @param {Map} $map - Map\n// @param {Arglist} $keys - Keys to fetch\n// @return {*}\n@function map-deep-get($map, $keys...) {\n  @each $key in $keys {\n    $map: map.get($map, $key);\n  }\n\n  @return $map;\n}\n\n/* Assign base colors for the PyData theme */\n$color-palette: (\n  // Primary color\n  \"teal\":\n    (\n      \"50\": #f4fbfc,\n      \"100\": #e9f6f8,\n      \"200\": #d0ecf1,\n      \"300\": #abdde6,\n      \"400\": #3fb1c5,\n      \"500\": #0a7d91,\n      \"600\": #085d6c,\n      \"700\": #064752,\n      \"800\": #042c33,\n      \"900\": #021b1f,\n    ),\n  // Secondary color\n  \"violet\":\n    (\n      \"50\": #f4eefb,\n      \"100\": #e0c7ff,\n      \"200\": #d5b4fd,\n      \"300\": #b780ff,\n      \"400\": #9c5ffd,\n      \"500\": #8045e5,\n      \"600\": #6432bd,\n      \"700\": #4b258f,\n      \"800\": #341a61,\n      \"900\": #1e0e39,\n    ),\n  // Neutrals\n  \"gray\":\n    (\n      \"50\": #f9f9fa,\n      \"100\": #f3f4f5,\n      \"200\": #e5e7ea,\n      \"300\": #d1d5da,\n      \"400\": #9ca4af,\n      \"500\": #677384,\n      \"600\": #48566b,\n      \"700\": #29313d,\n      \"800\": #222832,\n      \"900\": #14181e,\n    ),\n  // Accent color\n  \"pink\":\n    (\n      \"50\": #fcf8fd,\n      \"100\": #fcf0fa,\n      \"200\": #f8dff5,\n      \"300\": #f3c7ee,\n      \"400\": #e47fd7,\n      \"500\": #c132af,\n      \"600\": #912583,\n      \"700\": #6e1c64,\n      \"800\": #46123f,\n      \"900\": #2b0b27,\n    ),\n  \"foundation\": (\n    \"white\": #ffffff,\n    // gray-900\n    \"black\": #14181e,\n  )\n);\n\n:root {\n  // Add theme colours to the html root element\n  @each $group-color, $color in $color-palette {\n    @each $color-name, $definition in $color {\n      --pst-#{$group-color}-#{$color-name}: #{$definition};\n    }\n  }\n}\n\n// Static SCSS variables used thoroughout the theme\n// Minimum contrast ratio used for the theme.\n// Acceptable values for WCAG 2.0 are 3, 4.5 and 7.\n// See https://www.w3.org/TR/WCAG20/#visual-audio-contrast-contrast\n// 4.5 - is for text that is 14pt or less\n$min-contrast-ratio-4: 4.5;\n\n// 3 is for text that is 18pt or bold, or for non-text elements\n$min-contrast-ratio-3: 3;\n\n// Customize the light and dark text colors for use in our color contrast function.\n$foundation-black: #14181e;\n$foundation-white: #fff;\n\n// This is a custom - calculated  color between gray 100 and 200 - to reduce\n// the contrast ratio (avoid a jarring effect)\n$base-light-text: #ced6dd;\n\n// used in sphinx_design - gray 100\n$foundation-light-gray: #f3f4f5;\n\n// used in sphinx_design - gray 700\n$foundation-muted-gray: #29313d;\n\n// used in sphinx_design - gray 800\n$foundation-dark-gray: #222832;\n$pst-semantic-colors: (\n  \"primary\": (\n    \"light\": #{map-deep-get($color-palette, \"teal\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"teal\", \"200\")},\n    \"dark\": #{map-deep-get($color-palette, \"teal\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"teal\", \"800\")},\n  ),\n  \"secondary\": (\n    \"light\": #{map-deep-get($color-palette, \"violet\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"violet\", \"100\")},\n    \"dark\": #{map-deep-get($color-palette, \"violet\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"violet\", \"800\")},\n  ),\n  \"accent\": (\n    \"light\": #{map-deep-get($color-palette, \"pink\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"pink\", \"200\")},\n    \"dark\": #{map-deep-get($color-palette, \"pink\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"pink\", \"800\")},\n  ),\n  \"info\": (\n    \"light\": #276be9,\n    \"bg-light\": #dce7fc,\n    \"dark\": #79a3f2,\n    \"bg-dark\": #06245d,\n  ),\n  \"warning\": (\n    \"light\": #f66a0a,\n    \"bg-light\": #f8e3d0,\n    \"dark\": #ff9245,\n    \"bg-dark\": #652a02,\n  ),\n  \"success\": (\n    \"light\": #00843f,\n    \"bg-light\": #d6ece1,\n    \"dark\": #5fb488,\n    \"bg-dark\": #002f17,\n  ),\n  // This is based on the warning color\n  \"attention\":\n    (\n      \"light\": var(--pst-color-warning),\n      \"bg-light\": var(--pst-color-warning-bg),\n      \"dark\": var(--pst-color-warning),\n      \"bg-dark\": var(--pst-color-warning-bg),\n    ),\n  \"danger\": (\n    \"light\": #d72d47,\n    \"bg-light\": #f9e1e4,\n    \"dark\": #e78894,\n    \"bg-dark\": #4e111b,\n  ),\n  \"text-base\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n    \"dark\": $base-light-text,\n  ),\n  \"text-muted\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"600\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"400\")},\n  ),\n  \"heading-color\": (\n    \"light\": #{$foundation-white},\n    \"dark\": #{$foundation-black},\n  ),\n  \"shadow\": (\n    \"light\": rgba(0, 0, 0, 0.1),\n    \"dark\": rgba(0, 0, 0, 0.2),\n  ),\n  \"border\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"300\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"600\")},\n  ),\n  \"border-muted\": (\n    \"light\": rgba(23, 23, 26, 0.2),\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"700\")},\n  ),\n  \"blockquote-notch\": (\n    // These colors have a contrast ratio > 3.0 against both the background and\n    // surface colors that the notch is sandwiched between\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"500\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"400\")},\n  ),\n  \"inline-code\": (\n    \"light\": #{map-deep-get($color-palette, \"pink\", \"600\")},\n    \"dark\": #{map-deep-get($color-palette, \"pink\", \"300\")},\n  ),\n  \"inline-code-links\": (\n    // need to make sure there is enough contrast against the code bg\n    \"light\": #{map-deep-get($color-palette, \"teal\", \"600\")},\n    // keep primary color for dark mode\n    \"dark\": #{map-deep-get($color-palette, \"teal\", \"400\")},\n  ),\n  \"target\": (\n    \"light\": #f3cf95,\n    \"dark\": #675c04,\n  ),\n  \"table\": (\n    \"light\": #{map-deep-get($color-palette, \"foundation\", \"black\")},\n    \"dark\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n  ),\n  \"table-row-hover\": (\n    \"bg-light\": #{map-deep-get($color-palette, \"violet\", \"300\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"violet\", \"600\")},\n  ),\n  \"table-inner-border\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"200\")},\n    \"dark\": #364150,\n  ),\n  // DEPTH COLORS - you can see the elevation colours and shades\n  // in the Figma file https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1492%3A922&t=sQeQZehkOzposYEg-1\n  // background: color of the canvas / the furthest back layer\n  \"background\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n      \"dark\": #{map-deep-get($color-palette, \"foundation\", \"black\")},\n    ),\n  // on-background: provides slight contrast against background\n  // (by use of shadows in light theme)\n  \"on-background\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n      \"dark\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n    ),\n  \"surface\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"100\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"700\")},\n  ),\n  // on_surface: object on top of surface object (without shadows)\n  \"on-surface\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n      \"dark\": $foundation-light-gray,\n    ),\n);\n\n/*******************************************************************************\n* write the color rules for each theme (light/dark)\n*/\n\n/* NOTE:\n * Mixins enable us to reuse the same definitions for the different modes\n * https://sass-lang.com/documentation/at-rules/mixin\n * #{something} inserts a variable into a CSS selector or property name\n * https://sass-lang.com/documentation/interpolation\n */\n@mixin theme-colors($mode) {\n  // check if this color is defined differently for light/dark\n  @each $col-name, $definition in $pst-semantic-colors {\n    @if meta.type-of($definition) == map {\n      @each $key, $val in $definition {\n        @if string.index($key, $mode) {\n          // since now we define the bg colours in the semantic colours and not\n          // by changing opacity, we need to check if the key contains bg and the\n          // correct mode (light/dark)\n          @if string.index($key, \"bg\") {\n            --pst-color-#{$col-name}-bg: #{$val};\n          } @else {\n            --pst-color-#{$col-name}: #{$val};\n          }\n        }\n      }\n    } @else {\n      --pst-color-#{$col-name}: #{$definition};\n    }\n  }\n\n  // assign the \"duplicate\" colors (ones that just reference other variables)\n  & {\n    --pst-color-link: var(--pst-color-primary);\n    --pst-color-link-hover: var(--pst-color-secondary);\n    --pst-color-table-outer-border: var(--pst-color-surface);\n    --pst-color-table-heading-bg: var(--pst-color-surface);\n    --pst-color-table-row-zebra-high-bg: var(--pst-color-on-background);\n    --pst-color-table-row-zebra-low-bg: var(--pst-color-surface);\n  }\n\n  // adapt to light/dark-specific content\n  @if $mode == \"light\" {\n    .only-dark,\n    .only-dark ~ figcaption {\n      display: none !important;\n    }\n  } @else {\n    .only-light,\n    .only-light ~ figcaption {\n      display: none !important;\n    }\n\n    /* Adjust images in dark mode (unless they have class .only-dark or\n     * .dark-light, in which case assume they're already optimized for dark\n     * mode).\n     */\n    img:not(.only-dark, .dark-light) {\n      filter: brightness(0.8) contrast(1.2);\n    }\n\n    /* Give images a light background in dark mode in case they have\n    *  transparency and black text (unless they have class .only-dark or .dark-light, in\n    *  which case assume they're already optimized for dark mode).\n    */\n    .bd-content img:not(.only-dark, .dark-light) {\n      background-color: rgb(255 255 255);\n      border-radius: 0.25rem;\n    }\n\n    // MathJax SVG outputs should be filled to same color as text.\n    .MathJax_SVG * {\n      fill: var(--pst-color-text-base);\n    }\n  }\n}\n\n/* Defaults to light mode if data-theme is not set */\nhtml:not([data-theme]) {\n  @include theme-colors(\"light\");\n}\n\n/* NOTE: @each {...} is like a for-loop\n * https://sass-lang.com/documentation/at-rules/control/each\n */\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    @include theme-colors($mode);\n\n    color-scheme: $mode;\n  }\n}\n\n// assign classes too, for runtime use of theme colors\n@each $col-name, $definition in $pst-semantic-colors {\n  .pst-color-#{$col-name} {\n    color: var(--pst-color-#{$col-name});\n  }\n}\n",".bd-container {\n  flex-grow: 1;\n  display: flex;\n  justify-content: center;\n\n  .bd-container__inner {\n    display: flex;\n  }\n}\n\n.bd-page-width {\n  width: 100%;\n\n  @include media-breakpoint-up(lg) {\n    max-width: $breakpoint-page-width;\n  }\n}\n","// Breakpoint viewport sizes and media queries.\n//\n// Breakpoints are defined as a map of (name: minimum width), order from small to large:\n//\n//    (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px)\n//\n// The map defined in the `$grid-breakpoints` global variable is used as the `$breakpoints` argument by default.\n\n// Name of the next breakpoint, or null for the last breakpoint.\n//\n//    >> breakpoint-next(sm)\n//    md\n//    >> breakpoint-next(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    md\n//    >> breakpoint-next(sm, $breakpoint-names: (xs sm md lg xl xxl))\n//    md\n@function breakpoint-next($name, $breakpoints: $grid-breakpoints, $breakpoint-names: map-keys($breakpoints)) {\n  $n: index($breakpoint-names, $name);\n  @if not $n {\n    @error \"breakpoint `#{$name}` not found in `#{$breakpoints}`\";\n  }\n  @return if($n < length($breakpoint-names), nth($breakpoint-names, $n + 1), null);\n}\n\n// Minimum breakpoint width. Null for the smallest (first) breakpoint.\n//\n//    >> breakpoint-min(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    576px\n@function breakpoint-min($name, $breakpoints: $grid-breakpoints) {\n  $min: map-get($breakpoints, $name);\n  @return if($min != 0, $min, null);\n}\n\n// Maximum breakpoint width.\n// The maximum value is reduced by 0.02px to work around the limitations of\n// `min-` and `max-` prefixes and viewports with fractional widths.\n// See https://www.w3.org/TR/mediaqueries-4/#mq-min-max\n// Uses 0.02px rather than 0.01px to work around a current rounding bug in Safari.\n// See https://bugs.webkit.org/show_bug.cgi?id=178261\n//\n//    >> breakpoint-max(md, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    767.98px\n@function breakpoint-max($name, $breakpoints: $grid-breakpoints) {\n  $max: map-get($breakpoints, $name);\n  @return if($max and $max > 0, $max - .02, null);\n}\n\n// Returns a blank string if smallest breakpoint, otherwise returns the name with a dash in front.\n// Useful for making responsive utilities.\n//\n//    >> breakpoint-infix(xs, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    \"\"  (Returns a blank string)\n//    >> breakpoint-infix(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    \"-sm\"\n@function breakpoint-infix($name, $breakpoints: $grid-breakpoints) {\n  @return if(breakpoint-min($name, $breakpoints) == null, \"\", \"-#{$name}\");\n}\n\n// Media of at least the minimum breakpoint width. No query for the smallest breakpoint.\n// Makes the @content apply to the given breakpoint and wider.\n@mixin media-breakpoint-up($name, $breakpoints: $grid-breakpoints) {\n  $min: breakpoint-min($name, $breakpoints);\n  @if $min {\n    @media (min-width: $min) {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Media of at most the maximum breakpoint width. No query for the largest breakpoint.\n// Makes the @content apply to the given breakpoint and narrower.\n@mixin media-breakpoint-down($name, $breakpoints: $grid-breakpoints) {\n  $max: breakpoint-max($name, $breakpoints);\n  @if $max {\n    @media (max-width: $max) {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Media that spans multiple breakpoint widths.\n// Makes the @content apply between the min and max breakpoints\n@mixin media-breakpoint-between($lower, $upper, $breakpoints: $grid-breakpoints) {\n  $min: breakpoint-min($lower, $breakpoints);\n  $max: breakpoint-max($upper, $breakpoints);\n\n  @if $min != null and $max != null {\n    @media (min-width: $min) and (max-width: $max) {\n      @content;\n    }\n  } @else if $max == null {\n    @include media-breakpoint-up($lower, $breakpoints) {\n      @content;\n    }\n  } @else if $min == null {\n    @include media-breakpoint-down($upper, $breakpoints) {\n      @content;\n    }\n  }\n}\n\n// Media between the breakpoint's minimum and maximum widths.\n// No minimum for the smallest breakpoint, and no maximum for the largest one.\n// Makes the @content apply only to the given breakpoint, not viewports any wider or narrower.\n@mixin media-breakpoint-only($name, $breakpoints: $grid-breakpoints) {\n  $min:  breakpoint-min($name, $breakpoints);\n  $next: breakpoint-next($name, $breakpoints);\n  $max:  breakpoint-max($next, $breakpoints);\n\n  @if $min != null and $max != null {\n    @media (min-width: $min) and (max-width: $max) {\n      @content;\n    }\n  } @else if $max == null {\n    @include media-breakpoint-up($name, $breakpoints) {\n      @content;\n    }\n  } @else if $min == null {\n    @include media-breakpoint-down($next, $breakpoints) {\n      @content;\n    }\n  }\n}\n",".pst-async-banner-revealer {\n  // Setting height to 0 and overflow to hidden allows us to add up the heights\n  // of this element's children before revealing them.\n  height: 0;\n  overflow: hidden;\n\n  // Height to be set by JavaScript, which should trigger the following\n  // transition rule (unless the user has set their system to reduce motion).\n  transition: height 300ms ease-in-out;\n\n  @media (prefers-reduced-motion) {\n    transition: none;\n  }\n}\n\n#bd-header-version-warning,\n.bd-header-announcement {\n  min-height: 3rem;\n  width: 100%;\n  display: flex;\n  position: relative;\n  align-items: center;\n  justify-content: center;\n  text-align: center;\n  padding: 0.5rem 12.5%; // Horizontal padding so the width is 75%\n  // One breakpoint less than $breakpoint-sidebar-primary. See variables/_layout.scss for more info.\n  @include media-breakpoint-down(lg) {\n    // Announcements can take a bit more width on mobile\n    padding: 0.5rem 2%;\n  }\n\n  p {\n    font-weight: bold;\n    margin: 0;\n  }\n\n  // Ensure there is enough contrast against the background\n  a {\n    color: var(--pst-color-inline-code-links);\n  }\n\n  // The \"Switch to stable version\" link (styled like a button)\n  .pst-button-link-to-stable-version {\n    @include box-shadow;\n\n    $background-color: var(--pst-color-danger);\n    $hover-background-color: var(--pst-color-danger-highlight);\n    $color: var(--pst-color-danger-text);\n\n    background-color: $background-color;\n    border-color: $background-color;\n    color: $color;\n    border-radius: 0.25rem;\n\n    &:hover {\n      background-color: $hover-background-color;\n      border-color: $hover-background-color;\n      color: $color;\n    }\n\n    &:focus-visible {\n      outline: $focus-ring-width solid $background-color;\n      outline-offset: $focus-ring-width;\n    }\n  }\n}\n\n// Bg color is now defined in the theme color palette - using our secondary color\n.bd-header-announcement {\n  background-color: var(--pst-color-secondary-bg);\n}\n\n#bd-header-version-warning {\n  background-color: var(--pst-color-danger-bg);\n}\n","/*********************************************\n* SASS Mixins\n*********************************************/\n\n/**\n * A consistent box shadow style we apply across elements.\n */\n@mixin box-shadow() {\n  box-shadow:\n    0 0.2rem 0.5rem var(--pst-color-shadow),\n    0 0 0.0625rem var(--pst-color-shadow) !important;\n}\n\n/**\n   * Set background of some cell outputs to white-ish to make sure colors work\n   * This is because many libraries make output that only looks good on white\n   */\n@mixin cell-output-background {\n  color: var(--pst-color-on-background);\n  background-color: var(--pst-color-text-base);\n  border-radius: 0.25rem;\n  padding: 0.5rem;\n}\n\n@mixin table-colors {\n  color: var(--pst-color-table);\n  border: 1px solid var(--pst-color-table-outer-border);\n\n  th,\n  td {\n    ~ th,\n    ~ td {\n      border-left: 1px solid var(--pst-color-table-inner-border);\n    }\n  }\n\n  thead {\n    tr {\n      background-color: var(--pst-color-table-heading-bg);\n      border-bottom: 2px solid var(--pst-color-primary);\n    }\n  }\n\n  tbody {\n    tr {\n      &:nth-child(odd) {\n        background-color: var(--pst-color-table-row-zebra-low-bg);\n      }\n\n      &:nth-child(even) {\n        background-color: var(--pst-color-table-row-zebra-high-bg);\n      }\n\n      &:hover {\n        background-color: var(--pst-color-table-row-hover-bg);\n      }\n    }\n  }\n}\n\n// Minimum mouse hit area\n// ----------------------\n// Ensures that the element has a minimum hit area that conforms to\n// accessibility guidelines. For WCAG AA, we need 24px x 24px, see:\n// https://www.w3.org/WAI/WCAG22/Understanding/target-size-minimum.html\n@mixin min-hit-area() {\n  box-sizing: border-box;\n  min-width: 24px;\n  min-height: 24px;\n}\n","/**\n * Main content area\n */\n.bd-main {\n  flex-grow: 1;\n  flex-direction: column;\n  display: flex;\n  min-width: 0;\n\n  .bd-content {\n    display: flex;\n    justify-content: center;\n    height: 100%;\n\n    .bd-article-container {\n      justify-content: start;\n      display: flex;\n      flex-direction: column;\n\n      // Max-width is slightly more than the W3 since our docs often have images.\n      // We shoot for about 100 characters per line instead of 80.\n      // ref: https://www.w3.org/WAI/tutorials/page-structure/styling/#line-length\n      width: 100%;\n      max-width: 60em;\n      overflow-x: auto; // Prevent wide content from pushing off the secondary sidebar\n      padding: 1rem;\n\n      .bd-article {\n        // Give a bit more verticle spacing on wide screens\n        @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n          padding-top: 1.5rem;\n          padding-left: 2rem;\n        }\n      }\n    }\n  }\n}\n",".bd-footer {\n  width: 100%;\n  border-top: 1px solid var(--pst-color-border);\n\n  .bd-footer__inner {\n    display: flex;\n    flex-grow: 1;\n    padding: 1rem;\n    margin: auto;\n  }\n\n  .footer-items__start,\n  .footer-items__center,\n  .footer-items__end {\n    display: flex;\n    flex-direction: column;\n    gap: 0.5rem;\n    justify-content: center;\n    flex-grow: 1;\n  }\n\n  .footer-items__center {\n    text-align: center;\n  }\n\n  .footer-items__end {\n    text-align: end;\n  }\n\n  // So that paragraphs don't take up extra room\n  .footer-item p {\n    margin-bottom: 0;\n  }\n}\n",".bd-footer-article {\n  margin-top: auto;\n\n  .footer-article-items {\n    display: flex;\n    flex-direction: column;\n  }\n}\n",".bd-footer-content {\n  .footer-content-items {\n    display: flex;\n    flex-direction: column;\n    margin-top: auto;\n  }\n}\n","/**\n * Header at the top of the page\n * It includes the announcement bar and the navigation bar.\n */\n\n// Styling for the Icon links can be found in components/_icon-links.scss\n\n// If we want the shadow to only point downward in the future, set\n// box-shadow to: 0 0.125rem 0.25rem -0.125rem rgba(0, 0, 0, 0.11);\n.bd-header {\n  position: sticky;\n  top: 0;\n  z-index: $zindex-fixed;\n\n  // Overrides bootstrap\n  background-color: var(--pst-color-on-background) !important;\n  box-shadow: 0 0.125rem 0.25rem 0 var(--pst-color-shadow);\n  width: 100%;\n  padding: 0;\n  max-width: 100vw;\n  justify-content: center;\n\n  .bd-header__inner {\n    display: flex;\n    align-items: center;\n    height: fit-content;\n    padding-left: 1rem;\n    padding-right: 1rem;\n  }\n\n  :focus-visible {\n    border-radius: $focus-ring-radius;\n  }\n\n  // These items will define the height of the header\n  .navbar-item {\n    height: var(--pst-header-height);\n    max-height: var(--pst-header-height);\n    display: flex;\n    align-items: center;\n  }\n\n  // Hide the navbar header items on mobile because they're in the sidebar\n  .navbar-header-items {\n    display: none;\n    flex-shrink: 1;\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: inherit;\n      flex-grow: 1;\n      padding: 0 0 0 0.5rem;\n    }\n  }\n\n  .navbar-header-items__end,\n  .navbar-header-items__center,\n  .navbar-header-items__start {\n    display: flex;\n    align-items: center;\n    flex-flow: wrap;\n\n    // In case we wrap our items to multiple rows on small screens\n    row-gap: 0;\n  }\n\n  .navbar-header-items__end,\n  .navbar-header-items__center {\n    column-gap: 1rem;\n  }\n\n  // A little smaller because this is displayed by default on mobile\n  .navbar-header-items__start {\n    flex-shrink: 0;\n    margin-right: auto;\n    gap: 0.5rem;\n  }\n\n  .navbar-header-items__end {\n    // End navbar items should snap to the right\n    justify-content: end;\n  }\n\n  // Contains the navigation links within the navbar\n  ul.navbar-nav {\n    display: flex;\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      // Align on wide screens so the dropdown button is centered properly\n      align-items: baseline;\n    }\n\n    > li.nav-item {\n      margin-inline: 2px; // breathing room so hover and focus styles do not overlap\n\n      > .nav-link {\n        @include link-style-block;\n\n        padding-inline: 6px;\n      }\n\n      &.current {\n        > .nav-link {\n          color: var(--pst-color-primary);\n\n          // Underline the current navbar item\n          &::before {\n            border-bottom: 3px solid var(--pst-color-primary);\n          }\n        }\n      }\n\n      &.dropdown {\n        margin-inline: 4px;\n\n        button {\n          padding-inline: 8px;\n        }\n\n        > .dropdown-toggle {\n          border-radius: $focus-ring-radius; // make border radius the same for both hover ring and focus ring\n          color: var(--pst-color-text-muted);\n\n          &:focus-visible {\n            box-shadow: $focus-ring-box-shadow;\n          }\n\n          &:hover {\n            text-decoration: none;\n            box-shadow: 0 0 0 $focus-ring-width var(--pst-color-link-hover); // purple focus ring\n            // Brighten the text on hover (muted -> base)\n            color: var(--pst-color-text-base);\n          }\n        }\n      }\n    }\n\n    li a.nav-link.dropdown-item {\n      @include link-style-text;\n    }\n\n    // Dropdowns for the extra links\n    .dropdown {\n      button {\n        display: unset;\n        border: none;\n\n        &:hover {\n          @include link-style-hover;\n        }\n      }\n\n      .dropdown-menu {\n        z-index: $zindex-popover;\n        border: 1px solid var(--pst-color-border);\n        box-shadow: 0 0 0.3rem 0.1rem var(--pst-color-shadow);\n        background-color: var(--pst-color-on-background);\n        padding: 0.5rem 0;\n        margin: 0.5rem 0;\n        min-width: 20rem;\n\n        .dropdown-item {\n          // Give the items in the dropdown some breathing room but let the hit\n          // and hover area of the items extend to the edges of the menu\n          padding: 0.25rem 1.5rem;\n\n          // Override Bootstrap\n          &:focus:not(:hover, :active) {\n            background-color: inherit;\n          }\n\n          &:focus-visible {\n            z-index: 10; // keep focus ring on top (prevent the hover background of the next dropdown item from covering the ring)\n          }\n        }\n\n        // Hide the menu unless show has been clicked\n        &:not(.show) {\n          display: none;\n        }\n      }\n    }\n  }\n\n  // **************************************************************\n  // Showing and hiding the sidebar toggle buttons and header items\n  // **************************************************************\n\n  // Toggle buttons\n  button.sidebar-toggle {\n    font-size: var(--pst-font-size-icon);\n    color: var(--pst-color-muted);\n    margin-bottom: 0;\n    background-color: inherit;\n    padding: 0.5rem;\n  }\n\n  button.primary-toggle {\n    margin-right: 1rem;\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  button.secondary-toggle {\n    margin-left: 1rem;\n\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      display: none;\n    }\n  }\n}\n\n// inline the element in the navbar as long as they fit and use display block when collapsing\n@include media-breakpoint-up($breakpoint-sidebar-primary) {\n  .navbar-center-items .navbar-item {\n    display: inline-block;\n  }\n}\n\n.nav-link {\n  &:hover {\n    @include link-style-hover;\n  }\n\n  // Override Bootstrap\n  transition: none;\n\n  &.nav-external::after {\n    font: var(--fa-font-solid);\n    content: var(--pst-icon-external-link);\n    font-size: 0.75em;\n    margin-left: 0.3em;\n  }\n}\n\n.bd-navbar-elements li.nav-item i {\n  font-size: 0.7rem;\n  padding-left: 2px;\n  vertical-align: middle;\n}\n\n// THe elements next to the hamburger menu only show on narrow screens\n.navbar-persistent--mobile {\n  margin-left: auto;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: none;\n  }\n}\n\n// The navbar-persistent content should only show on wide screens\n.navbar-persistent--container {\n  display: none;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: flex;\n  }\n}\n",".header-article__inner {\n  display: flex;\n  padding: 0 0.5rem;\n\n  // The items define the height so that it disappears if there are no items\n  .header-article-item {\n    min-height: var(--pst-header-article-height);\n    height: var(--pst-header-article-height);\n  }\n\n  .header-article-items__start,\n  .header-article-items__end {\n    display: flex;\n    align-items: start;\n    gap: 0.5rem;\n  }\n\n  .header-article-items__end {\n    margin-left: auto;\n  }\n}\n","/**\n * The primary sidebar on the left.\n * e.g., between-pages navigation.\n */\n\n$sidebar-padding-right: 1rem;\n\n.bd-sidebar-primary {\n  display: flex;\n  flex-direction: column;\n  gap: 1rem;\n  max-height: calc(100vh - var(--pst-header-height));\n  position: sticky;\n  top: var(--pst-header-height);\n\n  @include make-col(3);\n\n  // Borders padding and whitespace\n  padding: 2rem $sidebar-padding-right 1rem 1rem;\n  border-right: 1px solid var(--pst-color-border);\n  background-color: var(--pst-color-background);\n  overflow-y: auto;\n  font-size: var(--pst-sidebar-font-size-mobile);\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    font-size: var(--pst-sidebar-font-size);\n  }\n\n  :focus-visible {\n    border-radius: $focus-ring-radius;\n  }\n\n  // override bootstrap when navlink are displayed in the sidebar\n  .nav-link {\n    font-size: var(--pst-sidebar-font-size-mobile);\n  }\n\n  &.no-sidebar {\n    border-right: 0;\n  }\n\n  &.hide-on-wide {\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  // Headers shouldn't be colored in the sidebars and some extensions add headers\n  h1,\n  h2,\n  h3,\n  h4 {\n    color: var(--pst-color-text-base);\n  }\n\n  .sidebar-primary-items__start,\n  .sidebar-primary-items__end {\n    .sidebar-primary-item {\n      padding: 0.5rem 0;\n    }\n  }\n\n  // Hide the sidebar header items on widescreen since they are visible in the header\n  .sidebar-header-items {\n    display: flex;\n    flex-direction: column;\n\n    .sidebar-header-items__title {\n      font-weight: var(--pst-sidebar-header-font-weight);\n      font-size: var(--pst-sidebar-header-font-size);\n      color: var(--pst-color-text-base);\n      margin-bottom: 0.5rem;\n    }\n\n    // The dropdown toggle for extra links just shows them all instead.\n    .nav-item.dropdown {\n      // On mobile, the dropdown behaves like any other link, no hiding\n      button {\n        display: none;\n      }\n\n      .dropdown-menu {\n        display: flex;\n        flex-direction: column;\n        padding: 0;\n        margin: 0;\n        border: none;\n        background-color: inherit;\n        font-size: inherit;\n\n        .dropdown-item {\n          &:hover,\n          &:focus {\n            // In the mobile sidebar, the dropdown menu is inlined with the\n            // other links, which do not have background-color changes on hover\n            // and focus\n            background-color: unset;\n          }\n        }\n      }\n    }\n\n    .bd-navbar-elements {\n      .nav-link {\n        &:focus-visible {\n          box-shadow: none; // Override Bootstrap\n          outline: $focus-ring-outline;\n          outline-offset: $focus-ring-width;\n        }\n      }\n    }\n\n    // Center header items get displayed vertically, end items are displayed horizontally\n    .sidebar-header-items__center {\n      display: flex;\n      flex-direction: column;\n    }\n\n    // Positioning end items\n    .sidebar-header-items__end {\n      display: flex;\n      align-items: center;\n      gap: 1rem;\n    }\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  .sidebar-primary-items__start {\n    // Add a border on mobile to separate it from the header sidebar area\n    border-top: 1px solid var(--pst-color-border);\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      border-top: none;\n    }\n  }\n\n  .sidebar-primary-items__end {\n    margin-top: auto;\n    margin-bottom: 1em;\n  }\n\n  .list-caption {\n    list-style: none;\n    padding-left: 0;\n\n    // Level 0 TOC heading is put inside the <summary> tag\n    // so let the <summary> tag take up more space\n    li.toctree-l0.has-children {\n      > details {\n        > summary {\n          position: relative;\n          height: auto;\n          width: auto;\n          display: flex;\n          justify-content: space-between;\n          align-items: baseline;\n\n          .toctree-toggle {\n            // Prevent toggle icon from getting squished by summary being a\n            // flexbox\n            flex: 0 0 auto;\n\n            // Make the level 0 chevron icon slightly bigger than descendant\n            // levels\n            .fa-chevron-down {\n              font-size: 1rem;\n            }\n          }\n        }\n      }\n    }\n  }\n\n  li.has-children {\n    $toctree-toggle-width: 30px;\n\n    position: relative;\n\n    > .reference,\n    .caption {\n      margin-right: calc(\n        $toctree-toggle-width + $focus-ring-width\n      ); // keep clear of the toggle icon\n\n      padding-top: 0.25rem; // align caption text with toggle chevron\n    }\n\n    > details {\n      > summary {\n        // Remove browser default toggle icon\n        list-style: none;\n\n        &::-webkit-details-marker {\n          display: none;\n        }\n\n        // The summary element is natively focusable, but delegate the focus state to the toggle icon\n        &:focus-visible {\n          outline: none;\n\n          > .toctree-toggle {\n            outline: $focus-ring-outline;\n            outline-offset: -$focus-ring-width; // Prevent right side of focus ring from disappearing underneath the sidebar's right edge\n          }\n        }\n\n        // Container for expand/collapse chevron icon\n        .toctree-toggle {\n          cursor: pointer;\n\n          // Position it so that it's aligned with the top right corner of the\n          // last positioned element, in this case the li.has-children\n          position: absolute;\n          top: 0;\n          right: 0;\n\n          // Give it dimensions\n          width: $toctree-toggle-width;\n          height: $toctree-toggle-width; // make it square\n\n          // Vertically and horizontally center the icon within the container\n          display: inline-flex;\n          justify-content: center;\n          align-items: center;\n\n          .fa-chevron-down {\n            font-size: 0.75rem;\n          }\n        }\n      }\n\n      // The section is open/expanded, rotate the toggle icon (chevron) so it\n      // points up instead of down\n      &[open] {\n        > summary {\n          .fa-chevron-down {\n            transform: rotate(180deg);\n          }\n        }\n      }\n    }\n  }\n}\n\n/* Between-page links and captions */\nnav.bd-links {\n  margin-right: -$sidebar-padding-right; // align toctree toggle chevrons with right edge of sidebar and allow text to flow closer to the right edge\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: block;\n  }\n\n  ul {\n    display: block;\n    list-style: none;\n\n    // Reduce padding of nested `ul` items a bit\n    ul {\n      padding: 0 0 0 1rem;\n    }\n  }\n\n  li > a {\n    display: block;\n    padding: 0.25rem 0.65rem;\n\n    @include link-sidebar;\n\n    box-shadow: none;\n    margin-right: $focus-ring-width; // prevent the right side focus ring from disappearing under the sidebar right edge\n\n    &.reference.external {\n      &::after {\n        font: var(--fa-font-solid);\n        content: var(--pst-icon-external-link);\n        font-size: 0.75em;\n        margin-left: 0.3em;\n      }\n    }\n  }\n\n  .current > a {\n    @include link-sidebar-current;\n\n    background-color: transparent;\n  }\n\n  // Title\n  p.bd-links__title {\n    font-size: var(--pst-sidebar-header-font-size);\n    font-weight: var(--pst-sidebar-header-font-weight);\n    margin-bottom: 0.5rem;\n  }\n\n  // Toctree captions\n  p.caption {\n    font-weight: var(--pst-sidebar-header-font-weight);\n    position: relative;\n    margin-top: 1.25rem;\n    margin-bottom: 0.5rem;\n    color: var(--pst-color-text-base);\n\n    &:first-child {\n      margin-top: 0;\n    }\n\n    font-size: var(--pst-sidebar-font-size-mobile);\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      font-size: var(--pst-sidebar-font-size);\n    }\n  }\n}\n","// Grid system\n//\n// Generate semantic grid columns with these mixins.\n\n@mixin make-row($gutter: $grid-gutter-width) {\n  --#{$prefix}gutter-x: #{$gutter};\n  --#{$prefix}gutter-y: 0;\n  display: flex;\n  flex-wrap: wrap;\n  // TODO: Revisit calc order after https://github.com/react-bootstrap/react-bootstrap/issues/6039 is fixed\n  margin-top: calc(-1 * var(--#{$prefix}gutter-y)); // stylelint-disable-line function-disallowed-list\n  margin-right: calc(-.5 * var(--#{$prefix}gutter-x)); // stylelint-disable-line function-disallowed-list\n  margin-left: calc(-.5 * var(--#{$prefix}gutter-x)); // stylelint-disable-line function-disallowed-list\n}\n\n@mixin make-col-ready() {\n  // Add box sizing if only the grid is loaded\n  box-sizing: if(variable-exists(include-column-box-sizing) and $include-column-box-sizing, border-box, null);\n  // Prevent columns from becoming too narrow when at smaller grid tiers by\n  // always setting `width: 100%;`. This works because we set the width\n  // later on to override this initial width.\n  flex-shrink: 0;\n  width: 100%;\n  max-width: 100%; // Prevent `.col-auto`, `.col` (& responsive variants) from breaking out the grid\n  padding-right: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  padding-left: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  margin-top: var(--#{$prefix}gutter-y);\n}\n\n@mixin make-col($size: false, $columns: $grid-columns) {\n  @if $size {\n    flex: 0 0 auto;\n    width: percentage(divide($size, $columns));\n\n  } @else {\n    flex: 1 1 0;\n    max-width: 100%;\n  }\n}\n\n@mixin make-col-auto() {\n  flex: 0 0 auto;\n  width: auto;\n}\n\n@mixin make-col-offset($size, $columns: $grid-columns) {\n  $num: divide($size, $columns);\n  margin-left: if($num == 0, 0, percentage($num));\n}\n\n// Row columns\n//\n// Specify on a parent element(e.g., .row) to force immediate children into NN\n// number of columns. Supports wrapping to new lines, but does not do a Masonry\n// style grid.\n@mixin row-cols($count) {\n  > * {\n    flex: 0 0 auto;\n    width: percentage(divide(1, $count));\n  }\n}\n\n// Framework grid generation\n//\n// Used only by Bootstrap to generate the correct number of grid classes given\n// any value of `$grid-columns`.\n\n@mixin make-grid-columns($columns: $grid-columns, $gutter: $grid-gutter-width, $breakpoints: $grid-breakpoints) {\n  @each $breakpoint in map-keys($breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $breakpoints);\n\n    @include media-breakpoint-up($breakpoint, $breakpoints) {\n      // Provide basic `.col-{bp}` classes for equal-width flexbox columns\n      .col#{$infix} {\n        flex: 1 0 0%; // Flexbugs #4: https://github.com/philipwalton/flexbugs#flexbug-4\n      }\n\n      .row-cols#{$infix}-auto > * {\n        @include make-col-auto();\n      }\n\n      @if $grid-row-columns > 0 {\n        @for $i from 1 through $grid-row-columns {\n          .row-cols#{$infix}-#{$i} {\n            @include row-cols($i);\n          }\n        }\n      }\n\n      .col#{$infix}-auto {\n        @include make-col-auto();\n      }\n\n      @if $columns > 0 {\n        @for $i from 1 through $columns {\n          .col#{$infix}-#{$i} {\n            @include make-col($i, $columns);\n          }\n        }\n\n        // `$columns - 1` because offsetting by the width of an entire row isn't possible\n        @for $i from 0 through ($columns - 1) {\n          @if not ($infix == \"\" and $i == 0) { // Avoid emitting useless .offset-0\n            .offset#{$infix}-#{$i} {\n              @include make-col-offset($i, $columns);\n            }\n          }\n        }\n      }\n\n      // Gutters\n      //\n      // Make use of `.g-*`, `.gx-*` or `.gy-*` utilities to change spacing between the columns.\n      @each $key, $value in $gutters {\n        .g#{$infix}-#{$key},\n        .gx#{$infix}-#{$key} {\n          --#{$prefix}gutter-x: #{$value};\n        }\n\n        .g#{$infix}-#{$key},\n        .gy#{$infix}-#{$key} {\n          --#{$prefix}gutter-y: #{$value};\n        }\n      }\n    }\n  }\n}\n\n@mixin make-cssgrid($columns: $grid-columns, $breakpoints: $grid-breakpoints) {\n  @each $breakpoint in map-keys($breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $breakpoints);\n\n    @include media-breakpoint-up($breakpoint, $breakpoints) {\n      @if $columns > 0 {\n        @for $i from 1 through $columns {\n          .g-col#{$infix}-#{$i} {\n            grid-column: auto / span $i;\n          }\n        }\n\n        // Start with `1` because `0` is an invalid value.\n        // Ends with `$columns - 1` because offsetting by the width of an entire row isn't possible.\n        @for $i from 1 through ($columns - 1) {\n          .g-start#{$infix}-#{$i} {\n            grid-column-start: $i;\n          }\n        }\n      }\n    }\n  }\n}\n","/**\n * Secondary sidebar on the right.\n * e.g., in-page table of contents.\n */\n.bd-sidebar-secondary {\n  display: flex;\n  order: 2;\n  flex-shrink: 0;\n  flex-direction: column;\n  position: sticky;\n  top: var(--pst-header-height);\n  max-height: calc(100vh - var(--pst-header-height));\n  padding: 2rem 1rem 1rem;\n  width: var(--pst-sidebar-secondary);\n  font-size: var(--pst-sidebar-font-size-mobile);\n\n  @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n    font-size: var(--pst-sidebar-font-size);\n  }\n\n  // Color and border\n  background-color: var(--pst-color-background);\n  overflow-y: auto;\n}\n\n.sidebar-secondary-item {\n  padding: 0.5rem;\n\n  @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n    border-left: 1px solid var(--pst-color-border);\n    padding-left: 1rem;\n  }\n\n  i {\n    padding-right: 0.5rem;\n  }\n}\n","/*******************************************************************************\n* Rules for the UX/UI of sidebar sliding drawers on mobile\n* Note that this sheet controls styles across many parts of the theme\n* It is aggregated into this one sheet instead of being split across\n* components in order to keep it easier to debug in one place.\n* It is broken up into major sections below.\n*/\n\n/*******************************************************************************\n* Buttons and overlays\n*/\ninput.sidebar-toggle {\n  display: none;\n}\n\n// Background overlays\nlabel.overlay {\n  background-color: black;\n  opacity: 0.5;\n  height: 0;\n  width: 0;\n  position: fixed;\n  top: 0;\n  left: 0;\n  transition: opacity $animation-time ease-out;\n  z-index: $zindex-modal-backdrop;\n}\n\ninput {\n  // Show the correct overlay when its input is checked\n  &#pst-primary-sidebar-checkbox:checked + label.overlay.overlay-primary,\n  &#pst-secondary-sidebar-checkbox:checked + label.overlay.overlay-secondary {\n    height: 100vh;\n    width: 100vw;\n  }\n\n  // Primary sidebar slides in from the left\n  &#pst-primary-sidebar-checkbox:checked ~ .bd-container .bd-sidebar-primary {\n    visibility: visible;\n    margin-left: 0;\n  }\n\n  // Secondary sidebar slides in from the right\n  &#pst-secondary-sidebar-checkbox:checked\n    ~ .bd-container\n    .bd-sidebar-secondary {\n    visibility: visible;\n    margin-right: 0;\n  }\n}\n\n/*******************************************************************************\n* Sidebar drawer behavior\n*/\n\n/**\n * Behavior for sliding drawer elements that will be toggled with an input\n *\n * NOTE: We use this mixin to define the toggle behavior on narrow screens,\n * And the wide-screen behavior of the sections is defined in their own section\n * .scss files.\n */\n@mixin sliding-drawer($side: \"left\") {\n  position: fixed;\n  top: 0;\n  z-index: $zindex-modal;\n  height: 100vh;\n  max-height: 100vh;\n  width: 75%;\n  flex-grow: 0.75;\n  max-width: 350px;\n  transition:\n    visibility $animation-time ease-out,\n    margin $animation-time ease-out;\n  visibility: hidden;\n\n  @if $side == \"right\" {\n    margin-right: -75%;\n    right: 0;\n  } @else {\n    margin-left: -75%;\n    left: 0;\n  }\n}\n\n// Primary sidebar hides/shows at earlier widths\n@include media-breakpoint-up($breakpoint-sidebar-primary) {\n  .sidebar-toggle.primary-toggle {\n    display: none;\n  }\n\n  input#pst-primary-sidebar-checkbox {\n    &:checked + label.overlay.overlay-primary {\n      height: 0;\n      width: 0;\n    }\n  }\n\n  .bd-sidebar-primary {\n    margin-left: 0;\n    visibility: visible;\n  }\n}\n\n.bd-sidebar-primary {\n  @include media-breakpoint-down($breakpoint-sidebar-primary) {\n    @include sliding-drawer(\"left\");\n  }\n}\n\n.bd-sidebar-secondary {\n  @include media-breakpoint-down($breakpoint-sidebar-secondary) {\n    @include sliding-drawer(\"right\");\n  }\n}\n","/**\n * Breadcrumbs for parent pages meant for the article header\n */\nul.bd-breadcrumbs {\n  list-style: none;\n  padding-left: 0;\n  display: flex;\n  flex-wrap: wrap;\n\n  // Font size slightly smaller to avoid cluttering up space too much\n  font-size: 0.8rem;\n\n  li.breadcrumb-item {\n    display: flex;\n    align-items: center;\n\n    // Style should look like heavier in-page links\n    // keeping visited in the default link colour\n    font-weight: bold;\n\n    a {\n      @include link-style-text;\n    }\n\n    // Items that aren't the home have a caret to the left\n    &:not(.breadcrumb-home)::before {\n      font: var(--fa-font-solid);\n      font-size: 0.8rem;\n      content: var(--pst-breadcrumb-divider);\n      color: var(--pst-color-text-muted);\n      padding: 0 0.5rem;\n    }\n  }\n}\n","/**\n * Icon links in the navbar\n */\n\n.pst-navbar-icon {\n  // Extra specificity needed for overrides\n  html & {\n    @include min-hit-area;\n    @include link-style-block;\n\n    display: flex;\n    align-items: center;\n    justify-content: center;\n\n    // Bootstrap overrides\n    border-radius: 0;\n    border: none;\n    font-size: 1rem;\n    line-height: $line-height-body; // Override Boostrap, which defines a separate line-height for buttons\n    padding: $navbar-link-padding-y 0; // Horizontal white space in nav bar between items is controlled via column gap rule on the container.\n\n    // Make the navbar icon links have the same size as the navbar text links\n    height: calc(2 * $navbar-link-padding-y + $line-height-body * 1rem);\n  }\n}\n\nul.navbar-icon-links {\n  display: flex;\n  flex-flow: row wrap;\n  column-gap: 1rem;\n  justify-content: space-evenly;\n  align-items: center;\n  padding-left: 0;\n  margin-bottom: 0;\n  list-style: none;\n\n  // Icons styling\n  i {\n    &.fa-brands,\n    &.fa-regular,\n    &.fa-solid {\n      vertical-align: middle;\n      font-style: normal;\n      font-size: var(--pst-font-size-icon);\n    }\n\n    /* Social media buttons hard-code the brand color */\n    &.fa-square-twitter::before {\n      color: #55acee;\n    }\n\n    &.fa-square-gitlab::before {\n      color: #548;\n    }\n\n    &.fa-bitbucket::before {\n      color: #0052cc;\n    }\n  }\n\n  // Force images to be icon-sized\n  img.icon-link-image {\n    height: 1.5em;\n    border-radius: 0.2rem;\n  }\n\n  .fa-pydata {\n    stroke: var(--pst-color-background);\n    stroke-linejoin: round;\n    stroke-width: 0.35;\n  }\n}\n","/**\n * Logo in the navbar\n */\n\n.navbar-brand {\n  position: relative;\n  height: var(--pst-header-height);\n  max-height: var(--pst-header-height);\n  padding: 0.5rem 0;\n  width: auto;\n  margin: 0;\n  display: flex;\n\n  // Ensure that the logo stays the same length while other content shrinks\n  flex-shrink: 0;\n  align-items: center;\n  gap: 0.5rem;\n\n  // If there's no logo image, we use a p element w/ the site title\n  p {\n    color: var(--pst-color-text-base);\n    margin-bottom: 0;\n  }\n\n  // If there's a logo, it'll be in an img block\n  img {\n    max-width: 100%;\n    height: 100%;\n    width: auto;\n  }\n\n  &:hover,\n  &:visited:hover {\n    @include link-style-hover;\n\n    color: var(--pst-color-text-base);\n  }\n}\n","/**\n * Navigation links in the navbar and icon links\n */\nul.navbar-nav {\n  // Reduce padding of nested `ul` items a bit\n  ul {\n    padding: 0 0 0 1rem;\n  }\n\n  // Navbar links - do not have an underline by default\n  li {\n    display: flex;\n    flex-direction: column;\n\n    a {\n      display: flex;\n      align-items: center;\n      height: 100%;\n      padding-top: $navbar-link-padding-y;\n      padding-bottom: $navbar-link-padding-y;\n\n      @include link-style-text;\n    }\n  }\n}\n","/**\n * The list of in-page TOC links\n */\n.page-toc {\n  .section-nav {\n    padding-left: 0;\n    border-bottom: none;\n\n    ul {\n      padding-left: 1rem;\n    }\n  }\n\n  // override bootstrap settings\n  .nav-link {\n    font-size: var(--pst-sidebar-font-size-mobile);\n\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      font-size: var(--pst-sidebar-font-size);\n    }\n  }\n\n  .onthispage {\n    color: var(--pst-color-text-base);\n    font-weight: var(--pst-sidebar-header-font-weight);\n    margin-bottom: 0.5rem;\n  }\n}\n","/**\n* Previous / Next navigation buttons\n**/\n.prev-next-area {\n  width: 100%;\n\n  p {\n    color: var(--pst-color-text-muted);\n    margin: 0 0.3em;\n    line-height: 1.3em;\n  }\n\n  i {\n    font-size: 1.2em;\n  }\n\n  a {\n    // So that buttons align with icons\n    display: flex;\n    align-items: center;\n    border: none;\n    padding: 10px;\n    max-width: 45%;\n    overflow-x: hidden;\n    color: var(--pst-color-text-muted);\n    text-decoration: none;\n\n    p.prev-next-title {\n      @include link-style-default;\n\n      font-weight: var(--pst-admonition-font-weight-heading);\n      font-size: 1.1em;\n    }\n\n    &:hover,\n    &:visited:hover {\n      p.prev-next-title {\n        @include link-style-hover;\n      }\n    }\n\n    .prev-next-info {\n      flex-direction: column;\n      margin: 0 0.5em;\n\n      .prev-next-subtitle {\n        text-transform: capitalize;\n      }\n    }\n\n    &.left-prev {\n      float: left;\n    }\n\n    &.right-next {\n      float: right;\n\n      div.prev-next-info {\n        text-align: right;\n      }\n    }\n  }\n}\n","/**\n * Search field\n **/\n.bd-search {\n  position: relative;\n  padding-left: 0.5rem;\n  gap: 0.5rem;\n  background-color: var(--pst-color-background);\n  border-radius: $admonition-border-radius;\n  border: 1px solid var(--pst-color-border);\n  color: var(--pst-color-text-base);\n\n  // Background should always be same color regardless of active or not\n  &:active {\n    background-color: var(--pst-color-background);\n    color: var(--pst-color-text-muted);\n  }\n\n  .icon {\n    position: absolute;\n    color: var(--pst-color-border);\n    left: 25px;\n  }\n\n  .fa-solid.fa-magnifying-glass {\n    position: absolute;\n    left: calc((2.5rem - 0.7em) / 2);\n    color: var(--pst-color-text-muted);\n  }\n\n  input {\n    // Inner-text of the search bar\n    &::placeholder {\n      color: var(--pst-color-text-muted);\n    }\n\n    // Remove the little \"x\" that pops up when you start typing\n    &::-webkit-search-cancel-button,\n    &::-webkit-search-decoration {\n      appearance: none;\n    }\n  }\n\n  // Shows off the keyboard shortcuts for the button\n  .search-button__kbd-shortcut {\n    display: flex;\n    position: absolute;\n    right: 0.5rem;\n    color: var(--pst-color-border);\n  }\n}\n\n.form-control {\n  background-color: var(--pst-color-background);\n  color: var(--pst-color-text-base);\n\n  &:focus,\n  &:focus-visible {\n    border: none;\n    background-color: var(--pst-color-background);\n    color: var(--pst-color-text-muted);\n  }\n}\n\n/**\n * Search button - located in the navbar\n */\n\n// Search link icon should be a bit bigger since it is separate from icon links\n.search-button i {\n  font-size: 1.3rem;\n}\n\n// __search-container will only show up when we use the search pop-up bar\n.search-button__search-container,\n.search-button__overlay {\n  display: none;\n}\n\n.search-button__wrapper.show {\n  .search-button__search-container {\n    display: flex;\n\n    // Center in middle of screen just underneath header\n    position: fixed;\n    z-index: $zindex-modal;\n    top: 30%;\n    left: 50%;\n    transform: translate(-50%, -50%);\n    right: 1rem;\n    margin-top: 0.5rem;\n    width: 90%;\n    max-width: 800px;\n  }\n\n  .search-button__overlay {\n    display: flex;\n    position: fixed;\n    z-index: $zindex-modal-backdrop;\n    background-color: black;\n    opacity: 0.5;\n    width: 100%;\n    height: 100%;\n    top: 0;\n    left: 0;\n  }\n\n  form.bd-search {\n    flex-grow: 1;\n    padding-top: 0;\n    padding-bottom: 0;\n  }\n\n  // Font and input text a bit bigger\n  svg,\n  input {\n    font-size: var(--pst-font-size-icon);\n  }\n}\n\n/**\n * The search button component that looks like a field.\n * Lives at components/search-button-field.html\n */\n.search-button-field {\n  $search-button-border-radius: 1.5em;\n\n  display: inline-flex;\n  align-items: center;\n  border: var(--pst-color-border) solid 1px;\n  border-radius: $search-button-border-radius;\n  color: var(--pst-color-text-muted);\n  padding: 0.5em;\n  background-color: var(--pst-color-surface);\n\n  &:hover {\n    box-shadow: 0 0 0 $focus-ring-width var(--pst-color-link-hover);\n  }\n\n  &:focus-visible {\n    border-radius: $search-button-border-radius;\n  }\n\n  // The keyboard shotcut text\n  .search-button__default-text {\n    font-size: var(--bs-nav-link-font-size);\n    font-weight: var(--bs-nav-link-font-weight);\n    margin-right: 0.5em;\n    margin-left: 0.5em;\n  }\n\n  .kbd-shortcut__modifier {\n    font-size: 0.75em;\n  }\n\n  // Ensures that all the text lines up in the middle\n  > * {\n    align-items: center;\n  }\n\n  // Only the icon should be visible on narrow screens\n  > :not(svg) {\n    display: none;\n\n    @include media-breakpoint-up(lg) {\n      display: flex;\n    }\n  }\n}\n","/**\n * The 'Hide Search Matches' button.\n * This only shows up when a person lands on a page after clicking a search result.\n * Clicking it removes the highlighting of the search term from the page.\n * We want it to behave like a button.\n */\ndiv#searchbox {\n  // Leave `#searchbox` rules empty so that it doesn't show at all when it is empty\n  p.highlight-link {\n    margin: 1rem 0;\n    width: fit-content;\n\n    // A bit more margin on wide screens to mimic article behavior\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      margin-left: 2rem;\n    }\n\n    // Put outer shadow on this one so that we can darken the link w/ an inner shadow\n    @include box-shadow;\n\n    // Style the button to look like a Sphinx Design button\n    a {\n      border-radius: 0.25rem;\n      font-size: 1.25rem;\n      padding: 0.75rem;\n      background-color: var(--pst-color-primary);\n      color: var(--pst-color-primary-text);\n      text-decoration: none;\n\n      // The box shadow is inset so that it darkens the button on hover\n      transition: box-shadow 0.25s ease-out;\n\n      &:hover {\n        box-shadow: inset 0 0 50px 50px rgb(0 0 0 / 25%);\n      }\n\n      &::before {\n        content: var(--pst-icon-search-minus);\n        color: unset;\n        font: var(--fa-font-solid);\n        margin-right: 0.5rem;\n      }\n    }\n  }\n}\n","/**\n * Light/dark theme switcher\n */\n\n.theme-switch-button {\n  .theme-switch {\n    display: none;\n\n    &:active {\n      text-decoration: none;\n      color: var(--pst-color-link-hover);\n    }\n\n    .fa-lg {\n      aspect-ratio: 1 / 1;\n    }\n  }\n}\n\n@each $mode in auto, light, dark {\n  html[data-mode=\"#{$mode}\"]\n    .theme-switch-button\n    .theme-switch[data-mode=\"#{$mode}\"] {\n    display: inline; // inline needed for span height to be calculated using inherited font size and line height\n  }\n}\n","button.btn.version-switcher__button {\n  border-color: var(--pst-color-border);\n  color: var(--pst-color-text-base);\n\n  // Add a margin on narrow screens to avoid feeling cramped\n  margin-bottom: 1em;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    margin-bottom: unset;\n  }\n\n  &:hover {\n    box-shadow: 0 0 0 $focus-ring-width var(--pst-color-secondary);\n    border-color: transparent;\n  }\n\n  &:active {\n    color: var(--pst-color-text-base);\n    border-color: var(--pst-color-border);\n  }\n\n  &:focus-visible {\n    border-color: transparent;\n  }\n}\n\n.version-switcher__menu {\n  border-color: var(--pst-color-border);\n  border-radius: var(--bs-dropdown-border-radius);\n\n  a.list-group-item {\n    background-color: var(--pst-color-on-background);\n    color: var(--pst-color-text-base);\n    padding: 0.75rem 1.25rem;\n\n    &:not(:last-child) {\n      border-bottom: 1px solid var(--pst-color-border);\n    }\n\n    &:hover {\n      @include link-style-hover;\n\n      background-color: var(--pst-color-surface);\n    }\n\n    &.active {\n      @include link-sidebar-current;\n\n      position: relative;\n      z-index: 1;\n\n      span::before {\n        content: \"\";\n        width: 100%;\n        height: 100%;\n        position: absolute;\n        z-index: -1;\n        left: 0;\n        top: 0;\n      }\n    }\n\n    &:focus-visible {\n      z-index: 10; // keep focus ring on top (prevent the hover background of the next dropdown item from covering the ring)\n    }\n  }\n}\n\n// Font behavior on mobile\nbutton.version-switcher__button,\n.version-switcher__menu {\n  font-size: 1.1em; // A bit smaller than other menu font\n  z-index: $zindex-modal; // higher than the sidebars\n\n  // Make sure it meets WCAG target size requirement no matter the version\n  // string displayed in the button\n  @include min-hit-area;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    font-size: unset;\n  }\n}\n","/* Collapsing of the TOC sidebar while scrolling */\n\n/* Nav: hide second level (shown on .active) */\n\nnav.page-toc {\n  // A little extra space before the buttons\n  margin-bottom: 1rem;\n}\n\n.bd-toc .nav {\n  .nav {\n    display: none;\n\n    // So we can manually specify a level as visible in the config\n    &.visible {\n      display: block;\n    }\n  }\n\n  > .active > ul {\n    display: block;\n  }\n}\n\n// Each entry of the in-page TOC\n.toc-entry {\n  display: block;\n\n  a > code {\n    color: var(--pst-color-text-muted);\n  }\n\n  a.nav-link {\n    display: block;\n    padding: 0.125rem 0;\n\n    // Padding w/ negative margin so the top TOC item highlight overlaps w/ the TOC border\n    padding-left: 1rem;\n    margin-left: -1rem;\n\n    @include link-sidebar;\n\n    &.active {\n      @include link-sidebar-current;\n\n      background-color: transparent;\n\n      &:hover {\n        color: var(--pst-color-link-hover);\n      }\n    }\n\n    &:focus-visible {\n      border-radius: $focus-ring-radius;\n    }\n  }\n}\n","div.versionadded,\ndiv.versionchanged,\ndiv.deprecated {\n  vertical-align: middle;\n  margin: 1.5625em auto;\n  padding: 0 0.6rem;\n  overflow: hidden;\n\n  /* break-inside has replaced page-break-inside and is widely usable since 2019 */\n  page-break-inside: avoid;\n  break-inside: avoid;\n  border-left: 0.2rem solid;\n  border-color: var(--pst-color-info);\n  border-radius: $admonition-border-radius;\n  background-color: var(--pst-color-on-background);\n\n  @include box-shadow;\n\n  position: relative;\n\n  > p {\n    margin-bottom: 0.6rem;\n    margin-top: 0.6rem;\n  }\n}\n\ndiv.versionadded {\n  border-color: var(--pst-color-success);\n  background-color: var(--pst-color-success-bg);\n}\n\ndiv.versionchanged {\n  border-color: var(--pst-color-warning);\n  background-color: var(--pst-color-warning-bg);\n}\n\ndiv.deprecated {\n  border-color: var(--pst-color-danger);\n  background-color: var(--pst-color-danger-bg);\n}\n\nspan.versionmodified {\n  font-weight: 600;\n\n  &::before {\n    margin-right: 0.6rem;\n    color: var(--pst-color-info);\n    font: var(--fa-font-solid);\n    content: var(--pst-icon-versionmodified-default);\n  }\n}\n\nspan.versionmodified.added {\n  &::before {\n    color: var(--pst-color-success);\n    content: var(--pst-icon-versionmodified-added);\n  }\n}\n\nspan.versionmodified.changed {\n  &::before {\n    color: var(--pst-color-warning);\n    content: var(--pst-icon-versionmodified-changed);\n  }\n}\n\nspan.versionmodified.deprecated {\n  &::before {\n    color: var(--pst-color-danger);\n    content: var(--pst-icon-versionmodified-deprecated);\n  }\n}\n",".sidebar-indices-items {\n  display: flex;\n  flex-direction: column;\n  border-top: 1px solid var(--pst-color-border);\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    border-top: none;\n  }\n\n  .sidebar-indices-items__title {\n    font-weight: var(--pst-sidebar-header-font-weight);\n    font-size: var(--pst-sidebar-header-font-size);\n    color: var(--pst-color-text-base);\n    margin-bottom: 0.5rem;\n  }\n\n  ul.indices-link {\n    margin-right: -1rem;\n    list-style: none;\n    padding: 0;\n\n    li > a {\n      display: block;\n      padding: 0.25rem 0;\n      color: var(--pst-color-text-muted);\n\n      &:hover {\n        color: var(--pst-color-primary);\n        text-decoration: none;\n        background-color: transparent;\n      }\n    }\n  }\n}\n",".bd-sidebar-primary div#rtd-footer-container {\n  position: sticky;\n  bottom: -1rem;\n  margin: -1rem; // ignore sidebar padding\n\n  .rst-versions.rst-badge {\n    position: unset;\n    font-size: 0.9em;\n    font-family: var(--pst-font-family-base);\n    max-width: unset;\n\n    .rst-current-version {\n      display: flex;\n      align-items: center;\n      gap: 0.2rem;\n      height: 2.5rem;\n      transition: background-color 0.2s ease-out;\n      background-color: var(--pst-color-background);\n      color: var(--pst-color-success);\n      border-top: 1px solid var(--pst-color-border);\n    }\n\n    .fa.fa-book {\n      color: var(--pst-color-text-muted);\n      margin-right: auto;\n\n      &::after {\n        color: var(--pst-color-text-base);\n        content: \"Read The Docs\";\n        font-family: var(--pst-font-family-base);\n        font-weight: var(--pst-admonition-font-weight-heading);\n      }\n    }\n\n    .fa.fa-caret-down {\n      color: var(--pst-color-text-muted);\n    }\n  }\n\n  .rst-versions.rst-badge.shift-up {\n    .rst-current-version {\n      border-bottom: 1px solid var(--pst-color-border);\n    }\n  }\n\n  .rst-other-versions {\n    background-color: var(--pst-color-surface);\n    color: var(--pst-color-text-base);\n\n    dl {\n      dd a {\n        color: var(--pst-color-text-muted);\n      }\n    }\n\n    hr {\n      background-color: var(--pst-color-border);\n    }\n\n    small a {\n      color: var(--pst-color-link);\n    }\n\n    input {\n      padding-left: 0.5rem;\n      border: 1px solid var(--pst-color-border);\n      background-color: var(--pst-color-surface);\n    }\n  }\n}\n","/**\n * Admonitions and blocks of styled content.\n * Admonitions CSS originally inspired by https://squidfunk.github.io/mkdocs-material/getting-started/\n */\n$admonition-border-radius: 0.25rem;\n$admonition-left-border-width: 0.2rem;\n\ndiv.admonition,\n.admonition {\n  margin: 1.5625em auto;\n  padding: 0 0.6rem 0.8rem;\n  overflow: hidden;\n\n  /* break-inside has replaced page-break-inside and is widely usable since 2019 */\n  page-break-inside: avoid;\n  break-inside: avoid;\n  border-left: $admonition-left-border-width solid;\n  border-color: var(--pst-color-info);\n  border-radius: $admonition-border-radius;\n  background-color: var(--pst-color-on-background);\n\n  @include box-shadow;\n\n  // Last item should have no spacing since we'll control that w/ padding\n  *:last-child {\n    margin-bottom: 0;\n  }\n\n  // Items after the title should be indented\n  p.admonition-title ~ * {\n    margin-left: 1.4rem;\n    margin-right: 1.4rem;\n  }\n\n  // Lists need to have left margin so they don't spill into it\n  > ol,\n  > ul {\n    margin-left: 1em;\n  }\n\n  // Defaults for all admonitions\n  > .admonition-title {\n    margin: 0 -0.6rem;\n    padding: 0.4rem 0.6rem 0.4rem 2rem;\n    font-weight: var(--pst-admonition-font-weight-heading);\n    position: relative;\n\n    @include legacy-backdrop-placeholder;\n\n    background-color: var(--pst-color-info-bg);\n\n    // now that we use solid colors we want the title on top\n    z-index: 1;\n\n    &::after {\n      position: absolute;\n      left: 0.5rem;\n      width: 1rem;\n      height: 1rem;\n      color: var(--pst-color-info);\n      font: var(--fa-font-solid);\n      line-height: inherit;\n      content: var(--pst-icon-admonition-default);\n      opacity: 1;\n    }\n\n    // Next element after title needs some extra upper-space\n    + * {\n      margin-top: 0.4em;\n    }\n  }\n\n  &.attention {\n    border-color: var(--pst-color-attention);\n\n    > .admonition-title {\n      background-color: var(--pst-color-attention-bg);\n\n      &::after {\n        color: var(--pst-color-attention);\n        content: var(--pst-icon-admonition-attention);\n      }\n    }\n  }\n\n  &.caution {\n    border-color: var(--pst-color-warning);\n\n    > .admonition-title {\n      background-color: var(--pst-color-warning-bg);\n\n      &::after {\n        color: var(--pst-color-warning);\n        content: var(--pst-icon-admonition-caution);\n      }\n    }\n  }\n\n  &.warning {\n    border-color: var(--pst-color-warning);\n\n    > .admonition-title {\n      background-color: var(--pst-color-warning-bg);\n\n      &::after {\n        color: var(--pst-color-warning);\n        content: var(--pst-icon-admonition-warning);\n      }\n    }\n  }\n\n  &.danger {\n    border-color: var(--pst-color-danger);\n\n    > .admonition-title {\n      background-color: var(--pst-color-danger-bg);\n\n      &::after {\n        color: var(--pst-color-danger);\n        content: var(--pst-icon-admonition-danger);\n      }\n    }\n  }\n\n  &.error {\n    border-color: var(--pst-color-danger);\n\n    > .admonition-title {\n      background-color: var(--pst-color-danger-bg);\n\n      &::after {\n        color: var(--pst-color-danger);\n        content: var(--pst-icon-admonition-error);\n      }\n    }\n  }\n\n  &.hint {\n    border-color: var(--pst-color-success);\n\n    > .admonition-title {\n      background-color: var(--pst-color-success-bg);\n\n      &::after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-hint);\n      }\n    }\n  }\n\n  &.tip {\n    border-color: var(--pst-color-success);\n\n    > .admonition-title {\n      background-color: var(--pst-color-success-bg);\n\n      &::after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-tip);\n      }\n    }\n  }\n\n  &.important {\n    border-color: var(--pst-color-attention);\n\n    > .admonition-title {\n      background-color: var(--pst-color-attention-bg);\n\n      &::after {\n        color: var(--pst-color-attention);\n        content: var(--pst-icon-admonition-important);\n      }\n    }\n  }\n\n  &.note {\n    border-color: var(--pst-color-info);\n\n    > .admonition-title {\n      background-color: var(--pst-color-info-bg);\n\n      &::after {\n        color: var(--pst-color-info);\n        content: var(--pst-icon-admonition-note);\n      }\n    }\n  }\n\n  &.seealso {\n    border-color: var(--pst-color-success);\n\n    > .admonition-title {\n      background-color: var(--pst-color-success-bg);\n\n      &::after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-seealso);\n      }\n    }\n  }\n\n  &.admonition-todo {\n    border-color: var(--pst-color-secondary);\n\n    > .admonition-title {\n      background-color: var(--pst-color-secondary-bg);\n\n      &::after {\n        color: var(--pst-color-secondary);\n        content: var(--pst-icon-admonition-todo);\n      }\n    }\n  }\n\n  /**\n   * Special-case for a `sidebar` class that makes the admonition float to\n   * the right like the {sidebar} directive.\n   */\n  &.sidebar {\n    max-width: 40%;\n    float: right;\n    clear: both;\n    margin-left: 0.5rem;\n    margin-top: 0;\n\n    // Undo the .sidebar directive border\n    border-width: 0 0 0 $admonition-left-border-width;\n\n    // TODO: these semantic-color-names border-color rules might no longer be\n    //       needed when we drop support for Sphinx 4 / docutils 0.17\n    &.attention,\n    &.important {\n      border-color: var(--pst-color-attention);\n    }\n\n    &.caution,\n    &.warning {\n      border-color: var(--pst-color-warning);\n    }\n\n    &.danger,\n    &.error {\n      border-color: var(--pst-color-danger);\n    }\n\n    &.hint,\n    &.tip,\n    &.seealso {\n      border-color: var(--pst-color-success);\n    }\n\n    &.note,\n    &.todo {\n      border-color: var(--pst-color-info);\n    }\n\n    // No inner margin since we have less horizontal space w/ the sidebar\n    p.admonition-title ~ * {\n      margin-left: 0;\n      margin-right: 0;\n    }\n  }\n}\n\n/**************************************************************\n * Similar content blocks that are not technically admonitions.\n */\n\n/**\n * Topics and the {contents} directive\n */\n// Docutils <= 0.17\ndiv.topic,\ndiv.topic.contents,\n// Docutils >= 0.18\nnav.contents,\naside.topic {\n  display: flex;\n  flex-direction: column;\n  background-color: var(--pst-color-surface);\n  border-color: var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n  padding: 1rem 1.25rem;\n\n  @include box-shadow;\n\n  .topic-title {\n    margin: 0 0 0.5rem;\n  }\n\n  // Over-ride text color to ensure enough contrast\n  p {\n    color: var(--pst-color-on-surface) !important;\n  }\n\n  // Over-ride large default padding\n  ul.simple {\n    padding-left: 1rem;\n\n    ul {\n      // So that sub-lists will have a bit less padding\n      padding-left: 2em;\n    }\n  }\n}\n\n/**\n * Sidebar directive\n */\naside.sidebar {\n  border: 1px solid var(--pst-color-border);\n  background-color: var(--pst-color-surface);\n  border-radius: $admonition-border-radius;\n\n  // to match the admonition-styled sidebars:\n  margin-left: 0.5rem;\n  padding: 0;\n\n  > *:last-child {\n    padding-bottom: 1rem;\n  }\n\n  p.sidebar-title {\n    position: relative;\n    margin-bottom: 0;\n    padding-top: 0.5rem;\n    padding-bottom: 0.5rem;\n    border-bottom: 1px solid var(--pst-color-border);\n    font-family: var(--pst-font-family-heading);\n    font-weight: var(--pst-admonition-font-weight-heading);\n  }\n\n  // Add margin to the first non-`.sidebar-title` item\n  > *:not(.sidebar-title):first-child,\n  > p.sidebar-title + * {\n    margin-top: 1rem;\n  }\n\n  > * {\n    padding-left: 1rem;\n    padding-right: 1rem;\n  }\n}\n\n/**\n * Rubrics look kind of like section headers\n */\np.rubric {\n  display: flex;\n  flex-direction: column;\n}\n\n/**\n * Seealso is kind of like a vertically-collapsed admonition\n */\n.seealso dd {\n  margin-top: 0;\n  margin-bottom: 0;\n}\n","/**\n * Miscellaneous color functions and mixins\n**/\n\n@use \"sass:list\";\n@use \"sass:map\";\n@use \"sass:meta\";\n@use \"sass:math\";\n@use \"sass:string\";\n\n// We must add ::before pseudo-element to some theme components (such as admonitions)\n// because users were instructed to customize the background color this way.\n@mixin legacy-backdrop-placeholder {\n  &::before {\n    content: \"\";\n    width: 100%;\n    height: 100%;\n    position: absolute;\n    left: 0;\n    top: 0;\n    z-index: -1;\n\n    // So that hovering over the text within background is still possible.\n    // Otherwise the background overlays the text and you cannot click or select easily.\n    // ref: https://developer.mozilla.org/en-US/docs/Web/CSS/pointer-events\n    pointer-events: none;\n  }\n}\n\n/**\n* Function to get items from nested maps\n*/\n// @param {Map} $map - Map\n// @param {Arglist} $keys - Keys to fetc\n// @return {*}\n@function map-deep-get($map, $keys...) {\n  @each $key in $keys {\n    $map: map.get($map, $key);\n  }\n\n  @return $map;\n}\n\n/**\n  * Function to check if the color needs converting to a \"color\" type\n  * if it is a string we cannot use other color manipulation functions\n  * It is used to create the sphinx-design colours as these are often interpolated\n  */\n// @param {String/Color} $color - Color definition from map\n// @return {Color} - Color type (in hex)\n@function check-color($color) {\n  @if meta.type-of($color) == string {\n    $color: from-hex($color);\n  }\n\n  @return $color;\n}\n\n/**\n  * Function to convert the string representation of a color to a color type (hex)\n  */\n// @param {String} $string - String representation of a color\n@function from-hex($string) {\n  $string-lower: string.to-lower-case($string);\n  $r: \"\";\n  $g: \"\";\n  $b: \"\";\n  $hex: \"0\" \"1\" \"2\" \"3\" \"4\" \"5\" \"6\" \"7\" \"8\" \"9\" \"a\" \"b\" \"c\" \"d\" \"e\" \"f\";\n  $length: string.length($string);\n  $max: if($length == 4, 1, 2);\n\n  // Check for length accuracy\n  @if $length != 4 and $length != 7 {\n    @return $string;\n  }\n\n  // Loop from the second character (omitting #)\n  @for $i from 2 through $length {\n    $c: string.slice($string-lower, $i, $i);\n\n    // If wrong character, return\n    @if not list.index($hex, $c) {\n      @return $string;\n    }\n\n    @if string.length($r) < $max {\n      $r: $r + $c;\n    } @else if string.length($g) < $max {\n      $g: $g + $c;\n    } @else if string.length($b) < $max {\n      $b: $b + $c;\n    }\n  }\n\n  @if $length == 4 {\n    $r: $r + $r;\n    $g: $g + $g;\n    $b: $b + $b;\n  }\n\n  @return rgb(hex-to-dec($r), hex-to-dec($g), hex-to-dec($b));\n}\n\n@function hex-to-dec($string) {\n  $hex: \"0\" \"1\" \"2\" \"3\" \"4\" \"5\" \"6\" \"7\" \"8\" \"9\" \"a\" \"b\" \"c\" \"d\" \"e\" \"f\";\n  $string: string.to-lower-case($string);\n  $length: string.length($string);\n  $dec: 0;\n\n  @for $i from 1 through $length {\n    $factor: 1 + (15 * ($length - $i));\n    $index: list.index($hex, string.slice($string, $i, $i));\n    $dec: $dec + $factor * ($index - 1);\n  }\n\n  @return $dec;\n}\n","// Style API docs from sphinx' autodoc / autosummary\n\n/*******************************************************************************\n* Styling for field lists\n*/\n\n/* grey highlighting of 'parameter' and 'returns' field */\ntable.field-list {\n  border-collapse: separate;\n  border-spacing: 10px;\n  margin-left: 1px;\n\n  th.field-name {\n    padding: 1px 8px 1px 5px;\n    white-space: nowrap;\n    background-color: var(--pst-color-surface);\n  }\n\n  /* italic font for parameter types */\n  td.field-body {\n    p {\n      font-style: italic;\n\n      > strong {\n        font-style: normal;\n      }\n    }\n\n    /* reduced space around parameter description */\n    blockquote {\n      border-left: none;\n      margin: 0 0 0.3em;\n      padding-left: 30px;\n    }\n  }\n}\n\n/*******************************************************************************\n* Styling for autosummary tables\n*/\n\n.table.autosummary {\n  // The first column (with the signature) should not wrap\n  td:first-child {\n    white-space: nowrap;\n  }\n}\n\n/* overriding basic.css to use our own monospace font */\n.sig {\n  font-family: var(--pst-font-family-monospace);\n}\n\n/* C++ specific styling - overriding the basic.css to avoid custom colors */\n\n.sig-inline.c-texpr,\n.sig-inline.cpp-texpr {\n  font-family: unset;\n}\n\n.sig.c .k,\n.sig.c .kt,\n.sig.cpp .k,\n.sig.cpp .kt {\n  color: var(--pst-color-text-base);\n}\n\n.sig.c .m,\n.sig.cpp .m {\n  color: var(--pst-color-text-base);\n}\n\n.sig.c .s,\n.sig.c .sc,\n.sig.cpp .s,\n.sig.cpp .sc {\n  color: var(--pst-color-text-base);\n}\n\n// addition\n\n// .sig.c .sig-name .n,\n// .sig.cpp .sig-name .n {\n//   color: var(--pst-color-inline-code);\n// }\n\n.sig-name {\n  color: var(--pst-color-inline-code);\n}\n\n.sig-param .o,\n.sig-param .default_value {\n  color: var(--pst-color-text-muted);\n  font-weight: normal;\n}\n\n// change target color for dark theme\ndt:target,\nspan.highlighted {\n  background-color: var(--pst-color-target);\n}\n\n.viewcode-back {\n  font-family: var(--pst-font-family-base);\n}\n\n.viewcode-block:target {\n  border-top: 1px solid var(--pst-color-border);\n  border-bottom: 1px solid var(--pst-color-border);\n  position: relative;\n  background-color: var(--pst-color-target);\n}\n\ndl > dt > a:has(.viewcode-link) {\n  // Sphinx applies a `float:right` rule to the .viewcode-line span, which\n  // exposes a browser glitch in the focus ring. It seems the browser creates\n  // two separate boxes, an empty box where the anchor element gets laid out and\n  // then another box around the anchor's contents that have been floated right.\n  // Firefox draws the focus ring around the empty anchor element box. Chrome\n  // draws two focus rings: one around the empty anchor and one around the\n  // floated-right element. To fix the glitch, we apply the float rule on the\n  // parent rather than the child.\n  float: right;\n\n  .viewcode-link {\n    float: none;\n  }\n}\n\n/*******************************************************************************\n* Styling for autosummary titles like \"parameters\" and \"returns\"\n*/\n\n// the API selector\n// from https://github.com/pradyunsg/furo/blob/main/src/furo/assets/styles/content/_api.sass#L6)\ndl[class]:not(.option-list, .field-list, .footnote, .glossary, .simple) {\n  // increase margin bottom after the dl elements\n  margin-bottom: 3rem;\n\n  dd {\n    margin-left: 2rem;\n\n    // Fix until this will be solved to Sphinx https://github.com/sphinx-doc/sphinx/issues/10815\n    & > dl.simple > dt {\n      display: flex;\n    }\n  }\n\n  dl.field-list {\n    display: grid;\n    grid-template-columns: unset;\n  }\n\n  dt.field-odd,\n  dt.field-even {\n    margin-top: 0.2rem;\n    margin-bottom: 0.1rem;\n    background-color: var(--pst-color-surface);\n  }\n}\n","/**\n * Code block styling\n * Note that we inherit a lot of styling from Bootstrap so not many rules here.\n */\n\n// General code block behavior\n// Unset bootstrap behavior\ndiv[class*=\"highlight-\"],\ndiv.highlight,\ndiv.literal-block-wrapper {\n  display: flex;\n  flex-direction: column;\n  width: unset;\n  border-radius: $admonition-border-radius;\n  break-inside: avoid;\n}\n\n// Code blocks with captions\n// There's a wrapper when the code block has a title\ndiv.literal-block-wrapper {\n  border: 1px solid var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n\n  // This is where the title goes\n  div.code-block-caption {\n    margin: 0;\n    border-bottom: 1px solid var(--pst-color-border);\n    padding: 0.5rem;\n    font-size: 1rem;\n    font-weight: var(--pst-font-weight-caption);\n\n    a.headerlink {\n      font-size: inherit;\n    }\n  }\n\n  // Remove the upper border radius since we want it to connect with the title\n  // Remove the box shadow so the wrapper gets the shadow instead\n  div[class*=\"highlight-\"] {\n    margin: 0;\n    border-radius: 0;\n\n    pre {\n      border: none;\n      box-shadow: none;\n    }\n  }\n}\n\n/**\n * In-line code\n */\ncode.literal {\n  padding: 0.1rem 0.25rem;\n  background-color: var(--pst-color-surface);\n  border: 1px solid var(--pst-color-border);\n  border-radius: 0.25rem;\n}\n\na > code {\n  color: var(--pst-color-inline-code-links);\n}\n\n// Fix for Sphinx's \"highlight\" directive - this is an issue with our accessible pygments theme\n// and the colour we are using for the background of the code blocks.\nhtml[data-theme=\"light\"] .highlight .nf {\n  color: #0078a1 !important;\n}\n\n// Minimum opacity needed for linenos to be WCAG AA conformant\nspan.linenos {\n  opacity: 0.8 !important;\n}\n","figure > a,\nfigure > a > img,\nfigure > img,\nfigure > video {\n  display: block;\n  margin-left: auto;\n  margin-right: auto;\n}\n\nfigure {\n  a.headerlink {\n    // So that header link doesn't push caption to be off-center.\n    position: absolute;\n    font-size: inherit;\n  }\n\n  // Default headerlink hover doesn't trigger on figures\n  &:hover a.headerlink {\n    visibility: visible;\n  }\n\n  figcaption {\n    font-family: var(--pst-font-family-heading);\n    font-weight: var(--pst-font-weight-caption);\n    color: var(--pst-color-text-muted);\n    margin-left: auto;\n    margin-right: auto;\n    margin-top: 0.3rem;\n    text-align: center;\n\n    & > p:last-child {\n      // Don't add extra margin to already existing figure bottom margin\n      margin-bottom: 0;\n    }\n\n    p {\n      text-align: start;\n      display: inline-block;\n    }\n\n    table.table {\n      width: fit-content;\n      margin-left: auto;\n      margin-right: auto;\n    }\n  }\n}\n","// For consistency, add bracket around footnotes/citations which are\n// cited more than once. E.g. [Newton](1,2) instead of Newton(1,2)\ndt.label > span.brackets:not(:only-child)::before {\n  content: \"[\";\n}\n\ndt.label > span.brackets:not(:only-child)::after {\n  content: \"]\";\n}\n\n// Make footnote as a superscript\na.footnote-reference {\n  vertical-align: super;\n  font-size: small;\n}\n\n// Docutils 0.18 uses an `aside.footnote` container with different internal structure\naside.footnote {\n  margin-bottom: 0.5rem;\n\n  &:last-child {\n    margin-bottom: 1rem;\n  }\n\n  span.label,\n  span.backrefs {\n    font-weight: bold;\n  }\n\n  &:target {\n    background-color: var(--pst-color-target);\n  }\n}\n","/**\n * Hacky fixes that don't fit cleanly into other sections\n */\n\n// Ensure user highlighting/selecting behaves properly\n// From https://stackoverflow.com/a/34372191\ntable.highlighttable td.linenos,\nspan.linenos,\ndiv.doctest > div.highlight span.gp {\n  /* gp: Generic.Prompt */\n  user-select: none;\n}\n","// Override bootstrap by restoring the basic theme default.\ndd {\n  margin-top: 3px;\n  margin-bottom: 10px;\n  margin-left: 30px;\n}\n\nol,\nul {\n  padding-inline-start: 2rem;\n\n  li > p:first-child {\n    margin-bottom: 0.25rem;\n    margin-top: 0.25rem;\n  }\n}\n","// GitHub blockquote style\nblockquote {\n  padding: 1em;\n  color: var(--pst-color-text-muted);\n  border-left: 0.25em solid var(--pst-color-blockquote-notch);\n  border-radius: $admonition-border-radius;\n  position: relative;\n\n  p {\n    color: var(--pst-color-text-base);\n  }\n\n  // remove padding from included line-block to avoid duplication\n  .line-block {\n    margin: 0;\n  }\n\n  // remove margin bottom for the last p\n  p:last-child {\n    margin-bottom: 0;\n  }\n\n  @include legacy-backdrop-placeholder;\n\n  background-color: var(--pst-color-surface);\n\n  // Ensure there is enough contrast against the background\n  a {\n    color: var(--pst-color-inline-code-links);\n  }\n\n  // hack to make the text in the blockquote selectable\n  &::before {\n    z-index: -1;\n  }\n}\n","/**\n * Span-level styling within content\n */\n\nspan.guilabel {\n  border: 1px solid var(--pst-color-info);\n  font-size: 80%;\n  font-weight: 700;\n  border-radius: 4px;\n  padding: 2.4px 6px;\n  margin: auto 2px;\n  position: relative;\n\n  @include legacy-backdrop-placeholder;\n\n  background-color: var(--pst-color-info-bg);\n}\n\na.reference.download::before {\n  content: var(--pst-icon-download);\n  font: var(--fa-font-solid);\n  font-size: 0.8em;\n  padding: 0 0.25em;\n  color: var(--pst-color-text-muted);\n}\n","/**\n * Tables\n */\n\ntable {\n  // default to table-center\n  margin-left: auto;\n  margin-right: auto;\n\n  &.table-right {\n    margin-right: 0;\n  }\n\n  &.table-left {\n    margin-left: 0;\n  }\n}\n\n// customize table caption from bootstrap\n// to display them on top and centered\ntable caption {\n  text-align: center;\n  caption-side: top;\n  color: var(--pst-color-text-muted);\n}\n\n// MyST Markdown tables use these classes to control alignment\nth,\ntd {\n  &.text-left {\n    text-align: left;\n  }\n\n  &.text-right {\n    text-align: right;\n  }\n\n  &.text-center {\n    text-align: center;\n  }\n}\n\n// override bootstrap table colors\n.table {\n  @include table-colors;\n\n  --bs-table-bg: transparent; // background\n  --bs-table-color: var(\n    --pst-color-text-base\n  ); // ensure text and bullets are visible\n}\n\n.pst-scrollable-table-container {\n  // Put a horizontal scrollbar just below tables that are too wide to fit\n  // within the main column\n  overflow-x: auto;\n}\n","/**\n * Style the toctree component in pages (avoid modifying the navbars)\n */\n.toctree-wrapper {\n  p.caption {\n    font-size: 1.5em;\n    margin-bottom: 0;\n  }\n\n  & > ul {\n    padding-left: 0;\n  }\n\n  li[class^=\"toctree-l\"] {\n    list-style: none;\n    margin-bottom: 0.2em;\n\n    & > a {\n      list-style: none;\n      font-size: 1.1em;\n    }\n\n    & > ul {\n      list-style: none;\n      padding-inline-start: 1.5em;\n    }\n  }\n\n  // slightly bigger font for l1\n  .toctree-l1 > a {\n    font-size: 1.3em;\n  }\n}\n\ndiv.topic.contents,  // Docutils <= 0.17\nnav.contents  // Docutils >= 0.18\n{\n  // Style similarly to toctree\n  ul.simple {\n    list-style: none;\n    padding-left: 0;\n  }\n}\n","/**\n * Mathematics via MathJax.\n *\n * This is designed for MathJax v3\n * ref: https://www.sphinx-doc.org/en/master/usage/extensions/math.html#module-sphinx.ext.mathjax\n */\n\n// Applies to all math elements\nspan.math,\ndiv.math {\n  align-items: center;\n  display: flex;\n  max-width: 100%;\n\n  // This will be over-ridden for the y-direction and divs\n  overflow: hidden;\n}\n\n// Inline-only\nspan.math {\n  display: inline-flex;\n}\n\n// Block-level only\ndiv.math {\n  gap: 0.5em;\n\n  // So that the eqno shows up after the equation\n  flex-direction: row-reverse;\n\n  // The equation number / link\n  span.eqno a.headerlink {\n    position: relative;\n    font-size: 1em;\n  }\n\n  // The math container\n  mjx-container {\n    flex-grow: 1;\n    padding-bottom: 0.2rem;\n    overflow: auto;\n\n    // Set height to 0 so that it does not cause scrollbars to appear\n    // ref: https://github.com/mathjax/MathJax/issues/2521\n    mjx-assistive-mml {\n      height: 0;\n    }\n  }\n}\n","/**\n * ABlog\n * ref: https://ablog.readthedocs.io/\n */\n\n/**\n * Sidebar template components\n */\n.ablog-sidebar-item {\n  h2,\n  h3 {\n    font-size: var(--pst-sidebar-header-font-size);\n\n    // Remove unnecessary vertical whitespace\n    margin-top: 0.5rem;\n\n    // The headers are all links, but this makes them hard to parse\n    // So we change the colors to make them look like headers\n    a {\n      color: var(--pst-color-text-base);\n    }\n  }\n\n  ul {\n    // No bullet points for the primary sidebar items\n    list-style: none;\n    padding-left: 0;\n\n    // Otherwise a scrollbar randomly shows up\n    overflow-y: hidden;\n\n    // List of recent post items\n    display: flex;\n    flex-direction: column;\n    gap: 0.5em;\n    margin-bottom: 0;\n\n    // The ablog cloud should move horizontally\n    &.ablog-cloud {\n      flex-flow: row wrap;\n      gap: 0.5rem;\n\n      // Vertical-align tag clouds\n      li {\n        // Center the tag cloud items\n        display: flex;\n        align-items: center;\n      }\n    }\n  }\n}\n\n/**\n * Previous / next buttons at the bottom\n */\n.ablog__prev-next {\n  font-size: 1.2em;\n  display: flex;\n  padding: 1rem 0;\n\n  // The bottom previous / next arrows\n  > span {\n    // To ensure that the whole thing fits on one line even if there are long titles\n    display: flex;\n    max-width: 45%;\n\n    // Links within each span have the collection of icon + text\n    a {\n      display: flex;\n      align-items: center;\n      margin-left: auto;\n      gap: 1rem;\n      line-height: 1.5rem;\n\n      i::before {\n        color: var(--pst-color-text-base);\n      }\n    }\n  }\n\n  // The first span is for the previous page and aligns to the left\n  span.ablog__prev {\n    i.fa-arrow-circle-left::before {\n      content: var(--pst-icon-angle-left);\n    }\n  }\n\n  // The second span is just an empty space so we remove it because we're\n  // positioning with flex\n  span.ablog__spacer {\n    display: none;\n  }\n\n  // The third span is aligned to the right\n  span.ablog__next {\n    margin-left: auto;\n    text-align: right;\n\n    i.fa-arrow-circle-right::before {\n      content: var(--pst-icon-angle-right);\n    }\n  }\n}\n\n/**\n * {postlist} directive and posts page\n */\n.ablog__collection,\n.postlist {\n  padding-left: 0;\n\n  .ablog-post {\n    list-style: none;\n\n    // Post metadata tags (author, links ,etc) should be a bit smaller\n    .ablog-archive {\n      display: flex;\n      flex-flow: row wrap;\n      gap: 1rem;\n      list-style: none;\n      font-size: 0.75rem;\n      padding-left: 0;\n    }\n\n    // Title line should be a bit bigger and bold to stand out\n    .ablog-post-title {\n      margin-top: 0;\n      font-size: 1.25rem;\n\n      a {\n        font-weight: bold;\n      }\n    }\n\n    // Read more button should be a bit bigger\n    .ablog-post-expand {\n      margin-bottom: 0.5rem;\n    }\n  }\n}\n","/**\n * Special cases for Bootstrap functionality\n */\n\n// Bootstrap adds margin to their general container class. However, sphinx/docutils\n// can also generate output with the container class, but in those cases we should\n// not add the margin from bootstrap. Same for max-width.\n.docutils.container {\n  padding-left: unset;\n  padding-right: unset;\n  margin-left: unset;\n  margin-right: unset;\n  max-width: unset;\n  width: unset;\n}\n\n.btn {\n  --bs-btn-focus-box-shadow: #{$btn-focus-box-shadow};\n}\n","/**\n * Sphinx Copybutton\n * ref: https://sphinx-copybutton.readthedocs.io/\n */\n\ndiv.highlight button.copybtn {\n  // Nicer spacing\n  display: flex;\n  align-items: center;\n  justify-content: center;\n\n  // Don't over-ride the success color\n  &:not(.success) {\n    color: var(--pst-color-muted);\n  }\n\n  border: none;\n  background-color: var(--pst-color-surface);\n\n  &:hover {\n    &:not(.success) {\n      color: var(--pst-color-text);\n      background-color: var(--pst-color-shadow);\n    }\n  }\n\n  // Tooltip styling\n  &.o-tooltip--left::after {\n    color: var(--pst-color-text);\n    background-color: var(--pst-color-surface);\n  }\n\n  &:focus {\n    // For keyboard users, make the copy button visible when focussed.\n    opacity: 1;\n  }\n\n  &:focus-visible {\n    outline: $focus-ring-outline;\n  }\n}\n\ndiv.highlight:has(button.copybtn) {\n  // Make sure the code block has enough height for the copy button.\n  // Sphinx-copybutton sets 0.3em top offset plus 1.7em height:\n  // https://github.com/executablebooks/sphinx-copybutton/blob/master/sphinx_copybutton/_static/copybutton.css\n  min-height: 2em;\n}\n","// adapt ethical ad to the theme\n#ethical-ad-placement {\n  .ethical-sidebar a,\n  .ethical-sidebar a:visited,\n  .ethical-sidebar a:hover,\n  .ethical-sidebar a:active,\n  .ethical-footer a,\n  .ethical-footer a:visited,\n  .ethical-footer a:hover,\n  .ethical-footer a:active {\n    color: var(--pst-color-text-base);\n  }\n\n  .ethical-sidebar,\n  .ethical-footer {\n    background-color: var(--pst-color-background);\n    border: 1px solid var(--pst-color-border);\n    border-radius: 5px;\n    color: var(--pst-color-text-base);\n    font-size: 14px;\n    line-height: 20px;\n  }\n}\n","/**\n * Styles for various Sphinx execution libraries.\n * For now, where these define output sections, we simply revert their background\n * to be a \"light theme\" background. This ensures that inputs/outputs behave similarly,\n * because the CSS is often controlled by each package.\n * In the future, we might add dark theme support for specific packages.\n */\n\n/******************************************************************************\n * Jupyter Sphinx\n */\n\n.bd-content div.jupyter_container {\n  // We don't want borders around the whole container, just around code cells\n  border: none;\n  background-color: unset;\n  box-shadow: none;\n\n  // Code cells should have the same style as our other code objects\n  div.output,\n  div.highlight {\n    border-radius: 0.25rem;\n  }\n\n  div.highlight {\n    background-color: var(--pst-color-surface);\n  }\n\n  // Ensure the style is the same as our code cells. Jupyter Sphinx makes it tiny.\n  .cell_input,\n  .cell_output {\n    border-radius: 0.25rem;\n\n    pre {\n      padding: 1rem;\n    }\n  }\n}\n","/* Styles for graphviz generated output from Sphinx */\n\n/* Style the inheritance diagram such that it has a dark mode */\nhtml[data-theme=\"dark\"] div.graphviz > object.inheritance {\n  filter: brightness(0.8) invert(0.82) contrast(1.2);\n  color-scheme: normal;\n}\n","/**\n * Special-cases for packages in the PyData ecosystem\n */\n\n// xarray output display in bootstrap\n.xr-wrap[hidden] {\n  display: block !important;\n}\n\n// ipywidgets\n.jp-OutputArea-output.lm-Widget {\n  // override overflow:hidden rule from Lumino (.lm-Widget) to allow scrolling\n  overflow: auto;\n}\n","/*******************************************************************************\n * Special-cases for the sphinx-design library, mainly to make it compatible\n * with the dark/light themes of pydata-sphinx-theme.\n *\n * NOTE: sphinx-design uses !important quite liberally, so here we must do the\n * same for our overrides to have any effect.\n */\n@use \"../variables/color\" as pst-color;\n@use \"sass:color\";\n@use \"sass:map\";\n@use \"sass:meta\";\n@use \"sass:string\";\n\n/*******************************************************************************\n  * Color and variables\n  *\n  * This is a list of the semantic color names from sphinx-design (we only\n  * need to override variables that sphinx-design has actually defined).\n  * https://github.com/executablebooks/sphinx-design/blob/9226a12a/style/_colors.scss#L31-L43\n  */\n$sd-semantic-color-names: (\n  \"primary\",\n  \"secondary\",\n  \"success\",\n  \"info\",\n  \"warning\",\n  \"danger\",\n  \"light\",\n  \"muted\",\n  \"dark\",\n  \"black\",\n  \"white\"\n);\n\n/**\n  * Here we create some extra --pst-color-* variables and use\n  * them to override the value of the corresponding sphinx-design variables.\n  * This is easier than re-writing the sphinx-design rules. Even easier would be\n  * directly assigning our values to the --sd-color-* variables, but then our\n  * downstream users couldn't override *our* colors and have it affect buttons\n  * and badges.\n  *\n  * First, define the extra keys needed to cover the full range of semantic\n  * color names used in sphinx-design, then merge them with the names we\n  * already define for our own needs.\n  * see https://sphinx-design.readthedocs.io/en/latest/css_variables.html\n  */\n$extra-semantic-colors: (\n  \"white\": $foundation-white,\n  \"light\": (\n    light: $foundation-light-gray,\n    bg-light: color.scale($foundation-light-gray, $lightness: 30%),\n    dark: $foundation-light-gray,\n    bg-dark: color.scale($foundation-light-gray, $lightness: -30%),\n  ),\n  \"muted\": (\n    light: $foundation-muted-gray,\n    bg-light: color.scale($foundation-muted-gray, $lightness: 30%),\n    dark: $foundation-light-gray,\n    bg-dark: color.scale($foundation-muted-gray, $lightness: -30%),\n  ),\n  \"dark\": $foundation-dark-gray,\n  \"black\": $foundation-black,\n);\n$all-colors: map.merge($pst-semantic-colors, $extra-semantic-colors);\n\n@mixin create-sd-colors($value, $name) {\n  // define the pst variables, so that downstream user overrides will work\n  --pst-color-#{$name}: #{$value};\n\n  // we are now using a11y-combination to calculate the text color - this is based\n  // on the WCAG color contrast guidelines\n  --pst-color-#{$name}-text: #{a11y-combination($value)};\n\n  // TODO: highlight seems to be used for buttons @trallard to fix on a11y follow-up work\n  --pst-color-#{$name}-highlight: #{color.adjust($value, $lightness: -15%)};\n\n  // override the sphinx-design variables\n  --sd-color-#{$name}: var(--pst-color-#{$name});\n  --sd-color-#{$name}-text: var(--pst-color-#{$name}-text);\n\n  // TODO: highlight seems to be used for buttons @trallard to fix on a11y follow-up work\n  --sd-color-#{$name}-highlight: var(--pst-color-#{$name}-highlight);\n}\n\n// Now we override the --sd-color-* variables.\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    // check if this color is defined differently for light/dark\n    @each $name in $sd-semantic-color-names {\n      $definition: map.get($all-colors, $name);\n\n      @if meta.type-of($definition) == map {\n        @each $key, $value in $definition {\n          @if string.index($key, $mode) {\n            // since now we define the bg colours in the semantic colours and not\n            // by changing opacity, we need to check if the key contains bg and the\n            // correct mode (light/dark)\n            @if string.index($key, \"bg\") {\n              --sd-color-#{$name}-bg: #{$value};\n\n              // create local variable\n              $value: check-color($value);\n\n              --sd-color-#{$name}-bg-text: #{a11y-combination($value)};\n            } @else {\n              $value: check-color($value);\n\n              @include create-sd-colors($value, $name);\n            }\n          }\n        }\n      } @else {\n        $value: map.get($all-colors, $name);\n\n        @include create-sd-colors($value, $name);\n      }\n    }\n  }\n}\n\n// Make sure the color border variables are set using our variables\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    --sd-color-card-border: var(--pst-color-border);\n  }\n}\n\n/*******************************************************************************\n  * shadows\n  */\nhtml[data-theme=\"light\"] {\n  .sd-shadow-xs,\n  .sd-shadow-sm,\n  .sd-shadow-md,\n  .sd-shadow-lg {\n    @include box-shadow;\n  }\n}\n\n/*******************************************************************************\n  * cards\n  */\n\n.bd-content .sd-card {\n  border: 1px solid var(--pst-color-border);\n\n  // TODO - --pst-color-panel-background is not defined... where is this coming from?\n  .sd-card-header {\n    background-color: var(--pst-color-panel-background);\n    border-bottom: 1px solid var(--pst-color-border);\n  }\n\n  .sd-card-footer {\n    background-color: var(--pst-color-panel-background);\n    border-top: 1px solid var(--pst-color-border);\n  }\n\n  .sd-card-body {\n    background-color: var(--pst-color-panel-background);\n  }\n\n  // Focus ring for link-cards\n  .sd-stretched-link:focus-visible {\n    // Don't put the focus ring on the <a> element (it has zero height in Sphinx Design cards)\n    outline: none;\n\n    // Put the focus ring on the <a> element's ::after pseudo-element\n    &::after {\n      outline: $focus-ring-outline;\n      border-radius: 0.25rem; // copied from Sphinx Design CSS for .sd-card\n    }\n  }\n\n  &.sd-card-hover:hover {\n    border-color: var(--pst-color-link-hover);\n  }\n}\n\n/*******************************************************************************\n  * tabs\n  */\n\n.bd-content .sd-tab-set {\n  > input {\n    // Active tab label\n    &:checked + label {\n      border-style: solid solid none;\n      border-color: var(--pst-color-primary) var(--pst-color-primary)\n        transparent; // top LR bottom\n\n      border-width: 0.125rem 0.125rem 0;\n      border-radius: 0.125rem 0.125rem 0 0;\n      background-color: var(--pst-color-on-background);\n      transform: translateY(0.125rem);\n      color: var(--pst-color-primary);\n    }\n\n    &:focus-visible + label {\n      border: 0.125rem solid var(--pst-color-accent);\n      border-radius: 0.125rem;\n      background-color: var(--pst-color-accent-bg);\n      color: var(--pst-color-on-surface);\n    }\n\n    // Hover label\n    &:not(:checked, :focus-visible) + label:hover {\n      border-color: transparent;\n      color: var(--pst-color-secondary);\n      text-decoration-line: underline;\n      text-decoration-thickness: $link-hover-decoration-thickness;\n    }\n  }\n\n  // Tab label\n  > label {\n    color: var(--pst-color-on-surface);\n    border: 0.125rem solid transparent;\n    border-radius: 0.125rem 0.125rem 0 0;\n    background-color: var(--pst-color-surface);\n    padding: 0 0.75em;\n    margin-inline-end: 0.25rem;\n    line-height: 1.95;\n\n    html[data-theme=\"dark\"] & {\n      background-color: var(--pst-color-on-background);\n    }\n  }\n\n  // panel\n  .sd-tab-content {\n    border: 0.125rem solid var(--pst-color-primary);\n    border-radius: 0.1875rem;\n    box-shadow: unset;\n    padding: 0.625rem;\n    background-color: var(--pst-color-on-background);\n  }\n}\n\n/*******************************************************************************\n* Dropdowns\n*/\n\ndetails.sd-dropdown {\n  // Remove all borders to over-ride SD behavior, and we'll add our own later\n  border: 0 !important;\n\n  // Drop shadow should behave same as admonitions\n  @include box-shadow;\n\n  // Header is where the \"clickable\" box goes\n  summary.sd-card-header {\n    border: 0 !important;\n    display: flex;\n    align-items: center;\n    position: relative; // So background color works\n    font-weight: 600;\n    padding-top: 0.5rem;\n    padding-bottom: 0.5rem;\n\n    // Set a variable that we can re-use for colors later\n    // We must set this in the current and content sibling container\n    // so that it is defined in both places\n    --pst-sd-dropdown-color: var(--pst-gray-500);\n    --pst-sd-dropdown-bg-color: var(--pst-color-surface);\n\n    & + div.sd-summary-content {\n      border: 0;\n\n      --pst-sd-dropdown-color: var(--sd-color-card-border);\n    }\n\n    @each $name in $sd-semantic-color-names {\n      &.sd-bg-#{$name} {\n        --pst-sd-dropdown-color: var(--sd-color-#{$name});\n        --pst-sd-dropdown-bg-color: var(--sd-color-#{$name}-bg);\n\n        // Otherwise it won't be defined in the sibling element\n        & + div.sd-summary-content {\n          --pst-sd-dropdown-color: var(--sd-color-#{$name});\n          --pst-sd-dropdown-bg-color: var(--sd-color-#{$name}-bg);\n        }\n      }\n      &.sd-bg-text-#{$name} {\n        // Use the WCAG conformant text color\n        color: var(--sd-color-#{$name}-bg-text) !important;\n      }\n    }\n\n    @include legacy-backdrop-placeholder;\n\n    background-color: var(--pst-sd-dropdown-bg-color) !important;\n\n    // Add a left border with the same structure as our admonitions\n    border-left: 0.2rem solid var(--pst-sd-dropdown-color) !important;\n\n    // stylelint-disable-next-line no-duplicate-selectors\n    & + div.sd-summary-content {\n      border-left: 0.2rem solid var(--pst-sd-dropdown-color) !important;\n      border-bottom-left-radius: calc(0.25rem - 1px);\n      background-color: var(--pst-color-on-background);\n    }\n\n    span.sd-summary-icon {\n      display: inline-flex;\n      align-items: center;\n      color: var(--pst-sd-dropdown-color) !important;\n\n      svg {\n        opacity: 1;\n      }\n    }\n\n    // Positioning of the caret\n    .sd-summary-up,\n    .sd-summary-down {\n      top: 0.7rem;\n    }\n\n    // Focus ring\n    &:focus-visible {\n      outline: $focus-ring-outline;\n      outline-offset: -$focus-ring-width;\n    }\n  }\n}\n\n/*******************************************************************************\n* Buttons (which in Sphinx Design are actually links that look like buttons)\n* ref: https://sphinx-design.readthedocs.io/en/pydata-theme/badges_buttons.html#buttons\n*/\nhtml {\n  .sd-btn {\n    min-width: 2.25rem;\n    padding: 0.3125rem 0.75rem 0.4375rem; // 5px 12px 7px\n\n    &:hover {\n      @include link-style-hover; // override Sphinx Design\n\n      text-decoration-thickness: 1px;\n    }\n  }\n\n  @each $name in $sd-semantic-color-names {\n    .sd-btn-#{$name},\n    .sd-btn-outline-#{$name} {\n      &:focus-visible {\n        // Override Sphinx Design's use of -highlight colors. The -highlight\n        // colors are 15% darker, so this would create the effect of darkening\n        // the button when focused but we just want the button to have a focus\n        // ring of the same (non-highlight) color.\n        background-color: var(--sd-color-#{$name}) !important;\n        border-color: var(--sd-color-#{$name}) !important;\n        outline: var(--sd-color-#{$name}) solid $focus-ring-width;\n        outline-offset: $focus-ring-width;\n      }\n    }\n  }\n}\n","/**\n * Sphinx togglebutton\n */\n\n.bd-content {\n  @mixin chevron-down {\n    .toggle-chevron-right {\n      transform: rotate(90deg); // point chevron down\n      transition: none; // match non-animated behavior of other chevrons on site\n    }\n  }\n\n  @mixin chevron-up {\n    .toggle-chevron-right {\n      transform: rotate(-90deg); // point chevron up\n      transition: none; // match non-animated behavior of other chevrons on site\n    }\n  }\n\n  // Admonition toggles\n  .admonition {\n    button.toggle-button {\n      color: inherit;\n\n      // When disclosure widget is closed\n      &.toggle-button-hidden {\n        @include chevron-down;\n      }\n\n      // When open\n      @include chevron-up;\n    }\n\n    // Focus ring\n    // ----------\n    // Sphinx-togglebutton makes the entire admonition header clickable, but\n    // only the button within the header is focusable. We want the entire\n    // clickable area to be surrounded with a focus ring, so that's why we use\n    // the :focus-within selector, rather than a :focus-visible selector on the\n    // button.\n    &:focus-within {\n      overflow: visible;\n\n      // The complicated focus ring styles here are a consequence of the markup\n      // and border styles for this particular admonition class. (For the other\n      // type of admonition on this site, the focus ring style is achieved with\n      // simple `outline` and `outline-offset` rules on the admonition's\n      // header.) The problem is that Sphinx-togglebutton puts the admonition's\n      // left border on the outermost container (rather than separately setting\n      // the left border on the container's children). This makes it complicated\n      // to get the focus ring to simultaneously cover the left border in the\n      // header and align perfectly on the right with the body.\n      .admonition-title:focus-within::before {\n        content: \"\";\n        transform: translateX(\n          -$admonition-left-border-width\n        ); // align left edges of admonition and ring\n\n        width: calc(100% + $admonition-left-border-width); // align right edges\n        height: 100%;\n        border: $focus-ring-outline;\n        border-radius: $focus-ring-width;\n      }\n\n      // When expanded, sharpen the bottom left and right corners of the focus ring\n      &:not(.toggle-hidden) .admonition-title:focus-within::before {\n        border-bottom-left-radius: 0;\n        border-bottom-right-radius: 0;\n      }\n    }\n  }\n\n  // Details buttons\n  details.toggle-details {\n    // Over-ride border color to re-use our primary color\n    summary {\n      border-left: 3px solid var(--pst-color-primary);\n\n      @include chevron-down;\n    }\n\n    // When expanded, sharpen the bottom left and right corners of the focus ring\n    &[open] {\n      @include chevron-up;\n\n      :focus-visible {\n        border-bottom-left-radius: 0;\n        border-bottom-right-radius: 0;\n      }\n    }\n  }\n}\n","/**\n * Styles for various Sphinx execution libraries to display pre-executed notebooks.\n * For now, where these define output sections, we simply revert their background\n * to be a \"light theme\" background. This ensures that inputs/outputs behave similarly,\n * because the CSS is often controlled by each package.\n * In the future, we might add dark theme support for specific packages.\n */\n\n/*******************************************************************************\n * nbsphinx\n */\nhtml div.rendered_html,\n// NBsphinx ipywidgets output selector\nhtml .jp-RenderedHTMLCommon {\n  // Add some margin around the element box for the focus ring. Otherwise the\n  // focus ring gets clipped because the containing elements have `overflow:\n  // hidden` applied to them (via the `.lm-Widget` selector)\n  margin: $focus-ring-width;\n\n  table {\n    table-layout: auto;\n  }\n}\n\n.bd-content .nboutput {\n  .output_area {\n    &.rendered_html,\n    .jp-RenderedHTMLCommon {\n      // pandas\n      table.dataframe {\n        @include table-colors;\n      }\n    }\n\n    // Dark theme special-cases\n    html[data-theme=\"dark\"] & {\n      &.rendered_html:not(:has(table.dataframe)),\n      // ipywidgets\n      .widget-subarea {\n        @include cell-output-background;\n      }\n\n      &.stderr {\n        background-color: var(--pst-color-danger);\n      }\n    }\n  }\n}\n\n// Add extra padding to the final item in an nbsphinx container\ndiv.nblast.container {\n  margin-bottom: 1rem;\n}\n\n/*******************************************************************************\n * myst NB\n */\n\ndiv.cell_output .output {\n  max-width: 100%;\n  overflow-x: auto;\n}\n\n.bd-content div.cell_output {\n  // pandas\n  table.dataframe {\n    @include table-colors;\n  }\n\n  html[data-theme=\"dark\"] & {\n    img,\n    .text_html:not(:has(table.dataframe)),\n    // ipywidgets\n    .widget-subarea {\n      @include cell-output-background;\n    }\n  }\n}\n\n// Prevent tables from scrunching together\n.bd-content {\n  div.cell_input {\n    display: flex;\n    flex-direction: column;\n    justify-content: stretch;\n  }\n\n  div.cell_input,\n  div.output {\n    border-radius: $admonition-border-radius;\n  }\n\n  div.output {\n    table {\n      table-layout: auto;\n    }\n  }\n}\n","/**\n * style for the various mapping libs based on leaflet (folium, geemap, ipyleaflet)\n * mainly ensure the good display of the maps in both themes and avoid the customization\n * of the tiles\n */\n\n/**\n * avoid border override from pydata-sphinx-theme\n * minimal selctor to get the priority\n */\nhtml[data-theme=\"dark\"] .bd-content img.leaflet-tile.leaflet-tile-loaded {\n  border-radius: 0;\n  padding: 0;\n}\n","/**\n * /search.html page special-cases\n */\n\n.bd-search-container {\n  /*******************************************\n  * Search results\n  */\n  // Whitespace\n  div#search-results {\n    > h2 {\n      font-size: var(--pst-font-size-icon);\n      margin-top: 1rem;\n    }\n\n    p.search-summary {\n      color: var(--pst-color-text-muted);\n    }\n  }\n\n  ul.search {\n    margin: 0;\n    list-style: none;\n\n    li {\n      background-image: none;\n      padding: 1rem 0;\n      margin: 1rem 0;\n      border-top: 1px solid var(--pst-color-text-muted);\n\n      // First link is the page title, it should be a bit bigger\n      > a {\n        font-size: 1.2em;\n      }\n\n      div.context,\n      p.context {\n        color: var(--pst-color-text-base);\n        margin: 0.5em 0 0;\n\n        // Add a # before page section titles to make it clear they are sections\n        a::before {\n          content: \"#\";\n          padding-right: 0.2em;\n          color: var(--pst-color-text-muted);\n        }\n      }\n    }\n  }\n}\n"],"names":[],"sourceRoot":""}
\ No newline at end of file
diff --git a/_static/styles/sphinx-book-theme.css b/_static/styles/sphinx-book-theme.css
index 56c23f18..5197540c 100644
--- a/_static/styles/sphinx-book-theme.css
+++ b/_static/styles/sphinx-book-theme.css
@@ -5,4 +5,5 @@
  *
  * This follows the 7-1 pattern described here:
  * https://sass-guidelin.es/#architecture
- */html[data-theme=dark],html[data-theme=light]{--pst-font-size-base:none;--pst-color-secondary:#e89217}html[data-theme=light]{--sbt-color-announcement:#616161;--pst-color-primary:#176de8}html[data-theme=dark]{--pst-color-primary:#528fe4;--sbt-color-announcement:#616161;--pst-color-background:#121212}html{scroll-padding-top:4rem}.sbt-scroll-pixel-helper{position:absolute;width:0;height:0;top:0;left:0}.d-n,.onlyprint{display:none}@media print{.onlyprint{display:block!important}}@media print{.noprint{display:none!important}}.bd-article-container h1,.bd-article-container h2,.bd-article-container h3,.bd-article-container h4,.bd-article-container h5,.bd-article-container p.caption{color:var(--pst-color-muted)}.bd-article-container h1,.bd-article-container h2{font-weight:500}a.brackets:before{color:inherit;font-family:inherit;margin-right:0}table{position:relative}@media print{.bd-main .bd-content{margin-left:2rem;height:auto}.bd-main .bd-content #jb-print-docs-body{margin-left:0}.bd-main .bd-content #jb-print-docs-body h1{font-size:3em;text-align:center;margin-bottom:0}.bd-main .bd-content .bd-article{padding-top:0}.bd-main .bd-content .bd-article h1:first-of-type{display:none}.bd-main .bd-content .container{min-width:0!important}.bd-main .bd-content h1{margin-top:1em;margin-bottom:1em}.bd-main .bd-content h1,.bd-main .bd-content h2,.bd-main .bd-content h3,.bd-main .bd-content h4{break-after:avoid;color:#000}.bd-main .bd-content table{break-inside:avoid}.bd-main .bd-content pre{word-wrap:break-word}.bd-main .bd-content a.headerlink{display:none}.bd-main .bd-content aside.margin,.bd-main .bd-content aside.sidebar,.bd-main .bd-content blockquote.epigraph{border:none}.bd-main .bd-content .footer{margin-top:1em}.bd-main .bd-content #jb-print-toc{margin-bottom:1.5rem;margin-left:0}.bd-main .bd-content #jb-print-toc .section-nav{border-left:0!important;list-style-type:disc!important;margin-left:3em!important}.bd-main .bd-content #jb-print-toc .section-nav 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a::before, for citation style\na.brackets::before {\n  color: inherit;\n  font-family: inherit;\n  margin-right: 0rem;\n}\n\ntable {\n  position: relative;\n}\n","/*********************************************\n* Print-specific CSS *\n*********************************************/\n@media print {\n  .bd-main {\n    .bd-content {\n      margin-left: 2rem;\n      height: auto;\n      // Structural elements\n      #jb-print-docs-body {\n        margin-left: 0rem;\n\n        h1 {\n          font-size: 3em;\n          text-align: center;\n          margin-bottom: 0;\n        }\n      }\n      // Main content adjustments\n      .bd-article {\n        padding-top: 0;\n\n        // The first H1 is the title, we've already displayed above\n        h1:first-of-type {\n          display: none;\n        }\n      }\n\n      // HACK: Without this, some code cells take the whole width\n      .container {\n        min-width: 0% !important;\n      }\n\n      // Content\n      h1 {\n        margin-top: 1em;\n        margin-bottom: 1em;\n      }\n      h1,\n      h2,\n      h3,\n      h4 {\n        break-after: avoid;\n        color: black;\n      }\n\n      table {\n        break-inside: avoid;\n      }\n\n      pre {\n        word-wrap: break-word;\n      }\n\n      a.headerlink {\n        display: none;\n      }\n\n      // Remove borders to save some ink\n      blockquote.epigraph,\n      aside.margin,\n      aside.sidebar {\n        border: none;\n      }\n\n      .footer {\n        margin-top: 1em;\n      }\n      // Print-only table of contents\n      #jb-print-toc {\n        margin-bottom: 1.5rem;\n        margin-left: 0rem;\n        .section-nav {\n          border-left: 0px !important;\n          list-style-type: disc !important;\n          margin-left: 3em !important;\n          a {\n            text-decoration: none !important;\n          }\n          li {\n            display: list-item !important;\n          }\n          .nav {\n            display: none;\n          }\n        }\n      }\n    }\n\n    // Hide the footer on printing\n    .bd-footer-content {\n      display: none !important;\n    }\n  }\n}\n",".bd-header-announcement {\n  background-color: var(--sbt-color-announcement);\n  color: #fff;\n}\n",".bd-main .bd-content {\n  // make article container left aligned in absence of sidebar\n  justify-content: left;\n}\n",".bd-main .bd-content .bd-article-container {\n  // Re-adjust padding defaults to be flush on the top and right\n  padding: 0rem;\n  // Unset overflow x so that sticky: top works for the article header\n  overflow-x: unset;\n  // prevent from overflowing the flex container\n  min-width: 0;\n\n  @media (min-width: $breakpoint-xl) {\n    // keep article at reasonable width in absence of sidebar\n    max-width: calc(100% - var(--pst-sidebar-secondary));\n  }\n\n  .bd-article {\n    padding-right: 2rem;\n    padding-left: 2rem;\n    @media (max-width: $breakpoint-md) {\n      padding-right: 1rem;\n      padding-left: 1rem;\n    }\n  }\n  details.above-input,\n  details.below-input {\n    summary {\n      border-left: 3px solid var(--pst-color-primary);\n    }\n  }\n}\n","/*********************************************\n* Top Bar *\n*********************************************/\n/**\n * Mixin:\n * Header behavior on mobile\n */\n@mixin header-height-mobile {\n  @media (max-width: $breakpoint-md) {\n    height: $header-article-height + 0.5rem;\n  }\n}\n\n/**\n * Sidebar toggle over-rides for PST\n */\n// Primary toggle is always visible\nbutton.sidebar-toggle.primary-toggle {\n  @media (min-width: $breakpoint-md) {\n    display: inline-block;\n  }\n  @media (max-width: $breakpoint-md) {\n    margin-bottom: 0px;\n  }\n}\n\n// Secondary toggle mimics behavior of \"persistent header\" div of PST\nbutton.sidebar-toggle.secondary-toggle {\n  @media (min-width: $breakpoint-xl) {\n    display: none;\n  }\n  @media (max-width: $breakpoint-md) {\n    margin-bottom: 0px;\n  }\n}\n\n// Wrapper container\n.bd-header-article {\n  display: flex;\n  align-items: center;\n  position: sticky;\n  top: 0;\n  background-color: var(--pst-color-background);\n  transition: left 0.2s;\n  font-size: 0.9em;\n  padding: 0 1rem;\n\n  @media (max-width: $breakpoint-md) {\n    // Give mobile view a bit more space for text\n    padding: 0 0.5rem;\n  }\n  z-index: $zindex-sticky;\n\n  @include header-height-mobile;\n\n  // The box shadow that shows up when you've scrolled past the top\n  .scrolled & {\n    box-shadow: 0 6px 6px -6px var(--pst-color-shadow);\n  }\n\n  // Remove inner padding so that spacing of buttons is a bit tighter\n  .header-article__inner {\n    padding: 0;\n  }\n\n  // Inner container with items in it\n  .header-article-items {\n    display: flex;\n    align-items: center;\n    height: $header-article-height;\n    width: 100%;\n  }\n\n  // Contains the individual item components so we want it centered\n  .header-article-item {\n    display: flex;\n    align-items: center;\n  }\n\n  /**\n  * Buttons in the header\n  */\n  // A series of buttons we special-case in the theme\n  .article-header-buttons {\n    display: flex;\n  }\n\n  // Generic button styles\n  .btn {\n    // Basic button size\n    font-size: 1.3rem;\n    color: var(--pst-color-text-muted);\n    border: none;\n    padding-left: 0.5rem;\n    padding-right: 0.5rem;\n\n    // Make sure anything inside is aligned vertically\n    display: flex;\n    align-items: center;\n\n    // Fix width of buttons so they're all the same\n    svg {\n      width: 1.3rem;\n    }\n\n    // Hover / active behavior\n    &.show,\n    &:hover {\n      color: var(--pst-color-text-base);\n      border: none;\n      & + .dropdown-menu {\n        display: block;\n      }\n    }\n    &:focus {\n      box-shadow: none;\n    }\n\n    &.dropdown-toggle {\n      // Hide the bootstrap caret\n      &:after {\n        display: none;\n      }\n    }\n  }\n\n  // Vertically align dropdown buttons\n  div.dropdown {\n    display: flex;\n    align-items: center;\n  }\n\n  .theme-switch-button {\n    // Removing some special-casing that was needed in PST\n    margin: 0;\n\n    // Remove extra padding since it is already there between sidebar items\n    span,\n    i,\n    button {\n      padding: 0;\n    }\n\n    // No background on hover. Need important to over-ride the PST which uses it too.\n    span,\n    i {\n      transition: color $animation-time ease-out;\n    }\n    &:active,\n    &:hover {\n      background-color: unset !important;\n      span,\n      i {\n        color: var(--pst-color-text-base);\n      }\n    }\n  }\n\n  // The menu that is normally hidden until you hover\n  .dropdown-menu {\n    // Hidden unless we are hovering\n    &:hover {\n      display: block;\n    }\n\n    // Positioning and layout of dropdown items to be standardized\n    top: 2rem;\n    transform: translateX(-75%);\n    @include pst-box-shadow;\n\n    // Color and shadowing\n    border-color: var(--pst-color-border);\n    background-color: var(--pst-color-background);\n    color: var(--pst-color-text-muted);\n\n    .dropdown-item {\n      display: inline-flex;\n      align-items: center;\n      padding-left: 0.5em;\n\n      // To prevent link underline from showing up\n      &:hover {\n        text-decoration: none;\n        background-color: initial;\n        color: var(--pst-color-text-base);\n      }\n\n      // Slightly smaller font for everything\n      font-size: 1em;\n\n      // Image icons should be the same height as <i> icons\n      span img {\n        height: 1em;\n      }\n\n      span.btn__icon-container {\n        width: 1.7em;\n        align-items: center;\n        display: inline-flex;\n        justify-content: center;\n      }\n    }\n  }\n}\n","/*********************************************\n* SASS Mixins\n*********************************************/\n/**\n* Hide the scrollbar until the element is hovered, so keep the page clean\n* Use this sparingly because it's not a great UX pattern.\n*/\n@mixin scrollbar-on-hover() {\n  &:not(:hover) {\n    &::-webkit-scrollbar-thumb {\n      visibility: hidden;\n    }\n  }\n}\n\n/**\n * The PyData Sphinx Theme box shadow rule\n * Copied here in csae we need to re-use.\n*/\n@mixin pst-box-shadow() {\n  box-shadow:\n    0 0.2rem 0.5rem var(--pst-color-shadow),\n    0 0 0.0625rem var(--pst-color-shadow) !important;\n}\n",".bd-header {\n  // Turn off sticky positioning so that it scrolls\n  position: inherit;\n\n  // Turn these off because we'll show it in the article header\n  // The primary sidebar toggle\n  button.sidebar-toggle {\n    display: none;\n  }\n}\n","/*********************************************\n* Left Nav Bar *\n*********************************************/\n\n.bd-sidebar-primary {\n  // So that it sticks to the top of the page instead of the header height\n  top: 0;\n  max-height: 100vh;\n\n  // Tighter padding so the spacing is more equal\n  padding: 1rem;\n\n  // Draw open/close animation\n  transition:\n    margin-left $animation-time ease 0s,\n    opacity $animation-time ease 0s,\n    visibility $animation-time ease 0s;\n\n  @media (max-width: $breakpoint-md) {\n    // So that tooltips don't overlap\n    z-index: $zindex-tooltip + 1;\n  }\n\n  // Remove the top border since there's often no header items above\n  .sidebar-primary-items__start {\n    border-top: none;\n  }\n\n  // On wide screens we have a smaller sidebar width than PST\n  @media (min-width: $breakpoint-lg) {\n    flex-basis: $sidebar-primary-width-widescreen;\n  }\n}\n\n// Default visibility for left sidebar is the reverse of what it is on mobile.\n// It is shown by default, and hidden with a click.\n// Mobile behavior is defined in the pydata sphinx theme\n@media (min-width: $breakpoint-lg) {\n  input#pst-primary-sidebar-checkbox:checked\n    ~ .bd-container\n    .bd-sidebar-primary {\n    margin-left: -$sidebar-primary-width-widescreen;\n    visibility: hidden;\n    opacity: 0;\n  }\n}\n","/*********************************************\n* Table of Contents (right nav bar)          *\n*********************************************/\n\n.bd-sidebar-secondary {\n  // So that it sticks to the top of the page instead of the header height\n  top: 0;\n\n  @media (max-width: $breakpoint-xl) {\n    // So that tooltips don't overlap\n    z-index: $zindex-tooltip + 1;\n  }\n\n  // So that we can center the TOC button with the article header buttons\n  .sidebar-secondary-items {\n    padding: 0;\n    display: flex;\n    gap: 0.5rem;\n\n    // Remove the manual padding since we'll use `gap`\n    .sidebar-secondary-item {\n      padding-top: 0;\n      padding-bottom: 0;\n    }\n  }\n\n  // The 'on this page' title div should take up the full header\n  .onthispage {\n    height: $header-article-height;\n    min-height: $header-article-height;\n    display: flex;\n    gap: 0.5rem;\n    align-items: center;\n    margin: 0;\n    color: var(--pst-color-muted);\n  }\n\n  // Wide screen behavior\n  @media (min-width: $breakpoint-xl) {\n    background: var(--pst-color-background);\n    height: fit-content;\n    transition: max-height 0.4s ease;\n\n    // To make sure it shows above the page content\n    z-index: $zindex-middle;\n\n    // Remove padding so that it's flush on the top and left\n    padding: 0;\n\n    // This is the container div for the secondary sidebar nav\n    .toc-item {\n      // Border is a bit less prominent\n      border-left-color: var(--pst-color-surface);\n      // Flush with the top so that we can fix the height of the toc header div\n      padding-top: 0;\n\n      // The table of contents <ul> after the title div\n      nav.page-toc {\n        // Remove extra margin the PST adds for other sidebar items\n        margin-bottom: 0;\n\n        // Items after \"on this page' should fade in and out\n        transition: opacity 0.4s ease;\n      }\n    }\n\n    // Rules for when sidebar is hidden\n    // the `not:hover` means that hovering over the sidebar will show it again.\n    &.hide:not(:hover) {\n      // Cap the height, and remove the scrollbar\n      max-height: $header-article-height;\n      overflow-y: hidden;\n\n      // Shadow matches what we have in the article header\n      .scrolled & {\n        box-shadow: 0 6px 6px -6px rgba(0, 0, 0, 0.3);\n      }\n\n      // Show a down carot\n      .onthispage:after {\n        opacity: 1;\n        content: \"\\f107\";\n        font-family: \"Font Awesome 5 Free\";\n        font-weight: 900;\n        padding-left: 0.5em;\n        transition: opacity 0.3s ease;\n      }\n\n      // The page-toc list is hidden\n      nav.page-toc {\n        opacity: 0;\n      }\n    }\n  }\n}\n","/*********************************************\n* Footer - content *\n*********************************************/\nfooter {\n  font-size: var(--sbt-font-size-small-1);\n  &.bd-footer-content {\n    display: flex;\n    flex-wrap: wrap;\n    padding: 15px;\n    border-top: 1px solid #ccc;\n    font-size: $sbt-font-size-small-1;\n    .bd-footer-content__inner {\n      padding-left: 0px;\n      p {\n        margin-bottom: 0px;\n      }\n    }\n  }\n}\n",".bd-footer-article {\n  padding: 0rem 1rem;\n  @media (max-width: $breakpoint-md) {\n    // More room for text on mobile\n    padding: 0rem 0.5rem;\n  }\n}\n","#pst-back-to-top {\n  // We should only display the back-to-top button when the TOC is not available.\n  // AKA, on narrow-ish screens.\n  // This over-rides a PST default\n  @media (min-width: $breakpoint-xl) {\n    display: none !important;\n  }\n\n  // Reduce size to be slightly less intrusive on the page\n  font-size: 0.8rem;\n}\n","/**\n * Icon links design for the primary sidebar, where it defaults in this theme.\n */\n.bd-sidebar-primary {\n  .navbar-icon-links {\n    column-gap: 0.5rem;\n\n    .nav-link {\n      // There are few kinds of elements that can be icon links and each is different\n      i,\n      span {\n        font-size: 1.2rem;\n      }\n\n      // Images usually fill more vertical space so we make them a bit smaller\n      img {\n        font-size: 0.8rem;\n      }\n    }\n  }\n}\n",".navbar-brand {\n  height: unset;\n  max-height: unset;\n\n  // Auto-center the image and title and make items vertical\n  flex-direction: column;\n  justify-content: center;\n  gap: 0.25rem;\n\n  // To prevent site text from having underlines\n  &:hover {\n    text-decoration: none;\n  }\n  .logo__title {\n    font-size: 1.25rem;\n    white-space: normal;\n    text-align: center;\n  }\n  // Prevent images from stretching vertically\n  .logo__image {\n    height: unset;\n  }\n}\n","// Clean up the search page so that it has less unnecessary text\n.bd-search-container {\n  margin: 2em;\n\n  #search-results {\n    h2:first-child {\n      display: none;\n    }\n  }\n}\n\n// Sidebar search button field\n.search-button-field {\n  width: 100%;\n  font-size: 0.9rem;\n  // Hide by default and we'll add a rule to show it on wide sreen below\n  display: none;\n\n  .search-button__kbd-shortcut {\n    margin-left: auto;\n  }\n}\n\n// Rules to switch off visibility of the field button and the header button\n@media (min-width: $breakpoint-lg) {\n  .search-button {\n    display: none !important;\n  }\n\n  .search-button-field {\n    display: flex;\n  }\n}\n\n// The \"clear search results\" button\n// Make it line up with our content better\ndiv#searchbox {\n  padding-right: 2rem;\n  padding-left: 2rem;\n  @media (max-width: $breakpoint-md) {\n    padding-right: 1rem;\n    padding-left: 1rem;\n  }\n\n  p.highlight-link {\n    // Remove the extra margin that is added\n    @media (min-width: $breakpoint-md) {\n      margin-left: 0;\n      a {\n        font-size: 1rem;\n      }\n    }\n  }\n}\n","// Images\nimg {\n  max-width: 100%;\n\n  &.align-center {\n    margin-left: auto;\n    margin-right: auto;\n    display: block;\n  }\n\n  &.align-left {\n    clear: left;\n    float: left;\n    margin-right: 1em;\n  }\n\n  &.align-right {\n    clear: right;\n    float: right;\n    margin-left: 1em;\n  }\n}\n\n// Figures\ndiv.figure {\n  width: 100%;\n  margin-bottom: 1em;\n  text-align: center;\n\n  &.align-left {\n    text-align: left;\n    p.caption {\n      margin-left: 0;\n    }\n  }\n  &.align-right {\n    text-align: right;\n    p.caption {\n      margin-right: 0;\n    }\n  }\n\n  p.caption {\n    margin: 0.5em 10%;\n  }\n\n  &.margin,\n  &.margin-caption {\n    p.caption {\n      margin: 0.5em 0;\n    }\n  }\n\n  &.margin-caption p.caption {\n    text-align: left;\n  }\n\n  span.caption-number {\n    font-weight: bold;\n  }\n\n  span {\n    font-size: 0.9rem;\n  }\n}\n","/**\n * Margin content\n * This is the area to the right of the main content\n * normally covered by the in-page table of contents\n * but if `.margin` classes are present, it shows up to the right in the margin\n * and the in-page TOC is hidden.\n * On narrow screens, margin content behaves like a sidebar\n */\n\n/**\n * Variables for calculating margin widths\n */\n// We want our margin content to be 1/3 the width of the main page content\n// after factoring in a small margin\n$margin-width-relative-to-content: 36%;\n$margin-gutter: 3%;\n$margin-width-width-gutter: $margin-width-relative-to-content - $margin-gutter;\n\n// re-subtract the gutter width because we want it to leave a white-space\n// This is how much to offset the margin content.\n$margin-offset: -$margin-width-relative-to-content;\n\n/**\n * This mixin will cause something to \"pop out\" to the margin on wide screens\n */\n@mixin margin-content() {\n  // On narrow screens this is the width of margin content\n  width: 40%;\n  float: right;\n  background-color: unset;\n  font-size: 0.9em;\n  margin-left: 0.5rem;\n\n  // Wide screens and printing should force margin behavior\n  @media (min-width: $breakpoint-lg), print {\n    width: $margin-width-width-gutter;\n    margin: 0 $margin-offset 0 0;\n\n    // Prevent sequential margin content from overlapping\n    clear: right;\n\n    p.sidebar-title {\n      margin-bottom: -1rem;\n      border-bottom: none;\n      padding-left: 0px;\n\n      // Content of admonitions has fewer horizontal white space to save space\n      ~ * {\n        padding-left: 0px;\n        padding-right: 0px;\n      }\n    }\n  }\n}\n\n/**\n * Sidenotes and marginnotes\n * over-rides the \"footnote\" behavior to pop out to the margin instead.\n */\nlabel.margin-toggle {\n  margin-bottom: 0em;\n  &.marginnote-label {\n    display: none;\n  }\n  sup {\n    user-select: none;\n  }\n  @media (max-width: $breakpoint-lg) {\n    cursor: pointer;\n    color: rgb(0, 113, 188);\n    &.marginnote-label {\n      display: inline;\n      &:after {\n        content: \"\\2295\";\n      }\n    }\n  }\n}\n\ninput.margin-toggle {\n  display: none;\n  @media (max-width: $breakpoint-lg) {\n    &:checked + .sidenote,\n    &:checked + .marginnote {\n      display: block;\n      float: left;\n      left: 1rem;\n      clear: both;\n      width: 95%;\n      margin: 1rem 2.5%;\n      position: relative;\n    }\n  }\n}\n\nspan.sidenote,\nspan.marginnote {\n  z-index: $zindex-middle;\n  position: relative;\n  sup {\n    user-select: none;\n  }\n  @include margin-content();\n  border-left: none;\n  @media (max-width: $breakpoint-lg) {\n    display: none;\n  }\n}\n\naside.sidebar {\n  .note {\n    // styling for notes inside sidebars\n    margin: 1rem;\n    padding: 0rem 0rem 1rem 0rem;\n  }\n  // The titles sticking\n  .admonition-title {\n    margin: 0rem -1rem 0rem 0rem;\n  }\n}\n\n/**\n * Sidebar content in the margin.\n * This will be added by the `margin` directive or the `sidebar` directive\n */\naside.sidebar.margin {\n  // Margin content can have an empty title so this prevents an empty title block\n  // from showing up on mobile\n  .sidebar-title:empty {\n    display: none;\n  }\n\n  // On narrow screens padding is added to all sidebar content\n  // This replaces padding w/ margin for admonitions because padding is used\n  // for the title background color\n  .admonition {\n    margin: 0.5rem;\n    padding-left: 0;\n    padding-right: 0;\n\n    // Remove the title margin so it\n    .admonition-title {\n      margin-left: 0;\n      margin-right: 0;\n    }\n  }\n\n  @media (min-width: $breakpoint-lg) {\n    // No border for margin sidebars on wide screen\n    border: none;\n\n    // Admonitions don't need the extra whitespace in the margin\n    .admonition {\n      margin: 1rem 0rem;\n      padding: 0rem 0rem 1rem 0rem;\n    }\n  }\n}\n\ndiv.margin,\nfigure.margin,\naside.margin,\n.margin.docutils.container,\n.cell.tag_popout,\n.cell.tag_margin {\n  z-index: $zindex-middle;\n  position: relative;\n  @include margin-content();\n\n  // Make cell outputs take up more space if they're in the margin\n  div.cell.tag_margin .cell_output {\n    padding-left: 0;\n  }\n}\n\n// A few permutations because docutils 0.18 switched to semantic tags\ndiv.figure.margin-caption p.caption,\ndiv.figure.margin-caption figcaption,\nfigure.margin-caption figcaption {\n  z-index: $zindex-middle;\n  position: relative;\n  @include margin-content();\n}\n\n// Margin captions\n.margin-caption figcaption {\n  text-align: left;\n}\n\n/**\n * Full width content\n */\n\n// Grow 100% by the ratio of the margin to the content width.\n$content-fullwidth-width: 100% + $margin-width-relative-to-content;\n\ndiv.cell.tag_full-width,\ndiv.cell.tag_full_width,\ndiv.full_width,\ndiv.full-width {\n  z-index: $zindex-middle;\n  position: relative;\n  @media (min-width: $breakpoint-lg) {\n    max-width: $content-fullwidth-width;\n    width: $content-fullwidth-width;\n  }\n}\n","/**\n * Epigraphs and other \"special\" quote blocks\n */\n\nblockquote {\n  &.pull-quote,\n  &.epigraph,\n  &.highlights {\n    font-size: 1.25em;\n    border-left: none;\n    background-color: var(--pst-color-background);\n  }\n\n  div > p + p.attribution {\n    font-style: normal;\n    font-size: 0.9em;\n    text-align: right;\n    color: #6c757d;\n    padding-right: 2em;\n  }\n}\n","// Over-ride Sphinx default so that content fills whitespace w/ margin content\npre,\ndiv[class*=\"highlight-\"] {\n  clear: none;\n}\n","// MyST-NB and Jupyter Notebooks\ndiv.cell.tag_output_scroll div.cell_output,\ndiv.cell.tag_scroll-output div.cell_output {\n  max-height: 24em;\n  overflow-y: auto;\n}\n\ndiv.cell.tag_scroll-input div.cell_input {\n  max-height: 24em;\n  overflow-y: auto;\n}\n","/**\n * Comment JavaScript libraries\n  * Libraries supported here are:\n  * - Hypothes.is : https://web.hypothes.is/\n  * - Utteranc.es : https://utteranc.es/\n  */\n// In general we want to hide any comment libraries on print\n@media only print {\n  hypothesis-sidebar,\n  div.utterances {\n    display: none;\n  }\n}\n","/*********************************************\n* Thebe *\n* ref: https://github.com/executablebooks/thebe\n*********************************************/\n.thebelab-cell {\n  border: none !important;\n  margin-right: 0.5em !important;\n}\n\n.thebelab-cell .thebelab-input {\n  padding-left: 10px !important;\n}\n\n.cell.docutils.container {\n  padding-right: 0px !important;\n}\n\nbutton.thebe-launch-button {\n  height: 2.5em;\n  font-size: 1em;\n}\n"],"names":[],"sourceRoot":""}
\ No newline at end of file
diff --git a/_static/webpack-macros.html b/_static/webpack-macros.html
index c051fa9e..72d229f6 100644
--- a/_static/webpack-macros.html
+++ b/_static/webpack-macros.html
@@ -4,7 +4,7 @@
 -->
 {# Load FontAwesome icons #}
 {% macro head_pre_icons() %}
-  <link href="{{ pathto('_static/vendor/fontawesome/6.5.2/css/all.min.css', 1) }}?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="{{ pathto('_static/vendor/fontawesome/6.5.2/css/all.min.css', 1) }}?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2', 1) }}" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2', 1) }}" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2', 1) }}" />
@@ -12,20 +12,20 @@
 
 {% macro head_pre_assets() %}
   <!-- Loaded before other Sphinx assets -->
-  <link href="{{ pathto('_static/styles/theme.css', 1) }}?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="{{ pathto('_static/styles/bootstrap.css', 1) }}?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="{{ pathto('_static/styles/pydata-sphinx-theme.css', 1) }}?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="{{ pathto('_static/styles/theme.css', 1) }}?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="{{ pathto('_static/styles/bootstrap.css', 1) }}?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="{{ pathto('_static/styles/pydata-sphinx-theme.css', 1) }}?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 {% endmacro %}
 
 {% macro head_js_preload() %}
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=3ee479438cf8b5e0d341" />
-  <script src="{{ pathto('_static/vendor/fontawesome/6.5.2/js/all.min.js', 1) }}?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=dfe6caa3a7d634c4db9b" />
+  <script src="{{ pathto('_static/vendor/fontawesome/6.5.2/js/all.min.js', 1) }}?digest=dfe6caa3a7d634c4db9b"></script>
 {% endmacro %}
 
 {% macro body_post() %}
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=3ee479438cf8b5e0d341"></script>
-<script src="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=3ee479438cf8b5e0d341"></script>
+  <script src="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=dfe6caa3a7d634c4db9b"></script>
 {% endmacro %}
\ No newline at end of file
diff --git a/arrays/Arrays.html b/arrays/Arrays.html
index c525fab9..c385105a 100644
--- a/arrays/Arrays.html
+++ b/arrays/Arrays.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/arrays/Arrays.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/arrays/Arrays.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -838,7 +840,7 @@ <h2>Calculations with arrays<a class="headerlink" href="#calculations-with-array
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>57.736000000000004
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(57.736000000000004)
 </pre></div>
 </div>
 </div>
@@ -850,7 +852,7 @@ <h2>Calculations with arrays<a class="headerlink" href="#calculations-with-array
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>14.434000000000001
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(14.434000000000001)
 </pre></div>
 </div>
 </div>
@@ -1127,8 +1129,8 @@ <h2>Functions on Arrays<a class="headerlink" href="#functions-on-arrays" title="
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/arrays/More_on_Arrays.html b/arrays/More_on_Arrays.html
index 66a1e4ee..e36e7434 100644
--- a/arrays/More_on_Arrays.html
+++ b/arrays/More_on_Arrays.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
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     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/arrays/More_on_Arrays.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/arrays/More_on_Arrays.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -858,8 +860,8 @@ <h2>Elementwise arithmetic on pairs of numerical arrays<a class="headerlink" hre
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/arrays/Ranges.html b/arrays/Ranges.html
index 32e5ba9e..0b7d1815 100644
--- a/arrays/Ranges.html
+++ b/arrays/Ranges.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
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@@ -832,8 +834,8 @@ <h1>Ranges<a class="headerlink" href="#ranges" title="Link to this heading">#</a
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@@ -677,7 +679,7 @@ <h1>Selecting values from an array<a class="headerlink" href="#selecting-values-
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>10
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>10
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(10)
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@@ -767,7 +769,7 @@ <h3>A refresher on indexing<a class="headerlink" href="#a-refresher-on-indexing"
 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/arrays/rng_choice.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/arrays/rng_choice.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -673,7 +675,7 @@ <h1>Random choice<a class="headerlink" href="#random-choice" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(0)
 </pre></div>
 </div>
 </div>
@@ -693,7 +695,7 @@ <h1>Random choice<a class="headerlink" href="#random-choice" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(1)
 </pre></div>
 </div>
 </div>
@@ -727,7 +729,7 @@ <h2><code class="docutils literal notranslate"><span class="pre">p</span></code>
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(0)
 </pre></div>
 </div>
 </div>
@@ -749,7 +751,7 @@ <h2>Multiple choices with <code class="docutils literal notranslate"><span class
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0])
 </pre></div>
 </div>
 </div>
@@ -766,7 +768,7 @@ <h2>Multiple choices with <code class="docutils literal notranslate"><span class
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0, 1, 1, 0])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0, 1, 0, 0])
 </pre></div>
 </div>
 </div>
@@ -783,7 +785,7 @@ <h2>Multiple choices with <code class="docutils literal notranslate"><span class
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0, 0, 0, 1])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0, 1, 0, 0])
 </pre></div>
 </div>
 </div>
@@ -827,7 +829,7 @@ <h2><code class="docutils literal notranslate"><span class="pre">replace</span><
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0, 9, 6])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0, 2, 7])
 </pre></div>
 </div>
 </div>
@@ -856,7 +858,7 @@ <h2><code class="docutils literal notranslate"><span class="pre">replace</span><
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([3, 0, 5])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([6, 0, 5])
 </pre></div>
 </div>
 </div>
@@ -873,7 +875,7 @@ <h2><code class="docutils literal notranslate"><span class="pre">replace</span><
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([6, 7, 0, 3, 5, 7, 0, 5, 5, 7])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([9, 5, 6, 5, 3, 8, 1, 2, 9, 6])
 </pre></div>
 </div>
 </div>
@@ -886,7 +888,7 @@ <h2><code class="docutils literal notranslate"><span class="pre">replace</span><
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([4, 9, 1, 2, 3, 0, 6, 2, 6, 5])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([4, 6, 4, 3, 7, 8, 0, 4, 5, 2])
 </pre></div>
 </div>
 </div>
@@ -915,7 +917,7 @@ <h2><code class="docutils literal notranslate"><span class="pre">replace</span><
 <span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="c1"># Exhausting our options.</span>
 <span class="ne">----&gt; </span><span class="mi">2</span> <span class="n">rng</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="n">balls</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">11</span><span class="p">,</span> <span class="n">replace</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 
-<span class="nn">File numpy/random/_generator.pyx:853,</span> in <span class="ni">numpy.random._generator.Generator.choice</span><span class="nt">()</span>
+<span class="nn">File numpy/random/_generator.pyx:917,</span> in <span class="ni">numpy.random._generator.Generator.choice</span><span class="nt">()</span>
 
 <span class="ne">ValueError</span>: Cannot take a larger sample than population when replace is False
 </pre></div>
@@ -931,11 +933,11 @@ <h2><code class="docutils literal notranslate"><span class="pre">replace</span><
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([3, 0, 1, 1, 3, 4, 1, 3, 9, 7, 5, 7, 5, 7, 6, 3, 6, 8, 0, 8, 7, 3,
-       5, 0, 5, 8, 9, 8, 8, 7, 7, 0, 5, 3, 1, 0, 3, 3, 6, 0, 0, 7, 2, 7,
-       7, 0, 7, 6, 8, 1, 9, 3, 0, 8, 0, 8, 1, 1, 6, 2, 6, 3, 0, 7, 3, 9,
-       0, 8, 9, 5, 3, 4, 7, 4, 3, 1, 6, 6, 1, 2, 2, 2, 0, 7, 4, 2, 6, 5,
-       3, 4, 1, 7, 3, 2, 4, 3, 4, 0, 5, 1])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([4, 7, 6, 2, 1, 7, 1, 3, 0, 2, 7, 9, 9, 1, 3, 6, 0, 5, 9, 6, 9, 6,
+       6, 4, 2, 3, 5, 1, 9, 7, 0, 6, 9, 6, 3, 6, 0, 3, 0, 3, 8, 6, 5, 9,
+       3, 9, 0, 9, 2, 9, 7, 7, 2, 6, 1, 1, 7, 8, 5, 5, 9, 8, 3, 8, 0, 7,
+       8, 6, 9, 5, 0, 9, 8, 2, 0, 4, 4, 6, 2, 8, 9, 8, 5, 4, 4, 6, 4, 9,
+       0, 1, 1, 6, 0, 5, 8, 4, 0, 6, 6, 6])
 </pre></div>
 </div>
 </div>
@@ -1058,8 +1060,8 @@ <h2><code class="docutils literal notranslate"><span class="pre">replace</span><
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/classification/Accuracy_of_the_Classifier.html b/classification/Accuracy_of_the_Classifier.html
index 1e894c8a..257bd65f 100644
--- a/classification/Accuracy_of_the_Classifier.html
+++ b/classification/Accuracy_of_the_Classifier.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -143,6 +143,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -164,7 +166,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -384,9 +386,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -411,14 +413,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/classification/Accuracy_of_the_Classifier.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -429,14 +431,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/classification/Accuracy_of_the_Classifier.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -595,10 +597,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -606,14 +608,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -786,7 +788,7 @@ <h2>Measuring the Accuracy of Our Wine Classifier<a class="headerlink" href="#me
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.9101123595505618
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.898876404494382
 </pre></div>
 </div>
 </div>
@@ -937,13 +939,13 @@ <h2>Breast Cancer Diagnosis<a class="headerlink" href="#breast-cancer-diagnosis"
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/3f7159122952c4320df76b28b492aabd0bc0e5473ab01e4b6d673a997ec08963.png" src="../_images/3f7159122952c4320df76b28b492aabd0bc0e5473ab01e4b6d673a997ec08963.png" />
+<img alt="../_images/e3bb160de60aedb36620d753e8c956c7ed1a8493208ae99e420d2c60dcb69765.png" src="../_images/e3bb160de60aedb36620d753e8c956c7ed1a8493208ae99e420d2c60dcb69765.png" />
 </div>
 </div>
 <p>Oops.  That plot is utterly misleading, because there are a bunch of points that have identical values for both the x- and y-coordinates.  To make it easier to see all the data points, I’m going to add a little bit of random jitter to the x- and y-values.  Here’s how that looks:</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/33f14b1c608f09b743c8e1072a77d6df447c7b053d655bbd9dd1232e4d1406e5.png" src="../_images/33f14b1c608f09b743c8e1072a77d6df447c7b053d655bbd9dd1232e4d1406e5.png" />
+<img alt="../_images/df1efb0d13c7ded59aff0cd9fc98695b45d556c191732e33c12513bd3d8312b1.png" src="../_images/df1efb0d13c7ded59aff0cd9fc98695b45d556c191732e33c12513bd3d8312b1.png" />
 </div>
 </div>
 <p>For instance, you can see there are lots of samples with chromatin = 2 and epithelial cell size = 2; all non-cancerous.</p>
@@ -967,7 +969,7 @@ <h2>Breast Cancer Diagnosis<a class="headerlink" href="#breast-cancer-diagnosis"
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.9618768328445748
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diff --git a/classification/Implementing_the_Classifier.html b/classification/Implementing_the_Classifier.html
index 09748688..14757c9a 100644
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@@ -143,6 +143,8 @@
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    class="btn btn-sm dropdown-item"
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 <script>
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@@ -774,7 +776,7 @@ <h2>Banknote authentication<a class="headerlink" href="#banknote-authentication"
 </div>
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 </div>
 </div>
 <p>Pretty interesting!  Those two measurements do seem helpful for predicting whether the banknote is counterfeit or not.  However, in this example you can now see that there is some overlap between the blue cluster and the gold cluster.  This indicates that there will be some images where it’s hard to tell whether the banknote is legitimate based on just these two numbers.  Still, you could use a <span class="math notranslate nohighlight">\(k\)</span>-nearest neighbor classifier to predict the legitimacy of a banknote.</p>
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 </div>
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 <p>There does seem to be a pattern, but it’s a pretty complex one.  Nonetheless, the <span class="math notranslate nohighlight">\(k\)</span>-nearest neighbors classifier can still be used and will effectively “discover” patterns out of this.  This illustrates how powerful machine learning can be: it can effectively take advantage of even patterns that we would not have anticipated, or that we would have thought to “program into” the computer.</p>
@@ -811,7 +813,7 @@ <h2>Multiple attributes<a class="headerlink" href="#multiple-attributes" title="
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 </div>
 </div>
 <p>Awesome!  With just 2 attributes, there was some overlap between the two clusters (which means that the classifier was bound to make some mistakes for pointers in the overlap).  But when we use these 3 attributes, the two clusters have almost no overlap.  In other words, a classifier that uses these 3 attributes will be more accurate than one that only uses the 2 attributes.</p>
@@ -1266,7 +1268,7 @@ <h2>Distance in Multiple Dimensions<a class="headerlink" href="#distance-in-mult
 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>31.265012394048398
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 </pre></div>
 </div>
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@@ -1280,7 +1282,7 @@ <h2>Distance in Multiple Dimensions<a class="headerlink" href="#distance-in-mult
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>506.05936766351834
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 </pre></div>
 </div>
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 </div>
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 </div>
 </div>
 <p>The blue points (Class 1) are almost entirely separate from the gold ones. That is one indication of why the distance between two Class 1 wines would be smaller than the distance between wines of two different classes. We can see a similar phenomenon with a different pair of attributes too:</p>
@@ -1315,7 +1317,7 @@ <h2>Distance in Multiple Dimensions<a class="headerlink" href="#distance-in-mult
 </div>
 </div>
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+<img alt="../_images/707558dc34a02483b6991eae50f6a84dcc0fc696eeb0647c873ee446b2ae4e2e.png" src="../_images/707558dc34a02483b6991eae50f6a84dcc0fc696eeb0647c873ee446b2ae4e2e.png" />
 </div>
 </div>
 <p>But for some pairs the picture is more murky.</p>
@@ -1327,7 +1329,7 @@ <h2>Distance in Multiple Dimensions<a class="headerlink" href="#distance-in-mult
 </div>
 </div>
 <div class="cell_output docutils container">
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+<img alt="../_images/3644d4b71d724dc32aebfeec475e0beb5981a90636c429bba3bd505e118c59c3.png" src="../_images/3644d4b71d724dc32aebfeec475e0beb5981a90636c429bba3bd505e118c59c3.png" />
 </div>
 </div>
 <p>Let’s see if we can implement a classifier based on all of the attributes. After that, we’ll see how accurate it is.</p>
@@ -1719,8 +1721,8 @@ <h2>Implementation Steps 2 and 3<a class="headerlink" href="#implementation-step
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diff --git a/classification/Multiple_Regression.html b/classification/Multiple_Regression.html
index d9b3a4e9..00ea465f 100644
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/classification/Multiple_Regression.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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   </button>
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+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -915,7 +917,7 @@ <h2>Home Prices<a class="headerlink" href="#home-prices" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/6104e48c3465da26592da90f6b7cf6948184b1f4acb5fd8156a550e57a0005ef.png" src="../_images/6104e48c3465da26592da90f6b7cf6948184b1f4acb5fd8156a550e57a0005ef.png" />
+<img alt="../_images/a7a477843a67446e227131f4314e3d0aec9cd686a236de7f90dc88fbee5caf8b.png" src="../_images/a7a477843a67446e227131f4314e3d0aec9cd686a236de7f90dc88fbee5caf8b.png" />
 </div>
 </div>
 </section>
@@ -932,7 +934,7 @@ <h2>Correlation<a class="headerlink" href="#correlation" title="Link to this hea
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;1st Flr SF&#39;, ylabel=&#39;SalePrice&#39;&gt;
 </pre></div>
 </div>
-<img alt="../_images/e78a79b7a2b96316cbb3ba02c4d50f6022a483cb2ad87bf8a9d78a92f29a7f5e.png" src="../_images/e78a79b7a2b96316cbb3ba02c4d50f6022a483cb2ad87bf8a9d78a92f29a7f5e.png" />
+<img alt="../_images/b0fcabaa14b6842a3112cd80127c14e01e2fdef603fc455d740fb9a930be5b7e.png" src="../_images/b0fcabaa14b6842a3112cd80127c14e01e2fdef603fc455d740fb9a930be5b7e.png" />
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 <div class="cell docutils container">
@@ -942,7 +944,7 @@ <h2>Correlation<a class="headerlink" href="#correlation" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.6424662541030225
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.6424662541030225)
 </pre></div>
 </div>
 </div>
@@ -981,7 +983,7 @@ <h2>Correlation<a class="headerlink" href="#correlation" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.7821920556134877
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.7821920556134877)
 </pre></div>
 </div>
 </div>
@@ -1025,19 +1027,19 @@ <h2>Multiple Linear Regression<a class="headerlink" href="#multiple-linear-regre
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Predicting sale price for: 1st Flr SF        755.0
-2nd Flr SF        755.0
-Total Bsmt SF     755.0
-Garage Area       296.0
-Wood Deck SF      120.0
-Open Porch SF       0.0
-Lot Area         9084.0
-Year Built       1940.0
-Yr Sold          2009.0
-Name: 798, dtype: float64
-Using slopes: [12.18087627 11.17483824  9.65759708  9.61231848 10.93460662  9.48169596
-  8.66900641  9.02314454  9.99560882]
-Result: 145417.78204181476
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Predicting sale price for: 1st Flr SF        1374.0
+2nd Flr SF           0.0
+Total Bsmt SF     1130.0
+Garage Area        286.0
+Wood Deck SF         0.0
+Open Porch SF       28.0
+Lot Area         11382.0
+Year Built        1964.0
+Yr Sold           2007.0
+Name: 1894, dtype: float64
+Using slopes: [12.09725296 11.29672401 10.25672104 10.96646084 10.45725915 11.74895372
+  8.55635804 10.38816819 12.04639044]
+Result: 173645.03397075436
 </pre></div>
 </div>
 </div>
@@ -1051,8 +1053,8 @@ <h2>Multiple Linear Regression<a class="headerlink" href="#multiple-linear-regre
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Actual sale price: 108000
-Predicted sale price using random slopes: 145417.78204181476
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Actual sale price: 147000
+Predicted sale price using random slopes: 173645.03397075436
 </pre></div>
 </div>
 </div>
@@ -1082,7 +1084,7 @@ <h2>Least Squares Regression<a class="headerlink" href="#least-squares-regressio
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>RMSE of all training examples using random slopes: 67061.38443613885
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>RMSE of all training examples using random slopes: 92219.92010674195
 </pre></div>
 </div>
 </div>
@@ -1110,7 +1112,7 @@ <h2>Least Squares Regression<a class="headerlink" href="#least-squares-regressio
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Fast RMSE of all training examples using random slopes: 67061.38443613886
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Fast RMSE of all training examples using random slopes: 92219.92010674195
 </pre></div>
 </div>
 </div>
@@ -1139,16 +1141,16 @@ <h2>Least Squares Regression<a class="headerlink" href="#least-squares-regressio
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> message: Optimization terminated successfully.
  success: True
   status: 0
-     fun: 34294.16768513197
-       x: [ 7.718e+01  7.903e+01  6.126e+01  7.516e+01  4.367e+01
-            2.988e+01  8.249e-01 -5.265e+00 -1.887e+01]
-     nit: 15
-   direc: [[ 1.643e+00 -6.513e-01 ... -1.031e+00 -1.864e+00]
-           [ 0.000e+00  1.000e+00 ...  0.000e+00  0.000e+00]
+     fun: 33550.61338197223
+       x: [ 7.594e+01  8.102e+01  6.333e+01  6.690e+01  3.725e+01
+            2.888e+01  4.103e-01  2.073e+01 -4.148e+01]
+     nit: 13
+   direc: [[-2.000e+01 -6.653e+00 ... -1.295e+01  1.010e+01]
+           [ 4.669e+01 -1.455e+01 ...  5.242e+00 -3.562e+01]
            ...
-           [-2.466e+00 -1.214e+01 ... -1.154e+01  3.666e-01]
-           [-1.196e+00  9.645e-01 ... -3.675e-01 -3.062e-02]]
-    nfev: 1231
+           [ 1.438e+01  2.158e+01 ... -2.439e+00 -1.030e+01]
+           [-3.850e+00  1.012e+00 ... -6.273e-01  1.248e+00]]
+    nfev: 1089
 </pre></div>
 </div>
 </div>
@@ -1164,7 +1166,7 @@ <h2>Least Squares Regression<a class="headerlink" href="#least-squares-regressio
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>The best slopes for the training set:
-RMSE of all training examples using the best slopes: 34294.16768513198
+RMSE of all training examples using the best slopes: 33550.61338197223
 </pre></div>
 </div>
 <div class="output text_html"><div>
@@ -1199,15 +1201,15 @@ <h2>Least Squares Regression<a class="headerlink" href="#least-squares-regressio
   <tbody>
     <tr>
       <th>0</th>
-      <td>77.18376</td>
-      <td>79.030858</td>
-      <td>61.260786</td>
-      <td>75.158764</td>
-      <td>43.674909</td>
-      <td>29.878584</td>
-      <td>0.824891</td>
-      <td>-5.265169</td>
-      <td>-18.867835</td>
+      <td>75.937256</td>
+      <td>81.022381</td>
+      <td>63.334879</td>
+      <td>66.902574</td>
+      <td>37.248787</td>
+      <td>28.877242</td>
+      <td>0.410341</td>
+      <td>20.731075</td>
+      <td>-41.480273</td>
     </tr>
   </tbody>
 </table>
@@ -1240,7 +1242,7 @@ <h2>Interpreting Multiple Regression<a class="headerlink" href="#interpreting-mu
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Test set RMSE for multiple linear regression: 33335.51769218093
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Test set RMSE for multiple linear regression: 33310.78830949928
 </pre></div>
 </div>
 </div>
@@ -1261,7 +1263,7 @@ <h2>Interpreting Multiple Regression<a class="headerlink" href="#interpreting-mu
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/601e572e5cd3f37045f4057efaf2d423d93080125216b27fa8cbd343d5a69bd4.png" src="../_images/601e572e5cd3f37045f4057efaf2d423d93080125216b27fa8cbd343d5a69bd4.png" />
+<img alt="../_images/c0bf845481d0441c567e2e08292d8469894c53b9189cbf45e3cffa2966b240e8.png" src="../_images/c0bf845481d0441c567e2e08292d8469894c53b9189cbf45e3cffa2966b240e8.png" />
 </div>
 </div>
 <p>A residual plot for multiple regression typically compares the errors
@@ -1278,7 +1280,7 @@ <h2>Interpreting Multiple Regression<a class="headerlink" href="#interpreting-mu
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/145c9cad111b37a59fe81a540943d76d3f1b599289ef53be0a894441e23d070b.png" src="../_images/145c9cad111b37a59fe81a540943d76d3f1b599289ef53be0a894441e23d070b.png" />
+<img alt="../_images/98f2970e7a5a2e297add78834d9425e8fb8ecc9c6f1647bb21e2fff3bd2f3836.png" src="../_images/98f2970e7a5a2e297add78834d9425e8fb8ecc9c6f1647bb21e2fff3bd2f3836.png" />
 </div>
 </div>
 <p>As with simple linear regression, interpreting the result of a predictor is at least as important as making predictions. There are many lessons about interpreting multiple regression that are not included in this textbook. A natural next step after completing this text would be to study linear modeling and regression in further depth.</p>
@@ -1323,31 +1325,31 @@ <h2>Nearest Neighbors for Regression<a class="headerlink" href="#nearest-neighbo
   </thead>
   <tbody>
     <tr>
-      <th>129</th>
-      <td>116500</td>
-      <td>858</td>
+      <th>786</th>
+      <td>139600</td>
+      <td>1733</td>
       <td>0</td>
-      <td>858.0</td>
       <td>0.0</td>
-      <td>1958</td>
+      <td>452.0</td>
+      <td>1955</td>
     </tr>
     <tr>
-      <th>1397</th>
-      <td>144000</td>
-      <td>904</td>
+      <th>876</th>
+      <td>213000</td>
+      <td>1630</td>
       <td>0</td>
-      <td>864.0</td>
-      <td>912.0</td>
-      <td>1970</td>
+      <td>1630.0</td>
+      <td>451.0</td>
+      <td>2000</td>
     </tr>
     <tr>
-      <th>2527</th>
-      <td>250000</td>
-      <td>1512</td>
-      <td>1142</td>
-      <td>1054.0</td>
-      <td>619.0</td>
-      <td>1968</td>
+      <th>2348</th>
+      <td>188900</td>
+      <td>945</td>
+      <td>912</td>
+      <td>945.0</td>
+      <td>482.0</td>
+      <td>1978</td>
     </tr>
   </tbody>
 </table>
@@ -1415,54 +1417,54 @@ <h2>Nearest Neighbors for Regression<a class="headerlink" href="#nearest-neighbo
   </thead>
   <tbody>
     <tr>
-      <th>1290</th>
-      <td>139500</td>
-      <td>728</td>
-      <td>728</td>
-      <td>728.0</td>
-      <td>308.0</td>
-      <td>1915</td>
-      <td>54.369109</td>
+      <th>2915</th>
+      <td>140000</td>
+      <td>1360</td>
+      <td>0</td>
+      <td>1104.0</td>
+      <td>336.0</td>
+      <td>1969</td>
+      <td>58.283788</td>
     </tr>
     <tr>
-      <th>2851</th>
-      <td>149000</td>
-      <td>755</td>
-      <td>755</td>
-      <td>755.0</td>
-      <td>216.0</td>
-      <td>1920</td>
-      <td>82.462113</td>
+      <th>285</th>
+      <td>104000</td>
+      <td>1296</td>
+      <td>0</td>
+      <td>1107.0</td>
+      <td>260.0</td>
+      <td>1924</td>
+      <td>94.281493</td>
     </tr>
     <tr>
-      <th>1370</th>
-      <td>135000</td>
-      <td>756</td>
-      <td>713</td>
-      <td>756.0</td>
-      <td>216.0</td>
-      <td>1906</td>
-      <td>96.550505</td>
+      <th>895</th>
+      <td>120000</td>
+      <td>1368</td>
+      <td>0</td>
+      <td>1078.0</td>
+      <td>195.0</td>
+      <td>1950</td>
+      <td>105.910339</td>
     </tr>
     <tr>
-      <th>282</th>
-      <td>113000</td>
-      <td>798</td>
-      <td>689</td>
-      <td>735.0</td>
-      <td>220.0</td>
-      <td>1945</td>
-      <td>111.382225</td>
+      <th>1403</th>
+      <td>177000</td>
+      <td>1357</td>
+      <td>0</td>
+      <td>1019.0</td>
+      <td>312.0</td>
+      <td>1959</td>
+      <td>115.373307</td>
     </tr>
     <tr>
-      <th>260</th>
-      <td>161750</td>
-      <td>689</td>
-      <td>703</td>
-      <td>689.0</td>
-      <td>299.0</td>
-      <td>1977</td>
-      <td>113.110565</td>
+      <th>2064</th>
+      <td>187000</td>
+      <td>1375</td>
+      <td>0</td>
+      <td>1240.0</td>
+      <td>323.0</td>
+      <td>1956</td>
+      <td>116.335721</td>
     </tr>
   </tbody>
 </table>
@@ -1482,7 +1484,7 @@ <h2>Nearest Neighbors for Regression<a class="headerlink" href="#nearest-neighbo
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>139650.0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(145600.0)
 </pre></div>
 </div>
 </div>
@@ -1497,8 +1499,8 @@ <h2>Nearest Neighbors for Regression<a class="headerlink" href="#nearest-neighbo
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Actual sale price: 108000
-Predicted sale price using nearest neighbors: 139650.0
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Actual sale price: 147000
+Predicted sale price using nearest neighbors: 145600.0
 </pre></div>
 </div>
 </div>
@@ -1521,8 +1523,8 @@ <h2>Evaluation<a class="headerlink" href="#evaluation" title="Link to this headi
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Test set RMSE for multiple linear regression:  33335.51769218093
-Test set RMSE for nearest neighbor regression: 32547.960557128175
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Test set RMSE for multiple linear regression:  33310.78830949928
+Test set RMSE for nearest neighbor regression: 33424.01965990707
 </pre></div>
 </div>
 </div>
@@ -1546,7 +1548,7 @@ <h2>Evaluation<a class="headerlink" href="#evaluation" title="Link to this headi
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/fb6906789b4acab1cc2fb5971d2f8c04ca7a8998d1453e2176dac2d824a06c7b.png" src="../_images/fb6906789b4acab1cc2fb5971d2f8c04ca7a8998d1453e2176dac2d824a06c7b.png" />
+<img alt="../_images/d8f632bc4cf8fad3c12d095c7a0895cdb23378742d651b4175ac09798499840c.png" src="../_images/d8f632bc4cf8fad3c12d095c7a0895cdb23378742d651b4175ac09798499840c.png" />
 </div>
 </div>
 <p><div class="admonition note">
@@ -1676,8 +1678,8 @@ <h2>Evaluation<a class="headerlink" href="#evaluation" title="Link to this headi
   </div>
   
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   <footer class="bd-footer">
   </footer>
diff --git a/classification/Nearest_Neighbors.html b/classification/Nearest_Neighbors.html
index 66e2739d..c0eeef39 100644
--- a/classification/Nearest_Neighbors.html
+++ b/classification/Nearest_Neighbors.html
@@ -18,35 +18,35 @@
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 <script>
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@@ -1089,7 +1091,7 @@ <h2>Chronic kidney disease<a class="headerlink" href="#chronic-kidney-disease" t
 </div>
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 <div class="cell_output docutils container">
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 </div>
 </div>
 <p>Suppose Alice is a new patient who is not in the data set.  If I tell you Alice’s hemoglobin level and blood glucose level, could you predict whether she has CKD?  It sure looks like it!  You can see a very clear pattern here: points in the lower-right tend to represent people who don’t have CKD, and the rest tend to be folks with CKD.  To a human, the pattern is obvious.  But how can we program a computer to automatically detect patterns such as this one?</p>
@@ -1134,13 +1136,13 @@ <h2>A Nearest Neighbor Classifier<a class="headerlink" href="#a-nearest-neighbor
 </div>
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-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_3567/1193928341.py:8: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_38751/1193928341.py:8: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead
   x_closest = float(t[&#39;Hemoglobin&#39;])
-/tmp/ipykernel_3567/1193928341.py:9: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead
+/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_38751/1193928341.py:9: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead
   y_closest = float(t[&#39;Glucose&#39;])
 </pre></div>
 </div>
-<img alt="../_images/f88927729580306e6fc0b5f35f4d13c1e86860e9c907c618bb5addea11c28fb2.png" src="../_images/f88927729580306e6fc0b5f35f4d13c1e86860e9c907c618bb5addea11c28fb2.png" />
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 </div>
 </div>
 <p>Thus our <em>nearest neighbor classifier</em> works like this:</p>
@@ -1162,13 +1164,13 @@ <h2>Decision boundary<a class="headerlink" href="#decision-boundary" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_3567/1193928341.py:8: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_38751/1193928341.py:8: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead
   x_closest = float(t[&#39;Hemoglobin&#39;])
-/tmp/ipykernel_3567/1193928341.py:9: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead
+/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_38751/1193928341.py:9: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead
   y_closest = float(t[&#39;Glucose&#39;])
 </pre></div>
 </div>
-<img alt="../_images/105db2305a4153a4caedfb098e48af111417db2aaa167e911dceb01c61c39ea5.png" src="../_images/105db2305a4153a4caedfb098e48af111417db2aaa167e911dceb01c61c39ea5.png" />
+<img alt="../_images/ce92b84d6e6cb80f06a9e08356cbff20c74feeed189ff86926d07d2e8fa978b8.png" src="../_images/ce92b84d6e6cb80f06a9e08356cbff20c74feeed189ff86926d07d2e8fa978b8.png" />
 </div>
 </div>
 <p>Here are hundreds of new unclassified points, all in red.</p>
@@ -1206,7 +1208,7 @@ <h2>Decision boundary<a class="headerlink" href="#decision-boundary" title="Link
 </div>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
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 </div>
 </div>
 <p>Each of the red points has a nearest neighbor in the training set (the same blue and gold points as before). For some red points you can easily tell whether the nearest neighbor is blue or gold. For others, it’s a little more tricky to make the decision by eye. Those are the points near the decision boundary.</p>
@@ -1253,7 +1255,7 @@ <h2>Decision boundary<a class="headerlink" href="#decision-boundary" title="Link
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 </div>
 </div>
 <p>The decision boundary is where the classifier switches from turning the red points blue to turning them gold.</p>
@@ -1273,7 +1275,7 @@ <h2>k-Nearest Neighbors<a class="headerlink" href="#k-nearest-neighbors" title="
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;WBC&#39;, ylabel=&#39;Glucose&#39;&gt;
 </pre></div>
 </div>
-<img alt="../_images/05ef53a008d742e98027d0901f838d42c142f5c28c231ac39133c56a7238e1b0.png" src="../_images/05ef53a008d742e98027d0901f838d42c142f5c28c231ac39133c56a7238e1b0.png" />
+<img alt="../_images/82da779b1cabb13d3aeac6bdd5bf6bb2d5b87ab4733bea082ff8603f79382933.png" src="../_images/82da779b1cabb13d3aeac6bdd5bf6bb2d5b87ab4733bea082ff8603f79382933.png" />
 </div>
 </div>
 <p>As you can see, non-CKD individuals are all clustered in the lower-left.  Most of the patients with CKD are above or to the right of that cluster… but not all.  There are some patients with CKD who are in the lower left of the above figure (as indicated by the handful of blue dots scattered among the gold cluster).  What this means is that you can’t tell for certain whether someone has CKD from just these two blood test measurements.</p>
@@ -1407,8 +1409,8 @@ <h2>k-Nearest Neighbors<a class="headerlink" href="#k-nearest-neighbors" title="
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diff --git a/classification/Rows_of_Tables.html b/classification/Rows_of_Tables.html
index 8efcd1c1..95a600bb 100644
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@@ -143,6 +143,8 @@
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+    
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -384,9 +386,9 @@
   
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@@ -411,14 +413,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 </a>
@@ -429,14 +431,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 </a>
@@ -595,10 +597,10 @@
 
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-</label>
+</button>
 </div></div>
       
     </div>
@@ -936,7 +938,7 @@ <h1>Rows of tables<a class="headerlink" href="#rows-of-tables" title="Link to th
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>4
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(4)
 </pre></div>
 </div>
 </div>
@@ -1099,7 +1101,7 @@ <h2>Converting Rows to Numpy arrays<a class="headerlink" href="#converting-rows-
 </div>
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+<img alt="../_images/0e30d178640c43953228663361042202ab56775eb643b49816d9ad1446925778.png" src="../_images/0e30d178640c43953228663361042202ab56775eb643b49816d9ad1446925778.png" />
 </div>
 </div>
 <p>To find the distance between Alice’s point and any of the other points, we only need the values of the attributes:</p>
@@ -1224,7 +1226,7 @@ <h2>Distance Between Points When There are Two Attributes<a class="headerlink" h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.901490965127261
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.901490965127261)
 </pre></div>
 </div>
 </div>
@@ -1248,7 +1250,7 @@ <h2>Distance Between Points When There are Two Attributes<a class="headerlink" h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.901490965127261
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.901490965127261)
 </pre></div>
 </div>
 </div>
@@ -1337,7 +1339,7 @@ <h2>Using <code class="docutils literal notranslate"><span class="pre">apply</sp
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.0839536249919064
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.0839536249919064)
 </pre></div>
 </div>
 </div>
@@ -1401,7 +1403,7 @@ <h2>Alice’s <span class="math notranslate nohighlight">\(k\)</span> Nearest Ne
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.901490965127261
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.901490965127261)
 </pre></div>
 </div>
 </div>
@@ -1649,7 +1651,7 @@ <h2>Alice’s <span class="math notranslate nohighlight">\(k\)</span> Nearest Ne
 <p>The graph below zooms in on Alice and her five nearest neighbors. The two gold ones just inside the circle directly below the red point. The classifier says Alice is more like the three blue ones around her.</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/ad0dd8ce019bf1cf3fe967e71ee4b6315c80009f386d354d1af61a50c07bea6f.png" src="../_images/ad0dd8ce019bf1cf3fe967e71ee4b6315c80009f386d354d1af61a50c07bea6f.png" />
+<img alt="../_images/3de263166224bc5d302c645f8b1d333e0b53d02ffd4c14b62377757e21ea32e8.png" src="../_images/3de263166224bc5d302c645f8b1d333e0b53d02ffd4c14b62377757e21ea32e8.png" />
 </div>
 </div>
 <p>We are well on our way to implementing our k-nearest neighbor classifier. In the next two sections we will put it together and assess its accuracy.</p>
@@ -1777,8 +1779,8 @@ <h2>Alice’s <span class="math notranslate nohighlight">\(k\)</span> Nearest Ne
   </div>
   
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diff --git a/classification/Training_and_Testing.html b/classification/Training_and_Testing.html
index 1fd1cfce..74be65c0 100644
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+++ b/classification/Training_and_Testing.html
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
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       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/classification/Training_and_Testing.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/classification/Training_and_Testing.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
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 <script>
 document.write(`
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-</label>
+</button>
 </div></div>
       
     </div>
@@ -791,7 +793,7 @@ <h2>Overly Optimistic “Testing”<a class="headerlink" href="#overly-optimisti
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/05ef53a008d742e98027d0901f838d42c142f5c28c231ac39133c56a7238e1b0.png" src="../_images/05ef53a008d742e98027d0901f838d42c142f5c28c231ac39133c56a7238e1b0.png" />
+<img alt="../_images/82da779b1cabb13d3aeac6bdd5bf6bb2d5b87ab4733bea082ff8603f79382933.png" src="../_images/82da779b1cabb13d3aeac6bdd5bf6bb2d5b87ab4733bea082ff8603f79382933.png" />
 </div>
 </div>
 <p>Earlier, we said that we expect to get some classifications wrong, because there’s some intermingling of blue and gold points in the lower-left.</p>
@@ -835,7 +837,7 @@ <h2>Generating a Test Set<a class="headerlink" href="#generating-a-test-set" tit
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/be4638ff156770277c0eecd82e7992c9dfba04b891d817c46c1ee4ef24bf690e.png" src="../_images/be4638ff156770277c0eecd82e7992c9dfba04b891d817c46c1ee4ef24bf690e.png" />
+<img alt="../_images/910071997191bb4630167db1afe40f431ccb8f6ceb317c441690e917831e5a4a.png" src="../_images/910071997191bb4630167db1afe40f431ccb8f6ceb317c441690e917831e5a4a.png" />
 </div>
 </div>
 <p>We get the following classification regions and decision boundary:</p>
@@ -886,13 +888,13 @@ <h2>Generating a Test Set<a class="headerlink" href="#generating-a-test-set" tit
 </div>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/33a268603b53c4d0940ba58328847ff6b42fd1eedf4cc9529cf797b5e14f3f4f.png" src="../_images/33a268603b53c4d0940ba58328847ff6b42fd1eedf4cc9529cf797b5e14f3f4f.png" />
+<img alt="../_images/a1ecf94db2741bc16db95dc14ad10425bbf98085f673f8a26d9c3564f33ef241.png" src="../_images/a1ecf94db2741bc16db95dc14ad10425bbf98085f673f8a26d9c3564f33ef241.png" />
 </div>
 </div>
 <p>Place the <em>test</em> data on this graph and you can see at once that while the classifier got almost all the points right, there are some mistakes.  For example, some blue points of the test set fall in the gold region of the classifier.</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/248f428356be7ca2616f369bf9a2862721aece74b2f74baa2b62b2d3b624e9c0.png" src="../_images/248f428356be7ca2616f369bf9a2862721aece74b2f74baa2b62b2d3b624e9c0.png" />
+<img alt="../_images/b3b777813af759a4a81ca2cb32778dc715f0d550519f6e0a9cff0292bb7b1fb3.png" src="../_images/b3b777813af759a4a81ca2cb32778dc715f0d550519f6e0a9cff0292bb7b1fb3.png" />
 </div>
 </div>
 <p>Some errors notwithstanding, it looks like the classifier does fairly well on the test set. Assuming that the original sample was drawn randomly from the underlying population, the hope is that the classifier will perform with similar accuracy on the overall population, since the test set was chosen randomly from the original sample.</p>
@@ -1018,8 +1020,8 @@ <h2>Generating a Test Set<a class="headerlink" href="#generating-a-test-set" tit
   </div>
   
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+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -688,8 +690,8 @@ <h1>Classification<a class="headerlink" href="#classification" title="Link to th
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/classification/single_multiple.html b/classification/single_multiple.html
index 5101e9e8..70679e3a 100644
--- a/classification/single_multiple.html
+++ b/classification/single_multiple.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -143,6 +143,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -164,7 +166,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -384,9 +386,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -411,14 +413,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/classification/single_multiple.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -429,14 +431,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/classification/single_multiple.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -595,10 +597,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
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 </script>
@@ -606,14 +608,14 @@
 
 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -999,7 +1001,7 @@ <h2>Simple regression<a class="headerlink" href="#simple-regression" title="Link
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;Urea&#39;, ylabel=&#39;Creatinine&#39;&gt;
 </pre></div>
 </div>
-<img alt="../_images/8fa74039f64e56ffa96ebb5b35dee73472c1460a616142ff59cdec282e266061.png" src="../_images/8fa74039f64e56ffa96ebb5b35dee73472c1460a616142ff59cdec282e266061.png" />
+<img alt="../_images/1a864c2e4f9b72924bc1e315b57048ca6c30b8d303897707de628e73f82f04a5.png" src="../_images/1a864c2e4f9b72924bc1e315b57048ca6c30b8d303897707de628e73f82f04a5.png" />
 </div>
 </div>
 <p>There is a positive correlation between these sets of values; high urea and
@@ -1012,7 +1014,7 @@ <h2>Simple regression<a class="headerlink" href="#simple-regression" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.8458834154017618
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.8458834154017618)
 </pre></div>
 </div>
 </div>
@@ -1092,7 +1094,7 @@ <h2>Simple regression<a class="headerlink" href="#simple-regression" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>LinregressResult(slope=0.05524183911456146, intercept=-0.08491111825351982, rvalue=0.845883415401762, pvalue=9.327350567383254e-13, stderr=0.005439919989116022, intercept_stderr=0.6680061444061487)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>LinregressResult(slope=np.float64(0.05524183911456146), intercept=np.float64(-0.08491111825351982), rvalue=np.float64(0.845883415401762), pvalue=np.float64(9.327350567383254e-13), stderr=np.float64(0.005439919989116022), intercept_stderr=np.float64(0.6680061444061487))
 </pre></div>
 </div>
 </div>
@@ -1107,7 +1109,7 @@ <h2>Simple regression<a class="headerlink" href="#simple-regression" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.8458834154017618
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.8458834154017618)
 </pre></div>
 </div>
 </div>
@@ -1160,10 +1162,10 @@ <h2>StatsModels<a class="headerlink" href="#statsmodels" title="Link to this hea
   <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   103.1</td>
 </tr>
 <tr>
-  <th>Date:</th>             <td>Wed, 05 Jun 2024</td> <th>  Prob (F-statistic):</th> <td>9.33e-13</td>
+  <th>Date:</th>             <td>Tue, 10 Sep 2024</td> <th>  Prob (F-statistic):</th> <td>9.33e-13</td>
 </tr>
 <tr>
-  <th>Time:</th>                 <td>16:05:57</td>     <th>  Log-Likelihood:    </th> <td> -95.343</td>
+  <th>Time:</th>                 <td>10:03:36</td>     <th>  Log-Likelihood:    </th> <td> -95.343</td>
 </tr>
 <tr>
   <th>No. Observations:</th>      <td>    43</td>      <th>  AIC:               </th> <td>   194.7</td>
@@ -1260,7 +1262,7 @@ <h2>Multiple regression, in steps<a class="headerlink" href="#multiple-regressio
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.2218544954119746
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.2218544954119746)
 </pre></div>
 </div>
 </div>
@@ -1276,10 +1278,10 @@ <h2>Multiple regression, in steps<a class="headerlink" href="#multiple-regressio
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.collections.PathCollection at 0x7f25c457e590&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.collections.PathCollection at 0x12fad4640&gt;
 </pre></div>
 </div>
-<img alt="../_images/c8f6596496b687a753b495e2e9dcc64a62b0600b0f1126ebff332c30263de45f.png" src="../_images/c8f6596496b687a753b495e2e9dcc64a62b0600b0f1126ebff332c30263de45f.png" />
+<img alt="../_images/d52752a085f3bb03f2233facbb2376700829b2482cbd6c149a2475d82dd1319e.png" src="../_images/d52752a085f3bb03f2233facbb2376700829b2482cbd6c149a2475d82dd1319e.png" />
 </div>
 </div>
 <p>Then fit a line:</p>
@@ -1367,7 +1369,7 @@ <h2>Multiple regression in one go<a class="headerlink" href="#multiple-regressio
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>6.28908245609285
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(6.28908245609285)
 </pre></div>
 </div>
 </div>
@@ -1490,10 +1492,10 @@ <h2>Multiple regression in one go<a class="headerlink" href="#multiple-regressio
   <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   50.70</td>
 </tr>
 <tr>
-  <th>Date:</th>             <td>Wed, 05 Jun 2024</td> <th>  Prob (F-statistic):</th> <td>1.08e-11</td>
+  <th>Date:</th>             <td>Tue, 10 Sep 2024</td> <th>  Prob (F-statistic):</th> <td>1.08e-11</td>
 </tr>
 <tr>
-  <th>Time:</th>                 <td>16:05:58</td>     <th>  Log-Likelihood:    </th> <td> -95.221</td>
+  <th>Time:</th>                 <td>10:03:37</td>     <th>  Log-Likelihood:    </th> <td> -95.221</td>
 </tr>
 <tr>
   <th>No. Observations:</th>      <td>    43</td>      <th>  AIC:               </th> <td>   196.4</td>
@@ -1601,7 +1603,7 @@ <h2>Multiple regression in 3D<a class="headerlink" href="#multiple-regression-in
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/e07ffd35a86a6d7c15aefe814fa13779d6a0661e598c3a0993d3ffd9b7b70102.png" src="../_images/e07ffd35a86a6d7c15aefe814fa13779d6a0661e598c3a0993d3ffd9b7b70102.png" />
+<img alt="../_images/83db907c10d3475ff137103d253233575b6b69df2edd9d7d4e19a91794975820.png" src="../_images/83db907c10d3475ff137103d253233575b6b69df2edd9d7d4e19a91794975820.png" />
 </div>
 </div>
 </section>
@@ -1725,8 +1727,8 @@ <h2>Multiple regression in 3D<a class="headerlink" href="#multiple-regression-in
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
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diff --git a/classification/statsmodels_spaces.html b/classification/statsmodels_spaces.html
index e79026f3..7cc6b003 100644
--- a/classification/statsmodels_spaces.html
+++ b/classification/statsmodels_spaces.html
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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@@ -143,6 +143,8 @@
         <div class="sidebar-primary-item">
 
   
+    
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@@ -411,14 +413,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/classification/statsmodels_spaces.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -429,14 +431,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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@@ -917,7 +919,7 @@ <h1>Statsmodels where columns have spaces<a class="headerlink" href="#statsmodel
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;Blood Urea&#39;, ylabel=&#39;Serum Creatinine&#39;&gt;
 </pre></div>
 </div>
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 </div>
 </div>
 <p>In the single and multiple regression page, we started by renaming
@@ -1006,10 +1008,10 @@ <h1>Statsmodels where columns have spaces<a class="headerlink" href="#statsmodel
   <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   103.1</td>
 </tr>
 <tr>
-  <th>Date:</th>             <td>Wed, 05 Jun 2024</td> <th>  Prob (F-statistic):</th> <td>9.33e-13</td>
+  <th>Date:</th>             <td>Tue, 10 Sep 2024</td> <th>  Prob (F-statistic):</th> <td>9.33e-13</td>
 </tr>
 <tr>
-  <th>Time:</th>                 <td>16:06:01</td>     <th>  Log-Likelihood:    </th> <td> -95.343</td>
+  <th>Time:</th>                 <td>10:03:40</td>     <th>  Log-Likelihood:    </th> <td> -95.343</td>
 </tr>
 <tr>
   <th>No. Observations:</th>      <td>    43</td>      <th>  AIC:               </th> <td>   194.7</td>
@@ -1069,47 +1071,47 @@ <h1>Statsmodels where columns have spaces<a class="headerlink" href="#statsmodel
 <div class="cell_output docutils container">
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+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">highlevel</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">66</span> <span class="ow">in</span> <span class="n">_try_incr_builders</span>
     <span class="k">return</span> <span class="n">design_matrix_builders</span><span class="p">([</span><span class="n">formula_like</span><span class="o">.</span><span class="n">lhs_termlist</span><span class="p">,</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">build</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">689</span> <span class="ow">in</span> <span class="n">design_matrix_builders</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">build</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">689</span> <span class="ow">in</span> <span class="n">design_matrix_builders</span>
     <span class="n">factor_states</span> <span class="o">=</span> <span class="n">_factors_memorize</span><span class="p">(</span><span class="n">all_factors</span><span class="p">,</span> <span class="n">data_iter_maker</span><span class="p">,</span> <span class="n">eval_env</span><span class="p">)</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">build</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">354</span> <span class="ow">in</span> <span class="n">_factors_memorize</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">build</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">354</span> <span class="ow">in</span> <span class="n">_factors_memorize</span>
     <span class="n">which_pass</span> <span class="o">=</span> <span class="n">factor</span><span class="o">.</span><span class="n">memorize_passes_needed</span><span class="p">(</span><span class="n">state</span><span class="p">,</span> <span class="n">eval_env</span><span class="p">)</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="nb">eval</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">478</span> <span class="ow">in</span> <span class="n">memorize_passes_needed</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="nb">eval</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">478</span> <span class="ow">in</span> <span class="n">memorize_passes_needed</span>
 <span class="nn">    subset_names = [name for name</span> in <span class="ni">ast_names</span><span class="nt">(self.code)</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="nb">eval</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">478</span> <span class="ow">in</span> <span class="o">&lt;</span><span class="n">listcomp</span><span class="o">&gt;</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="nb">eval</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">478</span> <span class="ow">in</span> <span class="o">&lt;</span><span class="n">listcomp</span><span class="o">&gt;</span>
 <span class="nn">    subset_names = [name for name</span> in <span class="ni">ast_names</span><span class="nt">(self.code)</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="nb">eval</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">109</span> <span class="ow">in</span> <span class="n">ast_names</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="nb">eval</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">109</span> <span class="ow">in</span> <span class="n">ast_names</span>
     <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">ast</span><span class="o">.</span><span class="n">walk</span><span class="p">(</span><span class="n">ast</span><span class="o">.</span><span class="n">parse</span><span class="p">(</span><span class="n">code</span><span class="p">)):</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">ast</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">50</span> <span class="ow">in</span> <span class="n">parse</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">miniconda3</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">ast</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">50</span> <span class="ow">in</span> <span class="n">parse</span>
     <span class="k">return</span> <span class="nb">compile</span><span class="p">(</span><span class="n">source</span><span class="p">,</span> <span class="n">filename</span><span class="p">,</span> <span class="n">mode</span><span class="p">,</span> <span class="n">flags</span><span class="p">,</span>
 
   <span class="n">File</span> <span class="o">&lt;</span><span class="n">unknown</span><span class="o">&gt;</span><span class="p">:</span><span class="mi">1</span>
-    <span class="n">Serum</span> <span class="n">Creatinine</span>
+    <span class="n">Blood</span> <span class="n">Urea</span>
           <span class="o">^</span>
 <span class="ne">SyntaxError</span>: invalid syntax
 </pre></div>
@@ -1142,10 +1144,10 @@ <h1>Statsmodels where columns have spaces<a class="headerlink" href="#statsmodel
   <th>Method:</th>               <td>Least Squares</td>     <th>  F-statistic:       </th> <td>   103.1</td>
 </tr>
 <tr>
-  <th>Date:</th>               <td>Wed, 05 Jun 2024</td>    <th>  Prob (F-statistic):</th> <td>9.33e-13</td>
+  <th>Date:</th>               <td>Tue, 10 Sep 2024</td>    <th>  Prob (F-statistic):</th> <td>9.33e-13</td>
 </tr>
 <tr>
-  <th>Time:</th>                   <td>16:06:01</td>        <th>  Log-Likelihood:    </th> <td> -95.343</td>
+  <th>Time:</th>                   <td>10:03:40</td>        <th>  Log-Likelihood:    </th> <td> -95.343</td>
 </tr>
 <tr>
   <th>No. Observations:</th>        <td>    43</td>         <th>  AIC:               </th> <td>   194.7</td>
@@ -1268,8 +1270,8 @@ <h1>Statsmodels where columns have spaces<a class="headerlink" href="#statsmodel
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/code-basics/Calls.html b/code-basics/Calls.html
index a32b736a..1d5d9e4d 100644
--- a/code-basics/Calls.html
+++ b/code-basics/Calls.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/code-basics/Calls.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/code-basics/Calls.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1081,8 +1083,8 @@ <h2>Example<a class="headerlink" href="#example" title="Link to this heading">#<
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   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/code-basics/Expressions.html b/code-basics/Expressions.html
index d2ffcc46..67f4bf63 100644
--- a/code-basics/Expressions.html
+++ b/code-basics/Expressions.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/code-basics/Expressions.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/code-basics/Expressions.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1047,8 +1049,8 @@ <h2>Example<a class="headerlink" href="#example" title="Link to this heading">#<
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   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/code-basics/Names.html b/code-basics/Names.html
index 0e9ce8ac..c3c6d541 100644
--- a/code-basics/Names.html
+++ b/code-basics/Names.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/code-basics/Names.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/code-basics/Names.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -954,8 +956,8 @@ <h2>Rules for variable names<a class="headerlink" href="#rules-for-variable-name
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/code-basics/first_pass_three_girls.html b/code-basics/first_pass_three_girls.html
index 52d4fc48..381cbf85 100644
--- a/code-basics/first_pass_three_girls.html
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@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
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+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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@@ -701,7 +703,7 @@ <h2>Functions in Python<a class="headerlink" href="#functions-in-python" title="
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+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
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+    
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@@ -162,7 +164,7 @@
 
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-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -526,10 +528,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -537,14 +539,14 @@
 
 <script>
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+</button>
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@@ -734,8 +736,8 @@ <h2>The problem - was jury selection biased?<a class="headerlink" href="#the-pro
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
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diff --git a/code-basics/sub_expressions.html b/code-basics/sub_expressions.html
index f18ac9f3..9200fbd2 100644
--- a/code-basics/sub_expressions.html
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
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@@ -143,6 +143,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -164,7 +166,7 @@
 
  <script>
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-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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@@ -384,9 +386,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -411,14 +413,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/code-basics/sub_expressions.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -429,14 +431,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/code-basics/sub_expressions.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -595,10 +597,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -606,14 +608,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -897,7 +899,7 @@ <h2>Call subexpressions<a class="headerlink" href="#call-subexpressions" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1.0)
 </pre></div>
 </div>
 </div>
@@ -937,7 +939,7 @@ <h2>Call subexpressions<a class="headerlink" href="#call-subexpressions" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3.0)
 </pre></div>
 </div>
 </div>
@@ -1163,8 +1165,8 @@ <h2>Variables in expressions<a class="headerlink" href="#variables-in-expression
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/code-basics/three_girls.html b/code-basics/three_girls.html
index 92793503..65e4591d 100644
--- a/code-basics/three_girls.html
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+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/code-basics/three_girls.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/code-basics/three_girls.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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@@ -593,10 +595,10 @@
 
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+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,7 +606,7 @@
 
 <script>
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@@ -671,7 +673,7 @@ <h1>A simpler problem<a class="headerlink" href="#a-simpler-problem" title="Link
 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Generator(PCG64) at 0x7FFBDC1FACE0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Generator(PCG64) at 0x11139E740
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@@ -685,7 +687,7 @@ <h1>A simpler problem<a class="headerlink" href="#a-simpler-problem" title="Link
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.3027184874034289
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.06897221873469395
 </pre></div>
 </div>
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@@ -705,7 +707,7 @@ <h1>A simpler problem<a class="headerlink" href="#a-simpler-problem" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(9)
 </pre></div>
 </div>
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@@ -730,7 +732,7 @@ <h1>A simpler problem<a class="headerlink" href="#a-simpler-problem" title="Link
 </div>
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(1)
 </pre></div>
 </div>
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@@ -841,8 +843,8 @@ <h1>A simpler problem<a class="headerlink" href="#a-simpler-problem" title="Link
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-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/code-basics/to_code.html b/code-basics/to_code.html
index 8cd91d58..33cc0b0b 100644
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-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -526,10 +528,10 @@
 
 <script>
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
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@@ -709,8 +711,8 @@ <h1>Ode to code<a class="headerlink" href="#ode-to-code" title="Link to this hea
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/code-basics/variables.html b/code-basics/variables.html
index e03b099a..96cf7a99 100644
--- a/code-basics/variables.html
+++ b/code-basics/variables.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleOpenOnPrint = 'true';</script>
@@ -143,6 +143,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -164,7 +166,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -411,14 +413,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/code-basics/variables.Rmd" target="_blank"
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-   title="Launch onBinder"
+   title="Launch on Binder"
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 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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@@ -595,10 +597,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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 `);
 </script>
@@ -606,14 +608,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
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@@ -873,8 +875,8 @@ <h2>Variables in expressions<a class="headerlink" href="#variables-in-expression
   </div>
   
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diff --git a/code-basics/variables_intro.html b/code-basics/variables_intro.html
index df801762..df6989ed 100644
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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diff --git a/confidence/Central_Limit_Theorem.html b/confidence/Central_Limit_Theorem.html
index a8d3e7a1..abafdf1a 100644
--- a/confidence/Central_Limit_Theorem.html
+++ b/confidence/Central_Limit_Theorem.html
@@ -18,35 +18,35 @@
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@@ -141,6 +141,8 @@
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+    
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    class="btn btn-sm dropdown-item"
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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 <script>
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-</label>
+</button>
 </div></div>
       
     </div>
@@ -1211,9 +1213,9 @@ <h2>At the roulette table<a class="headerlink" href="#at-the-roulette-table" tit
   </thead>
   <tbody>
     <tr>
-      <th>34</th>
-      <td>black</td>
-      <td>-1</td>
+      <th>4</th>
+      <td>red</td>
+      <td>1</td>
     </tr>
   </tbody>
 </table>
@@ -1243,7 +1245,7 @@ <h2>At the roulette table<a class="headerlink" href="#at-the-roulette-table" tit
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/9f999d4a6116f631e532122c2731d69559e6ec427ec6b2dd4d17b4a7a4c1d43d.png" src="../_images/9f999d4a6116f631e532122c2731d69559e6ec427ec6b2dd4d17b4a7a4c1d43d.png" />
+<img alt="../_images/bf1fa028c8fc691dcb6f86b2498a1e40d81da05d24a410e0828e5783058fd0f3.png" src="../_images/bf1fa028c8fc691dcb6f86b2498a1e40d81da05d24a410e0828e5783058fd0f3.png" />
 </div>
 </div>
 <p>Here are the corresponding winnings:</p>
@@ -1254,7 +1256,7 @@ <h2>At the roulette table<a class="headerlink" href="#at-the-roulette-table" tit
 </div>
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 <div class="cell_output docutils container">
-<img alt="../_images/3eb1b1697859220ab9c8ee3199c1c1fbe3bba49abf4672bdd5d1b14ce020e41c.png" src="../_images/3eb1b1697859220ab9c8ee3199c1c1fbe3bba49abf4672bdd5d1b14ce020e41c.png" />
+<img alt="../_images/42179cbeef9f9d8f4c7edc1979efa8642aeb6b56de366bf97089b20362f0ad3c.png" src="../_images/42179cbeef9f9d8f4c7edc1979efa8642aeb6b56de366bf97089b20362f0ad3c.png" />
 </div>
 </div>
 <p>Notice that this distribution is very far from being a bell shaped distribution curve.  Now let’s think about <em>net</em> wins after a certain number of bets.</p>
@@ -1299,7 +1301,7 @@ <h2>Net gains at roulette<a class="headerlink" href="#net-gains-at-roulette" tit
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: ylabel=&#39;Frequency&#39;&gt;
 </pre></div>
 </div>
-<img alt="../_images/a330d9c94bcbb8243f2b901ae7f1bbbee1b9052a37768468c898cf6feae043be.png" src="../_images/a330d9c94bcbb8243f2b901ae7f1bbbee1b9052a37768468c898cf6feae043be.png" />
+<img alt="../_images/eca2195c3e7e8388e43c3708ef1fe4f611e89cffb1c37fd5dff77845f3f5fa0d.png" src="../_images/eca2195c3e7e8388e43c3708ef1fe4f611e89cffb1c37fd5dff77845f3f5fa0d.png" />
 </div>
 </div>
 <p>That’s a roughly bell shaped histogram, even though the distribution we are
@@ -1341,7 +1343,7 @@ <h2>Net gains at roulette<a class="headerlink" href="#net-gains-at-roulette" tit
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-21.4184
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(-20.7208)
 </pre></div>
 </div>
 </div>
@@ -1361,7 +1363,7 @@ <h2>Net gains at roulette<a class="headerlink" href="#net-gains-at-roulette" tit
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>20.230851228754563
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(19.886046549276706)
 </pre></div>
 </div>
 </div>
@@ -1389,7 +1391,7 @@ <h2>Average Flight Delay<a class="headerlink" href="#average-flight-delay" title
 </div>
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-<img alt="../_images/dbc096bc6201e8fd1ee92c2e47591459431049dc8c13666d1a7c8521ca336192.png" src="../_images/dbc096bc6201e8fd1ee92c2e47591459431049dc8c13666d1a7c8521ca336192.png" />
+<img alt="../_images/e879982cae5e51ee83a582a26ef0f567609ecdc34b121205b82f8322f59aae0f.png" src="../_images/e879982cae5e51ee83a582a26ef0f567609ecdc34b121205b82f8322f59aae0f.png" />
 </div>
 </div>
 <p>The mean delay was about 16.9 minutes and the SD was about 39.7 minutes. Notice
@@ -1405,7 +1407,7 @@ <h2>Average Flight Delay<a class="headerlink" href="#average-flight-delay" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>(16.850735347918345, 39.66686982792497)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>(np.float64(16.850735347918345), np.float64(39.66686982792497))
 </pre></div>
 </div>
 </div>
@@ -1425,7 +1427,7 @@ <h2>Average Flight Delay<a class="headerlink" href="#average-flight-delay" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>15.435
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(15.7675)
 </pre></div>
 </div>
 </div>
@@ -1455,7 +1457,7 @@ <h2>Average Flight Delay<a class="headerlink" href="#average-flight-delay" title
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 </div>
 </div>
 <p>Once again, we see a rough bell shape, even though we are drawing from a very
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 </div>
 </div>
 <p>There’s that normal curve again, as predicted by the Central Limit Theorem,
@@ -1625,7 +1627,7 @@ <h2>Proportion of Purple Flowers<a class="headerlink" href="#proportion-of-purpl
 </div>
 </div>
 <div class="cell_output docutils container">
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 </div>
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 <p>Both distributions are approximately normal but one is narrower than the other.
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diff --git a/confidence/bayes_bars.html b/confidence/bayes_bars.html
index 648c203e..b1f7c1a3 100644
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@@ -143,6 +143,8 @@
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -429,14 +431,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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@@ -829,7 +831,7 @@ <h2>Three boxes, in arrays<a class="headerlink" href="#three-boxes-in-arrays" ti
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.56
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.56)
 </pre></div>
 </div>
 </div>
@@ -850,7 +852,7 @@ <h2>Three boxes, in arrays<a class="headerlink" href="#three-boxes-in-arrays" ti
 Probability I gave you BOX4, given you drew a red ball:
 </pre></div>
 </div>
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.4285714285714285
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.4285714285714285)
 </pre></div>
 </div>
 </div>
@@ -949,7 +951,7 @@ <h2>Three boxes, in bars<a class="headerlink" href="#three-boxes-in-bars" title=
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 </div>
 </div>
 <p>Our inputs are the first two arrays (plots) - <span class="math notranslate nohighlight">\(P(B)\)</span> and <span class="math notranslate nohighlight">\(P(R | B)\)</span>.</p>
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+<img alt="../_images/061ac80aa4810582ea42f5d54085f80a16e00ac546b6dad685eebc3efa22ca93.png" src="../_images/061ac80aa4810582ea42f5d54085f80a16e00ac546b6dad685eebc3efa22ca93.png" />
 </div>
 </div>
 <p>Notice that, in this case, where the probability of each box is the same, we
@@ -1110,7 +1112,7 @@ <h2>Confidence and boxes<a class="headerlink" href="#confidence-and-boxes" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.8
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.8)
 </pre></div>
 </div>
 </div>
@@ -1243,8 +1245,8 @@ <h2>Confidence and boxes<a class="headerlink" href="#confidence-and-boxes" title
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 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -711,7 +713,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>65.25609088420477
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(65.25609088420477)
 </pre></div>
 </div>
 </div>
@@ -729,7 +731,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>58.74
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(58.74)
 </pre></div>
 </div>
 </div>
@@ -751,7 +753,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([65.66, 65.04, 63.66, 67.62, 67.06])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([67.12, 70.96, 64.76, 67.4 , 69.26])
 </pre></div>
 </div>
 </div>
@@ -765,7 +767,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>65.243145
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(65.2550524)
 </pre></div>
 </div>
 </div>
@@ -788,7 +790,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/e574ff6a782708a6567bd0a46a1d9731a7107937818094482ec2c8eccde26c37.png" src="../_images/e574ff6a782708a6567bd0a46a1d9731a7107937818094482ec2c8eccde26c37.png" />
+<img alt="../_images/ab6aaf09df3e0ed8c0a6b5177891fb18af78a769d09d03bd1085e3352d637946.png" src="../_images/ab6aaf09df3e0ed8c0a6b5177891fb18af78a769d09d03bd1085e3352d637946.png" />
 </div>
 </div>
 <p>Notice that the distribution has a very slightly longer left tail.</p>
@@ -805,16 +807,16 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([   5.,    8.,    8.,    7.,    8.,   26.,   38.,   51.,  104.,
-        115.,  190.,  250.,  319.,  460.,  547.,  728.,  928., 1203.,
-       1547., 1742., 2089., 2476., 3036., 3309., 3722., 4174., 4527.,
-       4864., 5068., 5252., 5415., 5388., 5138., 4961., 4584., 4387.,
-       3910., 3495., 3028., 2671., 2272., 1827., 1476., 1215.,  937.,
-        673.,  559.,  411.,  299.,  204.,  128.,   85.,   63.,   29.,
-         20.,    7.,    5.,    3.,    2.])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([   1.,    5.,    7.,    7.,   21.,   21.,   37.,   66.,   86.,
+        126.,  163.,  222.,  323.,  400.,  556.,  717.,  919., 1181.,
+       1478., 1791., 2206., 2519., 2967., 3346., 3824., 4106., 4694.,
+       4774., 5007., 5078., 5340., 5399., 5102., 4935., 4672., 4349.,
+       3917., 3518., 3173., 2805., 2227., 1881., 1419., 1194.,  941.,
+        722.,  537.,  375.,  288.,  200.,  100.,   94.,   62.,   43.,
+         15.,   18.,    9.,    5.,    2.])
 </pre></div>
 </div>
-<img alt="../_images/15c7f9cee24883eb4241ada25a94d6cd686b854b8203cbff49edb89f7087739f.png" src="../_images/15c7f9cee24883eb4241ada25a94d6cd686b854b8203cbff49edb89f7087739f.png" />
+<img alt="../_images/a1b9266d2f515991a68cb03bffaf957e76d0a34923f40a779794bf0523768e24.png" src="../_images/a1b9266d2f515991a68cb03bffaf957e76d0a34923f40a779794bf0523768e24.png" />
 </div>
 </div>
 <p>As we saw in the earlier section on <a class="reference internal" href="../mean-slopes/using_minimize.html#unpacking"><span class="std std-ref">unpacking</span></a>, we can get
@@ -831,16 +833,16 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([   5.,    8.,    8.,    7.,    8.,   26.,   38.,   51.,  104.,
-        115.,  190.,  250.,  319.,  460.,  547.,  728.,  928., 1203.,
-       1547., 1742., 2089., 2476., 3036., 3309., 3722., 4174., 4527.,
-       4864., 5068., 5252., 5415., 5388., 5138., 4961., 4584., 4387.,
-       3910., 3495., 3028., 2671., 2272., 1827., 1476., 1215.,  937.,
-        673.,  559.,  411.,  299.,  204.,  128.,   85.,   63.,   29.,
-         20.,    7.,    5.,    3.,    2.])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([   1.,    5.,    7.,    7.,   21.,   21.,   37.,   66.,   86.,
+        126.,  163.,  222.,  323.,  400.,  556.,  717.,  919., 1181.,
+       1478., 1791., 2206., 2519., 2967., 3346., 3824., 4106., 4694.,
+       4774., 5007., 5078., 5340., 5399., 5102., 4935., 4672., 4349.,
+       3917., 3518., 3173., 2805., 2227., 1881., 1419., 1194.,  941.,
+        722.,  537.,  375.,  288.,  200.,  100.,   94.,   62.,   43.,
+         15.,   18.,    9.,    5.,    2.])
 </pre></div>
 </div>
-<img alt="../_images/15c7f9cee24883eb4241ada25a94d6cd686b854b8203cbff49edb89f7087739f.png" src="../_images/15c7f9cee24883eb4241ada25a94d6cd686b854b8203cbff49edb89f7087739f.png" />
+<img alt="../_images/a1b9266d2f515991a68cb03bffaf957e76d0a34923f40a779794bf0523768e24.png" src="../_images/a1b9266d2f515991a68cb03bffaf957e76d0a34923f40a779794bf0523768e24.png" />
 </div>
 </div>
 <p>If we show the counts as a bar graph, it is the same as the histogram, because
@@ -874,7 +876,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/825149d1992b98f7d72bae757910ed241e18865e44728df788d836f9e349c8d0.png" src="../_images/825149d1992b98f7d72bae757910ed241e18865e44728df788d836f9e349c8d0.png" />
+<img alt="../_images/b16683a0e2ddc420d2b528f5527966696df6aba9eeb322da2241f0ef0b0269a8.png" src="../_images/b16683a0e2ddc420d2b528f5527966696df6aba9eeb322da2241f0ef0b0269a8.png" />
 </div>
 </div>
 <p>For each bin, <code class="docutils literal notranslate"><span class="pre">counts</span></code> gives the count of the 10000 samples we took had a mean
@@ -886,7 +888,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>60.25
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(60.25)
 </pre></div>
 </div>
 </div>
@@ -915,7 +917,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2089.0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2206.0)
 </pre></div>
 </div>
 </div>
@@ -932,14 +934,14 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0003, 0.0004, 0.0005,
-       0.001 , 0.0011, 0.0019, 0.0025, 0.0032, 0.0046, 0.0055, 0.0073,
-       0.0093, 0.012 , 0.0155, 0.0174, 0.0209, 0.0248, 0.0304, 0.0331,
-       0.0372, 0.0417, 0.0453, 0.0486, 0.0507, 0.0525, 0.0541, 0.0539,
-       0.0514, 0.0496, 0.0458, 0.0439, 0.0391, 0.035 , 0.0303, 0.0267,
-       0.0227, 0.0183, 0.0148, 0.0121, 0.0094, 0.0067, 0.0056, 0.0041,
-       0.003 , 0.002 , 0.0013, 0.0008, 0.0006, 0.0003, 0.0002, 0.0001,
-       0.0001, 0.    , 0.    ])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.    , 0.0001, 0.0001, 0.0001, 0.0002, 0.0002, 0.0004, 0.0007,
+       0.0009, 0.0013, 0.0016, 0.0022, 0.0032, 0.004 , 0.0056, 0.0072,
+       0.0092, 0.0118, 0.0148, 0.0179, 0.0221, 0.0252, 0.0297, 0.0335,
+       0.0382, 0.0411, 0.0469, 0.0477, 0.0501, 0.0508, 0.0534, 0.054 ,
+       0.051 , 0.0493, 0.0467, 0.0435, 0.0392, 0.0352, 0.0317, 0.028 ,
+       0.0223, 0.0188, 0.0142, 0.0119, 0.0094, 0.0072, 0.0054, 0.0037,
+       0.0029, 0.002 , 0.001 , 0.0009, 0.0006, 0.0004, 0.0001, 0.0002,
+       0.0001, 0.0001, 0.    ])
 </pre></div>
 </div>
 </div>
@@ -953,7 +955,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.02089
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.02206)
 </pre></div>
 </div>
 </div>
@@ -968,7 +970,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.02089
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.02206)
 </pre></div>
 </div>
 </div>
@@ -983,7 +985,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/ed04acf5b3774d9f4c79f8eceefd28801c62915170097ec5e699d93cda88628d.png" src="../_images/ed04acf5b3774d9f4c79f8eceefd28801c62915170097ec5e699d93cda88628d.png" />
+<img alt="../_images/65e80dacc6f2716aba8dd02d414e6ec97fc40ed00d83e27f15bfb7f1239288a6.png" src="../_images/65e80dacc6f2716aba8dd02d414e6ec97fc40ed00d83e27f15bfb7f1239288a6.png" />
 </div>
 </div>
 <p>Now we are in a position to answer something approaching our intermediate
@@ -1037,7 +1039,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.012])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.0118])
 </pre></div>
 </div>
 </div>
@@ -1054,7 +1056,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/ff1f41149c0d99ec251a9f84ce6d20ae74dd9c1d44587353c2713ad9cf1861e3.png" src="../_images/ff1f41149c0d99ec251a9f84ce6d20ae74dd9c1d44587353c2713ad9cf1861e3.png" />
+<img alt="../_images/9750b06a80f30988ceb1ed955df97f9630f627c4b57d9369a3e089b771e8e93b.png" src="../_images/9750b06a80f30988ceb1ed955df97f9630f627c4b57d9369a3e089b771e8e93b.png" />
 </div>
 </div>
 <p>This is the probability of something close to our observed sample mean (58.74)
@@ -1071,7 +1073,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/1e0cd96aa148767ff815c44ce7875601435c0d19162e33b6de2ee4781f2a4d87.png" src="../_images/1e0cd96aa148767ff815c44ce7875601435c0d19162e33b6de2ee4781f2a4d87.png" />
+<img alt="../_images/72748a9f05bf7de64f5b899acea86adbafffbad3bf5265e5adac3abe38f3f204.png" src="../_images/72748a9f05bf7de64f5b899acea86adbafffbad3bf5265e5adac3abe38f3f204.png" />
 </div>
 </div>
 <p>Let us try a slightly more difficult intermediate problem:</p>
@@ -1100,7 +1102,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/e65c9a13f903c6c40df7e53d56a7c22dee8f45d3ac66903f2677845bfed76329.png" src="../_images/e65c9a13f903c6c40df7e53d56a7c22dee8f45d3ac66903f2677845bfed76329.png" />
+<img alt="../_images/e2f632cdefadefa0ecd818b98e05eb8edb99161393af4c18e41877f9d28cd043.png" src="../_images/e2f632cdefadefa0ecd818b98e05eb8edb99161393af4c18e41877f9d28cd043.png" />
 </div>
 </div>
 <p>With the shifted sampling distribution, we just follow the same recipe as we
@@ -1130,7 +1132,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.0155])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.0148])
 </pre></div>
 </div>
 </div>
@@ -1146,7 +1148,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/3fc5a69ffe0b183fac24a40a9d499cb88835ec8874eb92f5b3264d9c2674c55f.png" src="../_images/3fc5a69ffe0b183fac24a40a9d499cb88835ec8874eb92f5b3264d9c2674c55f.png" />
+<img alt="../_images/f194e8f3b218e0cdf71aaff5f7e0100068bdbb60ca3355da34f951f10b92f613.png" src="../_images/f194e8f3b218e0cdf71aaff5f7e0100068bdbb60ca3355da34f951f10b92f613.png" />
 </div>
 </div>
 <p>This is the probability of something close to our observed sample mean (58.74)
@@ -1165,7 +1167,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/c3211b0112ff6411cf99a3b8962f01e16da2cbe02bca916377b2c842a59b1692.png" src="../_images/c3211b0112ff6411cf99a3b8962f01e16da2cbe02bca916377b2c842a59b1692.png" />
+<img alt="../_images/02ae79d05fcc33f34bf470a94aba72269b99681070fc89febfbdd91f480d4190.png" src="../_images/02ae79d05fcc33f34bf470a94aba72269b99681070fc89febfbdd91f480d4190.png" />
 </div>
 </div>
 <p>You can probably see how this is going to pan out now, but let us do the 61.25
@@ -1185,7 +1187,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/33e92191e4de41c1e7b27f8a41745c32e0779ca9aaf78b3228ff81a0f620722c.png" src="../_images/33e92191e4de41c1e7b27f8a41745c32e0779ca9aaf78b3228ff81a0f620722c.png" />
+<img alt="../_images/cd96f571c9c30f109d1dd9a8ee85f1d8d8a8feab6f7eb52025e11704656bfad9.png" src="../_images/cd96f571c9c30f109d1dd9a8ee85f1d8d8a8feab6f7eb52025e11704656bfad9.png" />
 </div>
 </div>
 <div class="cell docutils container">
@@ -1210,7 +1212,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.0174])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.0179])
 </pre></div>
 </div>
 </div>
@@ -1226,7 +1228,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/e843a45dbbfe8a5654e6de65f1904e71789f44c2460374fb904dc0af1d8f3688.png" src="../_images/e843a45dbbfe8a5654e6de65f1904e71789f44c2460374fb904dc0af1d8f3688.png" />
+<img alt="../_images/7655c5f94d134d6973efeb1aac38cd399bc740cb6d4d79b9ab034dc9977bddc1.png" src="../_images/7655c5f94d134d6973efeb1aac38cd399bc740cb6d4d79b9ab034dc9977bddc1.png" />
 </div>
 </div>
 <div class="cell docutils container">
@@ -1243,7 +1245,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/adf6fb08ff9a56d912d490ac3b57df5000a3bec40029cd3f5e8c55c7f9af50f2.png" src="../_images/adf6fb08ff9a56d912d490ac3b57df5000a3bec40029cd3f5e8c55c7f9af50f2.png" />
+<img alt="../_images/095d90e259283a89a6fc85b18690a2d831181aed5806d48c436763eceed4283c.png" src="../_images/095d90e259283a89a6fc85b18690a2d831181aed5806d48c436763eceed4283c.png" />
 </div>
 </div>
 <p>We can repeat this procedure for every population mean.  For every population
@@ -1290,17 +1292,17 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_3929/1732630329.py:14: DeprecationWarning: Conversion of an array with ndim &gt; 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_38879/1732630329.py:14: DeprecationWarning: Conversion of an array with ndim &gt; 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)
   ps_for_mean[i] = proportions[is_our_bin]
 </pre></div>
 </div>
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.0001, 0.0001, 0.0002, 0.0003, 0.0006, 0.0008, 0.0013, 0.002 ,
-       0.003 , 0.0041, 0.0056, 0.0067, 0.0094, 0.0121, 0.0148, 0.0183,
-       0.0227, 0.0267, 0.0303, 0.035 , 0.0391, 0.0439, 0.0458, 0.0496,
-       0.0514, 0.0539, 0.0541, 0.0525, 0.0507, 0.0486, 0.0453, 0.0417,
-       0.0372, 0.0331, 0.0304, 0.0248, 0.0209, 0.0174, 0.0155, 0.012 ,
-       0.0093, 0.0073, 0.0055, 0.0046, 0.0032, 0.0025, 0.0019, 0.0011,
-       0.001 , 0.0005])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.0001, 0.0002, 0.0001, 0.0004, 0.0006, 0.0009, 0.001 , 0.002 ,
+       0.0029, 0.0037, 0.0054, 0.0072, 0.0094, 0.0119, 0.0142, 0.0188,
+       0.0223, 0.028 , 0.0317, 0.0352, 0.0392, 0.0435, 0.0467, 0.0493,
+       0.051 , 0.054 , 0.0534, 0.0508, 0.0501, 0.0477, 0.0469, 0.0411,
+       0.0382, 0.0335, 0.0297, 0.0252, 0.0221, 0.0179, 0.0148, 0.0118,
+       0.0092, 0.0072, 0.0056, 0.004 , 0.0032, 0.0022, 0.0016, 0.0013,
+       0.0009, 0.0007])
 </pre></div>
 </div>
 </div>
@@ -1313,7 +1315,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/3cd06df4d28dc5c219de832870aa3b1696b1b6082233a6bd3b10ae5e63454b20.png" src="../_images/3cd06df4d28dc5c219de832870aa3b1696b1b6082233a6bd3b10ae5e63454b20.png" />
+<img alt="../_images/0b90c0b7dd87f35c74f24da22d5039cd88d5d6230a158d358877dca3a03b7c68.png" src="../_images/0b90c0b7dd87f35c74f24da22d5039cd88d5d6230a158d358877dca3a03b7c68.png" />
 </div>
 </div>
 <p>For reasons that might be clear from the calculations above, this probability
@@ -1338,7 +1340,7 @@ <h1>Bayes, confidence<a class="headerlink" href="#bayes-confidence" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/b3fa3436754ae684773644039ce03dc290e39e56975e5f53e5b389a1e805a03f.png" src="../_images/b3fa3436754ae684773644039ce03dc290e39e56975e5f53e5b389a1e805a03f.png" />
+<img alt="../_images/d0592e25267f989e9c3941101ebb4b4b68eb5674fb6e37ced4e698d5f18c3f67.png" src="../_images/d0592e25267f989e9c3941101ebb4b4b68eb5674fb6e37ced4e698d5f18c3f67.png" />
 </div>
 </div>
 <section id="reversing-the-probabilities">
@@ -1393,13 +1395,13 @@ <h2>Reversing the probabilities<a class="headerlink" href="#reversing-the-probab
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.0001, 0.0001, 0.0002, 0.0003, 0.0006, 0.0009, 0.0013, 0.002 ,
-       0.003 , 0.0041, 0.0056, 0.0067, 0.0094, 0.0122, 0.0148, 0.0183,
-       0.0227, 0.0267, 0.0303, 0.035 , 0.0391, 0.0439, 0.0459, 0.0497,
-       0.0514, 0.0539, 0.0542, 0.0526, 0.0507, 0.0487, 0.0453, 0.0418,
-       0.0373, 0.0331, 0.0304, 0.0248, 0.0209, 0.0174, 0.0155, 0.012 ,
-       0.0093, 0.0073, 0.0055, 0.0046, 0.0032, 0.0025, 0.0019, 0.0012,
-       0.001 , 0.0005])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.0001, 0.0002, 0.0002, 0.0004, 0.0006, 0.0009, 0.001 , 0.002 ,
+       0.0029, 0.0038, 0.0054, 0.0072, 0.0094, 0.012 , 0.0142, 0.0188,
+       0.0223, 0.0281, 0.0318, 0.0352, 0.0392, 0.0435, 0.0468, 0.0494,
+       0.0511, 0.0541, 0.0535, 0.0508, 0.0501, 0.0478, 0.047 , 0.0411,
+       0.0383, 0.0335, 0.0297, 0.0252, 0.0221, 0.0179, 0.0148, 0.0118,
+       0.0092, 0.0072, 0.0056, 0.004 , 0.0032, 0.0022, 0.0016, 0.0013,
+       0.0009, 0.0007])
 </pre></div>
 </div>
 </div>
@@ -1414,7 +1416,7 @@ <h2>Reversing the probabilities<a class="headerlink" href="#reversing-the-probab
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/21de8f247aaa76dc2b9a7c01ca557e07bc2831b7e4c2aa525f85e6a4999fa9a1.png" src="../_images/21de8f247aaa76dc2b9a7c01ca557e07bc2831b7e4c2aa525f85e6a4999fa9a1.png" />
+<img alt="../_images/9de31ec2c22fbbab6f159d025c40d56fab1b0a7230c41faacd781e3f795b06a2.png" src="../_images/9de31ec2c22fbbab6f159d025c40d56fab1b0a7230c41faacd781e3f795b06a2.png" />
 </div>
 </div>
 <p>You might notice that this looks very much like the original plot (in red,
@@ -1476,13 +1478,13 @@ <h2>Reversing the probabilities<a class="headerlink" href="#reversing-the-probab
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.0001, 0.0001, 0.0003, 0.0006, 0.0012, 0.0021, 0.0034, 0.0054,
-       0.0084, 0.0125, 0.0181, 0.0249, 0.0342, 0.0464, 0.0612, 0.0795,
-       0.1022, 0.129 , 0.1593, 0.1943, 0.2334, 0.2773, 0.3232, 0.3729,
-       0.4243, 0.4783, 0.5325, 0.585 , 0.6358, 0.6845, 0.7298, 0.7716,
-       0.8088, 0.842 , 0.8724, 0.8972, 0.9181, 0.9355, 0.951 , 0.963 ,
-       0.9723, 0.9796, 0.9851, 0.9897, 0.9929, 0.9954, 0.9973, 0.9984,
-       0.9995, 1.    ])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.0001, 0.0003, 0.0004, 0.0009, 0.0015, 0.0024, 0.0034, 0.0054,
+       0.0083, 0.0121, 0.0174, 0.0247, 0.0341, 0.046 , 0.0602, 0.0791,
+       0.1014, 0.1295, 0.1612, 0.1964, 0.2357, 0.2792, 0.326 , 0.3754,
+       0.4265, 0.4805, 0.534 , 0.5848, 0.6349, 0.6827, 0.7297, 0.7708,
+       0.8091, 0.8426, 0.8723, 0.8975, 0.9196, 0.9376, 0.9524, 0.9642,
+       0.9734, 0.9806, 0.9861, 0.9901, 0.9934, 0.9956, 0.9972, 0.9985,
+       0.9993, 1.    ])
 </pre></div>
 </div>
 </div>
@@ -1520,7 +1522,7 @@ <h2>Reversing the probabilities<a class="headerlink" href="#reversing-the-probab
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>61.25
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(61.25)
 </pre></div>
 </div>
 </div>
@@ -1551,7 +1553,7 @@ <h2>A short cut for the calculations<a class="headerlink" href="#a-short-cut-for
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/e574ff6a782708a6567bd0a46a1d9731a7107937818094482ec2c8eccde26c37.png" src="../_images/e574ff6a782708a6567bd0a46a1d9731a7107937818094482ec2c8eccde26c37.png" />
+<img alt="../_images/ab6aaf09df3e0ed8c0a6b5177891fb18af78a769d09d03bd1085e3352d637946.png" src="../_images/ab6aaf09df3e0ed8c0a6b5177891fb18af78a769d09d03bd1085e3352d637946.png" />
 </div>
 </div>
 <p>As we did for the proportions, we will shift this distribution to have a mean
@@ -1575,7 +1577,7 @@ <h2>A short cut for the calculations<a class="headerlink" href="#a-short-cut-for
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/c01c80eb5f3c58c242b628ada979934c56fc20722122f86c2eb420e1c25a476d.png" src="../_images/c01c80eb5f3c58c242b628ada979934c56fc20722122f86c2eb420e1c25a476d.png" />
+<img alt="../_images/d8c2dbdd5e1f8cab8938eb393d64d2d8b87bcb1efb0adf0dc0d25622172e65e7.png" src="../_images/d8c2dbdd5e1f8cab8938eb393d64d2d8b87bcb1efb0adf0dc0d25622172e65e7.png" />
 </div>
 </div>
 <p>Here’s the same histogram, but built using the counts we got back from the
@@ -1589,7 +1591,7 @@ <h2>A short cut for the calculations<a class="headerlink" href="#a-short-cut-for
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/d57c4cbac4c49039b7c6554aa2d5b59491550eb5a1265f99cf50bc652a5b77c3.png" src="../_images/d57c4cbac4c49039b7c6554aa2d5b59491550eb5a1265f99cf50bc652a5b77c3.png" />
+<img alt="../_images/b3fabe202c76dfdafd6f5a35b958734f79d73093aedc3d4e333dcf7229e4ea12.png" src="../_images/b3fabe202c76dfdafd6f5a35b958734f79d73093aedc3d4e333dcf7229e4ea12.png" />
 </div>
 </div>
 <p>Notice that, if we divide the counts in this histogram by the number of
@@ -1612,7 +1614,7 @@ <h2>A short cut for the calculations<a class="headerlink" href="#a-short-cut-for
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/8b26479d229ccae5fdd49a560640afe04189d2aeffd2cd136ac158c9830dad91.png" src="../_images/8b26479d229ccae5fdd49a560640afe04189d2aeffd2cd136ac158c9830dad91.png" />
+<img alt="../_images/783ad1605f20b34846abb7cccbefd02f7494a057cf3fed79d2ab8ed6c5ed635c.png" src="../_images/783ad1605f20b34846abb7cccbefd02f7494a057cf3fed79d2ab8ed6c5ed635c.png" />
 </div>
 </div>
 <p>Using this reversed shifted version, we can get our threshold rather easily, by
@@ -1625,7 +1627,7 @@ <h2>A short cut for the calculations<a class="headerlink" href="#a-short-cut-for
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>61.99
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(61.95)
 </pre></div>
 </div>
 </div>
@@ -1771,8 +1773,8 @@ <h2>Estimating the sampling distribution<a class="headerlink" href="#estimating-
   </div>
   
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diff --git a/confidence/bayes_theorem.html b/confidence/bayes_theorem.html
index 3b83b6ee..1b2e6f55 100644
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+++ b/confidence/bayes_theorem.html
@@ -18,35 +18,35 @@
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@@ -143,6 +143,8 @@
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@@ -777,8 +779,8 @@ <h1>Bayes theorem<a class="headerlink" href="#bayes-theorem" title="Link to this
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/confidence/bootstrap.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/confidence/bootstrap.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1299,7 +1301,7 @@ <h2>Population and Parameter<a class="headerlink" href="#population-and-paramete
 </div>
 </div>
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+<img alt="../_images/0a7e13cfae4f4f00c3665c4901ce9358acf778abe46b250c8a335d9ac2722ec6.png" src="../_images/0a7e13cfae4f4f00c3665c4901ce9358acf778abe46b250c8a335d9ac2722ec6.png" />
 </div>
 </div>
 <p>While most of the values are below $300,000, a few are quite a bit higher. For
@@ -1419,7 +1421,7 @@ <h2>Population and Parameter<a class="headerlink" href="#population-and-paramete
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>110305.79
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(110305.79)
 </pre></div>
 </div>
 </div>
@@ -1447,7 +1449,7 @@ <h2>A Random Sample and an Estimate<a class="headerlink" href="#a-random-sample-
 </div>
 </div>
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+<img alt="../_images/8cd1f7e6778554c3a7069b461a3ad78bc6623533a1fcaa36bc5068f9909023c6.png" src="../_images/8cd1f7e6778554c3a7069b461a3ad78bc6623533a1fcaa36bc5068f9909023c6.png" />
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@@ -1458,7 +1460,7 @@ <h2>A Random Sample and an Estimate<a class="headerlink" href="#a-random-sample-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>108589.655
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(109912.18)
 </pre></div>
 </div>
 </div>
@@ -1525,17 +1527,17 @@ <h2>A Resampled Median<a class="headerlink" href="#a-resampled-median" title="Li
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>5056     110359.98
-13980    144285.68
-39331    186689.59
-28812    103064.33
-2526     141964.98
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>18893     46795.83
+10577    140908.47
+40782    165043.34
+77        39779.93
+720       78651.38
            ...    
-3205     154920.64
-36138    122762.08
-30070     69101.69
-40078    165926.39
-42626     71622.81
+22964    150570.03
+8686      93771.59
+21335     65553.05
+35836     87264.26
+39961     91735.05
 Name: Total Compensation, Length: 500, dtype: float64
 </pre></div>
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>108057.655
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 </pre></div>
 </div>
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 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>106226.11
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 </pre></div>
 </div>
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 <p>It is important to remember that the red dot is fixed: it is $110,305.79, the
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 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>103618.85
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 </pre></div>
 </div>
 </div>
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 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>115969.66
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 </pre></div>
 </div>
 </div>
@@ -1701,7 +1703,7 @@ <h2>Do the Estimates Capture the Parameter?<a class="headerlink" href="#do-the-e
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 <div class="cell_output docutils container">
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 <div class="cell_output docutils container">
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 </div>
 </div>
 <p>The “middle 95%” interval of estimates captured the parameter in our example.
@@ -1765,8 +1767,8 @@ <h2>Do the Estimates Capture the Parameter?<a class="headerlink" href="#do-the-e
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 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Left 108098.33
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@@ -1839,28 +1841,28 @@ <h2>Do the Estimates Capture the Parameter?<a class="headerlink" href="#do-the-e
   <tbody>
     <tr>
       <th>0</th>
-      <td>100618.320</td>
-      <td>114795.63000</td>
+      <td>103117.580000</td>
+      <td>114705.050000</td>
     </tr>
     <tr>
       <th>1</th>
-      <td>103966.930</td>
-      <td>114493.74000</td>
+      <td>109928.894750</td>
+      <td>121319.215000</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>111551.030</td>
-      <td>122233.94500</td>
+      <td>103381.485000</td>
+      <td>114693.534875</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>108173.350</td>
-      <td>120104.64000</td>
+      <td>103274.271125</td>
+      <td>116585.460000</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>105721.440</td>
-      <td>116731.06000</td>
+      <td>105142.040000</td>
+      <td>115612.126125</td>
     </tr>
     <tr>
       <th>...</th>
@@ -1869,28 +1871,28 @@ <h2>Do the Estimates Capture the Parameter?<a class="headerlink" href="#do-the-e
     </tr>
     <tr>
       <th>95</th>
-      <td>104269.895</td>
-      <td>114309.53000</td>
+      <td>104877.510000</td>
+      <td>117478.515000</td>
     </tr>
     <tr>
       <th>96</th>
-      <td>102247.620</td>
-      <td>114719.01000</td>
+      <td>102607.130000</td>
+      <td>113477.255000</td>
     </tr>
     <tr>
       <th>97</th>
-      <td>103592.205</td>
-      <td>114884.59000</td>
+      <td>101235.200000</td>
+      <td>116677.345000</td>
     </tr>
     <tr>
       <th>98</th>
-      <td>110537.515</td>
-      <td>120226.28075</td>
+      <td>103668.645000</td>
+      <td>114866.390000</td>
     </tr>
     <tr>
       <th>99</th>
-      <td>104728.890</td>
-      <td>119482.95000</td>
+      <td>106348.233750</td>
+      <td>117974.130000</td>
     </tr>
   </tbody>
 </table>
@@ -1907,7 +1909,7 @@ <h2>Do the Estimates Capture the Parameter?<a class="headerlink" href="#do-the-e
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>110305.79
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(110305.79)
 </pre></div>
 </div>
 </div>
@@ -1948,62 +1950,62 @@ <h2>Do the Estimates Capture the Parameter?<a class="headerlink" href="#do-the-e
   <tbody>
     <tr>
       <th>0</th>
-      <td>100618.32000</td>
-      <td>114795.630</td>
+      <td>103117.580000</td>
+      <td>114705.050000</td>
     </tr>
     <tr>
       <th>1</th>
-      <td>103966.93000</td>
-      <td>114493.740</td>
+      <td>109928.894750</td>
+      <td>121319.215000</td>
     </tr>
     <tr>
-      <th>3</th>
-      <td>108173.35000</td>
-      <td>120104.640</td>
+      <th>2</th>
+      <td>103381.485000</td>
+      <td>114693.534875</td>
     </tr>
     <tr>
-      <th>4</th>
-      <td>105721.44000</td>
-      <td>116731.060</td>
+      <th>3</th>
+      <td>103274.271125</td>
+      <td>116585.460000</td>
     </tr>
     <tr>
-      <th>5</th>
-      <td>102702.49275</td>
-      <td>113854.170</td>
+      <th>4</th>
+      <td>105142.040000</td>
+      <td>115612.126125</td>
     </tr>
     <tr>
       <th>...</th>
       <td>...</td>
       <td>...</td>
     </tr>
-    <tr>
-      <th>94</th>
-      <td>104825.40000</td>
-      <td>114583.245</td>
-    </tr>
     <tr>
       <th>95</th>
-      <td>104269.89500</td>
-      <td>114309.530</td>
+      <td>104877.510000</td>
+      <td>117478.515000</td>
     </tr>
     <tr>
       <th>96</th>
-      <td>102247.62000</td>
-      <td>114719.010</td>
+      <td>102607.130000</td>
+      <td>113477.255000</td>
     </tr>
     <tr>
       <th>97</th>
-      <td>103592.20500</td>
-      <td>114884.590</td>
+      <td>101235.200000</td>
+      <td>116677.345000</td>
+    </tr>
+    <tr>
+      <th>98</th>
+      <td>103668.645000</td>
+      <td>114866.390000</td>
     </tr>
     <tr>
       <th>99</th>
-      <td>104728.89000</td>
-      <td>119482.950</td>
+      <td>106348.233750</td>
+      <td>117974.130000</td>
     </tr>
   </tbody>
 </table>
-<p>95 rows × 2 columns</p>
+<p>94 rows × 2 columns</p>
 </div></div></div>
 </div>
 <p>It takes a few minutes to construct all the intervals, but try it again if you
@@ -2042,7 +2044,7 @@ <h2>Do the Estimates Capture the Parameter?<a class="headerlink" href="#do-the-e
 </div>
 </div>
 <div class="cell_output docutils container">
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+<img alt="../_images/bfacb97cc905cd4b3cf3b2ba33dc06ced5f4845fb8b6d308022714685cc2cd93.png" src="../_images/bfacb97cc905cd4b3cf3b2ba33dc06ced5f4845fb8b6d308022714685cc2cd93.png" />
 </div>
 </details>
 </div>
@@ -2191,8 +2193,8 @@ <h2>Do the Estimates Capture the Parameter?<a class="headerlink" href="#do-the-e
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
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   <footer class="bd-footer">
   </footer>
diff --git a/confidence/confidence.html b/confidence/confidence.html
index 15d0e184..631024ea 100644
--- a/confidence/confidence.html
+++ b/confidence/confidence.html
@@ -18,35 +18,35 @@
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@@ -141,6 +141,8 @@
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+    
+  
 
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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 <script>
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@@ -680,8 +682,8 @@ <h1>On confidence<a class="headerlink" href="#on-confidence" title="Link to this
   </div>
   
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diff --git a/confidence/confident_treatment.html b/confidence/confident_treatment.html
index 811cb265..812501eb 100644
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+++ b/confidence/confident_treatment.html
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
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@@ -143,6 +143,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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  <script>
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -411,14 +413,14 @@
       
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-   title="Launch onBinder"
+   title="Launch on Binder"
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -429,14 +431,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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-    <img src="../_static/images/logo_jupyterhub.svg">
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@@ -595,10 +597,10 @@
 
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+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -716,7 +718,7 @@ <h1>Confident treatment<a class="headerlink" href="#confident-treatment" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.16668
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.16726
 </pre></div>
 </div>
 </div>
@@ -737,7 +739,7 @@ <h1>Confident treatment<a class="headerlink" href="#confident-treatment" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.16677181699666577
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.16677181699666577)
 </pre></div>
 </div>
 </div>
@@ -756,7 +758,7 @@ <h1>Confident treatment<a class="headerlink" href="#confident-treatment" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.4188
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.41614
 </pre></div>
 </div>
 </div>
@@ -771,7 +773,7 @@ <h1>Confident treatment<a class="headerlink" href="#confident-treatment" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.4181203352191771
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.4181203352191771)
 </pre></div>
 </div>
 </div>
@@ -825,7 +827,7 @@ <h2>Some notation<a class="headerlink" href="#some-notation" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
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+<img alt="../_images/367e00ba7041a9b0c5c3cf31f6b49c860549687a3933ee7c05295db56414cf6f.png" src="../_images/367e00ba7041a9b0c5c3cf31f6b49c860549687a3933ee7c05295db56414cf6f.png" />
 </div>
 </div>
 <p>Now we want to do our Bayes calculation, but we are missing something.  We do
@@ -927,7 +929,7 @@ <h2>Some notation<a class="headerlink" href="#some-notation" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
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+<img alt="../_images/60fdc721d024cd1f4d66013927ad6639f991d7002e3b29805de91eaa2eee77c3.png" src="../_images/60fdc721d024cd1f4d66013927ad6639f991d7002e3b29805de91eaa2eee77c3.png" />
 </div>
 </div>
 <p>With these assumptions, we can give some answers to our questions.</p>
@@ -939,7 +941,7 @@ <h2>Some notation<a class="headerlink" href="#some-notation" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.1647523390001275
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.1647523390001275)
 </pre></div>
 </div>
 </div>
@@ -952,7 +954,7 @@ <h2>Some notation<a class="headerlink" href="#some-notation" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.12407449105131524
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.12407449105131524)
 </pre></div>
 </div>
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diff --git a/confidence/equal_initial_p.html b/confidence/equal_initial_p.html
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@@ -784,17 +786,17 @@ <h2>A reverse probability game<a class="headerlink" href="#a-reverse-probability
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@@ -771,7 +773,7 @@ <h1>A problem for the education minister<a class="headerlink" href="#a-problem-f
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 <p>Notice this is much unlike a normal distribution,  In particular, you can see
@@ -808,7 +810,7 @@ <h1>A problem for the education minister<a class="headerlink" href="#a-problem-f
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>58.74
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@@ -715,7 +717,7 @@ <h1>The law of large numbers<a class="headerlink" href="#the-law-of-large-number
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-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Proportion of red 0.28
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 </pre></div>
 </div>
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 </div>
 </div>
 <p>Because we want to repeat this several times with different numbers of cars, we make the code above into a function:</p>
@@ -770,7 +772,7 @@ <h1>The law of large numbers<a class="headerlink" href="#the-law-of-large-number
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 </div>
 <p>The law of large numbers says that, the larger the number of cars in our
@@ -784,7 +786,7 @@ <h1>The law of large numbers<a class="headerlink" href="#the-law-of-large-number
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 <p>Notice that the distribution has got considerably tighter; the proportions do still vary from trial to trial, but they vary less than for the case with 100 cars, and they are, on average, a lot close to the expected value of 0.3.</p>
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 </div>
 </div>
 <p>Now the distribution is getting very tight around the expected value.</p>
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@@ -681,7 +683,7 @@ <h1>Numpy <code class="docutils literal notranslate"><span class="pre">where</sp
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
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@@ -382,9 +384,9 @@
   
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@@ -409,14 +411,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
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 </a>
@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
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+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
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 `);
 </script>
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     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -731,27 +733,27 @@ <h1>Back to Bayes<a class="headerlink" href="#back-to-bayes" title="Link to this
   <tbody>
     <tr>
       <th>0</th>
-      <td>1</td>
+      <td>4</td>
       <td>green</td>
     </tr>
     <tr>
       <th>1</th>
-      <td>5</td>
-      <td>red</td>
+      <td>1</td>
+      <td>green</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>5</td>
-      <td>red</td>
+      <td>1</td>
+      <td>green</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>2</td>
-      <td>green</td>
+      <td>5</td>
+      <td>red</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>3</td>
+      <td>1</td>
       <td>green</td>
     </tr>
   </tbody>
@@ -769,7 +771,7 @@ <h1>Back to Bayes<a class="headerlink" href="#back-to-bayes" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.2754698318496538
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.2794811320754717
 </pre></div>
 </div>
 </div>
@@ -788,7 +790,7 @@ <h1>Back to Bayes<a class="headerlink" href="#back-to-bayes" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/4f1fdf4b2ffedbb0422b98b88f9ca287cfc1d206754f5924f0941019bc58602a.png" src="../_images/4f1fdf4b2ffedbb0422b98b88f9ca287cfc1d206754f5924f0941019bc58602a.png" />
+<img alt="../_images/04a0a3622b464e63c44f851cf3240c23f5d99c113d6c571d8699dada291c7128.png" src="../_images/04a0a3622b464e63c44f851cf3240c23f5d99c113d6c571d8699dada291c7128.png" />
 </div>
 </div>
 <p>We display the probabilities of getting a red ball from boxes 1 through 5:</p>
@@ -803,7 +805,7 @@ <h1>Back to Bayes<a class="headerlink" href="#back-to-bayes" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/9e2a301ec22d44e3971c9d240b52e6d5198f781ef39e12dfe8360ed3ea318baa.png" src="../_images/9e2a301ec22d44e3971c9d240b52e6d5198f781ef39e12dfe8360ed3ea318baa.png" />
+<img alt="../_images/343b3b30bceef37fd73e328508c8b7b4db5fe85399d0dc2c09bc7ce8ac7d1465.png" src="../_images/343b3b30bceef37fd73e328508c8b7b4db5fe85399d0dc2c09bc7ce8ac7d1465.png" />
 </div>
 </div>
 <p>Next we combine the two steps, of getting a box, and then drawing a ball.</p>
@@ -820,7 +822,7 @@ <h1>Back to Bayes<a class="headerlink" href="#back-to-bayes" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/02b0954d04f3dcaed3675f6525d77dedd7165f20d9b3cda548f3fd66ecdeb366.png" src="../_images/02b0954d04f3dcaed3675f6525d77dedd7165f20d9b3cda548f3fd66ecdeb366.png" />
+<img alt="../_images/14c17253486ef44e443b45e50c9fad8f72b52bc6f96ed3a456dc689c3837db02.png" src="../_images/14c17253486ef44e443b45e50c9fad8f72b52bc6f96ed3a456dc689c3837db02.png" />
 </div>
 </div>
 <p>In this case, as before, where all the initial probabilities of the boxes are
@@ -841,7 +843,7 @@ <h1>Back to Bayes<a class="headerlink" href="#back-to-bayes" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.6000000000000001
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.6000000000000001)
 </pre></div>
 </div>
 </div>
@@ -858,7 +860,7 @@ <h1>Back to Bayes<a class="headerlink" href="#back-to-bayes" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/0b6bb57f399aa04add836ad3d50bf29c2d694d8adb232a29a8c209859ad42cb6.png" src="../_images/0b6bb57f399aa04add836ad3d50bf29c2d694d8adb232a29a8c209859ad42cb6.png" />
+<img alt="../_images/9cdf8ee099e793dbbe6bb37ac726d1dab748af75109453816914dc869f0be165.png" src="../_images/9cdf8ee099e793dbbe6bb37ac726d1dab748af75109453816914dc869f0be165.png" />
 </div>
 </div>
 <p>The probability we want is the height of the fourth bar:</p>
@@ -869,7 +871,7 @@ <h1>Back to Bayes<a class="headerlink" href="#back-to-bayes" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.26666666666666666
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.26666666666666666)
 </pre></div>
 </div>
 </div>
@@ -883,7 +885,7 @@ <h1>Back to Bayes<a class="headerlink" href="#back-to-bayes" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.3333333333333333
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.3333333333333333)
 </pre></div>
 </div>
 </div>
@@ -899,7 +901,7 @@ <h1>Back to Bayes<a class="headerlink" href="#back-to-bayes" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.3306956808440488
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.3290094339622642
 </pre></div>
 </div>
 </div>
@@ -936,7 +938,7 @@ <h2>Towards confidence<a class="headerlink" href="#towards-confidence" title="Li
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1.0)
 </pre></div>
 </div>
 </div>
@@ -950,7 +952,7 @@ <h2>Towards confidence<a class="headerlink" href="#towards-confidence" title="Li
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.9333333333333333
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.9333333333333333)
 </pre></div>
 </div>
 </div>
@@ -1067,8 +1069,8 @@ <h2>Towards confidence<a class="headerlink" href="#towards-confidence" title="Li
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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diff --git a/data-frames/boolean_indexing.html b/data-frames/boolean_indexing.html
index 76f99b3b..a29c8ac4 100644
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+++ b/data-frames/boolean_indexing.html
@@ -18,35 +18,35 @@
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/data-frames/boolean_indexing.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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@@ -593,10 +595,10 @@
 
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 </div></div>
       
     </div>
@@ -749,7 +751,7 @@ <h2>Select values with Boolean arrays<a class="headerlink" href="#select-values-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.16275414471149
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3.16275414471149)
 </pre></div>
 </div>
 </div>
@@ -1009,8 +1011,8 @@ <h2>Setting values with Boolean arrays<a class="headerlink" href="#setting-value
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data-frames/data_frame_intro.html b/data-frames/data_frame_intro.html
index 3113e7b5..b29f9638 100644
--- a/data-frames/data_frame_intro.html
+++ b/data-frames/data_frame_intro.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/data-frames/data_frame_intro.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/data-frames/data_frame_intro.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1208,8 +1210,8 @@ <h2>Columns<a class="headerlink" href="#columns" title="Link to this heading">#<
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data-frames/data_frames.html b/data-frames/data_frames.html
index 33d220bb..29130670 100644
--- a/data-frames/data_frames.html
+++ b/data-frames/data_frames.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -679,8 +681,8 @@ <h1>Data frames<a class="headerlink" href="#data-frames" title="Link to this hea
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data-frames/df_basic_col_indexing.html b/data-frames/df_basic_col_indexing.html
index 4afeace3..c0532e56 100644
--- a/data-frames/df_basic_col_indexing.html
+++ b/data-frames/df_basic_col_indexing.html
@@ -18,35 +18,35 @@
   </script>
   
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/data-frames/df_basic_col_indexing.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/data-frames/df_basic_col_indexing.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -875,7 +877,7 @@ <h2>Selecting columns<a class="headerlink" href="#selecting-columns" title="Link
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">KeyError</span><span class="g g-Whitespace">                                  </span>Traceback (most recent call last)
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexes/base.py:3805,</span> in <span class="ni">Index.get_loc</span><span class="nt">(self, key)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexes/base.py:3805,</span> in <span class="ni">Index.get_loc</span><span class="nt">(self, key)</span>
 <span class="g g-Whitespace">   </span><span class="mi">3804</span> <span class="k">try</span><span class="p">:</span>
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@@ -897,14 +899,14 @@ <h2>Selecting columns<a class="headerlink" href="#selecting-columns" title="Link
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 <span class="ne">----&gt; </span><span class="mi">2</span> <span class="n">labeled_gdata</span><span class="p">[</span><span class="s1">&#39;GDP_US_BILLION&#39;</span><span class="p">]</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/frame.py:4102,</span> in <span class="ni">DataFrame.__getitem__</span><span class="nt">(self, key)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/frame.py:4102,</span> in <span class="ni">DataFrame.__getitem__</span><span class="nt">(self, key)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4100</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">nlevels</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
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 <span class="ne">-&gt; </span><span class="mi">4102</span> <span class="n">indexer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">get_loc</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4103</span> <span class="k">if</span> <span class="n">is_integer</span><span class="p">(</span><span class="n">indexer</span><span class="p">):</span>
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-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexes/base.py:3812,</span> in <span class="ni">Index.get_loc</span><span class="nt">(self, key)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexes/base.py:3812,</span> in <span class="ni">Index.get_loc</span><span class="nt">(self, key)</span>
 <span class="g g-Whitespace">   </span><span class="mi">3807</span>     <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">casted_key</span><span class="p">,</span> <span class="nb">slice</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span>
 <span class="g g-Whitespace">   </span><span class="mi">3808</span>         <span class="nb">isinstance</span><span class="p">(</span><span class="n">casted_key</span><span class="p">,</span> <span class="n">abc</span><span class="o">.</span><span class="n">Iterable</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">3809</span>         <span class="ow">and</span> <span class="nb">any</span><span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="nb">slice</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">casted_key</span><span class="p">)</span>
@@ -938,7 +940,7 @@ <h2>GDP and Maternal Mortality Rate<a class="headerlink" href="#gdp-and-maternal
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/1dbb25312c841207c168cba09c509c8db068584a11ae2e29f263c8fd1b04ae24.png" src="../_images/1dbb25312c841207c168cba09c509c8db068584a11ae2e29f263c8fd1b04ae24.png" />
+<img alt="../_images/e723d8de83bb485073a9b02fe5c0fdfa117d6d474760b27e8c69d973a72816bb.png" src="../_images/e723d8de83bb485073a9b02fe5c0fdfa117d6d474760b27e8c69d973a72816bb.png" />
 </div>
 </div>
 <p>Now we have had a look at the GDP values, we will look at the values for the
@@ -980,7 +982,7 @@ <h2>GDP and Maternal Mortality Rate<a class="headerlink" href="#gdp-and-maternal
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/2d7094ca572e744dbe348ca4c03fd1946637736b43c66b1b4d9f47e0a63144b1.png" src="../_images/2d7094ca572e744dbe348ca4c03fd1946637736b43c66b1b4d9f47e0a63144b1.png" />
+<img alt="../_images/eb8b8ad93f3f507f2deea2487b22576d4e090462e87976e3f96d70df5d605b73.png" src="../_images/eb8b8ad93f3f507f2deea2487b22576d4e090462e87976e3f96d70df5d605b73.png" />
 </div>
 </div>
 </section>
@@ -1265,7 +1267,7 @@ <h2>Back to GDP and MMR<a class="headerlink" href="#back-to-gdp-and-mmr" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/9412964f2acad7006a3003d6be55e8d6daaca4000204396edb2e836dabe8670a.png" src="../_images/9412964f2acad7006a3003d6be55e8d6daaca4000204396edb2e836dabe8670a.png" />
+<img alt="../_images/f11aa49b1e48a2a3b56b57dba39eed6bde347d43afd63aa2469964e9da5398a1.png" src="../_images/f11aa49b1e48a2a3b56b57dba39eed6bde347d43afd63aa2469964e9da5398a1.png" />
 </div>
 </div>
 <p>The scatterplot is not convincing in showing a relationship between GDP and the
@@ -1398,8 +1400,8 @@ <h2>Back to GDP and MMR<a class="headerlink" href="#back-to-gdp-and-mmr" title="
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data-frames/df_basic_row_indexing.html b/data-frames/df_basic_row_indexing.html
index 0a81e711..11592a19 100644
--- a/data-frames/df_basic_row_indexing.html
+++ b/data-frames/df_basic_row_indexing.html
@@ -18,35 +18,35 @@
   </script>
   
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
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+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -143,6 +143,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -164,7 +166,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -384,9 +386,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -411,14 +413,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/data-frames/df_basic_row_indexing.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -429,14 +431,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/data-frames/df_basic_row_indexing.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -595,10 +597,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -606,14 +608,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -849,7 +851,7 @@ <h2>Direct indexing with a Boolean Series<a class="headerlink" href="#direct-ind
  &lt;BarContainer object of 10 artists&gt;)
 </pre></div>
 </div>
-<img alt="../_images/0b61674bba388afe565cd756740f07ab70d5203969fbc959ab6827c9788cbbf0.png" src="../_images/0b61674bba388afe565cd756740f07ab70d5203969fbc959ab6827c9788cbbf0.png" />
+<img alt="../_images/91a546e4a0d38c53286ba22d9af4093382436d5763d42476b6a8f9f407a3aa0b.png" src="../_images/91a546e4a0d38c53286ba22d9af4093382436d5763d42476b6a8f9f407a3aa0b.png" />
 </div>
 </div>
 <p>Looking at the histogram, we could try 1000 (billion US dollars) as a threshold
@@ -1084,10 +1086,10 @@ <h2>Direct indexing with a Boolean Series<a class="headerlink" href="#direct-ind
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.collections.PathCollection at 0x7f66191ab890&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.collections.PathCollection at 0x126e87820&gt;
 </pre></div>
 </div>
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+<img alt="../_images/9ad844dea396cafdbb1100d235108a858a2cad7acf5070dcce6ecf3679b05ea2.png" src="../_images/9ad844dea396cafdbb1100d235108a858a2cad7acf5070dcce6ecf3679b05ea2.png" />
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/data-frames/df_index.html b/data-frames/df_index.html
index 0554a7a7..f6ba23f0 100644
--- a/data-frames/df_index.html
+++ b/data-frames/df_index.html
@@ -18,35 +18,35 @@
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+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/data-frames/df_index.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
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@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/data-frames/df_index.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1377,8 +1379,8 @@ <h2>Changing the row labels<a class="headerlink" href="#changing-the-row-labels"
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/data-frames/df_plotting.html b/data-frames/df_plotting.html
index 8e176502..9a33b4d4 100644
--- a/data-frames/df_plotting.html
+++ b/data-frames/df_plotting.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -409,14 +411,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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@@ -593,10 +595,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
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 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -783,7 +785,7 @@ <h2>Plotting with methods<a class="headerlink" href="#plotting-with-methods" tit
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/a031437b58b9ac9576b2a4be1ff1bb3064f301b9743a355765a746e3f1b4196a.png" src="../_images/a031437b58b9ac9576b2a4be1ff1bb3064f301b9743a355765a746e3f1b4196a.png" />
+<img alt="../_images/5390982a4e5fd89a7b7124e43b83d18c32d1724a2941e39b57f0e14b578142ce.png" src="../_images/5390982a4e5fd89a7b7124e43b83d18c32d1724a2941e39b57f0e14b578142ce.png" />
 </div>
 </div>
 <p>It is possible you will see warnings as Matplotlib tried to calculate the bin
@@ -799,7 +801,7 @@ <h2>Plotting with methods<a class="headerlink" href="#plotting-with-methods" tit
 </div>
 </div>
 <div class="cell_output docutils container">
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+<img alt="../_images/5390982a4e5fd89a7b7124e43b83d18c32d1724a2941e39b57f0e14b578142ce.png" src="../_images/5390982a4e5fd89a7b7124e43b83d18c32d1724a2941e39b57f0e14b578142ce.png" />
 </div>
 </div>
 <p>Now we have had a look at the GDP values, we will look at the
@@ -836,7 +838,7 @@ <h2>Plotting with methods<a class="headerlink" href="#plotting-with-methods" tit
 </div>
 </div>
 <div class="cell_output docutils container">
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+<img alt="../_images/5d2f4c0474354211e766b76532ac7ae6b92dcf43d16f45bb7b962e63cebace87.png" src="../_images/5d2f4c0474354211e766b76532ac7ae6b92dcf43d16f45bb7b962e63cebace87.png" />
 </div>
 </div>
 <p>We are interested in the relationship of <code class="docutils literal notranslate"><span class="pre">gpp</span></code> and <code class="docutils literal notranslate"><span class="pre">mmr</span></code>.  Maybe richer countries have better health care, and fewer maternal deaths.</p>
@@ -849,7 +851,7 @@ <h2>Plotting with methods<a class="headerlink" href="#plotting-with-methods" tit
 </div>
 </div>
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@@ -885,7 +887,7 @@ <h3>Indexing into data frames<a class="headerlink" href="#indexing-into-data-fra
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.16275414471149
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3.16275414471149)
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@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
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@@ -593,10 +595,10 @@
 
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@@ -799,7 +801,7 @@ <h1>Sorting, heads and tails<a class="headerlink" href="#sorting-heads-and-tails
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;MMR as a function of GDP&#39;)
 </pre></div>
 </div>
-<img alt="../_images/c3271836f0db8d749f61ef0752da991cec6991af1f6cfdbb542a59472e3e1c04.png" src="../_images/c3271836f0db8d749f61ef0752da991cec6991af1f6cfdbb542a59472e3e1c04.png" />
+<img alt="../_images/85f3478ac6048a9e84f99dc21bde6bbf15fabcb2d4a99bf7a2e11eccc6165396.png" src="../_images/85f3478ac6048a9e84f99dc21bde6bbf15fabcb2d4a99bf7a2e11eccc6165396.png" />
 </div>
 </div>
 <p>We wondered whether the relationship of GDP and MMR might be different for rich and poor countries.</p>
@@ -1273,7 +1275,7 @@ <h1>Sorting, heads and tails<a class="headerlink" href="#sorting-heads-and-tails
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;MMR as a function of GDP, for 125 poorest countries&#39;)
 </pre></div>
 </div>
-<img alt="../_images/ff704b37db9be9588c1d5bf61e6a2b9581ceba46e3f293bf11005119dc38e8fd.png" src="../_images/ff704b37db9be9588c1d5bf61e6a2b9581ceba46e3f293bf11005119dc38e8fd.png" />
+<img alt="../_images/087ced4cf84358b1442e2792a1cee449129b4a43cdb1332f615b869c54b42362.png" src="../_images/087ced4cf84358b1442e2792a1cee449129b4a43cdb1332f615b869c54b42362.png" />
 </div>
 </div>
 <p>If we sort the new DataFrame by the MMR values, we can see which of these 125
@@ -1709,7 +1711,7 @@ <h1>Sorting, heads and tails<a class="headerlink" href="#sorting-heads-and-tails
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;MMR as a function of GDP, for 25 richest countries&#39;)
 </pre></div>
 </div>
-<img alt="../_images/73143fb2d0d1f365bed7eb746cec588f654c096e6bf47493b47b772b2cb06fd6.png" src="../_images/73143fb2d0d1f365bed7eb746cec588f654c096e6bf47493b47b772b2cb06fd6.png" />
+<img alt="../_images/2407da2edfa3d3cfb0af149d09ad6fc8c0af0299084c58ccece75ec869b2d4d7.png" src="../_images/2407da2edfa3d3cfb0af149d09ad6fc8c0af0299084c58ccece75ec869b2d4d7.png" />
 </div>
 </div>
 <p>Again, we can sort by the MMR values to show the best and worst countries in terms of maternal health:</p>
@@ -1808,13 +1810,6 @@ <h1>Sorting, heads and tails<a class="headerlink" href="#sorting-heads-and-tails
       <td>6.25</td>
       <td>81.281645</td>
     </tr>
-    <tr>
-      <th>BEL</th>
-      <td>Belgium</td>
-      <td>494.221836</td>
-      <td>7.00</td>
-      <td>11.228495</td>
-    </tr>
     <tr>
       <th>NLD</th>
       <td>Netherlands</td>
@@ -1822,6 +1817,13 @@ <h1>Sorting, heads and tails<a class="headerlink" href="#sorting-heads-and-tails
       <td>7.00</td>
       <td>16.876547</td>
     </tr>
+    <tr>
+      <th>BEL</th>
+      <td>Belgium</td>
+      <td>494.221836</td>
+      <td>7.00</td>
+      <td>11.228495</td>
+    </tr>
     <tr>
       <th>CAN</th>
       <td>Canada</td>
@@ -2033,8 +2035,8 @@ <h1>Sorting, heads and tails<a class="headerlink" href="#sorting-heads-and-tails
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diff --git a/data-frames/missing_values.html b/data-frames/missing_values.html
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@@ -141,6 +141,8 @@
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    class="btn btn-sm dropdown-item"
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@@ -777,7 +779,7 @@ <h2>Missing values and <code class="docutils literal notranslate"><span class="p
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>nan
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(nan)
 </pre></div>
 </div>
 </div>
@@ -808,7 +810,7 @@ <h2>Missing values and <code class="docutils literal notranslate"><span class="p
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>200
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(200)
 </pre></div>
 </div>
 </div>
@@ -929,8 +931,8 @@ <h2>Missing values and <code class="docutils literal notranslate"><span class="p
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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@@ -593,10 +595,10 @@
 
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 <script>
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@@ -816,7 +818,7 @@ <h1>Series are like arrays<a class="headerlink" href="#series-are-like-arrays" t
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;Maternal mortality ratio as a function of GDP&#39;)
 </pre></div>
 </div>
-<img alt="../_images/06fe1606edbb576e75dfc834d93fff5e4e8e455b14741a71719db0d55bbe866c.png" src="../_images/06fe1606edbb576e75dfc834d93fff5e4e8e455b14741a71719db0d55bbe866c.png" />
+<img alt="../_images/9920c940d103dafcfb622629c19e84f479cd3af34c733627b0a1bd9d5ea6a970.png" src="../_images/9920c940d103dafcfb622629c19e84f479cd3af34c733627b0a1bd9d5ea6a970.png" />
 </div>
 </div>
 <p>Our question was whether the GDP might be a misleading measure, because it will
@@ -1227,7 +1229,7 @@ <h2>Calculations on Series work like calculation on arrays<a class="headerlink"
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;MMR as a function of GDP per million people&#39;)
 </pre></div>
 </div>
-<img alt="../_images/7105bf218687b0830c317c36ce3e8472a9bf1a1e35446a351f807f9c3458c860.png" src="../_images/7105bf218687b0830c317c36ce3e8472a9bf1a1e35446a351f807f9c3458c860.png" />
+<img alt="../_images/2a8ce644a49eea8fa7e50d65859ba47a312d79a719dfbf597d5fbc79f796b736.png" src="../_images/2a8ce644a49eea8fa7e50d65859ba47a312d79a719dfbf597d5fbc79f796b736.png" />
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 </div>
 </section>
@@ -1673,7 +1675,7 @@ <h2>You can insert Series as columns into DataFrames<a class="headerlink" href="
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;MMR as function of GDP per million, richest 25&#39;)
 </pre></div>
 </div>
-<img alt="../_images/2b9058926d450e4f6206cd836b3b20f7d69df61cdad85732892ad2a2d2fcd869.png" src="../_images/2b9058926d450e4f6206cd836b3b20f7d69df61cdad85732892ad2a2d2fcd869.png" />
+<img alt="../_images/73eeddd04213c91c10589226082f17160cd0327d6b8e48d2e476d6b0b0cf8477.png" src="../_images/73eeddd04213c91c10589226082f17160cd0327d6b8e48d2e476d6b0b0cf8477.png" />
 </div>
 </div>
 <p>We might be interested in looking at the richest countries in terms of the MMR, by sorting.  The countries doing best at reducing MMR are first, those doing worst are last.</p>
@@ -1742,14 +1744,6 @@ <h2>You can insert Series as columns into DataFrames<a class="headerlink" href="
       <td>3.752954</td>
       <td>41.627510</td>
     </tr>
-    <tr>
-      <th>SWE</th>
-      <td>Sweden</td>
-      <td>540.626904</td>
-      <td>4.00</td>
-      <td>9.703634</td>
-      <td>55.713859</td>
-    </tr>
     <tr>
       <th>AUT</th>
       <td>Austria</td>
@@ -1758,6 +1752,14 @@ <h2>You can insert Series as columns into DataFrames<a class="headerlink" href="
       <td>8.566294</td>
       <td>47.569497</td>
     </tr>
+    <tr>
+      <th>SWE</th>
+      <td>Sweden</td>
+      <td>540.626904</td>
+      <td>4.00</td>
+      <td>9.703634</td>
+      <td>55.713859</td>
+    </tr>
     <tr>
       <th>ISR</th>
       <td>Israel</td>
@@ -2177,8 +2179,8 @@ <h2>You can insert Series as columns into DataFrames<a class="headerlink" href="
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diff --git a/data-frames/value_counts.html b/data-frames/value_counts.html
index f4bd4f10..2d2dbd0f 100644
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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@@ -593,10 +595,10 @@
 
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 <script>
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 </div></div>
       
     </div>
@@ -858,7 +860,7 @@ <h2>Indexing Series with Boolean Series<a class="headerlink" href="#indexing-ser
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>197
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(197)
 </pre></div>
 </div>
 </div>
@@ -948,7 +950,7 @@ <h2>The result of <code class="docutils literal notranslate"><span class="pre">v
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2207
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(2207)
 </pre></div>
 </div>
 </div>
@@ -1010,8 +1012,8 @@ <h2>The result of <code class="docutils literal notranslate"><span class="pre">v
 Finland                    54
 Scotland                   36
 Canada                     34
-Norway                     26
 France                     26
+Norway                     26
 Belgium                    22
 Northern Ireland           21
 Wales                      20
@@ -1019,34 +1021,34 @@ <h2>The result of <code class="docutils literal notranslate"><span class="pre">v
 Switzerland                18
 Channel Islands            17
 Croatia (Modern)           12
-Croatia                    11
 Italy                      11
+Croatia                    11
 Spain                       9
 India                       8
 Hungary                     7
 Denmark                     7
 Argentina                   7
+Turkey                      6
 South Africa                6
 Germany                     6
-Turkey                      6
 Australia                   5
-Slovenia                    4
 Bosnia                      4
+Slovenia                    4
 Poland                      3
 Austria                     3
+Siam                        2
 Netherlands                 2
-Greece                      2
+Peru                        2
 Uruguay                     2
+Greece                      2
 Russia                      2
-Peru                        2
-Siam                        2
-Syria                       1
-China/Hong Kong             1
 Japan                       1
+Egypt                       1
 Latvia                      1
-Yugoslavia                  1
+China/Hong Kong             1
+Syria                       1
 Slovakia (Modern day)       1
-Egypt                       1
+Yugoslavia                  1
 Cuba                        1
 Mexico                      1
 Guyana                      1
@@ -1064,7 +1066,7 @@ <h2>The result of <code class="docutils literal notranslate"><span class="pre">v
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2126
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(2126)
 </pre></div>
 </div>
 </div>
@@ -1078,7 +1080,7 @@ <h2>The result of <code class="docutils literal notranslate"><span class="pre">v
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>81
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(81)
 </pre></div>
 </div>
 </div>
@@ -1094,7 +1096,7 @@ <h2><code class="docutils literal notranslate"><span class="pre">count</span></c
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2126
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(2126)
 </pre></div>
 </div>
 </div>
@@ -1106,7 +1108,7 @@ <h2><code class="docutils literal notranslate"><span class="pre">count</span></c
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>True
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.True_
 </pre></div>
 </div>
 </div>
@@ -1230,8 +1232,8 @@ <h2><code class="docutils literal notranslate"><span class="pre">count</span></c
   </div>
   
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diff --git a/data-types/Comparison.html b/data-types/Comparison.html
index 41b42426..22288453 100644
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+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/data-types/Comparison.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/data-types/Comparison.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -922,8 +924,8 @@ <h1>Comparisons<a class="headerlink" href="#comparisons" title="Link to this hea
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data-types/Numbers.html b/data-types/Numbers.html
index 81d631a3..4653a2c3 100644
--- a/data-types/Numbers.html
+++ b/data-types/Numbers.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -143,6 +143,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -164,7 +166,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -384,9 +386,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -411,14 +413,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/data-types/Numbers.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -429,14 +431,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/data-types/Numbers.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -595,10 +597,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -606,14 +608,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1091,8 +1093,8 @@ <h2>The limits of float Values<a class="headerlink" href="#the-limits-of-float-v
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data-types/String_Methods.html b/data-types/String_Methods.html
index 2aeded63..cf2e8528 100644
--- a/data-types/String_Methods.html
+++ b/data-types/String_Methods.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/data-types/String_Methods.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/data-types/String_Methods.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
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@@ -803,8 +805,8 @@ <h1>String methods<a class="headerlink" href="#string-methods" title="Link to th
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data-types/Strings.html b/data-types/Strings.html
index c23530fe..994038ae 100644
--- a/data-types/Strings.html
+++ b/data-types/Strings.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/data-types/Strings.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/data-types/Strings.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -807,8 +809,8 @@ <h1>Strings<a class="headerlink" href="#strings" title="Link to this heading">#<
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data-types/data_types.html b/data-types/data_types.html
index 3053e909..6b64069a 100644
--- a/data-types/data_types.html
+++ b/data-types/data_types.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/data-types/data_types.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/data-types/data_types.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -765,8 +767,8 @@ <h1>Types of things<a class="headerlink" href="#types-of-things" title="Link to
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/data-types/lists.html b/data-types/lists.html
index f0051535..381656f5 100644
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+++ b/data-types/lists.html
@@ -18,35 +18,35 @@
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+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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@@ -141,6 +141,8 @@
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-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/data-types/lists.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 </a>
@@ -593,10 +595,10 @@
 
 <script>
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+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-</label>
+</button>
 </div></div>
       
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@@ -692,7 +694,7 @@ <h1>Lists<a class="headerlink" href="#lists" title="Link to this heading">#</a><
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(3)
 </pre></div>
 </div>
 </div>
@@ -842,7 +844,7 @@ <h2>A half-solution for three girls<a class="headerlink" href="#a-half-solution-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(1)
 </pre></div>
 </div>
 </div>
@@ -965,8 +967,8 @@ <h2>A half-solution for three girls<a class="headerlink" href="#a-half-solution-
   </div>
   
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diff --git a/data-types/strings_and_variables.html b/data-types/strings_and_variables.html
index fb332133..b673145c 100644
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+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
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+    
+  
 
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@@ -162,7 +164,7 @@
 
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -409,14 +411,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
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 >
   
 
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/data-types/strings_and_variables.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
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+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -799,8 +801,8 @@ <h1>Strings, variables and expressions<a class="headerlink" href="#strings-varia
   </div>
   
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diff --git a/data/LICENSE.html b/data/LICENSE.html
index a634bb34..37635206 100644
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@@ -18,35 +18,35 @@
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+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -662,8 +664,8 @@ <h1>Licenses for data not otherwise specified<a class="headerlink" href="#licens
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data/brexit_survey.html b/data/brexit_survey.html
index 94fd44f7..b84cc3d8 100644
--- a/data/brexit_survey.html
+++ b/data/brexit_survey.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -677,8 +679,8 @@ <h1>Brexit survey dataset<a class="headerlink" href="#brexit-survey-dataset" tit
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data/chronic_kidney_disease.html b/data/chronic_kidney_disease.html
index 33431ea0..27ab6b60 100644
--- a/data/chronic_kidney_disease.html
+++ b/data/chronic_kidney_disease.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
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@@ -707,8 +709,8 @@ <h1>Chronic kidney disease dataset<a class="headerlink" href="#chronic-kidney-di
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data/gender_stats.html b/data/gender_stats.html
index 4ab693b4..e151d25d 100644
--- a/data/gender_stats.html
+++ b/data/gender_stats.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -681,8 +683,8 @@ <h1>Gender equality statistics<a class="headerlink" href="#gender-equality-stati
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data/gender_stats_data_dict.html b/data/gender_stats_data_dict.html
index 03082252..8e8ce698 100644
--- a/data/gender_stats_data_dict.html
+++ b/data/gender_stats_data_dict.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -660,8 +662,8 @@ <h1>Gender statistics data dictionary<a class="headerlink" href="#gender-statist
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data/rate_my_professors.html b/data/rate_my_professors.html
index 30666d44..2d694052 100644
--- a/data/rate_my_professors.html
+++ b/data/rate_my_professors.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,14 +539,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -722,8 +724,8 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/data/titanic.html b/data/titanic.html
index 5e5c4406..e161e506 100644
--- a/data/titanic.html
+++ b/data/titanic.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -526,10 +528,10 @@
 
 <script>
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
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@@ -660,8 +662,8 @@ <h1>Titanic passenger data set<a class="headerlink" href="#titanic-passenger-dat
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/end/end_of_beginning.html b/end/end_of_beginning.html
index 0bf4de97..19a45e4e 100644
--- a/end/end_of_beginning.html
+++ b/end/end_of_beginning.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -681,8 +683,8 @@ <h1>The end of the beginning<a class="headerlink" href="#the-end-of-the-beginnin
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/exercises/df_exercises.html b/exercises/df_exercises.html
index b8f152cf..b9f0857d 100644
--- a/exercises/df_exercises.html
+++ b/exercises/df_exercises.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/exercises/df_exercises.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/exercises/df_exercises.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -1215,7 +1217,7 @@ <h1>Data Frames<a class="headerlink" href="#data-frames" title="Link to this hea
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: &gt;
 </pre></div>
 </div>
-<img alt="../_images/e2331c77911db99a835411554e123ee852e2c4648b1a812a13e143220779c29d.png" src="../_images/e2331c77911db99a835411554e123ee852e2c4648b1a812a13e143220779c29d.png" />
+<img alt="../_images/ce754416a075f8695f113fd6fa8601596dd45524121a7bdf3143916c21510646.png" src="../_images/ce754416a075f8695f113fd6fa8601596dd45524121a7bdf3143916c21510646.png" />
 </div>
 </div>
 <p>Something is clearly wrong with our histogram. It shows the
@@ -1268,7 +1270,7 @@ <h1>Data Frames<a class="headerlink" href="#data-frames" title="Link to this hea
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;SepalLength&#39;, ylabel=&#39;PetalLength&#39;&gt;
 </pre></div>
 </div>
-<img alt="../_images/ee588b344f46cba159a23ea91a26ae4df98ba651dd09dce1b5dfc074fc5ea610.png" src="../_images/ee588b344f46cba159a23ea91a26ae4df98ba651dd09dce1b5dfc074fc5ea610.png" />
+<img alt="../_images/3f35b9e4496090d1e3bd1d29e6de7118aac952bf657be0f0619c31d0f9185373.png" src="../_images/3f35b9e4496090d1e3bd1d29e6de7118aac952bf657be0f0619c31d0f9185373.png" />
 </div>
 </div>
 <p>Hmm, doesn’t look that related.  Is that the case for all three
@@ -1292,7 +1294,7 @@ <h1>Data Frames<a class="headerlink" href="#data-frames" title="Link to this hea
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 </div>
 </div>
 <p>Now we are starting to see some relationship! What other variable pairs
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 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;SepalLength&#39;, ylabel=&#39;PetalLength&#39;&gt;
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 <p>We can see a linear relationship between Sepal Length and Petal Length
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 <p><em>(super-extra-cool points if you figure out how to colorise points by
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 <p>What is happening in the above cell? Make sure to utilize <code class="docutils literal notranslate"><span class="pre">SHIFT+TAB</span></code>
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diff --git a/exercises/for_loops.html b/exercises/for_loops.html
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-    <img src="../_static/images/logo_binder.svg">
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-    <img src="../_static/images/logo_jupyterhub.svg">
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 <script>
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diff --git a/extra/assert.html b/extra/assert.html
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-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/extra/brisk_python.html b/extra/brisk_python.html
index d037f9ed..2657283f 100644
--- a/extra/brisk_python.html
+++ b/extra/brisk_python.html
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
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+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/extra/brisk_python.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/extra/brisk_python.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -3482,8 +3484,8 @@ <h2>Modules<a class="headerlink" href="#modules" title="Link to this heading">#<
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   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/extra/data8_functions.html b/extra/data8_functions.html
index 20b481b9..6985fb90 100644
--- a/extra/data8_functions.html
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/extra/data8_functions.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
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       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/extra/data8_functions.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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 `);
 </script>
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 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1089,8 +1091,8 @@ <h2>Note: Methods<a class="headerlink" href="#note-methods" title="Link to this
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/extra/extra.html b/extra/extra.html
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
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+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -672,8 +674,8 @@ <h1>Notes<a class="headerlink" href="#notes" title="Link to this heading">#</a><
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/extra/introducing_python.html b/extra/introducing_python.html
index 60f4329b..c84d9976 100644
--- a/extra/introducing_python.html
+++ b/extra/introducing_python.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/extra/introducing_python.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/extra/introducing_python.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1021,7 +1023,7 @@ <h2>Sets<a class="headerlink" href="#sets" title="Link to this heading">#</a></h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{&#39;mindwandering&#39;, &#39;perception&#39;, &#39;metacognition&#39;}
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{&#39;mindwandering&#39;, &#39;metacognition&#39;, &#39;perception&#39;}
 </pre></div>
 </div>
 </div>
@@ -1068,7 +1070,7 @@ <h2>Sets<a class="headerlink" href="#sets" title="Link to this heading">#</a></h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{&#39;mindwandering&#39;, &#39;perception&#39;, &#39;metacognition&#39;, &#39;consciousness&#39;}
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{&#39;mindwandering&#39;, &#39;metacognition&#39;, &#39;perception&#39;, &#39;consciousness&#39;}
 </pre></div>
 </div>
 </div>
@@ -1083,8 +1085,8 @@ <h2>Sets<a class="headerlink" href="#sets" title="Link to this heading">#</a></h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{&#39;mindwandering&#39;, &#39;perception&#39;, &#39;metacognition&#39;, &#39;consciousness&#39;}
-{&#39;mindwandering&#39;, &#39;perception&#39;, &#39;metacognition&#39;, &#39;consciousness&#39;}
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{&#39;mindwandering&#39;, &#39;metacognition&#39;, &#39;perception&#39;, &#39;consciousness&#39;}
+{&#39;mindwandering&#39;, &#39;metacognition&#39;, &#39;perception&#39;, &#39;consciousness&#39;}
 </pre></div>
 </div>
 </div>
@@ -1099,7 +1101,7 @@ <h2>Sets<a class="headerlink" href="#sets" title="Link to this heading">#</a></h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{&#39;mindwandering&#39;, &#39;perception&#39;, &#39;metacognition&#39;}
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{&#39;mindwandering&#39;, &#39;metacognition&#39;, &#39;perception&#39;}
 </pre></div>
 </div>
 </div>
@@ -1321,7 +1323,7 @@ <h2>For loop<a class="headerlink" href="#for-loop" title="Link to this heading">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span>  <span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">46</span><span class="p">],</span> <span class="n">line</span> <span class="mi">2</span>
     <span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
     <span class="o">^</span>
-<span class="ne">IndentationError</span>: expected an indented block after &#39;for&#39; statement on line 1
+<span class="ne">IndentationError</span>: expected an indented block
 </pre></div>
 </div>
 </div>
@@ -1702,8 +1704,8 @@ <h2>Files<a class="headerlink" href="#files" title="Link to this heading">#</a><
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/extra/length_one_tuples.html b/extra/length_one_tuples.html
index ccdbcf05..978247ed 100644
--- a/extra/length_one_tuples.html
+++ b/extra/length_one_tuples.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -409,14 +411,14 @@
       
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+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -409,14 +411,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/extra/monty_hall_lists.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -674,7 +676,7 @@ <h2>Simulating one trial<a class="headerlink" href="#simulating-one-trial" title
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&#39;goat&#39;, &#39;goat&#39;, &#39;car&#39;]
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&#39;goat&#39;, &#39;car&#39;, &#39;goat&#39;]
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 </div>
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@@ -703,7 +705,7 @@ <h2>Simulating one trial<a class="headerlink" href="#simulating-one-trial" title
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 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;car&#39;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;goat&#39;
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 </div>
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@@ -716,7 +718,7 @@ <h2>Simulating one trial<a class="headerlink" href="#simulating-one-trial" title
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 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&#39;goat&#39;, &#39;goat&#39;]
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&#39;goat&#39;, &#39;car&#39;]
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 </div>
 </div>
@@ -731,7 +733,7 @@ <h2>Simulating one trial<a class="headerlink" href="#simulating-one-trial" title
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 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&#39;goat&#39;]
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&#39;car&#39;]
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 </div>
 </div>
@@ -745,7 +747,7 @@ <h2>Simulating one trial<a class="headerlink" href="#simulating-one-trial" title
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 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;goat&#39;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;car&#39;
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@@ -789,7 +791,7 @@ <h2>Many trials.<a class="headerlink" href="#many-trials" title="Link to this he
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 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.33488
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.33324
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@@ -801,7 +803,7 @@ <h2>Many trials.<a class="headerlink" href="#many-trials" title="Link to this he
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 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.66512
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.66676
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   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/extra/more_on_lists.html b/extra/more_on_lists.html
index dc86ce3b..15e91e4d 100644
--- a/extra/more_on_lists.html
+++ b/extra/more_on_lists.html
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
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+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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@@ -409,14 +411,14 @@
       
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-   title="Launch onBinder"
+   title="Launch on Binder"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/extra/more_on_lists.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 </a>
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
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+</button>
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@@ -950,8 +952,8 @@ <h2>Counting number of occurrences in a list<a class="headerlink" href="#countin
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   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
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diff --git a/extra/pathlib.html b/extra/pathlib.html
index 97e4eadf..58c81625 100644
--- a/extra/pathlib.html
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
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+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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+   title="Launch on Binder"
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-    <img src="../_static/images/logo_jupyterhub.svg">
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- PosixPath(&#39;assert.Rmd&#39;),
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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 <script>
 document.write(`
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-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/extra/string_formatting.html b/extra/string_formatting.html
index b751fb14..69743d31 100644
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
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+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -409,14 +411,14 @@
       
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-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/extra/string_formatting.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -875,8 +877,8 @@ <h2>% formatting<a class="headerlink" href="#formatting" title="Link to this hea
   </div>
   
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-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/extra/truthiness.html b/extra/truthiness.html
index 9d6b8a38..f16f732a 100644
--- a/extra/truthiness.html
+++ b/extra/truthiness.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
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@@ -717,8 +719,8 @@ <h1>Kind-of True<a class="headerlink" href="#kind-of-true" title="Link to this h
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/functions-conditionals/apply_functions.html b/functions-conditionals/apply_functions.html
index 54ba1c63..1bb4f4f8 100644
--- a/functions-conditionals/apply_functions.html
+++ b/functions-conditionals/apply_functions.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/functions-conditionals/apply_functions.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/functions-conditionals/apply_functions.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -811,7 +813,7 @@ <h1>Apply functions<a class="headerlink" href="#apply-functions" title="Link to
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.19430041152263
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3.19430041152263)
 </pre></div>
 </div>
 </div>
@@ -824,7 +826,7 @@ <h1>Apply functions<a class="headerlink" href="#apply-functions" title="Link to
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.19430041152263
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3.19430041152263)
 </pre></div>
 </div>
 </div>
@@ -1239,7 +1241,7 @@ <h2>DataFrame <code class="docutils literal notranslate"><span class="pre">apply
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-5.299999999999997
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(-5.299999999999997)
 </pre></div>
 </div>
 </div>
@@ -1275,7 +1277,7 @@ <h2>DataFrame <code class="docutils literal notranslate"><span class="pre">apply
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.200000000000003
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.200000000000003)
 </pre></div>
 </div>
 </div>
@@ -1304,7 +1306,7 @@ <h2>DataFrame <code class="docutils literal notranslate"><span class="pre">apply
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-5.299999999999997
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(-5.299999999999997)
 </pre></div>
 </div>
 </div>
@@ -1317,7 +1319,7 @@ <h2>DataFrame <code class="docutils literal notranslate"><span class="pre">apply
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.200000000000003
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.200000000000003)
 </pre></div>
 </div>
 </div>
@@ -1574,8 +1576,8 @@ <h2>DataFrame <code class="docutils literal notranslate"><span class="pre">apply
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/functions-conditionals/booleans_and_labels.html b/functions-conditionals/booleans_and_labels.html
index 17f34984..9728c0ae 100644
--- a/functions-conditionals/booleans_and_labels.html
+++ b/functions-conditionals/booleans_and_labels.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/functions-conditionals/booleans_and_labels.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/functions-conditionals/booleans_and_labels.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -968,7 +970,7 @@ <h2>What about iloc?<a class="headerlink" href="#what-about-iloc" title="Link to
 <span class="g g-Whitespace">      </span><span class="mi">3</span> <span class="c1"># so it is at offset 0 in the columns.</span>
 <span class="ne">----&gt; </span><span class="mi">4</span> <span class="n">richest_5</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">sorted_is_big_spender</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1184,</span> in <span class="ni">_LocationIndexer.__getitem__</span><span class="nt">(self, key)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1184,</span> in <span class="ni">_LocationIndexer.__getitem__</span><span class="nt">(self, key)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1182</span>     <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_is_scalar_access</span><span class="p">(</span><span class="n">key</span><span class="p">):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1183</span>         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">_get_value</span><span class="p">(</span><span class="o">*</span><span class="n">key</span><span class="p">,</span> <span class="n">takeable</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_takeable</span><span class="p">)</span>
 <span class="ne">-&gt; </span><span class="mi">1184</span>     <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getitem_tuple</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
@@ -976,13 +978,13 @@ <h2>What about iloc?<a class="headerlink" href="#what-about-iloc" title="Link to
 <span class="g g-Whitespace">   </span><span class="mi">1186</span>     <span class="c1"># we by definition only have the 0th axis</span>
 <span class="g g-Whitespace">   </span><span class="mi">1187</span>     <span class="n">axis</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">axis</span> <span class="ow">or</span> <span class="mi">0</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1690,</span> in <span class="ni">_iLocIndexer._getitem_tuple</span><span class="nt">(self, tup)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1690,</span> in <span class="ni">_iLocIndexer._getitem_tuple</span><span class="nt">(self, tup)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1689</span> <span class="k">def</span> <span class="nf">_getitem_tuple</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tup</span><span class="p">:</span> <span class="nb">tuple</span><span class="p">):</span>
 <span class="ne">-&gt; </span><span class="mi">1690</span>     <span class="n">tup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_validate_tuple_indexer</span><span class="p">(</span><span class="n">tup</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1691</span>     <span class="k">with</span> <span class="n">suppress</span><span class="p">(</span><span class="n">IndexingError</span><span class="p">):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1692</span>         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getitem_lowerdim</span><span class="p">(</span><span class="n">tup</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:966,</span> in <span class="ni">_LocationIndexer._validate_tuple_indexer</span><span class="nt">(self, key)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:966,</span> in <span class="ni">_LocationIndexer._validate_tuple_indexer</span><span class="nt">(self, key)</span>
 <span class="g g-Whitespace">    </span><span class="mi">964</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">key</span><span class="p">):</span>
 <span class="g g-Whitespace">    </span><span class="mi">965</span>     <span class="k">try</span><span class="p">:</span>
 <span class="ne">--&gt; </span><span class="mi">966</span>         <span class="bp">self</span><span class="o">.</span><span class="n">_validate_key</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">i</span><span class="p">)</span>
@@ -992,7 +994,7 @@ <h2>What about iloc?<a class="headerlink" href="#what-about-iloc" title="Link to
 <span class="g g-Whitespace">    </span><span class="mi">970</span>             <span class="sa">f</span><span class="s2">&quot;[</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_valid_types</span><span class="si">}</span><span class="s2">] types&quot;</span>
 <span class="g g-Whitespace">    </span><span class="mi">971</span>         <span class="p">)</span> <span class="kn">from</span> <span class="nn">err</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1578,</span> in <span class="ni">_iLocIndexer._validate_key</span><span class="nt">(self, key, axis)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1578,</span> in <span class="ni">_iLocIndexer._validate_key</span><span class="nt">(self, key, axis)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1576</span> <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="s2">&quot;index&quot;</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">key</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">Index</span><span class="p">):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1577</span>     <span class="k">if</span> <span class="n">key</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">inferred_type</span> <span class="o">==</span> <span class="s2">&quot;integer&quot;</span><span class="p">:</span>
 <span class="ne">-&gt; </span><span class="mi">1578</span>         <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span>
@@ -1030,7 +1032,7 @@ <h2>What about iloc?<a class="headerlink" href="#what-about-iloc" title="Link to
 <span class="g g-Whitespace">      </span><span class="mi">2</span> <span class="c1"># and labels match.</span>
 <span class="ne">----&gt; </span><span class="mi">3</span> <span class="n">richest_5</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">is_big_spender</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1184,</span> in <span class="ni">_LocationIndexer.__getitem__</span><span class="nt">(self, key)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1184,</span> in <span class="ni">_LocationIndexer.__getitem__</span><span class="nt">(self, key)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1182</span>     <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_is_scalar_access</span><span class="p">(</span><span class="n">key</span><span class="p">):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1183</span>         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">_get_value</span><span class="p">(</span><span class="o">*</span><span class="n">key</span><span class="p">,</span> <span class="n">takeable</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_takeable</span><span class="p">)</span>
 <span class="ne">-&gt; </span><span class="mi">1184</span>     <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getitem_tuple</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
@@ -1038,13 +1040,13 @@ <h2>What about iloc?<a class="headerlink" href="#what-about-iloc" title="Link to
 <span class="g g-Whitespace">   </span><span class="mi">1186</span>     <span class="c1"># we by definition only have the 0th axis</span>
 <span class="g g-Whitespace">   </span><span class="mi">1187</span>     <span class="n">axis</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">axis</span> <span class="ow">or</span> <span class="mi">0</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1690,</span> in <span class="ni">_iLocIndexer._getitem_tuple</span><span class="nt">(self, tup)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1690,</span> in <span class="ni">_iLocIndexer._getitem_tuple</span><span class="nt">(self, tup)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1689</span> <span class="k">def</span> <span class="nf">_getitem_tuple</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tup</span><span class="p">:</span> <span class="nb">tuple</span><span class="p">):</span>
 <span class="ne">-&gt; </span><span class="mi">1690</span>     <span class="n">tup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_validate_tuple_indexer</span><span class="p">(</span><span class="n">tup</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1691</span>     <span class="k">with</span> <span class="n">suppress</span><span class="p">(</span><span class="n">IndexingError</span><span class="p">):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1692</span>         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getitem_lowerdim</span><span class="p">(</span><span class="n">tup</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:966,</span> in <span class="ni">_LocationIndexer._validate_tuple_indexer</span><span class="nt">(self, key)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:966,</span> in <span class="ni">_LocationIndexer._validate_tuple_indexer</span><span class="nt">(self, key)</span>
 <span class="g g-Whitespace">    </span><span class="mi">964</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">key</span><span class="p">):</span>
 <span class="g g-Whitespace">    </span><span class="mi">965</span>     <span class="k">try</span><span class="p">:</span>
 <span class="ne">--&gt; </span><span class="mi">966</span>         <span class="bp">self</span><span class="o">.</span><span class="n">_validate_key</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">i</span><span class="p">)</span>
@@ -1054,7 +1056,7 @@ <h2>What about iloc?<a class="headerlink" href="#what-about-iloc" title="Link to
 <span class="g g-Whitespace">    </span><span class="mi">970</span>             <span class="sa">f</span><span class="s2">&quot;[</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_valid_types</span><span class="si">}</span><span class="s2">] types&quot;</span>
 <span class="g g-Whitespace">    </span><span class="mi">971</span>         <span class="p">)</span> <span class="kn">from</span> <span class="nn">err</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1578,</span> in <span class="ni">_iLocIndexer._validate_key</span><span class="nt">(self, key, axis)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1578,</span> in <span class="ni">_iLocIndexer._validate_key</span><span class="nt">(self, key, axis)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1576</span> <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="s2">&quot;index&quot;</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">key</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">Index</span><span class="p">):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1577</span>     <span class="k">if</span> <span class="n">key</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">inferred_type</span> <span class="o">==</span> <span class="s2">&quot;integer&quot;</span><span class="p">:</span>
 <span class="ne">-&gt; </span><span class="mi">1578</span>         <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span>
@@ -1207,8 +1209,8 @@ <h2>What about iloc?<a class="headerlink" href="#what-about-iloc" title="Link to
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/functions-conditionals/conditional_statements.html b/functions-conditionals/conditional_statements.html
index 595a91c8..c9f4f724 100644
--- a/functions-conditionals/conditional_statements.html
+++ b/functions-conditionals/conditional_statements.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/functions-conditionals/conditional_statements.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/functions-conditionals/conditional_statements.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1060,8 +1062,8 @@ <h2>The General Form<a class="headerlink" href="#the-general-form" title="Link t
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/functions-conditionals/functions.html b/functions-conditionals/functions.html
index ac72ef0d..e3138237 100644
--- a/functions-conditionals/functions.html
+++ b/functions-conditionals/functions.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/functions-conditionals/functions.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/functions-conditionals/functions.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
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@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1081,7 +1083,7 @@ <h2>Functions can have no arguments<a class="headerlink" href="#functions-can-ha
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>False
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>True
 </pre></div>
 </div>
 </div>
@@ -1273,8 +1275,8 @@ <h2>End of the introduction<a class="headerlink" href="#end-of-the-introduction"
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
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index 110ed0dd..4d61ab84 100644
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@@ -924,8 +926,8 @@ <h2>A variable can point to a function<a class="headerlink" href="#a-variable-ca
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diff --git a/functions-conditionals/introducing_functions.html b/functions-conditionals/introducing_functions.html
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@@ -1105,8 +1107,8 @@ <h2>Advantages of using functions<a class="headerlink" href="#advantages-of-usin
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+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -680,8 +682,8 @@ <h1>More building blocks<a class="headerlink" href="#more-building-blocks" title
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/functions-conditionals/none.html b/functions-conditionals/none.html
index 28d7323a..f119c9e8 100644
--- a/functions-conditionals/none.html
+++ b/functions-conditionals/none.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/functions-conditionals/none.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/functions-conditionals/none.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -770,8 +772,8 @@ <h1>On None<a class="headerlink" href="#on-none" title="Link to this heading">#<
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/genindex.html b/genindex.html
index 24e1f07f..b7a42377 100644
--- a/genindex.html
+++ b/genindex.html
@@ -17,35 +17,35 @@
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-  <link href="_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="_static/copybutton.js?v=f281be69"></script>
-    <script src="_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -140,6 +140,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="intro.html">
   
@@ -161,7 +163,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -381,9 +383,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -460,10 +462,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -471,7 +473,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -569,8 +571,8 @@ <h1 id="index">Index</h1>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/images/README.html b/images/README.html
index 2d8a5bfa..e7c32bf5 100644
--- a/images/README.html
+++ b/images/README.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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  <script>
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
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 <script>
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
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@@ -687,8 +689,8 @@ <h2>lefevre_fig1.png<a class="headerlink" href="#lefevre-fig1-png" title="Link t
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-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/intro.html b/intro.html
index 5d94c792..d9716e62 100644
--- a/intro.html
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@@ -18,35 +18,35 @@
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+  <link href="_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <script src="_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -144,6 +144,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="#">
   
@@ -165,7 +167,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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@@ -529,10 +531,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -540,14 +542,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -784,8 +786,8 @@ <h2>Many sections are interactive<a class="headerlink" href="#many-sections-are-
   </div>
   
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-<script src="_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/intro/Another_Kind_Of_Character.html b/intro/Another_Kind_Of_Character.html
index 7f57d7c3..dd92dbe9 100644
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/intro/Another_Kind_Of_Character.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/intro/Another_Kind_Of_Character.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
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@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -819,10 +821,10 @@ <h1>Another kind of character<a class="headerlink" href="#another-kind-of-charac
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.collections.PathCollection at 0x7f07e2376090&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.collections.PathCollection at 0x12565d250&gt;
 </pre></div>
 </div>
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+<img alt="../_images/7d6871fb5648642e8cb12d5bd47a57e827e73592e210b9e922a60ec9f3840509.png" src="../_images/7d6871fb5648642e8cb12d5bd47a57e827e73592e210b9e922a60ec9f3840509.png" />
 </div>
 </div>
 <p>Notice how the blue points are roughly clustered around a straight line.</p>
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   </div>
   
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-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/intro/Literary_Characters.html b/intro/Literary_Characters.html
index 70a0ed48..5943448f 100644
--- a/intro/Literary_Characters.html
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
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+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/intro/Literary_Characters.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 <span class="btn__text-container">Binder</span>
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@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/intro/Literary_Characters.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
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@@ -721,7 +723,7 @@ <h1>Literary characters<a class="headerlink" href="#literary-characters" title="
 </div>
 </div>
 <div class="cell_output docutils container">
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+<img alt="../_images/6e4bcbdcfffc660265f44c68905134739df201d214d53202cbdabae0fffae340.png" src="../_images/6e4bcbdcfffc660265f44c68905134739df201d214d53202cbdabae0fffae340.png" />
 </div>
 </div>
 <p>In the plot above, the horizontal axis shows chapter numbers and the vertical
@@ -837,8 +839,8 @@ <h1>Literary characters<a class="headerlink" href="#literary-characters" title="
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/intro/Plotting_the_Classics.html b/intro/Plotting_the_Classics.html
index 027e9742..40c7d306 100644
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
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+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
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  <script>
  document.write(`
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
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-   title="Launch onBinder"
+   title="Launch on Binder"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 <span class="btn__text-container">Binder</span>
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@@ -427,14 +429,14 @@
       
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-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
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 <script>
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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 `);
 </script>
@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -931,8 +933,8 @@ <h1>Plotting the classics<a class="headerlink" href="#plotting-the-classics" tit
   </div>
   
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+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/intro/computational-tools.html b/intro/computational-tools.html
index 3c3f7053..35a8abab 100644
--- a/intro/computational-tools.html
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+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -526,10 +528,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -699,8 +701,8 @@ <h1>Computational Tools<a class="headerlink" href="#computational-tools" title="
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-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/intro/more_on_jupyter.html b/intro/more_on_jupyter.html
index 8349090e..4ae2a75f 100644
--- a/intro/more_on_jupyter.html
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/intro/more_on_jupyter.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
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-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -844,8 +846,8 @@ <h2>Interrupting, restarting<a class="headerlink" href="#interrupting-restarting
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/intro/statistical-techniques.html b/intro/statistical-techniques.html
index 29893ad9..068a6c8f 100644
--- a/intro/statistical-techniques.html
+++ b/intro/statistical-techniques.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -696,8 +698,8 @@ <h1>Statistical Techniques<a class="headerlink" href="#statistical-techniques" t
   </div>
   
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-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/intro/surviving_computers.html b/intro/surviving_computers.html
index 50951c66..a2145d7d 100644
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+++ b/intro/surviving_computers.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,14 +539,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -748,8 +750,8 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/intro/text-is-data.html b/intro/text-is-data.html
index 23a5d674..85a10fb1 100644
--- a/intro/text-is-data.html
+++ b/intro/text-is-data.html
@@ -18,35 +18,35 @@
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-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
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     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -675,8 +677,8 @@ <h1>Text is data<a class="headerlink" href="#text-is-data" title="Link to this h
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/intro/the_software.html b/intro/the_software.html
index 3b4f323e..efdef84f 100644
--- a/intro/the_software.html
+++ b/intro/the_software.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -526,10 +528,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -537,14 +539,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
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@@ -769,8 +771,8 @@ <h2>Installing Python<a class="headerlink" href="#installing-python" title="Link
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-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/intro/tools_techniques.html b/intro/tools_techniques.html
index df8b29ab..ee7eb8ba 100644
--- a/intro/tools_techniques.html
+++ b/intro/tools_techniques.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
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+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -526,10 +528,10 @@
 
 <script>
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
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@@ -678,8 +680,8 @@ <h1>Tools and techniques<a class="headerlink" href="#tools-and-techniques" title
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/intro/using_jupyter.html b/intro/using_jupyter.html
index c8de2c08..222c6266 100644
--- a/intro/using_jupyter.html
+++ b/intro/using_jupyter.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/intro/using_jupyter.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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 </script>
@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -846,8 +848,8 @@ <h1>Using Jupyter notebooks<a class="headerlink" href="#using-jupyter-notebooks"
   </div>
   
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-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/intro/what-is-data-science.html b/intro/what-is-data-science.html
index d987b34d..6e941117 100644
--- a/intro/what-is-data-science.html
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@@ -18,35 +18,35 @@
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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index 15cfeb13..eb3ed229 100644
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@@ -141,6 +141,8 @@
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+    
+  
 
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@@ -162,7 +164,7 @@
 
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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@@ -526,10 +528,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -537,14 +539,14 @@
 
 <script>
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
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@@ -765,8 +767,8 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
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diff --git a/iteration/arrays_and_axes.html b/iteration/arrays_and_axes.html
index 81a91bd0..1e68806a 100644
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+++ b/iteration/arrays_and_axes.html
@@ -18,35 +18,35 @@
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+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/iteration/arrays_and_axes.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
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@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/iteration/arrays_and_axes.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,14 +606,14 @@
 
 <script>
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -677,7 +679,7 @@ <h2>Starting with one dimension<a class="headerlink" href="#starting-with-one-di
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.70969547, 0.1337299 , 0.5351888 ])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0.96706423, 0.52722843, 0.77568081])
 </pre></div>
 </div>
 </div>
@@ -704,7 +706,7 @@ <h2>Starting with one dimension<a class="headerlink" href="#starting-with-one-di
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([False,  True, False])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([False, False, False])
 </pre></div>
 </div>
 </div>
@@ -717,7 +719,7 @@ <h2>Starting with one dimension<a class="headerlink" href="#starting-with-one-di
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0
 </pre></div>
 </div>
 </div>
@@ -760,16 +762,16 @@ <h2>Two-dimensions<a class="headerlink" href="#two-dimensions" title="Link to th
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[0.81346797, 0.08502198, 0.92477184],
-       [0.18934439, 0.70968083, 0.99345501],
-       [0.92826247, 0.34241711, 0.12897052],
-       [0.63068856, 0.19894585, 0.49583055],
-       [0.41976704, 0.54422601, 0.85382164],
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-       [0.26007508, 0.39258478, 0.47965933],
-       [0.18833829, 0.42363323, 0.34516652],
-       [0.52406015, 0.96219754, 0.37650299],
-       [0.26142519, 0.10312749, 0.16980809]])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[0.42667189, 0.55677218, 0.64798198],
+       [0.11464568, 0.91147634, 0.06010833],
+       [0.61747915, 0.89243287, 0.18351713],
+       [0.27342651, 0.43055439, 0.79495275],
+       [0.86378866, 0.98842323, 0.12927289],
+       [0.80881611, 0.17838797, 0.48289973],
+       [0.78796325, 0.64946577, 0.17226787],
+       [0.76531226, 0.63255624, 0.34664726],
+       [0.35086611, 0.8319868 , 0.40585833],
+       [0.43346903, 0.4134985 , 0.34649626]])
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 </div>
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+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[ True, False, False],
+       [ True, False,  True],
+       [False, False,  True],
+       [ True,  True, False],
+       [False, False,  True],
        [False,  True,  True],
-       [ True, False, False],
        [False, False,  True],
-       [ True,  True,  True],
-       [ True,  True,  True],
        [False, False,  True],
+       [ True, False,  True],
        [ True,  True,  True]])
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>18
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([5, 6, 7])
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
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+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/iteration/indentation.Rmd" target="_blank"
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-   title="Launch onBinder"
+   title="Launch on Binder"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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@@ -593,10 +595,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
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-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/iteration/inference.html b/iteration/inference.html
index f1833064..6d3fbc8c 100644
--- a/iteration/inference.html
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@@ -141,6 +141,8 @@
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+    
+  
 
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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-   title="Launch onBinder"
+   title="Launch on Binder"
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 <script>
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diff --git a/iteration/iteration.html b/iteration/iteration.html
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 </pre></div>
 </div>
 </div>
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 </div>
 </div>
 <p>Not surprisingly, the histogram looks roughly symmetric around 50 heads. The
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diff --git a/iteration/reply_supreme.html b/iteration/reply_supreme.html
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@@ -704,7 +706,7 @@ <h2>Simulations with the ideal model<a class="headerlink" href="#simulations-wit
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-        4.490e+02, 1.420e+02, 4.400e+01, 2.000e+00, 1.000e+00, 0.000e+00]),
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>(array([2.930e+02, 1.163e+03, 2.096e+03, 2.634e+03, 2.042e+03, 1.139e+03,
+        4.580e+02, 1.390e+02, 3.500e+01, 1.000e+00, 0.000e+00, 0.000e+00]),
  array([ 0.,  1.,  2.,  3.,  4.,  5.,  6.,  7.,  8.,  9., 10., 11., 12.]),
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 <p>The histogram above is called the <em>sampling distribution</em>.  The sampling distribution is the distribution of thing we are interested in (the number of Black jurors) given the ideal model, of completely random selection of jurors from a 26% Black population.</p>
@@ -851,7 +853,7 @@ <h2>Simulations with the ideal model<a class="headerlink" href="#simulations-wit
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0302
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@@ -703,8 +705,8 @@ <h2>Berkeley Foundations of Data Science license<a class="headerlink" href="#ber
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diff --git a/mean-slopes/Correlation.html b/mean-slopes/Correlation.html
index 841031d0..a4a87f3f 100644
--- a/mean-slopes/Correlation.html
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@@ -143,6 +143,8 @@
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@@ -826,7 +828,7 @@ <h2>Correlation<a class="headerlink" href="#id1" title="Link to this heading">#<
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;acceleration&#39;, ylabel=&#39;msrp&#39;&gt;
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 <p>Notice the positive association. The scatter of points is sloping
@@ -849,7 +851,7 @@ <h2>Correlation<a class="headerlink" href="#id1" title="Link to this heading">#<
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 <p>Along with the negative association, the scatter diagram of price versus
@@ -871,7 +873,7 @@ <h2>Correlation<a class="headerlink" href="#id1" title="Link to this heading">#<
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 </div>
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 <p>You will have noticed that we can derive useful information from the
@@ -919,7 +921,7 @@ <h2>Correlation<a class="headerlink" href="#id1" title="Link to this heading">#<
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 <p>The associations that we see in these figures are the same as those we
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@@ -1144,7 +1146,7 @@ <h2><span class="math notranslate nohighlight">\(r\)</span> by calculation<a cla
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;x&#39;, ylabel=&#39;y&#39;&gt;
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+<img alt="../_images/e05b3d390f3004ec98fbb056eede61b3b8f5b0fa9e8a591cfe6ee9b2d48c3c0f.png" src="../_images/e05b3d390f3004ec98fbb056eede61b3b8f5b0fa9e8a591cfe6ee9b2d48c3c0f.png" />
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 <p><strong>Step 1.</strong> Convert each variable to standard units.</p>
@@ -1299,7 +1301,7 @@ <h2><span class="math notranslate nohighlight">\(r\)</span> by calculation<a cla
 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.6174163971897709
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.6174163971897709)
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@@ -1330,7 +1332,7 @@ <h2>Properties of <span class="math notranslate nohighlight">\(r\)</span><a clas
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.6174163875849468
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+<img alt="../_images/2848f51d64ce5ab1f163f648a4a767ecb00f8299f8db3b4b91903fa7ad1a20f5.png" src="../_images/2848f51d64ce5ab1f163f648a4a767ecb00f8299f8db3b4b91903fa7ad1a20f5.png" />
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 <p>As we know, we can calculate the correlation coefficient by converting each variable to standard scores,
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+<img alt="../_images/3485861ed353b4c8e7f30c50f693cec038a6af071a22e6c0ad331d88ed94356f.png" src="../_images/3485861ed353b4c8e7f30c50f693cec038a6af071a22e6c0ad331d88ed94356f.png" />
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.9847558411067434
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
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@@ -143,6 +143,8 @@
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@@ -429,14 +431,14 @@
       
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-   title="Launch onJupyterHub"
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 <script>
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@@ -784,7 +786,7 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0, 0.5, &#39;Overall Quality&#39;)
 </pre></div>
 </div>
-<img alt="../_images/51ea446e5f8294d1103708c79974e18068bebaa790d3ef095860e75e7a3e08a9.png" src="../_images/51ea446e5f8294d1103708c79974e18068bebaa790d3ef095860e75e7a3e08a9.png" />
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 </div>
 </div>
 <p>There might be a straight-line relationship here, but it doesn’t look as if it
@@ -801,10 +803,10 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>(0.0, 3.9, 0.0, 4.2)
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 </pre></div>
 </div>
-<img alt="../_images/88c709eaa0d5075685888c6cdfb1a7acc29dbaa058f998508ccbb4f123700bac.png" src="../_images/88c709eaa0d5075685888c6cdfb1a7acc29dbaa058f998508ccbb4f123700bac.png" />
+<img alt="../_images/13946187ff46b9bbb91d684ddf2f25799aae4d61472874836f9d33333ed513a4.png" src="../_images/13946187ff46b9bbb91d684ddf2f25799aae4d61472874836f9d33333ed513a4.png" />
 </div>
 </div>
 <p>In <a class="reference internal" href="mean_and_slopes.html"><span class="doc std std-doc">The Mean and Slopes</span></a>, we assumed that the intercept was zero, so we only had to try different slopes to get our best line.</p>
@@ -866,7 +868,7 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
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+<img alt="../_images/87f073956d2d7e55133a7036d282be9e4d988e541f21023a4a7fbf4c9f3f4121.png" src="../_images/87f073956d2d7e55133a7036d282be9e4d988e541f21023a4a7fbf4c9f3f4121.png" />
 </div>
 </div>
 <p>The Root Mean Squared Error (RMSE) is:</p>
@@ -879,7 +881,7 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.12027697029219235
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.12027697029219235)
 </pre></div>
 </div>
 </div>
@@ -934,10 +936,10 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.12027697029219235
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 </pre></div>
 </div>
-<img alt="../_images/758b0c442ef1f4546ef43a24858c5d02170afcb1dfc7873f176e20a559902055.png" src="../_images/758b0c442ef1f4546ef43a24858c5d02170afcb1dfc7873f176e20a559902055.png" />
+<img alt="../_images/004de3b94085efb0ba7b247921f7409b4de99f74fe49b3ddd72d547a30e714ed.png" src="../_images/004de3b94085efb0ba7b247921f7409b4de99f74fe49b3ddd72d547a30e714ed.png" />
 </div>
 </div>
 <p>If we try a different intercept, we’ll get a different line, and a different
@@ -949,10 +951,10 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.18316435491606842
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.18316435491606842)
 </pre></div>
 </div>
-<img alt="../_images/4bf9a108a1889b6899d06dc6f4612922eb03efa65fc65c02d5289117475748b3.png" src="../_images/4bf9a108a1889b6899d06dc6f4612922eb03efa65fc65c02d5289117475748b3.png" />
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 </div>
 </div>
 <p>Or, we could go back to the same intercept, but try a different slope, and we’d get a different error.  Let’s try a slope of 0.5:</p>
@@ -963,10 +965,10 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.16024697296024795
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.16024697296024795)
 </pre></div>
 </div>
-<img alt="../_images/8f695ffe78ba99e8eb3fa53be98a412d6dbdc9f0571270b2027cbc07677132e1.png" src="../_images/8f695ffe78ba99e8eb3fa53be98a412d6dbdc9f0571270b2027cbc07677132e1.png" />
+<img alt="../_images/cba590852950e5b4e9a8614e9ec27287b68b5d57f5dede5c183fccd80a005b9e.png" src="../_images/cba590852950e5b4e9a8614e9ec27287b68b5d57f5dede5c183fccd80a005b9e.png" />
 </div>
 </div>
 <p>Now we use the long slow method to find the best slope for our initial
@@ -996,7 +998,7 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.12027697029219235
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 </pre></div>
 </div>
 </div>
@@ -1009,7 +1011,7 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.12027697029219235
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 </pre></div>
 </div>
 </div>
@@ -1226,7 +1228,7 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0, 0.5, &#39;Root mean squared error&#39;)
 </pre></div>
 </div>
-<img alt="../_images/d795f0641de6368baed0b6ade13ccc256b96ed3c10532089dcb93a8e21109735.png" src="../_images/d795f0641de6368baed0b6ade13ccc256b96ed3c10532089dcb93a8e21109735.png" />
+<img alt="../_images/dac6ca065b61deb0bafa08162fb3c9d1b9ea11a3fc1d43b76cf24871c56fa514.png" src="../_images/dac6ca065b61deb0bafa08162fb3c9d1b9ea11a3fc1d43b76cf24871c56fa514.png" />
 </div>
 </div>
 <p>Find the row corresponding to the smallest RMSE:</p>
@@ -1254,7 +1256,7 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.119820093530566
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.119820093530566)
 </pre></div>
 </div>
 </div>
@@ -1860,7 +1862,7 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.12027697029219235
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.12027697029219235)
 </pre></div>
 </div>
 </div>
@@ -1889,10 +1891,10 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.11930386031906048
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.11930386031906048)
 </pre></div>
 </div>
-<img alt="../_images/969f15ad43d43c9728f7b3ad16c019344ed548ecaea660f057c1eff89bd9bd79.png" src="../_images/969f15ad43d43c9728f7b3ad16c019344ed548ecaea660f057c1eff89bd9bd79.png" />
+<img alt="../_images/406c0898455128dae4efe45dda1ba41c7233666f0c3b8a446aff7e10acc6d5dc.png" src="../_images/406c0898455128dae4efe45dda1ba41c7233666f0c3b8a446aff7e10acc6d5dc.png" />
 </div>
 </div>
 <p>Now you know about <a class="reference internal" href="optimization.html"><span class="doc std std-doc">optimization</span></a>, you will not be surprised to
@@ -1924,7 +1926,7 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.12027697029219235
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.12027697029219235)
 </pre></div>
 </div>
 </div>
@@ -1938,7 +1940,7 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.12027697029219235
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.12027697029219235)
 </pre></div>
 </div>
 </div>
@@ -1985,7 +1987,7 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>LinregressResult(slope=0.5088641203940006, intercept=2.114798571643314, rvalue=0.7459725836595872, pvalue=1.5998303978986516e-14, stderr=0.053171209477256925, intercept_stderr=0.1699631063847937)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>LinregressResult(slope=np.float64(0.5088641203940006), intercept=np.float64(2.114798571643314), rvalue=np.float64(0.7459725836595872), pvalue=np.float64(1.5998303978986516e-14), stderr=np.float64(0.053171209477256925), intercept_stderr=np.float64(0.1699631063847937))
 </pre></div>
 </div>
 </div>
@@ -2091,8 +2093,8 @@ <h1>Finding lines<a class="headerlink" href="#finding-lines" title="Link to this
   </div>
   
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diff --git a/mean-slopes/inference_on_slopes.html b/mean-slopes/inference_on_slopes.html
index d42577ea..ec1d8833 100644
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@@ -704,7 +706,7 @@ <h1>Inference on slopes<a class="headerlink" href="#inference-on-slopes" title="
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([3.4993, 0.0743])
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.07425635677118578
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 <p>We find the proportion of the sampling distribution that is greater than or
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@@ -143,6 +143,8 @@
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 </div>
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 <p>“Hemoglobin” (HGB) is the concentration of the
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 <p>The <code class="docutils literal notranslate"><span class="pre">'o'</span></code> argument to the plot function above is a “plot marker”.  It tells
@@ -954,7 +956,7 @@ <h2>Adjusting axes<a class="headerlink" href="#adjusting-axes" title="Link to th
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 </div>
 </div>
 <p>It does look plausible that this line goes through the origin, and that makes
@@ -978,10 +980,10 @@ <h2>Putting points on plots<a class="headerlink" href="#putting-points-on-plots"
 </div>
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 <p>To plot more than one point, pass multiple x and y coordinate values:</p>
@@ -994,10 +996,10 @@ <h2>Putting points on plots<a class="headerlink" href="#putting-points-on-plots"
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 </div>
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 <p>Take the mean of the PCV values for each bin.</p>
@@ -1087,10 +1089,10 @@ <h2>The mean as applied to plots<a class="headerlink" href="#the-mean-as-applied
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&lt;matplotlib.lines.Line2D at 0x7fe3a4846510&gt;]
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 <p>The red are the predictions, the blue are the original data.  At each PCV value
@@ -1186,7 +1188,7 @@ <h2>Finding a predicting line<a class="headerlink" href="#finding-a-predicting-l
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 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>135.20000000000002
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 </pre></div>
 </div>
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@@ -1231,7 +1233,7 @@ <h2>A dangerous, but attractive metric for the line<a class="headerlink" href="#
 </div>
 </div>
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>135.20000000000002
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 </pre></div>
 </div>
 </div>
@@ -1257,7 +1259,7 @@ <h2>A dangerous, but attractive metric for the line<a class="headerlink" href="#
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Sum of errors for slope of 3.5
 </pre></div>
 </div>
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-946.0999999999999
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(-946.0999999999999)
 </pre></div>
 </div>
 </div>
@@ -1277,7 +1279,7 @@ <h2>A dangerous, but attractive metric for the line<a class="headerlink" href="#
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Sum of errors for slope of 2.5
 </pre></div>
 </div>
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1216.5
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1216.5)
 </pre></div>
 </div>
 </div>
@@ -1312,7 +1314,7 @@ <h2>A better metric for the line<a class="headerlink" href="#a-better-metric-for
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3689.340000000001
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3689.340000000001)
 </pre></div>
 </div>
 </div>
@@ -1341,7 +1343,7 @@ <h2>A better metric for the line<a class="headerlink" href="#a-better-metric-for
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3689.340000000001
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3689.340000000001)
 </pre></div>
 </div>
 </div>
@@ -1354,7 +1356,7 @@ <h2>A better metric for the line<a class="headerlink" href="#a-better-metric-for
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>9947.535
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(9947.535)
 </pre></div>
 </div>
 </div>
@@ -1692,7 +1694,7 @@ <h2>A better metric for the line<a class="headerlink" href="#a-better-metric-for
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0, 0.5, &#39;Sum of squared error&#39;)
 </pre></div>
 </div>
-<img alt="../_images/27b9ac209b5e932cecb5b93b67741234f26658cb294105d67921f28d9a27b2d6.png" src="../_images/27b9ac209b5e932cecb5b93b67741234f26658cb294105d67921f28d9a27b2d6.png" />
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 </div>
 </div>
 <p>The minimum of the sum of squared error is the value we found:</p>
@@ -1749,7 +1751,7 @@ <h2>A better metric for the line<a class="headerlink" href="#a-better-metric-for
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.0499999999999776
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 </pre></div>
 </div>
 </div>
@@ -1762,7 +1764,7 @@ <h2>A better metric for the line<a class="headerlink" href="#a-better-metric-for
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3619.8091499999964
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 </pre></div>
 </div>
 </div>
@@ -1787,7 +1789,7 @@ <h2>A better metric for the line<a class="headerlink" href="#a-better-metric-for
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;The best-fit line using least-squared error&#39;)
 </pre></div>
 </div>
-<img alt="../_images/c5ac9c9df74ca5344ca98128338cd91a170d20198d761057d6ebb7933f687f6f.png" src="../_images/c5ac9c9df74ca5344ca98128338cd91a170d20198d761057d6ebb7933f687f6f.png" />
+<img alt="../_images/b276abc2f3391c85c3d5ca120710ffc9cf1d8c613ce83b0bd9990395396a7e5c.png" src="../_images/b276abc2f3391c85c3d5ca120710ffc9cf1d8c613ce83b0bd9990395396a7e5c.png" />
 </div>
 </div>
 <p>The algorithm we have used so far, is rather slow and clunky, because we had to
@@ -1851,7 +1853,7 @@ <h2>The magic of maths<a class="headerlink" href="#the-magic-of-maths" title="Li
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.047498645826524
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 </pre></div>
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diff --git a/mean-slopes/mean_meaning.html b/mean-slopes/mean_meaning.html
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@@ -740,7 +742,7 @@ <h1>The meaning of the mean<a class="headerlink" href="#the-meaning-of-the-mean"
 </div>
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 <p>We are interested in the <em>mean</em>.</p>
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 </div>
 </div>
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>175.724043715847
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 <p>As you remember, we get the mean by adding up all the values, and then dividing
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 </pre></div>
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 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>56
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 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>56
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 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.0658141036401503e-14
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.2737367544323206e-12
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@@ -943,7 +945,7 @@ <h2>The mean as a predictor<a class="headerlink" href="#the-mean-as-a-predictor"
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.2737367544323206e-12
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@@ -989,7 +991,7 @@ <h2>Sum of squared deviations<a class="headerlink" href="#sum-of-squared-deviati
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>10611707.56420765
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 </pre></div>
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@@ -1036,7 +1038,7 @@ <h2>Sum of squared deviations<a class="headerlink" href="#sum-of-squared-deviati
 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>10611707.56420765
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 </pre></div>
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@@ -1049,7 +1051,7 @@ <h2>Sum of squared deviations<a class="headerlink" href="#sum-of-squared-deviati
 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>10732803.5
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 </pre></div>
 </div>
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@@ -1099,7 +1101,7 @@ <h2>Sum of squared deviations<a class="headerlink" href="#sum-of-squared-deviati
 </div>
 </div>
 <div class="cell_output docutils container">
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 </div>
 </div>
 <p>The smallest value we found for the sum of squares was:</p>
@@ -1110,7 +1112,7 @@ <h2>Sum of squared deviations<a class="headerlink" href="#sum-of-squared-deviati
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>10611707.67
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 </pre></div>
 </div>
 </div>
@@ -1123,7 +1125,7 @@ <h2>Sum of squared deviations<a class="headerlink" href="#sum-of-squared-deviati
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>10611707.56420765
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(10611707.56420765)
 </pre></div>
 </div>
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@@ -1139,7 +1141,7 @@ <h2>Sum of squared deviations<a class="headerlink" href="#sum-of-squared-deviati
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/21269184eef674d1118f0e8fae5f490434a316ef19042433171dee87c6f71259.png" src="../_images/21269184eef674d1118f0e8fae5f490434a316ef19042433171dee87c6f71259.png" />
+<img alt="../_images/34fe254f1d405f536d1e4e6b661d00186df843f214927a5f986f87537e4ec005.png" src="../_images/34fe254f1d405f536d1e4e6b661d00186df843f214927a5f986f87537e4ec005.png" />
 </div>
 </div>
 <p>We would have to use some <a class="reference internal" href="../extra/mean_sq_deviations.html"><span class="doc std std-doc">fairly simple calculus and
@@ -1268,8 +1270,8 @@ <h2>Sum of squared deviations<a class="headerlink" href="#sum-of-squared-deviati
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diff --git a/mean-slopes/multiple_regression.html b/mean-slopes/multiple_regression.html
index 42c122e9..5d299420 100644
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     </div>
@@ -1199,7 +1201,7 @@ <h2>Simple regression<a class="headerlink" href="#simple-regression" title="Link
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;Urea&#39;, ylabel=&#39;Creatinine&#39;&gt;
 </pre></div>
 </div>
-<img alt="../_images/8fa74039f64e56ffa96ebb5b35dee73472c1460a616142ff59cdec282e266061.png" src="../_images/8fa74039f64e56ffa96ebb5b35dee73472c1460a616142ff59cdec282e266061.png" />
+<img alt="../_images/1a864c2e4f9b72924bc1e315b57048ca6c30b8d303897707de628e73f82f04a5.png" src="../_images/1a864c2e4f9b72924bc1e315b57048ca6c30b8d303897707de628e73f82f04a5.png" />
 </div>
 </div>
 <p>There is a positive correlation between these sets of values; high urea and
@@ -1212,7 +1214,7 @@ <h2>Simple regression<a class="headerlink" href="#simple-regression" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.8458834154017618
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.8458834154017618)
 </pre></div>
 </div>
 </div>
@@ -1291,7 +1293,7 @@ <h2>Simple regression<a class="headerlink" href="#simple-regression" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>LinregressResult(slope=0.05524183911456146, intercept=-0.08491111825351982, rvalue=0.845883415401762, pvalue=9.327350567383254e-13, stderr=0.005439919989116022, intercept_stderr=0.6680061444061487)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>LinregressResult(slope=np.float64(0.05524183911456146), intercept=np.float64(-0.08491111825351982), rvalue=np.float64(0.845883415401762), pvalue=np.float64(9.327350567383254e-13), stderr=np.float64(0.005439919989116022), intercept_stderr=np.float64(0.6680061444061487))
 </pre></div>
 </div>
 </div>
@@ -1306,7 +1308,7 @@ <h2>Simple regression<a class="headerlink" href="#simple-regression" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.8458834154017618
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.8458834154017618)
 </pre></div>
 </div>
 </div>
@@ -1359,10 +1361,10 @@ <h2>StatsModels<a class="headerlink" href="#statsmodels" title="Link to this hea
   <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   103.1</td>
 </tr>
 <tr>
-  <th>Date:</th>             <td>Wed, 05 Jun 2024</td> <th>  Prob (F-statistic):</th> <td>9.33e-13</td>
+  <th>Date:</th>             <td>Tue, 10 Sep 2024</td> <th>  Prob (F-statistic):</th> <td>9.33e-13</td>
 </tr>
 <tr>
-  <th>Time:</th>                 <td>16:10:28</td>     <th>  Log-Likelihood:    </th> <td> -95.343</td>
+  <th>Time:</th>                 <td>10:08:42</td>     <th>  Log-Likelihood:    </th> <td> -95.343</td>
 </tr>
 <tr>
   <th>No. Observations:</th>      <td>    43</td>      <th>  AIC:               </th> <td>   194.7</td>
@@ -1427,43 +1429,43 @@ <h2>Statsmodels where columns have spaces<a class="headerlink" href="#statsmodel
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="n">Traceback</span> <span class="p">(</span><span class="n">most</span> <span class="n">recent</span> <span class="n">call</span> <span class="n">last</span><span class="p">):</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">IPython</span><span class="o">/</span><span class="n">core</span><span class="o">/</span><span class="n">interactiveshell</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">3577</span> <span class="ow">in</span> <span class="n">run_code</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">IPython</span><span class="o">/</span><span class="n">core</span><span class="o">/</span><span class="n">interactiveshell</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">3550</span> <span class="ow">in</span> <span class="n">run_code</span>
     <span class="n">exec</span><span class="p">(</span><span class="n">code_obj</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">user_global_ns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">user_ns</span><span class="p">)</span>
 
   <span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">16</span><span class="p">],</span> <span class="n">line</span> <span class="mi">3</span>
     <span class="n">another_model</span> <span class="o">=</span> <span class="n">smf</span><span class="o">.</span><span class="n">ols</span><span class="p">(</span><span class="n">formula</span><span class="o">=</span><span class="s2">&quot;Serum Creatinine ~ Blood Urea&quot;</span><span class="p">,</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">statsmodels</span><span class="o">/</span><span class="n">base</span><span class="o">/</span><span class="n">model</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">203</span> <span class="ow">in</span> <span class="n">from_formula</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">statsmodels</span><span class="o">/</span><span class="n">base</span><span class="o">/</span><span class="n">model</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">203</span> <span class="ow">in</span> <span class="n">from_formula</span>
     <span class="n">tmp</span> <span class="o">=</span> <span class="n">handle_formula_data</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">formula</span><span class="p">,</span> <span class="n">depth</span><span class="o">=</span><span class="n">eval_env</span><span class="p">,</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">statsmodels</span><span class="o">/</span><span class="n">formula</span><span class="o">/</span><span class="n">formulatools</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">63</span> <span class="ow">in</span> <span class="n">handle_formula_data</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">statsmodels</span><span class="o">/</span><span class="n">formula</span><span class="o">/</span><span class="n">formulatools</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">63</span> <span class="ow">in</span> <span class="n">handle_formula_data</span>
     <span class="n">result</span> <span class="o">=</span> <span class="n">dmatrices</span><span class="p">(</span><span class="n">formula</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="n">depth</span><span class="p">,</span> <span class="n">return_type</span><span class="o">=</span><span class="s1">&#39;dataframe&#39;</span><span class="p">,</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">highlevel</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">309</span> <span class="ow">in</span> <span class="n">dmatrices</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">highlevel</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">309</span> <span class="ow">in</span> <span class="n">dmatrices</span>
     <span class="p">(</span><span class="n">lhs</span><span class="p">,</span> <span class="n">rhs</span><span class="p">)</span> <span class="o">=</span> <span class="n">_do_highlevel_design</span><span class="p">(</span><span class="n">formula_like</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">eval_env</span><span class="p">,</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">highlevel</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">164</span> <span class="ow">in</span> <span class="n">_do_highlevel_design</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">highlevel</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">164</span> <span class="ow">in</span> <span class="n">_do_highlevel_design</span>
     <span class="n">design_infos</span> <span class="o">=</span> <span class="n">_try_incr_builders</span><span class="p">(</span><span class="n">formula_like</span><span class="p">,</span> <span class="n">data_iter_maker</span><span class="p">,</span> <span class="n">eval_env</span><span class="p">,</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">highlevel</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">66</span> <span class="ow">in</span> <span class="n">_try_incr_builders</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">highlevel</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">66</span> <span class="ow">in</span> <span class="n">_try_incr_builders</span>
     <span class="k">return</span> <span class="n">design_matrix_builders</span><span class="p">([</span><span class="n">formula_like</span><span class="o">.</span><span class="n">lhs_termlist</span><span class="p">,</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">build</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">689</span> <span class="ow">in</span> <span class="n">design_matrix_builders</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">build</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">689</span> <span class="ow">in</span> <span class="n">design_matrix_builders</span>
     <span class="n">factor_states</span> <span class="o">=</span> <span class="n">_factors_memorize</span><span class="p">(</span><span class="n">all_factors</span><span class="p">,</span> <span class="n">data_iter_maker</span><span class="p">,</span> <span class="n">eval_env</span><span class="p">)</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">build</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">354</span> <span class="ow">in</span> <span class="n">_factors_memorize</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="n">build</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">354</span> <span class="ow">in</span> <span class="n">_factors_memorize</span>
     <span class="n">which_pass</span> <span class="o">=</span> <span class="n">factor</span><span class="o">.</span><span class="n">memorize_passes_needed</span><span class="p">(</span><span class="n">state</span><span class="p">,</span> <span class="n">eval_env</span><span class="p">)</span>
 
-  <span class="n">File</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">hostedtoolcache</span><span class="o">/</span><span class="n">Python</span><span class="o">/</span><span class="mf">3.11.9</span><span class="o">/</span><span class="n">x64</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.11</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="nb">eval</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">478</span> <span class="ow">in</span> <span class="n">memorize_passes_needed</span>
+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="nb">eval</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">478</span> <span class="ow">in</span> <span class="n">memorize_passes_needed</span>
 <span class="nn">    subset_names = [name for name</span> in <span class="ni">ast_names</span><span class="nt">(self.code)</span>
 
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+  <span class="n">File</span> <span class="o">~/</span><span class="n">Documents</span><span class="o">/</span><span class="n">current</span><span class="o">/</span><span class="n">teach</span><span class="o">/</span><span class="n">IntroToDataScience</span><span class="o">/.</span><span class="n">venv_textbook</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">site</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">patsy</span><span class="o">/</span><span class="nb">eval</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">109</span> <span class="ow">in</span> <span class="n">ast_names</span>
     <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">ast</span><span class="o">.</span><span class="n">walk</span><span class="p">(</span><span class="n">ast</span><span class="o">.</span><span class="n">parse</span><span class="p">(</span><span class="n">code</span><span class="p">)):</span>
 
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+  <span class="n">File</span> <span class="o">~/</span><span class="n">miniconda3</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="mf">.9</span><span class="o">/</span><span class="n">ast</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">50</span> <span class="ow">in</span> <span class="n">parse</span>
     <span class="k">return</span> <span class="nb">compile</span><span class="p">(</span><span class="n">source</span><span class="p">,</span> <span class="n">filename</span><span class="p">,</span> <span class="n">mode</span><span class="p">,</span> <span class="n">flags</span><span class="p">,</span>
 
   <span class="n">File</span> <span class="o">&lt;</span><span class="n">unknown</span><span class="o">&gt;</span><span class="p">:</span><span class="mi">1</span>
@@ -1499,10 +1501,10 @@ <h2>Statsmodels where columns have spaces<a class="headerlink" href="#statsmodel
   <th>Method:</th>               <td>Least Squares</td>     <th>  F-statistic:       </th> <td>   635.8</td>
 </tr>
 <tr>
-  <th>Date:</th>               <td>Wed, 05 Jun 2024</td>    <th>  Prob (F-statistic):</th> <td>6.65e-57</td>
+  <th>Date:</th>               <td>Tue, 10 Sep 2024</td>    <th>  Prob (F-statistic):</th> <td>6.65e-57</td>
 </tr>
 <tr>
-  <th>Time:</th>                   <td>16:10:28</td>        <th>  Log-Likelihood:    </th> <td> -272.97</td>
+  <th>Time:</th>                   <td>10:08:42</td>        <th>  Log-Likelihood:    </th> <td> -272.97</td>
 </tr>
 <tr>
   <th>No. Observations:</th>        <td>   158</td>         <th>  AIC:               </th> <td>   549.9</td>
@@ -1584,10 +1586,10 @@ <h2>Multiple regression, in steps<a class="headerlink" href="#multiple-regressio
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.2218544954119746
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.2218544954119746)
 </pre></div>
 </div>
-<img alt="../_images/cf47fd8b66233c60d16ffd11bf6a328bbd81aea3214501e544fe0c0d30bb6703.png" src="../_images/cf47fd8b66233c60d16ffd11bf6a328bbd81aea3214501e544fe0c0d30bb6703.png" />
+<img alt="../_images/bc27da44d3fdf8fd0204776f7049fa0a81a06610587f48749a20e80b41c72dfc.png" src="../_images/bc27da44d3fdf8fd0204776f7049fa0a81a06610587f48749a20e80b41c72dfc.png" />
 </div>
 </div>
 <p>We can also call these errors <em>residuals</em> in the sense they are the error that
@@ -1609,7 +1611,7 @@ <h2>Multiple regression, in steps<a class="headerlink" href="#multiple-regressio
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.2218544954119746
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.2218544954119746)
 </pre></div>
 </div>
 </div>
@@ -1625,10 +1627,10 @@ <h2>Multiple regression, in steps<a class="headerlink" href="#multiple-regressio
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.collections.PathCollection at 0x7fee1df4add0&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.collections.PathCollection at 0x13e2c17c0&gt;
 </pre></div>
 </div>
-<img alt="../_images/c8f6596496b687a753b495e2e9dcc64a62b0600b0f1126ebff332c30263de45f.png" src="../_images/c8f6596496b687a753b495e2e9dcc64a62b0600b0f1126ebff332c30263de45f.png" />
+<img alt="../_images/d52752a085f3bb03f2233facbb2376700829b2482cbd6c149a2475d82dd1319e.png" src="../_images/d52752a085f3bb03f2233facbb2376700829b2482cbd6c149a2475d82dd1319e.png" />
 </div>
 </div>
 <p>Then fit a line:</p>
@@ -1752,7 +1754,7 @@ <h2>Multiple regression in one go<a class="headerlink" href="#multiple-regressio
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.3445002442629086
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.3445002442629086)
 </pre></div>
 </div>
 </div>
@@ -1778,7 +1780,7 @@ <h2>Multiple regression in one go<a class="headerlink" href="#multiple-regressio
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.3445002442629086
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.3445002442629086)
 </pre></div>
 </div>
 </div>
@@ -1793,7 +1795,7 @@ <h2>Multiple regression in one go<a class="headerlink" href="#multiple-regressio
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>6.28908245609285
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(6.28908245609285)
 </pre></div>
 </div>
 </div>
@@ -1903,10 +1905,10 @@ <h2>Multiple regression in one go<a class="headerlink" href="#multiple-regressio
   <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   50.70</td>
 </tr>
 <tr>
-  <th>Date:</th>             <td>Wed, 05 Jun 2024</td> <th>  Prob (F-statistic):</th> <td>1.08e-11</td>
+  <th>Date:</th>             <td>Tue, 10 Sep 2024</td> <th>  Prob (F-statistic):</th> <td>1.08e-11</td>
 </tr>
 <tr>
-  <th>Time:</th>                 <td>16:10:29</td>     <th>  Log-Likelihood:    </th> <td> -95.221</td>
+  <th>Time:</th>                 <td>10:08:43</td>     <th>  Log-Likelihood:    </th> <td> -95.221</td>
 </tr>
 <tr>
   <th>No. Observations:</th>      <td>    43</td>      <th>  AIC:               </th> <td>   196.4</td>
@@ -2019,7 +2021,7 @@ <h2>Multiple regression in 3D<a class="headerlink" href="#multiple-regression-in
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/e07ffd35a86a6d7c15aefe814fa13779d6a0661e598c3a0993d3ffd9b7b70102.png" src="../_images/e07ffd35a86a6d7c15aefe814fa13779d6a0661e598c3a0993d3ffd9b7b70102.png" />
+<img alt="../_images/83db907c10d3475ff137103d253233575b6b69df2edd9d7d4e19a91794975820.png" src="../_images/83db907c10d3475ff137103d253233575b6b69df2edd9d7d4e19a91794975820.png" />
 </div>
 </details>
 </div>
@@ -2091,7 +2093,7 @@ <h2>And even more parameters<a class="headerlink" href="#and-even-more-parameter
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>6.28908245609285
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(6.28908245609285)
 </pre></div>
 </div>
 </div>
@@ -2293,8 +2295,8 @@ <h2>And even more parameters<a class="headerlink" href="#and-even-more-parameter
   </div>
   
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-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/mean-slopes/np_argmin.html b/mean-slopes/np_argmin.html
index 0441210c..0a379c10 100644
--- a/mean-slopes/np_argmin.html
+++ b/mean-slopes/np_argmin.html
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/mean-slopes/np_argmin.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
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 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/mean-slopes/np_argmin.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
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+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,14 +606,14 @@
 
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-1
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>99
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 </div>
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(1)
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 </div>
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>99
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diff --git a/mean-slopes/optimization.html b/mean-slopes/optimization.html
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+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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@@ -141,6 +141,8 @@
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+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -708,7 +710,7 @@ <h1>Optimization<a class="headerlink" href="#optimization" title="Link to this h
 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.0499999999999776
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 </pre></div>
 </div>
 </div>
@@ -771,7 +773,7 @@ <h1>Optimization<a class="headerlink" href="#optimization" title="Link to this h
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;RMSE as a function of slope&#39;)
 </pre></div>
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 </div>
 </div>
 <p>This is the <em>function</em> we are trying minimize.  Specifically, we are trying to
@@ -810,7 +812,7 @@ <h1>Optimization<a class="headerlink" href="#optimization" title="Link to this h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>14.155099273514049
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 </pre></div>
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 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>13.161923464508618
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 </pre></div>
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>15.411987772140478
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 </pre></div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-13.294037130133773
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(-13.294037130133773)
 </pre></div>
 </div>
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 </div>
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 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_5420/3243124131.py:3: DeprecationWarning: Conversion of an array with ndim &gt; 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39447/3243124131.py:3: DeprecationWarning: Conversion of an array with ndim &gt; 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)
   float(result.x)
 </pre></div>
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diff --git a/mean-slopes/sse_rmse.html b/mean-slopes/sse_rmse.html
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@@ -141,6 +141,8 @@
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-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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    class="btn btn-sm dropdown-item"
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     </div>
@@ -693,7 +695,7 @@ <h2>Hemoglobin and Packed Cell Volume, again<a class="headerlink" href="#hemoglo
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0, 0.5, &#39;Packed cell volume&#39;)
 </pre></div>
 </div>
-<img alt="../_images/862f4a8dc965b04750c271bd8bc5eab7ff3c5ccb125edca1ed8543619f43eef2.png" src="../_images/862f4a8dc965b04750c271bd8bc5eab7ff3c5ccb125edca1ed8543619f43eef2.png" />
+<img alt="../_images/7ac4f7ce6e839a0780a40f87e1801836b45a5ca60cd5fa2a5d85a200022eed3b.png" src="../_images/7ac4f7ce6e839a0780a40f87e1801836b45a5ca60cd5fa2a5d85a200022eed3b.png" />
 </div>
 </div>
 <p>We are assuming our line goes through <code class="docutils literal notranslate"><span class="pre">hgb</span> <span class="pre">==</span> <span class="pre">0</span></code> and <code class="docutils literal notranslate"><span class="pre">pcv</span> <span class="pre">==</span> <span class="pre">0</span></code>, on the basis
@@ -746,7 +748,7 @@ <h2>Sum of Squared error<a class="headerlink" href="#sum-of-squared-error" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>23274.978750000002
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(23274.978750000002)
 </pre></div>
 </div>
 </div>
@@ -771,7 +773,7 @@ <h2>Sum of Squared error<a class="headerlink" href="#sum-of-squared-error" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>23274.978750000002
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(23274.978750000002)
 </pre></div>
 </div>
 </div>
@@ -857,7 +859,7 @@ <h2>Root mean squared error<a class="headerlink" href="#root-mean-squared-error"
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>22.908960682394483
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(22.908960682394483)
 </pre></div>
 </div>
 </div>
@@ -907,7 +909,7 @@ <h2>Root mean squared error<a class="headerlink" href="#root-mean-squared-error"
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>4.78633060730185
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(4.78633060730185)
 </pre></div>
 </div>
 </div>
@@ -943,7 +945,7 @@ <h2>Root mean squared error<a class="headerlink" href="#root-mean-squared-error"
 </div>
 </div>
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 </div>
 </div>
 <p>We can calculate the matching MSE values by dividing by <code class="docutils literal notranslate"><span class="pre">n</span></code> (the number of
@@ -969,7 +971,7 @@ <h2>Root mean squared error<a class="headerlink" href="#root-mean-squared-error"
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/8ccd06ce0f52689020d48ed27ed17eeb035bc12a196a576a3c80a3b04e181760.png" src="../_images/8ccd06ce0f52689020d48ed27ed17eeb035bc12a196a576a3c80a3b04e181760.png" />
+<img alt="../_images/7c242d1fefbc31d2d799b8fabdea81cf51d615167ee7ac0f3e45b9534fa2b3de.png" src="../_images/7c242d1fefbc31d2d799b8fabdea81cf51d615167ee7ac0f3e45b9534fa2b3de.png" />
 </div>
 </div>
 <p>This straight line relationship is one example of a <em>strictly increasing</em>
@@ -997,7 +999,7 @@ <h2>Root mean squared error<a class="headerlink" href="#root-mean-squared-error"
 </div>
 </div>
 <div class="cell_output docutils container">
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+<img alt="../_images/2f69d9e330ddd3c391804489e30018d46feb147d1d1b344bef05bdb25c686c41.png" src="../_images/2f69d9e330ddd3c391804489e30018d46feb147d1d1b344bef05bdb25c686c41.png" />
 </div>
 </div>
 <p>Notice, again, that the RMSE always goes up as SSE goes up.</p>
@@ -1131,8 +1133,8 @@ <h2>Root mean squared error<a class="headerlink" href="#root-mean-squared-error"
   </div>
   
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diff --git a/mean-slopes/standard_scores.html b/mean-slopes/standard_scores.html
index cb26f47c..53a11a7c 100644
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+++ b/mean-slopes/standard_scores.html
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
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-    <img src="../_static/images/logo_binder.svg">
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@@ -858,7 +860,7 @@ <h2>Back to chronic kidney disease<a class="headerlink" href="#back-to-chronic-k
 </div>
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@@ -929,7 +931,7 @@ <h2>Back to chronic kidney disease<a class="headerlink" href="#back-to-chronic-k
 </div>
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-<img alt="../_images/92d04a2698eb467f07c4b1e0030ef6f3bec8170615a559c092b04e782b43fd06.png" src="../_images/92d04a2698eb467f07c4b1e0030ef6f3bec8170615a559c092b04e782b43fd06.png" />
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 </div>
 <p>We could try and fix this by subtracting the mean, as a center value, so
@@ -943,7 +945,7 @@ <h2>Back to chronic kidney disease<a class="headerlink" href="#back-to-chronic-k
 </div>
 </div>
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 <p>The deviations each have a mean very very close to zero, and therefore,
@@ -967,7 +969,7 @@ <h2>Back to chronic kidney disease<a class="headerlink" href="#back-to-chronic-k
 </div>
 </div>
 <div class="cell_output docutils container">
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+<img alt="../_images/8900033e2fe5a32682559a104384939892510195152a7099ba723b4787383ae3.png" src="../_images/8900033e2fe5a32682559a104384939892510195152a7099ba723b4787383ae3.png" />
 </div>
 </div>
 <p>We would like a measure of the spread of the distribution, so we can set
@@ -1055,7 +1057,7 @@ <h2>The standard deviation<a class="headerlink" href="#the-standard-deviation" t
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;HGB squared deviations&#39;)
 </pre></div>
 </div>
-<img alt="../_images/d40676ec114bbe6cdd0c403167ff1d24c4b333f3885d1405ad7b8937fc417d96.png" src="../_images/d40676ec114bbe6cdd0c403167ff1d24c4b333f3885d1405ad7b8937fc417d96.png" />
+<img alt="../_images/2200a2edbc771ad0760275d2a99a5390238e4412b00556850cc4cc5da9826a11.png" src="../_images/2200a2edbc771ad0760275d2a99a5390238e4412b00556850cc4cc5da9826a11.png" />
 </div>
 </div>
 <p>The center, or typical value, of this distribution, could be the <em>mean</em>.</p>
@@ -1067,7 +1069,7 @@ <h2>The standard deviation<a class="headerlink" href="#the-standard-deviation" t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>8.254523313571543
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(8.254523313571543)
 </pre></div>
 </div>
 </div>
@@ -1082,7 +1084,7 @@ <h2>The standard deviation<a class="headerlink" href="#the-standard-deviation" t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>8.254523313571543
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(8.254523313571543)
 </pre></div>
 </div>
 </div>
@@ -1098,7 +1100,7 @@ <h2>The standard deviation<a class="headerlink" href="#the-standard-deviation" t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.873068623192203
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.873068623192203)
 </pre></div>
 </div>
 </div>
@@ -1113,7 +1115,7 @@ <h2>The standard deviation<a class="headerlink" href="#the-standard-deviation" t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.873068623192203
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.873068623192203)
 </pre></div>
 </div>
 </div>
@@ -1136,7 +1138,7 @@ <h2>The standard deviation<a class="headerlink" href="#the-standard-deviation" t
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;Standardized Hemoglobin&#39;)
 </pre></div>
 </div>
-<img alt="../_images/f7b2908964ed0a05d93bf15335c00544c2a2e474dba627eaaa9b5e42355d4631.png" src="../_images/f7b2908964ed0a05d93bf15335c00544c2a2e474dba627eaaa9b5e42355d4631.png" />
+<img alt="../_images/75b5c76f59b21c9b3b9a7619b7756c89b00200164bad9dca8ede998cc7626517.png" src="../_images/75b5c76f59b21c9b3b9a7619b7756c89b00200164bad9dca8ede998cc7626517.png" />
 </div>
 </div>
 <p>We can make a function to do this:</p>
@@ -1160,7 +1162,7 @@ <h2>The standard deviation<a class="headerlink" href="#the-standard-deviation" t
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;Standardized Hemoglobin, again&#39;)
 </pre></div>
 </div>
-<img alt="../_images/fab8cde2e9c8af2ad4ba367f4b3ea92368fbd51c8abc07cbb3217ea79a208a56.png" src="../_images/fab8cde2e9c8af2ad4ba367f4b3ea92368fbd51c8abc07cbb3217ea79a208a56.png" />
+<img alt="../_images/29f7f9bdaaf5e5120884b6dd4e53a67bcd0e185d5d863bf086fc425e39e5f2df.png" src="../_images/29f7f9bdaaf5e5120884b6dd4e53a67bcd0e185d5d863bf086fc425e39e5f2df.png" />
 </div>
 </div>
 <p>If we do the same to the WBC, we can compare values of the
@@ -1177,7 +1179,7 @@ <h2>The standard deviation<a class="headerlink" href="#the-standard-deviation" t
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;Standardized White Blood Cell Count&#39;)
 </pre></div>
 </div>
-<img alt="../_images/69773cefbc5c24e745be7dd827b6542d4725547ce89f7f4184c6a49aa7baf993.png" src="../_images/69773cefbc5c24e745be7dd827b6542d4725547ce89f7f4184c6a49aa7baf993.png" />
+<img alt="../_images/79d790db3c928d20a194a8ea360a456606273428ac7d1ca884263064532cefc4.png" src="../_images/79d790db3c928d20a194a8ea360a456606273428ac7d1ca884263064532cefc4.png" />
 </div>
 </div>
 <p>Now we can put both these distributions on the same graph, to compare them directly.</p>
@@ -1191,10 +1193,10 @@ <h2>The standard deviation<a class="headerlink" href="#the-standard-deviation" t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend at 0x7fda49a6ae50&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend at 0x11b327640&gt;
 </pre></div>
 </div>
-<img alt="../_images/0e2a83874e3c508cb49e21edf07d75da46bffa31a518470b83f3855cb3c0c57a.png" src="../_images/0e2a83874e3c508cb49e21edf07d75da46bffa31a518470b83f3855cb3c0c57a.png" />
+<img alt="../_images/4dc1b437526b3b5986406831ddb166e16b54f8ae3c2e080e8d72fd88f93f49c8.png" src="../_images/4dc1b437526b3b5986406831ddb166e16b54f8ae3c2e080e8d72fd88f93f49c8.png" />
 </div>
 </div>
 <p>Every value in standardized units gives the deviation of the original
@@ -1317,8 +1319,8 @@ <h2>The standard deviation<a class="headerlink" href="#the-standard-deviation" t
   </div>
   
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+++ b/mean-slopes/using_minimize.html
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@@ -141,6 +141,8 @@
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+    
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
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 >
   
 
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
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 <script>
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 </div></div>
       
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@@ -698,7 +700,7 @@ <h1>Using minimize<a class="headerlink" href="#using-minimize" title="Link to th
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0, 0.5, &#39;Overall quality&#39;)
 </pre></div>
 </div>
-<img alt="../_images/0cf41585c5663ef7fcc1dd8aeef6e4cf1343c0640570def68023f4852cea1c55.png" src="../_images/0cf41585c5663ef7fcc1dd8aeef6e4cf1343c0640570def68023f4852cea1c55.png" />
+<img alt="../_images/cf35979eca2f8c09f7adc2a2b4b13e31a8e3399c1852e11e4751aa047f8844e4.png" src="../_images/cf35979eca2f8c09f7adc2a2b4b13e31a8e3399c1852e11e4751aa047f8844e4.png" />
 </div>
 </div>
 <p>Here is the function we used to calculate root means squared error (RMSE),
@@ -768,7 +770,7 @@ <h2>The result of <code class="docutils literal notranslate"><span class="pre">m
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.11930057876222537
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.11930057876222537)
 </pre></div>
 </div>
 </div>
@@ -794,7 +796,7 @@ <h2>The result of <code class="docutils literal notranslate"><span class="pre">m
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.11930057876222537
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.11930057876222537)
 </pre></div>
 </div>
 </div>
@@ -1473,8 +1475,8 @@ <h2>Generalizing the cost-function with the args argument<a class="headerlink" h
   </div>
   
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@@ -411,14 +413,14 @@
       
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@@ -429,14 +431,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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 <script>
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 </div></div>
       
     </div>
@@ -741,7 +743,7 @@ <h2>Logarithms calculate exponents<a class="headerlink" href="#logarithms-calcul
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.5
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3.5)
 </pre></div>
 </div>
 </div>
@@ -846,7 +848,7 @@ <h2>Exponents less than, equal to 1<a class="headerlink" href="#exponents-less-t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.5
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.5)
 </pre></div>
 </div>
 </div>
@@ -860,7 +862,7 @@ <h2>Exponents less than, equal to 1<a class="headerlink" href="#exponents-less-t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.0)
 </pre></div>
 </div>
 </div>
@@ -902,11 +904,11 @@ <h2>Exponents less than, equal to 1<a class="headerlink" href="#exponents-less-t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_5517/2813725766.py:1: RuntimeWarning: invalid value encountered in log10
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39472/2813725766.py:1: RuntimeWarning: invalid value encountered in log10
   np.log10(-100)
 </pre></div>
 </div>
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>nan
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(nan)
 </pre></div>
 </div>
 </div>
@@ -1120,7 +1122,7 @@ <h2>Multiplying is adding with logarithms<a class="headerlink" href="#multiplyin
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>100000.0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(100000.0)
 </pre></div>
 </div>
 </div>
@@ -1411,8 +1413,8 @@ <h2>Multiplying is adding with logarithms<a class="headerlink" href="#multiplyin
   </div>
   
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diff --git a/more-regression/logistic_convexity.html b/more-regression/logistic_convexity.html
index adc85520..b9f2ffc9 100644
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@@ -141,6 +141,8 @@
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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@@ -705,7 +707,7 @@ <h2>The background, the data<a class="headerlink" href="#the-background-the-data
 </div>
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 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_5538/1768524625.py:5: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option(&#39;future.no_silent_downcasting&#39;, True)`
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39477/1768524625.py:5: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option(&#39;future.no_silent_downcasting&#39;, True)`
   hgb_app[&#39;appetite_dummy&#39;] = hgb_app[&#39;Appetite&#39;].replace(
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 <p>Notice the very simple shape of this curve.  It is a V-shape, turning into a
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 <p>These are plots of how the value of the <em>cost function</em> changes as we change
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+<img alt="../_images/58d486fa2978b5fa6f5b6b08e6b422311f0f5d883cbefc9a35f841ef1709d661.png" src="../_images/58d486fa2978b5fa6f5b6b08e6b422311f0f5d883cbefc9a35f841ef1709d661.png" />
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 </details>
 </div>
@@ -1104,7 +1106,7 @@ <h2>Sigmoid prediction with root mean squares error<a class="headerlink" href="#
 </div>
 </div>
 <div class="cell_output docutils container">
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+<img alt="../_images/e7805b47c708f7f49e1bfe2c3f391b7162c0b23a79753a64f8946cad8ef4c3d0.png" src="../_images/e7805b47c708f7f49e1bfe2c3f391b7162c0b23a79753a64f8946cad8ef4c3d0.png" />
 </div>
 </div>
 <p>There is a clear minimum at around -5.2, as we expect from the results above,
@@ -1123,7 +1125,7 @@ <h2>Sigmoid prediction with root mean squares error<a class="headerlink" href="#
 </div>
 </div>
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+<img alt="../_images/4da3c6e1cfd33dda3eaebca8ace6d29d5472a40cda76784b204b89dfad993d1d.png" src="../_images/4da3c6e1cfd33dda3eaebca8ace6d29d5472a40cda76784b204b89dfad993d1d.png" />
 </div>
 </div>
 <p>The plot is a strange shape. Again we see a nasty plateau with intercepts
@@ -1234,7 +1236,7 @@ <h2>Back to maximum likelihood<a class="headerlink" href="#back-to-maximum-likel
 </div>
 </div>
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-<img alt="../_images/6a3ebf8333cb01e1567304ce82a14ee8a0730e82f6ede92bb1c7eaaa7351aa86.png" src="../_images/6a3ebf8333cb01e1567304ce82a14ee8a0730e82f6ede92bb1c7eaaa7351aa86.png" />
+<img alt="../_images/0b5d623bd9ebef3098fd6597dc9aa965382818dfaafcb98a32d36206db2c90ad.png" src="../_images/0b5d623bd9ebef3098fd6597dc9aa965382818dfaafcb98a32d36206db2c90ad.png" />
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-<img alt="../_images/2e448bea2673b087a0434c960409063ab6137e5a59e342651374c37d9e8f1584.png" src="../_images/2e448bea2673b087a0434c960409063ab6137e5a59e342651374c37d9e8f1584.png" />
+<img alt="../_images/a62377bd96e706d0819ead621c909c2f012fc346cd2f1921ee97aeb4199f82eb.png" src="../_images/a62377bd96e706d0819ead621c909c2f012fc346cd2f1921ee97aeb4199f82eb.png" />
 </div>
 </div>
 <p>However, this does not mean the ML cost function is infallible.  We can push it
@@ -1266,15 +1268,15 @@ <h2>Back to maximum likelihood<a class="headerlink" href="#back-to-maximum-likel
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: divide by zero encountered in log
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/Users/Olsonac-admin/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: divide by zero encountered in log
   result = getattr(ufunc, method)(*inputs, **kwargs)
-/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: divide by zero encountered in log
+/Users/Olsonac-admin/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: divide by zero encountered in log
   result = getattr(ufunc, method)(*inputs, **kwargs)
-/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/scipy/optimize/_numdiff.py:590: RuntimeWarning: invalid value encountered in subtract
+/Users/Olsonac-admin/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/scipy/optimize/_numdiff.py:590: RuntimeWarning: invalid value encountered in subtract
   df = fun(x) - f0
-/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: divide by zero encountered in log
+/Users/Olsonac-admin/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: divide by zero encountered in log
   result = getattr(ufunc, method)(*inputs, **kwargs)
-/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/scipy/optimize/_numdiff.py:590: RuntimeWarning: invalid value encountered in subtract
+/Users/Olsonac-admin/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/scipy/optimize/_numdiff.py:590: RuntimeWarning: invalid value encountered in subtract
   df = fun(x) - f0
 </pre></div>
 </div>
@@ -1401,8 +1403,8 @@ <h2>Another example<a class="headerlink" href="#another-example" title="Link to
   </div>
   
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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   </footer>
diff --git a/more-regression/logistic_flails.html b/more-regression/logistic_flails.html
index 933d08f7..9ecfcd4d 100644
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@@ -143,6 +143,8 @@
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+    
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     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -384,9 +386,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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-   title="Launch onBinder"
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -429,14 +431,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/more-regression/logistic_flails.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -831,7 +833,7 @@ <h1>Logistic regression can fail with root mean squares<a class="headerlink" hre
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+<img alt="../_images/da5adca1d7a2094e0e257ab8d62fd9aa8e8c1025cf208cad110c1e044510ec93.png" src="../_images/da5adca1d7a2094e0e257ab8d62fd9aa8e8c1025cf208cad110c1e044510ec93.png" />
 </div>
 </details>
 </div>
@@ -888,12 +890,12 @@ <h1>Logistic regression can fail with root mean squares<a class="headerlink" hre
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>  message: Optimization terminated successfully.
   success: True
    status: 0
-      fun: 0.39143665337028305
+      fun: 0.39143665337029415
         x: [-6.164e+00  2.819e-01]
       nit: 16
-      jac: [ 1.863e-08  2.533e-07]
- hess_inv: [[ 4.949e+02 -2.326e+01]
-            [-2.326e+01  1.122e+00]]
+      jac: [ 1.490e-08  2.496e-07]
+ hess_inv: [[ 4.952e+02 -2.327e+01]
+            [-2.327e+01  1.123e+00]]
      nfev: 72
      njev: 24
 </pre></div>
@@ -923,7 +925,7 @@ <h1>Logistic regression can fail with root mean squares<a class="headerlink" hre
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 </div>
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@@ -976,7 +978,7 @@ <h1>Logistic regression can fail with root mean squares<a class="headerlink" hre
 </div>
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+<img alt="../_images/bda92d4b04d484868a5c0400cbdf27118de3b3d5edf5cbe5d3501b01b3ec05ee.png" src="../_images/bda92d4b04d484868a5c0400cbdf27118de3b3d5edf5cbe5d3501b01b3ec05ee.png" />
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@@ -1037,7 +1039,7 @@ <h1>Logistic regression can fail with root mean squares<a class="headerlink" hre
 </div>
 </div>
 <div class="cell_output docutils container">
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 </div>
 </div>
 <p>As we have seen before, the MLE fit above is the same algorithm that
@@ -1075,10 +1077,10 @@ <h1>Logistic regression can fail with root mean squares<a class="headerlink" hre
   <th>Method:</th>                 <td>MLE</td>       <th>  Df Model:          </th>  <td>     1</td>  
 </tr>
 <tr>
-  <th>Date:</th>            <td>Wed, 05 Jun 2024</td> <th>  Pseudo R-squ.:     </th>  <td>0.3135</td>  
+  <th>Date:</th>            <td>Tue, 10 Sep 2024</td> <th>  Pseudo R-squ.:     </th>  <td>0.3135</td>  
 </tr>
 <tr>
-  <th>Time:</th>                <td>16:10:51</td>     <th>  Log-Likelihood:    </th> <td> -14.838</td> 
+  <th>Time:</th>                <td>10:09:08</td>     <th>  Log-Likelihood:    </th> <td> -14.838</td> 
 </tr>
 <tr>
   <th>converged:</th>             <td>True</td>       <th>  LL-Null:           </th> <td> -21.615</td> 
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -143,6 +143,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -164,7 +166,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -384,9 +386,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -411,14 +413,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/more-regression/logistic_regression.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -429,14 +431,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/more-regression/logistic_regression.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -595,10 +597,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
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@@ -606,14 +608,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -984,7 +986,7 @@ <h2>Dummy Variables<a class="headerlink" href="#dummy-variables" title="Link to
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_5590/2926526315.py:3: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option(&#39;future.no_silent_downcasting&#39;, True)`
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39498/2926526315.py:3: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option(&#39;future.no_silent_downcasting&#39;, True)`
   hgb_app[&#39;appetite_dummy&#39;] = hgb_app[&#39;Appetite&#39;].replace(
 </pre></div>
 </div>
@@ -1055,7 +1057,7 @@ <h2>Dummy Variables<a class="headerlink" href="#dummy-variables" title="Link to
 good appetite.</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/4a42bb78440c2eac8dfcbbe327e69d68e7b1e54501fef012896138f99332f2f7.png" src="../_images/4a42bb78440c2eac8dfcbbe327e69d68e7b1e54501fef012896138f99332f2f7.png" />
+<img alt="../_images/1471e93622348768ebccd8f21962f005eff18a8a54b39ebc3136420c229abb4a.png" src="../_images/1471e93622348768ebccd8f21962f005eff18a8a54b39ebc3136420c229abb4a.png" />
 </div>
 </div>
 <p>From the plot, it does look as if the patients with lower hemoglobin are more
@@ -1221,7 +1223,7 @@ <h2>How about linear regression?<a class="headerlink" href="#how-about-linear-re
 from linear regression in orange.</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/8f3f1487a0ce39613f0e0e5d7ddd9b3b63f4e30c4ba1f9f43ebb7523007e1cbf.png" src="../_images/8f3f1487a0ce39613f0e0e5d7ddd9b3b63f4e30c4ba1f9f43ebb7523007e1cbf.png" />
+<img alt="../_images/45816683273572a474de3649edefae36061337b3dbe6ca316a7b398e9809b943.png" src="../_images/45816683273572a474de3649edefae36061337b3dbe6ca316a7b398e9809b943.png" />
 </div>
 </div>
 <p>The linear regression line looks plausible, as far as it goes, but it has
@@ -1284,7 +1286,7 @@ <h2>Another prediction line<a class="headerlink" href="#another-prediction-line"
 </div>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/868ef90fd286caabf6215f4a28b0d77aaac30fc97cffabdb3962060f66de0af4.png" src="../_images/868ef90fd286caabf6215f4a28b0d77aaac30fc97cffabdb3962060f66de0af4.png" />
+<img alt="../_images/46ea463456d2d9eae7d8c89ace44ec01e151ae72d1b009ff26bf2b9d8529f82c.png" src="../_images/46ea463456d2d9eae7d8c89ace44ec01e151ae72d1b009ff26bf2b9d8529f82c.png" />
 </div>
 </div>
 <p>The new not-straight line seems to have much to recommend it.  This shape of
@@ -1328,13 +1330,13 @@ <h2>Another prediction line<a class="headerlink" href="#another-prediction-line"
 plot.</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/fd675b2e09a5249b9e51f43a9e78d71cfca3de4723bb7fe1a78f5e8c65f36ca3.png" src="../_images/fd675b2e09a5249b9e51f43a9e78d71cfca3de4723bb7fe1a78f5e8c65f36ca3.png" />
+<img alt="../_images/2cb0e9ee757584362d430b9d3b6add9e37c685b59ac4b9ca3c153d40252dbbfe.png" src="../_images/2cb0e9ee757584362d430b9d3b6add9e37c685b59ac4b9ca3c153d40252dbbfe.png" />
 </div>
 </div>
 <p>Next we apply the conversion from probability to odds-ratio:</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/feda82ebc3fd24229135e93e4b18f8418fee042a4c6f50416fd29d8cd0d6d96f.png" src="../_images/feda82ebc3fd24229135e93e4b18f8418fee042a4c6f50416fd29d8cd0d6d96f.png" />
+<img alt="../_images/595afddbb30d3cba30c7414feb9ab1783f4cf109be4036797bb928704197a231.png" src="../_images/595afddbb30d3cba30c7414feb9ab1783f4cf109be4036797bb928704197a231.png" />
 </div>
 </div>
 <p>Notice that this is an <em>exponential</em> graph, where the y values increase more
@@ -1354,7 +1356,7 @@ <h2>Another prediction line<a class="headerlink" href="#another-prediction-line"
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/ac3ba44fb09e3d5b20ce6b0e1458315825a6e0e8c2c59a1bfd5e3fb9610010f5.png" src="../_images/ac3ba44fb09e3d5b20ce6b0e1458315825a6e0e8c2c59a1bfd5e3fb9610010f5.png" />
+<img alt="../_images/55b5bd4253445175863c23ecadc9e089075f445b553029b4661f912a125ba0ca.png" src="../_images/55b5bd4253445175863c23ecadc9e089075f445b553029b4661f912a125ba0ca.png" />
 </div>
 </div>
 <p>Now we have a straight line, with an intercept and slope, suitable for
@@ -1473,7 +1475,7 @@ <h2>Probability and Odds<a class="headerlink" href="#probability-and-odds" title
 values to odds ratios for our appetite predictions, we get the following:</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/feda82ebc3fd24229135e93e4b18f8418fee042a4c6f50416fd29d8cd0d6d96f.png" src="../_images/feda82ebc3fd24229135e93e4b18f8418fee042a4c6f50416fd29d8cd0d6d96f.png" />
+<img alt="../_images/595afddbb30d3cba30c7414feb9ab1783f4cf109be4036797bb928704197a231.png" src="../_images/595afddbb30d3cba30c7414feb9ab1783f4cf109be4036797bb928704197a231.png" />
 </div>
 </div>
 <p>Notice that the odds ratios we found vary from very close to 0 (for p value
@@ -1490,13 +1492,13 @@ <h2>The logarithm transform<a class="headerlink" href="#the-logarithm-transform"
 <p>Here’s an example:</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/d83701dc1dbb81cbded33ed0b85cf878d1a44952a4887a16861153569271e433.png" src="../_images/d83701dc1dbb81cbded33ed0b85cf878d1a44952a4887a16861153569271e433.png" />
+<img alt="../_images/3daee06950ed54c11f56236bbf542a15c82da92a7b8409b8a9464c370531e98c.png" src="../_images/3daee06950ed54c11f56236bbf542a15c82da92a7b8409b8a9464c370531e98c.png" />
 </div>
 </div>
 <p>You have already see logs in action transforming the odds-ratio predictions.</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/e04eb0b47f15e52e7356f4a6650df91bbbb3f0efe15979b957b19d6147f4ca7c.png" src="../_images/e04eb0b47f15e52e7356f4a6650df91bbbb3f0efe15979b957b19d6147f4ca7c.png" />
+<img alt="../_images/8420969231c0bf3365b94484d31727cf4170f97cf3f9652c15a2d1a444903eb3.png" src="../_images/8420969231c0bf3365b94484d31727cf4170f97cf3f9652c15a2d1a444903eb3.png" />
 </div>
 </div>
 </section>
@@ -1523,7 +1525,7 @@ <h2>The logit transform and its inverse<a class="headerlink" href="#the-logit-tr
 <p>Here are the original sigmoid predictions and the predictions with the <code class="docutils literal notranslate"><span class="pre">logit</span></code> transform applied:</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/5f02eccfb98b94b67b2e417a374f89a02919dc82f7e970c0c4e053b2fbe4ae0a.png" src="../_images/5f02eccfb98b94b67b2e417a374f89a02919dc82f7e970c0c4e053b2fbe4ae0a.png" />
+<img alt="../_images/a3a492e6410b3e98581f9835a7a788bec98e47c7a4ddc13199600682ed6b4a2f.png" src="../_images/a3a492e6410b3e98581f9835a7a788bec98e47c7a4ddc13199600682ed6b4a2f.png" />
 </div>
 </div>
 <p>We also want to be able to go backwards, from the straight-line predictions, to
@@ -1584,7 +1586,7 @@ <h2>The logit transform and its inverse<a class="headerlink" href="#the-logit-tr
 results of applying <code class="docutils literal notranslate"><span class="pre">inv_logit</span></code> to recover the original p values.</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/9f967220259f44f56b02cd9a266bb592ac1b8c501927e42726e13b9dec2f78cd.png" src="../_images/9f967220259f44f56b02cd9a266bb592ac1b8c501927e42726e13b9dec2f78cd.png" />
+<img alt="../_images/ee78d0aa05c9a5b2ce50a7a34ff7d2c49dcf45a9b5b9fb21fea42cc897d91fc1.png" src="../_images/ee78d0aa05c9a5b2ce50a7a34ff7d2c49dcf45a9b5b9fb21fea42cc897d91fc1.png" />
 </div>
 </div>
 </section>
@@ -1609,7 +1611,7 @@ <h2>Effect of the Logit slope and intercept on the sigmoid<a class="headerlink"
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/1309ac113ca7dd3cd769c9d6ca7541698ce52bbee0a36a1e92fb5aa0e146b9f7.png" src="../_images/1309ac113ca7dd3cd769c9d6ca7541698ce52bbee0a36a1e92fb5aa0e146b9f7.png" />
+<img alt="../_images/aa72cc32afb9ff6188741fa466d83f5b63457a593ca1571f5c7eb7f664d96575.png" src="../_images/aa72cc32afb9ff6188741fa466d83f5b63457a593ca1571f5c7eb7f664d96575.png" />
 </div>
 </div>
 <p>Changing the slope of the logit straight line makes the transition from 0 to 1
@@ -1630,7 +1632,7 @@ <h2>Effect of the Logit slope and intercept on the sigmoid<a class="headerlink"
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/41ccecaffae06599fcd53de585cb7c9f2369fc4a05c69d363bb18fa5a8888de3.png" src="../_images/41ccecaffae06599fcd53de585cb7c9f2369fc4a05c69d363bb18fa5a8888de3.png" />
+<img alt="../_images/479c406399e693417817e4e5757ac67ee59d1ecb312e2010666e2173e4cfc5fc.png" src="../_images/479c406399e693417817e4e5757ac67ee59d1ecb312e2010666e2173e4cfc5fc.png" />
 </div>
 </div>
 </section>
@@ -1663,7 +1665,7 @@ <h2>A first-pass at logistic regression<a class="headerlink" href="#a-first-pass
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/dbc7646b1bacc8dc0e58194e5217138fb80a9a086574e60110e973824b821abd.png" src="../_images/dbc7646b1bacc8dc0e58194e5217138fb80a9a086574e60110e973824b821abd.png" />
+<img alt="../_images/29fe5be5c92562a4ed4a21dd7a8dd31d950ba847fc2355150753ca20a3f153bd.png" src="../_images/29fe5be5c92562a4ed4a21dd7a8dd31d950ba847fc2355150753ca20a3f153bd.png" />
 </div>
 </div>
 <p>These are predictions on the straight line, but we now need to transform them
@@ -1679,7 +1681,7 @@ <h2>A first-pass at logistic regression<a class="headerlink" href="#a-first-pass
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/55c704ba63a7e1d09236796f0f789f2840101cfe510ab3c67a0b1f09e29481d0.png" src="../_images/55c704ba63a7e1d09236796f0f789f2840101cfe510ab3c67a0b1f09e29481d0.png" />
+<img alt="../_images/ff020bd0defbba7400225ac4007b65aa0b55e764dc7e4e87048d4fccf353231c.png" src="../_images/ff020bd0defbba7400225ac4007b65aa0b55e764dc7e4e87048d4fccf353231c.png" />
 </div>
 </div>
 <p>Finally, we want to compare the predictions to the actual data to get a score.
@@ -1694,7 +1696,7 @@ <h2>A first-pass at logistic regression<a class="headerlink" href="#a-first-pass
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.25213836312988475
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.25213836312988475)
 </pre></div>
 </div>
 </div>
@@ -1727,7 +1729,7 @@ <h2>A first-pass at logistic regression<a class="headerlink" href="#a-first-pass
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.25213836312988475
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.25213836312988475)
 </pre></div>
 </div>
 </div>
@@ -1777,7 +1779,7 @@ <h2>A first-pass at logistic regression<a class="headerlink" href="#a-first-pass
 <p>Then plot:</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/21b8d7a240dcedc66a3a9a0738947338b64f0d52d34763fcc87490287b69f51f.png" src="../_images/21b8d7a240dcedc66a3a9a0738947338b64f0d52d34763fcc87490287b69f51f.png" />
+<img alt="../_images/58d486fa2978b5fa6f5b6b08e6b422311f0f5d883cbefc9a35f841ef1709d661.png" src="../_images/58d486fa2978b5fa6f5b6b08e6b422311f0f5d883cbefc9a35f841ef1709d661.png" />
 </div>
 </div>
 </section>
@@ -1945,7 +1947,7 @@ <h2>A different measure of prediction error<a class="headerlink" href="#a-differ
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.9964597097790535
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.9964597097790535)
 </pre></div>
 </div>
 </div>
@@ -2003,7 +2005,7 @@ <h2>A different measure of prediction error<a class="headerlink" href="#a-differ
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.876532952434776
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.876532952434776)
 </pre></div>
 </div>
 </div>
@@ -2018,7 +2020,7 @@ <h2>A different measure of prediction error<a class="headerlink" href="#a-differ
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.12346704756522398
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.12346704756522398)
 </pre></div>
 </div>
 </div>
@@ -2493,7 +2495,7 @@ <h2>A different measure of prediction error<a class="headerlink" href="#a-differ
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.463854029404182e-13
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1.463854029404182e-13)
 </pre></div>
 </div>
 </div>
@@ -2579,7 +2581,7 @@ <h2>A different measure of prediction error<a class="headerlink" href="#a-differ
 </div>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/50d7be76dec3b64ffc1e180961492b07f33d59a96cb4ed33adf02d8806b6bee3.png" src="../_images/50d7be76dec3b64ffc1e180961492b07f33d59a96cb4ed33adf02d8806b6bee3.png" />
+<img alt="../_images/894c028913912ad26b62393d8439b7957c394873b10e6ab1be5d80601af9d3c1.png" src="../_images/894c028913912ad26b62393d8439b7957c394873b10e6ab1be5d80601af9d3c1.png" />
 </div>
 </div>
 </section>
@@ -2687,7 +2689,7 @@ <h2>A computation trick for the likelihood<a class="headerlink" href="#a-computa
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/e130528481d4397a4660d788bd4951f7518c35f0db71fd5ad9ce72aa3ef3ab04.png" src="../_images/e130528481d4397a4660d788bd4951f7518c35f0db71fd5ad9ce72aa3ef3ab04.png" />
+<img alt="../_images/c5cb06f5ec4156efd340eb54e83fa4d550676733db41c777d7fc2c73200bc6b2.png" src="../_images/c5cb06f5ec4156efd340eb54e83fa4d550676733db41c777d7fc2c73200bc6b2.png" />
 </div>
 </div>
 <p>This means that our cost function does not have to do the last nasty unlog step
@@ -2701,7 +2703,7 @@ <h2>A computation trick for the likelihood<a class="headerlink" href="#a-computa
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-29.552533505045645
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(-29.552533505045645)
 </pre></div>
 </div>
 </div>
@@ -2772,7 +2774,7 @@ <h2>A computation trick for the likelihood<a class="headerlink" href="#a-computa
 </div>
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+<img alt="../_images/24b9feb508e7bf91c1751afb39da8dc8eb6dd95fd46a3dee810bdeb07c40cccd.png" src="../_images/24b9feb508e7bf91c1751afb39da8dc8eb6dd95fd46a3dee810bdeb07c40cccd.png" />
 </div>
 </div>
 <p>You have just seen the standard calculations behind most packages that
@@ -2819,10 +2821,10 @@ <h2>Logistic Regression with Statsmodes<a class="headerlink" href="#logistic-reg
   <th>Method:</th>                 <td>MLE</td>       <th>  Df Model:          </th>  <td>     1</td>  
 </tr>
 <tr>
-  <th>Date:</th>            <td>Wed, 05 Jun 2024</td> <th>  Pseudo R-squ.:     </th>  <td>0.4976</td>  
+  <th>Date:</th>            <td>Tue, 10 Sep 2024</td> <th>  Pseudo R-squ.:     </th>  <td>0.4976</td>  
 </tr>
 <tr>
-  <th>Time:</th>                <td>16:10:57</td>     <th>  Log-Likelihood:    </th> <td> -29.168</td> 
+  <th>Time:</th>                <td>10:09:14</td>     <th>  Log-Likelihood:    </th> <td> -29.168</td> 
 </tr>
 <tr>
   <th>converged:</th>             <td>True</td>       <th>  LL-Null:           </th> <td> -58.054</td> 
@@ -2886,7 +2888,7 @@ <h2>Logistic Regression with Statsmodes<a class="headerlink" href="#logistic-reg
 Statsmodels:</p>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
-<img alt="../_images/f58caa275cff56ec70ed36aef0561811d242038a46eb3f3539c3d6156083bf66.png" src="../_images/f58caa275cff56ec70ed36aef0561811d242038a46eb3f3539c3d6156083bf66.png" />
+<img alt="../_images/434c9c974a9cad67a883ffa240e171e8d0ad470c040906a7b11d769bdbfee938.png" src="../_images/434c9c974a9cad67a883ffa240e171e8d0ad470c040906a7b11d769bdbfee938.png" />
 </div>
 </div>
 <p>We can see graphically that these predictions look identical to the ones we
@@ -2900,7 +2902,7 @@ <h2>Logistic Regression with Statsmodes<a class="headerlink" href="#logistic-reg
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.2126886475560816e-07
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1.2126886475560816e-07)
 </pre></div>
 </div>
 </div>
@@ -3066,8 +3068,8 @@ <h2>Exercises for reflection<a class="headerlink" href="#exercises-for-reflectio
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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index ff3b1791..8422fecb 100644
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/more-simulation/monty_hall.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 <span class="btn__text-container">Binder</span>
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@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/more-simulation/monty_hall.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
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+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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 <script>
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+</button>
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@@ -717,7 +719,7 @@ <h2>The simulation<a class="headerlink" href="#the-simulation" title="Link to th
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([&#39;goat&#39;, &#39;car&#39;, &#39;goat&#39;], dtype=&#39;&lt;U4&#39;)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([&#39;goat&#39;, &#39;goat&#39;, &#39;car&#39;], dtype=&#39;&lt;U4&#39;)
 </pre></div>
 </div>
 </div>
@@ -732,7 +734,7 @@ <h2>The simulation<a class="headerlink" href="#the-simulation" title="Link to th
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(1)
 </pre></div>
 </div>
 </div>
@@ -746,7 +748,7 @@ <h2>The simulation<a class="headerlink" href="#the-simulation" title="Link to th
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;goat&#39;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.str_(&#39;goat&#39;)
 </pre></div>
 </div>
 </div>
@@ -760,7 +762,7 @@ <h2>The simulation<a class="headerlink" href="#the-simulation" title="Link to th
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([&#39;mine&#39;, &#39;car&#39;, &#39;goat&#39;], dtype=&#39;&lt;U4&#39;)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([&#39;goat&#39;, &#39;mine&#39;, &#39;car&#39;], dtype=&#39;&lt;U4&#39;)
 </pre></div>
 </div>
 </div>
@@ -801,7 +803,7 @@ <h2>The simulation<a class="headerlink" href="#the-simulation" title="Link to th
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;car&#39;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.str_(&#39;car&#39;)
 </pre></div>
 </div>
 </div>
@@ -973,8 +975,8 @@ <h2>Another way of doing the simulation<a class="headerlink" href="#another-way-
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+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -537,7 +539,7 @@
 
 <script>
 document.write(`
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@@ -654,8 +656,8 @@ <h1>More on simulation<a class="headerlink" href="#more-on-simulation" title="Li
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
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diff --git a/more-simulation/sorting_arrays.html b/more-simulation/sorting_arrays.html
index 99381abd..5f3dbb6e 100644
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+++ b/more-simulation/sorting_arrays.html
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+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
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+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -409,14 +411,14 @@
       
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-   title="Launch onBinder"
+   title="Launch on Binder"
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 </a>
@@ -593,10 +595,10 @@
 
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+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,7 +606,7 @@
 
 <script>
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@@ -812,8 +814,8 @@ <h1>Sorting arrays<a class="headerlink" href="#sorting-arrays" title="Link to th
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
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diff --git a/objects.inv b/objects.inv
index f7baf633e1934651182b1d35f780948428d8dae0..7d0013b68b3b1b30dad970effd5eb09404870527 100644
GIT binary patch
delta 30
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delta 16
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diff --git a/permutation/lists.html b/permutation/lists.html
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
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-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/permutation/lists.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/permutation/lists.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
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+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
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 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-</label>
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     </div>
@@ -798,7 +800,7 @@ <h2>Lists and arrays<a class="headerlink" href="#lists-and-arrays" title="Link t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[10, 20, 30]
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[np.int64(10), np.int64(20), np.int64(30)]
 </pre></div>
 </div>
 </div>
@@ -887,11 +889,11 @@ <h2>A list is always one-dimensional<a class="headerlink" href="#a-list-is-alway
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[0.35370546, 0.52972609, 0.83365214],
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-       [0.34595979, 0.59902868, 0.31520401],
-       [0.33488643, 0.50407304, 0.26099753],
-       [0.35454829, 0.56730129, 0.56595845]])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[0.16868793, 0.33787509, 0.25024747],
+       [0.13870352, 0.81169148, 0.97263141],
+       [0.37139571, 0.36503937, 0.75494391],
+       [0.18411046, 0.16907498, 0.12681818],
+       [0.14446061, 0.42899051, 0.68126269]])
 </pre></div>
 </div>
 </div>
@@ -1203,8 +1205,8 @@ <h2>What do these square brackets mean?<a class="headerlink" href="#what-do-thes
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diff --git a/permutation/permutation_and_t_test.html b/permutation/permutation_and_t_test.html
index 7ea567c4..8b84a905 100644
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@@ -141,6 +141,8 @@
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -427,14 +429,14 @@
       
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 <script>
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@@ -709,7 +711,7 @@ <h1>Permutation and the t-test<a class="headerlink" href="#permutation-and-the-t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>4.433333333333334
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(4.433333333333334)
 </pre></div>
 </div>
 </div>
@@ -743,7 +745,7 @@ <h1>Permutation and the t-test<a class="headerlink" href="#permutation-and-the-t
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/8b07d8575c9cffec9139de2ece178030550fa82e051f727a1cac38592fd788e8.png" src="../_images/8b07d8575c9cffec9139de2ece178030550fa82e051f727a1cac38592fd788e8.png" />
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 </div>
 </div>
 <p>We can work out the proportion of the sampling distribution that is greater
@@ -775,7 +777,7 @@ <h1>Permutation and the t-test<a class="headerlink" href="#permutation-and-the-t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.739620095446911
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.7556292321902958)
 </pre></div>
 </div>
 </div>
@@ -794,7 +796,7 @@ <h1>Permutation and the t-test<a class="headerlink" href="#permutation-and-the-t
 </div>
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 </div>
 </div>
 <p>We can use the standard deviation as a unit of distance in the distribution.</p>
@@ -809,7 +811,7 @@ <h1>Permutation and the t-test<a class="headerlink" href="#permutation-and-the-t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.6182292357620223
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 </pre></div>
 </div>
 </div>
@@ -848,7 +850,7 @@ <h1>Permutation and the t-test<a class="headerlink" href="#permutation-and-the-t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.7028390172904366
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.7028390172904366)
 </pre></div>
 </div>
 </div>
@@ -862,7 +864,7 @@ <h1>Permutation and the t-test<a class="headerlink" href="#permutation-and-the-t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.739620095446911
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.7556292321902958)
 </pre></div>
 </div>
 </div>
@@ -877,7 +879,7 @@ <h1>Permutation and the t-test<a class="headerlink" href="#permutation-and-the-t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.640250605001883
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1.640250605001883)
 </pre></div>
 </div>
 </div>
@@ -893,7 +895,7 @@ <h1>Permutation and the t-test<a class="headerlink" href="#permutation-and-the-t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.6402506050018828
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1.6402506050018828)
 </pre></div>
 </div>
 </div>
@@ -910,7 +912,7 @@ <h1>Permutation and the t-test<a class="headerlink" href="#permutation-and-the-t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.054302080886695414
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.054302080886695414)
 </pre></div>
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diff --git a/permutation/permutation_idea.html b/permutation/permutation_idea.html
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-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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@@ -935,7 +937,7 @@ <h2>Calculate difference in means<a class="headerlink" href="#calculate-differen
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>20.64
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>19.36
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 </pre></div>
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 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>25.055555555555557
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 </pre></div>
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@@ -1147,7 +1149,7 @@ <h2>Repeat<a class="headerlink" href="#repeat" title="Link to this heading">#</a
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-5.695555555555558
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 </pre></div>
 </div>
 </div>
@@ -1168,7 +1170,7 @@ <h2>Repeat<a class="headerlink" href="#repeat" title="Link to this heading">#</a
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-5.79111111111111
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(-5.79111111111111)
 </pre></div>
 </div>
 </div>
@@ -1192,7 +1194,7 @@ <h2>Repeat<a class="headerlink" href="#repeat" title="Link to this heading">#</a
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/93935e95d0121d4e415d5ac27ab09413b757e1d6201a43087a613631cfa067a7.png" src="../_images/93935e95d0121d4e415d5ac27ab09413b757e1d6201a43087a613631cfa067a7.png" />
+<img alt="../_images/773f239606be58b45d9cd809e272e9f5f2cb11b2a9790c60b53dff2552a87d1f.png" src="../_images/773f239606be58b45d9cd809e272e9f5f2cb11b2a9790c60b53dff2552a87d1f.png" />
 </div>
 </div>
 <p>We are interested to know just how unusual it is to get a difference as big as we actually see, in these many samples of differences we expect by chance, from random sampling.</p>
@@ -1348,8 +1350,8 @@ <h2>Repeat<a class="headerlink" href="#repeat" title="Link to this heading">#</a
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diff --git a/permutation/permutation_pairs.html b/permutation/permutation_pairs.html
index 5d931d36..ad0d610e 100644
--- a/permutation/permutation_pairs.html
+++ b/permutation/permutation_pairs.html
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -1258,7 +1260,7 @@ <h1>Permutations and pairs<a class="headerlink" href="#permutations-and-pairs" t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>6.24
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(6.24)
 </pre></div>
 </div>
 </div>
@@ -1310,8 +1312,8 @@ <h2>Using permutation for pairs<a class="headerlink" href="#using-permutation-fo
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([-1, -1,  1,  1, -1,  1, -1, -1,  1,  1,  1, -1,  1, -1, -1, -1,  1,
-       -1, -1,  1, -1, -1, -1,  1,  1])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([-1,  1, -1,  1,  1,  1,  1, -1,  1, -1,  1, -1, -1,  1, -1,  1,  1,
+        1, -1,  1,  1, -1,  1, -1, -1])
 </pre></div>
 </div>
 </div>
@@ -1342,7 +1344,7 @@ <h2>Using permutation for pairs<a class="headerlink" href="#using-permutation-fo
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>6.24
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(6.24)
 </pre></div>
 </div>
 </div>
@@ -1357,8 +1359,8 @@ <h2>Using permutation for pairs<a class="headerlink" href="#using-permutation-fo
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([  2,   0,  12,   1,  -2,  -3, -11,  -8,   4,  19,  -9, -21,  11,
-         2,  -5,   5,   3,  -4,  -6,   9, -20,  -2,  -4,  17,  18])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([  2,   0, -12,   1,   2,  -3,  11,  -8,   4, -19,  -9, -21, -11,
+        -2,  -5,  -5,   3,   4,  -6,   9,  20,  -2,   4, -17, -18])
 </pre></div>
 </div>
 </div>
@@ -1372,7 +1374,7 @@ <h2>Using permutation for pairs<a class="headerlink" href="#using-permutation-fo
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.32
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(-3.12)
 </pre></div>
 </div>
 </div>
@@ -1389,7 +1391,7 @@ <h2>Using permutation for pairs<a class="headerlink" href="#using-permutation-fo
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-0.24
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(-3.6)
 </pre></div>
 </div>
 </div>
@@ -1414,8 +1416,8 @@ <h2>Using permutation for pairs<a class="headerlink" href="#using-permutation-fo
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([ 4.96, -2.48,  2.96,  0.16, -2.48, -2.08, -2.16,  1.12, -0.48,
-        1.44])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([ 0.32,  1.92, -2.88,  1.44,  2.72,  1.36, -5.6 , -0.56, -1.68,
+       -2.88])
 </pre></div>
 </div>
 </div>
@@ -1432,7 +1434,7 @@ <h2>Using permutation for pairs<a class="headerlink" href="#using-permutation-fo
 </div>
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-<img alt="../_images/834eb37692a6d1a3a97496477877bc81e17c3eab4a295fe551339bc0514c8c54.png" src="../_images/834eb37692a6d1a3a97496477877bc81e17c3eab4a295fe551339bc0514c8c54.png" />
+<img alt="../_images/ffbd4a88b301ed92de611edee580f422653c742bf3f6e05674751098ce648a6d.png" src="../_images/ffbd4a88b301ed92de611edee580f422653c742bf3f6e05674751098ce648a6d.png" />
 </div>
 </div>
 <p>Finally we ask how unusual the actual value is in the sampling distribution from the null world:</p>
@@ -1444,7 +1446,7 @@ <h2>Using permutation for pairs<a class="headerlink" href="#using-permutation-fo
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0004
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0006
 </pre></div>
 </div>
 </div>
@@ -1566,8 +1568,8 @@ <h2>Using permutation for pairs<a class="headerlink" href="#using-permutation-fo
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diff --git a/permutation/population_permutation.html b/permutation/population_permutation.html
index 3fcb04e4..52bb1c09 100644
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@@ -141,6 +141,8 @@
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+    
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@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/permutation/population_permutation.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <script>
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@@ -835,7 +837,7 @@ <h2>Example: are Brexit voters older?<a class="headerlink" href="#example-are-br
 </div>
 </div>
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+<img alt="../_images/eaa532938ee533abb7a3a598002f50e5effc15095959ecbed73d9eebf3d1dd03.png" src="../_images/eaa532938ee533abb7a3a598002f50e5effc15095959ecbed73d9eebf3d1dd03.png" />
 </div>
 </div>
 <div class="cell docutils container">
@@ -845,7 +847,7 @@ <h2>Example: are Brexit voters older?<a class="headerlink" href="#example-are-br
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/df24dd2f3a495f193f2f29a2f4a083572f1eac3291547a5e7bead741c849cff5.png" src="../_images/df24dd2f3a495f193f2f29a2f4a083572f1eac3291547a5e7bead741c849cff5.png" />
+<img alt="../_images/bec3ec6bb13426f427fc9f61486de664b2070d16010a9770d9b542e981575835.png" src="../_images/bec3ec6bb13426f427fc9f61486de664b2070d16010a9770d9b542e981575835.png" />
 </div>
 </div>
 <p>These certainly look like different distributions.</p>
@@ -858,7 +860,7 @@ <h2>Example: are Brexit voters older?<a class="headerlink" href="#example-are-br
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>51.715341959334566
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(51.715341959334566)
 </pre></div>
 </div>
 </div>
@@ -871,7 +873,7 @@ <h2>Example: are Brexit voters older?<a class="headerlink" href="#example-are-br
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>48.01550387596899
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(48.01550387596899)
 </pre></div>
 </div>
 </div>
@@ -884,7 +886,7 @@ <h2>Example: are Brexit voters older?<a class="headerlink" href="#example-are-br
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.6998380833655773
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3.6998380833655773)
 </pre></div>
 </div>
 </div>
@@ -965,7 +967,7 @@ <h2>Population by permutation<a class="headerlink" href="#population-by-permutat
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([&#39;rabbit&#39;, &#39;dog&#39;, &#39;cat&#39;], dtype=&#39;&lt;U6&#39;)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([&#39;cat&#39;, &#39;rabbit&#39;, &#39;dog&#39;], dtype=&#39;&lt;U6&#39;)
 </pre></div>
 </div>
 </div>
@@ -991,7 +993,7 @@ <h2>Population by permutation<a class="headerlink" href="#population-by-permutat
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([58, 23, 19, ..., 23, 78, 38])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([67, 20, 35, ..., 84, 30, 52])
 </pre></div>
 </div>
 </div>
@@ -1024,7 +1026,7 @@ <h2>Population by permutation<a class="headerlink" href="#population-by-permutat
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.8469911686177838
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(-0.23510629659879356)
 </pre></div>
 </div>
 </div>
@@ -1041,7 +1043,7 @@ <h2>Population by permutation<a class="headerlink" href="#population-by-permutat
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-2.0950842300840122
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(-1.4732813671686529)
 </pre></div>
 </div>
 </div>
@@ -1074,7 +1076,7 @@ <h2>Population by permutation<a class="headerlink" href="#population-by-permutat
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/1a58ef2143a024a69a382d01045ffcaef9de8a52ea3d26910560616389bc07d5.png" src="../_images/1a58ef2143a024a69a382d01045ffcaef9de8a52ea3d26910560616389bc07d5.png" />
+<img alt="../_images/66a412e5dcc750fdd5f8524202366315a2dd32b0e330558d654830fed84b1b98.png" src="../_images/66a412e5dcc750fdd5f8524202366315a2dd32b0e330558d654830fed84b1b98.png" />
 </div>
 </div>
 <p>This is called the <em>sampling distribution</em>.  In our case, this is the
@@ -1098,7 +1100,7 @@ <h2>Population by permutation<a class="headerlink" href="#population-by-permutat
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/b20604964cb170ff5d65117adbbdc7cb8a4a2cb3d62b32cbf07c930d308b585c.png" src="../_images/b20604964cb170ff5d65117adbbdc7cb8a4a2cb3d62b32cbf07c930d308b585c.png" />
+<img alt="../_images/249aaad4f2921739a38078fb3524e31f6864a679fb7e2f41d6bf1aaa8c271aa1.png" src="../_images/249aaad4f2921739a38078fb3524e31f6864a679fb7e2f41d6bf1aaa8c271aa1.png" />
 </div>
 </div>
 <p>Looking at the distribution above - what do you think?</p>
@@ -1114,7 +1116,7 @@ <h2>Population by permutation<a class="headerlink" href="#population-by-permutat
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3
 </pre></div>
 </div>
 </div>
@@ -1131,7 +1133,7 @@ <h2>Population by permutation<a class="headerlink" href="#population-by-permutat
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0002
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0003
 </pre></div>
 </div>
 </div>
@@ -1257,8 +1259,8 @@ <h2>Population by permutation<a class="headerlink" href="#population-by-permutat
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-   title="Launch onBinder"
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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-    <img src="../_static/images/logo_jupyterhub.svg">
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@@ -780,7 +782,7 @@ <h1>Testing the t test<a class="headerlink" href="#testing-the-t-test" title="Li
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0529
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.049
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 <p>We use this highly not-normal distribution to provide numbers to our t-test:</p>
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[1.640250605001883, 0.054302080886695414]
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.043
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[[159, "avoiding-trouble"]], "Back to Bayes": [[42, "back-to-bayes"]], "Back to GDP and MMR": [[46, "back-to-gdp-and-mmr"]], "Back to chronic kidney disease": [[126, "back-to-chronic-kidney-disease"]], "Back to maximum likelihood": [[129, "back-to-maximum-likelihood"]], "Back to permutation": [[145, "back-to-permutation"]], "Back to simple regression": [[16, "back-to-simple-regression"]], "Background: copies and views": [[159, "background-copies-and-views"]], "Banknote authentication": [[10, "banknote-authentication"]], "Based on the Berkeley textbook": [[95, "based-on-the-berkeley-textbook"]], "Basic Example": [[91, "basic-example"]], "Bayes and bars": [[30, "bayes-and-bars"]], "Bayes theorem": [[32, "bayes-theorem"]], "Bayes, confidence": [[31, "bayes-confidence"]], "Berkeley Foundations of Data Science license": [[114, "berkeley-foundations-of-data-science-license"]], "Boolean arrays": [[4, "boolean-arrays"], [43, "boolean-arrays"]], "Booleans and labels": [[87, "booleans-and-labels"]], "Bootstrap Empirical Distribution of the Sample Median": [[33, "bootstrap-empirical-distribution-of-the-sample-median"]], "Breast Cancer Diagnosis": [[9, "breast-cancer-diagnosis"]], "Brexit survey dataset": [[63, "brexit-survey-dataset"]], "Brisk introduction to Python": [[73, "brisk-introduction-to-python"]], "Calculate difference in means": [[137, "calculate-difference-in-means"]], "Calculations on Series work like calculation on arrays": [[53, "calculations-on-series-work-like-calculation-on-arrays"]], "Calculations with arrays": [[0, "calculations-with-arrays"]], "Call expressions": [[18, "call-expressions"]], "Call subexpressions": [[24, "call-subexpressions"]], "Central Limit Theorem": [[29, "central-limit-theorem"]], "Changing the row labels": [[48, "changing-the-row-labels"]], "Chi-squared and the lady tasting tea": [[160, "chi-squared-and-the-lady-tasting-tea"]], "Chi-squared is two things": [[160, "chi-squared-is-two-things"]], "Chi-squared statistics and tests": [[160, "chi-squared-statistics-and-tests"]], "Chronic kidney disease": [[12, "chronic-kidney-disease"]], "Chronic kidney disease dataset": [[64, "chronic-kidney-disease-dataset"]], "Classification": [[15, "classification"]], "Cleaning up the table": [[154, "cleaning-up-the-table"]], "Coding for data": [[95, "coding-for-data"]], "Columns": [[44, "columns"]], "Combining boolean arrays": [[116, "combining-boolean-arrays"]], "Common Operators": [[19, "common-operators"]], "Comparison operators": [[73, "comparison-operators"]], "Comparisons": [[55, "comparisons"]], "Compound expressions": [[24, "compound-expressions"]], "Computational Tools": [[99, "computational-tools"]], "Conclusion": [[107, "conclusion"]], "Conditional Statements": [[88, "conditional-statements"]], "Confidence and boxes": [[30, "confidence-and-boxes"]], "Confident treatment": [[35, "confident-treatment"]], "Converting Rows to Numpy arrays": [[13, "converting-rows-to-numpy-arrays"]], "Correlation": [[11, "correlation"], [115, "correlation"], [115, "id1"]], "Correlation Measures Linear Association": [[115, "correlation-measures-linear-association"]], "Correlation is Affected by Outliers": [[115, "correlation-is-affected-by-outliers"]], "Counting number of occurrences in a list": [[81, "counting-number-of-occurrences-in-a-list"]], "Counts to observations": [[147, "counts-to-observations"]], "Creating a list": [[135, "creating-a-list"]], "Creating arrays": [[0, "creating-arrays"]], "Cross-tabulation": [[141, "cross-tabulation"]], "Data 8 explanation of functions": [[74, "data-8-explanation-of-functions"]], "Data Frames": [[70, "data-frames"]], "Data frame, sums": [[148, "data-frame-sums"]], "Data frames": [[45, "data-frames"], [50, "data-frames"]], "Data frames, Series and arrays": [[50, "data-frames-series-and-arrays"]], "DataFrame apply": [[86, "dataframe-apply"]], "Decision boundary": [[12, "decision-boundary"]], "Decoding the code": [[24, "decoding-the-code"]], "Default values for function arguments": [[73, "default-values-for-function-arguments"]], "Defining a Function": [[74, "defining-a-function"]], "Defining a function": [[89, "defining-a-function"]], "Deleting files": [[82, "deleting-files"]], "Describing distributions": [[126, "describing-distributions"]], "Dictionaries": [[73, "dictionaries"]], "Dictionaries are containers": [[73, "dictionaries-are-containers"]], "Differences between lists and arrays": [[135, "differences-between-lists-and-arrays"]], "Direct Indexing with Boolean Series (DIBS)": [[157, "direct-indexing-with-boolean-series-dibs"]], "Direct Indexing with Column Labels (DICL)": [[157, "direct-indexing-with-column-labels-dicl"]], "Direct indexing": [[158, "direct-indexing"]], "Direct indexing - keep it Simple": [[152, "direct-indexing-keep-it-simple"]], "Direct indexing with Boolean Series": [[152, "direct-indexing-with-boolean-series"]], "Direct indexing with Column Labels": [[152, "direct-indexing-with-column-labels"]], "Direct indexing with a Boolean Series": [[47, "direct-indexing-with-a-boolean-series"]], "Distance Between Points When There are Two Attributes": [[13, "distance-between-points-when-there-are-two-attributes"]], "Distance in Multiple Dimensions": [[10, "distance-in-multiple-dimensions"]], "Do mosquitoes like beer?": [[145, "do-mosquitoes-like-beer"]], "Do the Estimates Capture the Parameter?": [[33, "do-the-estimates-capture-the-parameter"]], "Does data science matter?": [[107, "does-data-science-matter"]], "Dropping columns": [[46, "dropping-columns"]], "Dummy Variables": [[131, "dummy-variables"]], "Ecological Correlations Should be Interpreted with Care": [[115, "ecological-correlations-should-be-interpreted-with-care"]], "Effect of the Logit slope and intercept on the sigmoid": [[131, "effect-of-the-logit-slope-and-intercept-on-the-sigmoid"]], "Elements of data science": [[107, "elements-of-data-science"]], "Elementwise arithmetic on pairs of numerical arrays": [[1, "elementwise-arithmetic-on-pairs-of-numerical-arrays"]], "Employee Compensation in the City of San Francisco": [[33, "employee-compensation-in-the-city-of-san-francisco"]], "End note": [[28, "end-note"]], "End of the introduction": [[89, "end-of-the-introduction"]], "Enter - variables!": [[28, "enter-variables"]], "Enter \u201cwhere\u201d": [[41, "enter-where"]], "Equals": [[73, "equals"]], "Estimating the sampling distribution": [[31, "estimating-the-sampling-distribution"]], "Evaluation": [[11, "evaluation"]], "Example": [[18, "example"], [19, "example"]], "Example: Counting the Number of Heads": [[112, "example-counting-the-number-of-heads"]], "Example: Number of Heads in 100 Tosses": [[112, "example-number-of-heads-in-100-tosses"]], "Example: are Brexit voters older?": [[139, "example-are-brexit-voters-older"]], "Example: do mosquitoes like beer?": [[137, "example-do-mosquitoes-like-beer"]], "Exercises for reflection": [[131, "exercises-for-reflection"]], "Expected value in a counts table": [[160, "expected-value-in-a-counts-table"]], "Explanation 1: the row and column totals cannot change": [[162, "explanation-1-the-row-and-column-totals-cannot-change"]], "Explanation 2: what goes up, must come down": [[162, "explanation-2-what-goes-up-must-come-down"]], "Exponents less than, equal to 1": [[128, "exponents-less-than-equal-to-1"]], "Expressions": [[19, "expressions"]], "Expressions, and decoding code": [[24, "expressions-and-decoding-code"]], "Files": [[73, "files"], [76, "files"]], "Filling arrays": [[5, "filling-arrays"]], "Finding a predicting line": [[120, "finding-a-predicting-line"]], "Finding lines": [[117, "finding-lines"]], "First Bayes": [[37, "first-bayes"]], "Fisher\u2019s exact test": [[149, "fisher-s-exact-test"]], "Fixing encoding errors in Pandas": [[161, "fixing-encoding-errors-in-pandas"]], "For loop": [[76, "for-loop"]], "For loop exercises": [[71, "for-loop-exercises"]], "For loops.": [[7, "for-loops"]], "Function arguments": [[6, "function-arguments"]], "Function arguments are expressions": [[89, "function-arguments-are-expressions"]], "Function world": [[89, "function-world"]], "Functions": [[73, "functions"], [89, "functions"]], "Functions and lists": [[60, "functions-and-lists"]], "Functions are like named recipes": [[89, "functions-are-like-named-recipes"]], "Functions are objects too": [[73, "functions-are-objects-too"]], "Functions as values": [[90, "functions-as-values"]], "Functions can have many arguments": [[89, "functions-can-have-many-arguments"]], "Functions can have no arguments": [[89, "functions-can-have-no-arguments"]], "Functions in Python": [[22, "functions-in-python"]], "Functions on Arrays": [[0, "functions-on-arrays"]], "GDP and Maternal Mortality Rate": [[46, "gdp-and-maternal-mortality-rate"]], "Galton\u2019s dataset": [[86, "galton-s-dataset"]], "Gender equality statistics": [[65, "gender-equality-statistics"]], "Gender statistics data dictionary": [[66, "gender-statistics-data-dictionary"]], "General Syntax": [[91, "general-syntax"]], "Generalizing the cost-function with the args argument": [[127, "generalizing-the-cost-function-with-the-args-argument"]], "Generating a Test Set": [[14, "generating-a-test-set"]], "Gory Pandas": [[150, "gory-pandas"]], "Grouping by more than one column": [[142, "grouping-by-more-than-one-column"]], "Groups and GroupBy": [[142, "groups-and-groupby"]], "Guess the center game": [[121, "guess-the-center-game"]], "Handling Pandas safely": [[159, "handling-pandas-safely"]], "Have a piece of paper and a pen next to you": [[102, "have-a-piece-of-paper-and-a-pen-next-to-you"]], "Hemoglobin and Packed Cell Volume, again": [[125, "hemoglobin-and-packed-cell-volume-again"]], "Home Prices": [[11, "home-prices"]], "How about linear regression?": [[131, "how-about-linear-regression"]], "If you have Pandas version 1.5 or later, you can skip this page": [[159, "if-you-have-pandas-version-1-5-or-later-you-can-skip-this-page"]], "Ifs and breaks": [[76, "ifs-and-breaks"]], "Implementation Step 1": [[10, "implementation-step-1"]], "Implementation Steps 2 and 3": [[10, "implementation-steps-2-and-3"]], "Implementing the classifier": [[10, "implementing-the-classifier"]], "Indentation, indentation, indentation": [[110, "indentation-indentation-indentation"]], "Index with slices": [[3, "index-with-slices"]], "Indexing Series with Boolean Series": [[54, "indexing-series-with-boolean-series"]], "Indexing in Pandas": [[157, "indexing-in-pandas"]], "Indexing into data frames": [[50, "indexing-into-data-frames"]], "Indexing with Boolean arrays": [[43, "indexing-with-boolean-arrays"]], "Indexing with column labels": [[142, "indexing-with-column-labels"]], "Indexing with negative numbers": [[3, "indexing-with-negative-numbers"]], "Indirect indexing": [[157, "indirect-indexing"], [157, "id1"]], "Indirect indexing - two indexing targets": [[152, "indirect-indexing-two-indexing-targets"]], "Indirect indexing by label with .loc": [[158, "indirect-indexing-by-label-with-loc"]], "Indirect indexing by position with .iloc": [[158, "indirect-indexing-by-position-with-iloc"]], "Inference": [[111, "inference"], [149, "inference"]], "Inference on slopes": [[118, "inference-on-slopes"]], "Inserting values into strings": [[73, "inserting-values-into-strings"], [84, "inserting-values-into-strings"]], "Installing Python": [[104, "installing-python"]], "Interpreting Multiple Regression": [[11, "interpreting-multiple-regression"]], "Interrupting, restarting": [[100, "interrupting-restarting"]], "Introducing Functions": [[91, "introducing-functions"]], "Introduction to Python": [[76, "introduction-to-python"]], "Introduction to data frames": [[44, "introduction-to-data-frames"]], "Introduction to functions": [[22, "introduction-to-functions"]], "Introduction to variables": [[28, "introduction-to-variables"]], "Iteration": [[112, "iteration"]], "Kind-of True": [[85, "kind-of-true"]], "Lady tasting tea": [[149, "lady-tasting-tea"]], "Laws of probability": [[40, "laws-of-probability"]], "Leaping ahead": [[7, "leaping-ahead"]], "Least Squares Regression": [[11, "least-squares-regression"]], "Length 1 tuples": [[77, "length-1-tuples"], [77, "id1"]], "License": [[114, "license"]], "Licenses for data not otherwise specified": [[62, "licenses-for-data-not-otherwise-specified"]], "Like the Chi-squared test": [[154, "like-the-chi-squared-test"]], "Linear regression - the crude approach": [[129, "linear-regression-the-crude-approach"]], "Listing files in a directory": [[82, "listing-files-in-a-directory"]], "Lists": [[60, "lists"], [73, "lists"], [76, "lists"], [135, "lists"]], "Lists and arrays": [[135, "lists-and-arrays"]], "Lists are mutable": [[73, "lists-are-mutable"]], "Lists are sequences": [[73, "lists-are-sequences"]], "Lists can contain lists": [[135, "lists-can-contain-lists"]], "Literary characters": [[97, "literary-characters"]], "Loading a data frame from a file": [[44, "loading-a-data-frame-from-a-file"]], "Loc and iloc indexing work on columns too": [[157, "loc-and-iloc-indexing-work-on-columns-too"]], "Logarithms calculate exponents": [[128, "logarithms-calculate-exponents"]], "Logic": [[76, "logic"]], "Logical operators": [[73, "logical-operators"]], "Logistic Regression with Statsmodes": [[131, "logistic-regression-with-statsmodes"]], "Logistic regression": [[131, "logistic-regression"]], "Logistic regression can fail with root mean squares": [[130, "logistic-regression-can-fail-with-root-mean-squares"]], "Looking for straight lines": [[120, "looking-for-straight-lines"]], "Making a list": [[60, "making-a-list"]], "Making and filling arrays.": [[5, "making-and-filling-arrays"]], "Making arrays": [[5, "making-arrays"]], "Many sections are interactive": [[95, "many-sections-are-interactive"]], "Many trials.": [[80, "many-trials"]], "Mathematics for the least-squares slope": [[83, "mathematics-for-the-least-squares-slope"]], "Measuring the Accuracy of Our Wine Classifier": [[9, "measuring-the-accuracy-of-our-wine-classifier"]], "Merge strategies": [[143, "merge-strategies"]], "Merging": [[143, "merging"]], "Merging and column names": [[143, "merging-and-column-names"]], "Missing values": [[44, "missing-values"], [52, "missing-values"]], "Missing values and NaN": [[52, "missing-values-and-nan"]], "Modules": [[73, "modules"]], "Monotonicity": [[125, "monotonicity"]], "More building blocks": [[92, "more-building-blocks"]], "More flexibility": [[91, "more-flexibility"]], "More on Arrays": [[1, "more-on-arrays"]], "More on lists": [[81, "more-on-lists"]], "More on simulation": [[133, "more-on-simulation"]], "More on the Jupyter notebook": [[100, "more-on-the-jupyter-notebook"]], "Mosquitoes, beer, before, after": [[146, "mosquitoes-beer-before-after"]], "Multiple Arguments": [[74, "multiple-arguments"]], "Multiple Linear Regression": [[11, "multiple-linear-regression"]], "Multiple attributes": [[10, "multiple-attributes"]], "Multiple choices with size": [[8, "multiple-choices-with-size"]], "Multiple regression": [[11, "multiple-regression"]], "Multiple regression in 3D": [[16, "multiple-regression-in-3d"], [122, "multiple-regression-in-3d"]], "Multiple regression in one go": [[16, "multiple-regression-in-one-go"], [122, "multiple-regression-in-one-go"]], "Multiple regression, in steps": [[16, "multiple-regression-in-steps"], [122, "multiple-regression-in-steps"]], "Multiplication rule": [[40, "multiplication-rule"]], "Multiplying is adding with logarithms": [[128, "multiplying-is-adding-with-logarithms"]], "Names and variables": [[20, "names-and-variables"]], "Nearest Neighbors for Regression": [[11, "nearest-neighbors-for-regression"]], "Nearest neighbors": [[12, "nearest-neighbors"]], "Negative indices": [[73, "negative-indices"]], "Net gains at roulette": [[29, "net-gains-at-roulette"]], "New Strategy (Pandas >= 1.5): automatic copies when needed": [[159, "new-strategy-pandas-1-5-automatic-copies-when-needed"]], "Noble politics and comparing counts": [[154, "noble-politics-and-comparing-counts"]], "None": [[73, "none"]], "Not-otherwise-specified license": [[114, "not-otherwise-specified-license"]], "Note: Methods": [[74, "note-methods"]], "Notes": [[75, "notes"]], "Numbers": [[56, "numbers"], [73, "numbers"]], "Numbers and strings": [[156, "numbers-and-strings"]], "Numpy indexing expressions": [[153, "numpy-indexing-expressions"]], "Numpy repeat": [[155, "numpy-repeat"]], "Numpy where": [[41, "numpy-where"]], "Observed, expected, chi-squared": [[160, "observed-expected-chi-squared"]], "Ode to code": [[26, "ode-to-code"]], "Old Strategy (for Pandas < 1.5): three simple rules": [[159, "old-strategy-for-pandas-1-5-three-simple-rules"]], "Old strategy rule 1: copy right.": [[159, "old-strategy-rule-1-copy-right"]], "Old strategy rule 2: make errors for copy/view warnings": [[159, "old-strategy-rule-2-make-errors-for-copy-view-warnings"]], "Old strategy rule 3: loc left": [[159, "old-strategy-rule-3-loc-left"]], "Old strategy summary: keep calm, follow the three rules": [[159, "old-strategy-summary-keep-calm-follow-the-three-rules"]], "On None": [[93, "on-none"]], "On confidence": [[34, "on-confidence"]], "One-tailed and two-tailed alternatives": [[149, "one-tailed-and-two-tailed-alternatives"]], "Operations on axes": [[109, "operations-on-axes"]], "Operator precedence": [[19, "operator-precedence"]], "Optimization": [[124, "optimization"]], "Other arguments to our function": [[127, "other-arguments-to-our-function"]], "Our tools": [[104, "our-tools"]], "Overly Optimistic \u201cTesting\u201d": [[14, "overly-optimistic-testing"]], "Pandas and encoding": [[161, "pandas-and-encoding"]], "Pandas and indexing expressions": [[153, "pandas-and-indexing-expressions"]], "Pandas indexing expressions": [[153, "pandas-indexing-expressions"]], "Pandas indexing reprise": [[158, "pandas-indexing-reprise"]], "Pandas merging and SQL": [[144, "pandas-merging-and-sql"]], "Pandas plotting methods": [[49, "pandas-plotting-methods"]], "Permutation and the t-test": [[136, "permutation-and-the-t-test"]], "Permutations and pairs": [[138, "permutations-and-pairs"]], "Plotting the classics": [[98, "plotting-the-classics"]], "Plotting with methods": [[49, "plotting-with-methods"]], "Pool": [[137, "pool"]], "Population and Parameter": [[33, "population-and-parameter"]], "Population and permutation": [[139, "population-and-permutation"]], "Population by permutation": [[139, "population-by-permutation"]], "Practice with functions": [[22, "practice-with-functions"]], "Probability and Odds": [[131, "probability-and-odds"]], "Properties of r": [[115, "properties-of-r"]], "Proportion of Purple Flowers": [[29, "proportion-of-purple-flowers"]], "Putting points on plots": [[120, "putting-points-on-plots"]], "Python": [[104, "python"]], "Python checks the function signature": [[89, "python-checks-the-function-signature"]], "Python indices are 0-based": [[73, "python-indices-are-0-based"]], "README for images": [[94, "readme-for-images"]], "Raising to the power and logs are inverses of each other": [[128, "raising-to-the-power-and-logs-are-inverses-of-each-other"]], "Random choice": [[8, "random-choice"]], "Range": [[73, "range"]], "Ranges": [[2, "ranges"]], "Reassigning variables": [[20, "reassigning-variables"]], "Recreating the original data": [[154, "recreating-the-original-data"]], "References": [[67, "references"], [102, "references"], [107, "references"], [108, "references"]], "Removing values by finding": [[81, "removing-values-by-finding"]], "Removing values by index": [[81, "removing-values-by-index"]], "Removing values from a list": [[81, "removing-values-from-a-list"]], "Repeat": [[137, "repeat"]], "Reply to the Supreme Court": [[113, "reply-to-the-supreme-court"]], "Reversing the probabilities": [[31, "reversing-the-probabilities"]], "Revision on variables": [[89, "revision-on-variables"]], "Root mean squared error": [[125, "root-mean-squared-error"]], "Row labels": [[48, "row-labels"]], "Row labels are in the .index attribute": [[48, "row-labels-are-in-the-index-attribute"]], "Row labels are not the same as row numbers": [[48, "row-labels-are-not-the-same-as-row-numbers"]], "Rows from data frames are Series": [[157, "rows-from-data-frames-are-series"]], "Rows of tables": [[13, "rows-of-tables"]], "Rules for variable names": [[20, "rules-for-variable-names"]], "Select values with Boolean arrays": [[43, "select-values-with-boolean-arrays"]], "Selecting columns": [[46, "selecting-columns"]], "Selecting columns from DataFrames": [[46, "selecting-columns-from-dataframes"]], "Selecting files with glob": [[82, "selecting-files-with-glob"]], "Selecting more than one column": [[46, "selecting-more-than-one-column"]], "Selecting rows from DataFrames": [[47, "selecting-rows-from-dataframes"]], "Selecting values from an array": [[3, 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153, 156, 157, 159], "coronari": [12, 13, 16, 17, 64, 120, 122, 126, 131], "corr_p_valu": 160, "corr_stat": 160, "correct": [9, 10, 11, 14, 15, 22, 33, 42, 46, 56, 70, 88, 113, 128, 129, 131, 138, 140, 149, 154, 159, 160], "correctli": [14, 16, 17, 82, 91, 122, 131, 149], "correl": [16, 67, 86, 122], "correlation_minim": 115, "correspond": [1, 4, 7, 9, 10, 11, 12, 13, 14, 15, 16, 18, 27, 29, 31, 33, 35, 43, 46, 47, 48, 50, 51, 53, 64, 65, 70, 73, 76, 79, 83, 87, 88, 96, 116, 117, 120, 122, 125, 128, 129, 131, 136, 138, 139, 142, 143, 146, 147, 153, 154, 157, 162], "cost": [10, 98, 115, 122, 125, 129, 130, 131, 143], "cost_easy_clar": 127, "cost_easy_qu": 127, "cost_funct": 129, "could": [1, 6, 8, 10, 12, 14, 17, 18, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 36, 37, 46, 47, 48, 51, 54, 73, 79, 82, 84, 86, 89, 107, 112, 113, 115, 117, 120, 121, 122, 124, 126, 127, 129, 131, 132, 138, 139, 140, 141, 142, 143, 146, 147, 149, 150, 154, 156, 159, 160, 162], "couldn": 70, "count": [0, 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dictionary", "Student ratings averages by course", "Titanic passenger data set", "The end of the beginning", "Data Frames", "For loop exercises", "Using <code class=\"docutils literal notranslate\"><span class=\"pre\">assert</span></code> for testing", "Brisk introduction to Python", "Data 8 explanation of functions", "Notes", "Introduction to Python", "Length 1 tuples", "Why the differences from the mean must add to zero.", "The mean and squared differences", "The Monty Hall problem, with lists", "More on lists", "Using the <code class=\"docutils literal notranslate\"><span class=\"pre\">pathlib</span></code> module", "Mathematics for the least-squares slope", "Inserting values into strings", "Kind-of True", "Apply functions", "Booleans and labels", "Conditional Statements", "Functions", "Functions as values", "Introducing Functions", "More building blocks", "On None", "README for images", "Coding for data", "Another kind of character", "Literary characters", "Plotting the classics", "Computational Tools", "More on the Jupyter notebook", "Statistical Techniques", "Surviving the computer", "Text is data", "Our tools", "Tools and techniques", "Using Jupyter notebooks", "What is data science?", "Why Data Science?", "Arrays and axes", "Indentation, indentation, indentation", "Inference", "Iteration", "Reply to the Supreme Court", "License", "Correlation", "Combining boolean arrays", "Finding lines", "Inference on slopes", "The mean", "The mean and slopes", "The meaning of the mean", "Simple and multiple regression", "Argmin (and argmax)", "Optimization", "Sum of squares, root mean square", "Standard scores", "Using minimize", "A refresher on logarithms", "What\u2019s wrong with root mean squared error for logistic regression?", "Logistic regression can fail with root mean squares", "Logistic regression", "The Monty Hall problem", "More on simulation", "Sorting arrays", "Lists", "Permutation and the t-test", "The idea of permutation", "Permutations and pairs", 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-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -791,7 +793,7 @@ <h2>Groups and GroupBy<a class="headerlink" href="#groups-and-groupby" title="Li
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x7f823f5481d0&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x127e59040&gt;
 </pre></div>
 </div>
 </div>
@@ -1024,7 +1026,7 @@ <h2>Indexing with column labels<a class="headerlink" href="#indexing-with-column
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x7f8278d2f3d0&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x127ea8580&gt;
 </pre></div>
 </div>
 </div>
@@ -1130,7 +1132,7 @@ <h2>Indexing with column labels<a class="headerlink" href="#indexing-with-column
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.SeriesGroupBy object at 0x7f823f55ce10&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.SeriesGroupBy object at 0x127ebc160&gt;
 </pre></div>
 </div>
 </div>
@@ -1214,33 +1216,33 @@ <h2>Aggregating<a class="headerlink" href="#aggregating" title="Link to this hea
 Croatia (Modern)          12
 Croatia                   11
 Channel Islands           10
-Spain                      8
 Wales                      8
-Hungary                    7
+Spain                      8
+Argentina                  7
 Denmark                    7
 India                      7
-Argentina                  7
-Turkey                     6
+Hungary                    7
 South Africa               6
+Turkey                     6
 Germany                    5
+Slovenia                   4
 Italy                      4
 Bosnia                     4
-Slovenia                   4
 Poland                     3
-Austria                    2
-Russia                     2
-Greece                     2
-Siam                       2
 Peru                       2
 Australia                  2
+Siam                       2
 Uruguay                    2
+Russia                     2
+Austria                    2
+Greece                     2
 Syria                      1
-Japan                      1
-Egypt                      1
 China/Hong Kong            1
+Egypt                      1
+Japan                      1
 Latvia                     1
-Yugoslavia                 1
 Slovakia (Modern day)      1
+Yugoslavia                 1
 Cuba                       1
 Mexico                     1
 Name: count, dtype: int64
@@ -1265,7 +1267,7 @@ <h2>Aggregating<a class="headerlink" href="#aggregating" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_5825/2708520383.py:3: FutureWarning: The provided callable &lt;function mean at 0x7f8278334720&gt; is currently using DataFrameGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string &quot;mean&quot; instead.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39594/2708520383.py:3: FutureWarning: The provided callable &lt;function mean at 0x112b5aee0&gt; is currently using DataFrameGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string &quot;mean&quot; instead.
   class_means = by_class_fa.agg(np.mean)
 </pre></div>
 </div>
@@ -1328,7 +1330,7 @@ <h2>Aggregating<a class="headerlink" href="#aggregating" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>39.441583610188374
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(39.441583610188374)
 </pre></div>
 </div>
 </div>
@@ -1724,7 +1726,7 @@ <h2>Aggregating<a class="headerlink" href="#aggregating" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.SeriesGroupBy object at 0x7f823f583d90&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.SeriesGroupBy object at 0x127ef52b0&gt;
 </pre></div>
 </div>
 </div>
@@ -1764,9 +1766,9 @@ <h2>Aggregating<a class="headerlink" href="#aggregating" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_5825/3895194694.py:1: FutureWarning: The provided callable &lt;function mean at 0x7f8278334720&gt; is currently using SeriesGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string &quot;mean&quot; instead.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39594/3895194694.py:1: FutureWarning: The provided callable &lt;function mean at 0x112b5aee0&gt; is currently using SeriesGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string &quot;mean&quot; instead.
   by_class.agg(mean_age=(&#39;age&#39;, np.mean),
-/tmp/ipykernel_5825/3895194694.py:1: FutureWarning: The provided callable &lt;function median at 0x7f8278270ea0&gt; is currently using SeriesGroupBy.median. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string &quot;median&quot; instead.
+/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39594/3895194694.py:1: FutureWarning: The provided callable &lt;function median at 0x112d24550&gt; is currently using SeriesGroupBy.median. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string &quot;median&quot; instead.
   by_class.agg(mean_age=(&#39;age&#39;, np.mean),
 </pre></div>
 </div>
@@ -1901,7 +1903,7 @@ <h2>Grouping by more than one column<a class="headerlink" href="#grouping-by-mor
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x7f823f588390&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x127ef5370&gt;
 </pre></div>
 </div>
 </div>
@@ -2313,8 +2315,8 @@ <h2>Grouping by more than one column<a class="headerlink" href="#grouping-by-mor
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/useful-pandas/merge.html b/useful-pandas/merge.html
index 6c7983b6..09225965 100644
--- a/useful-pandas/merge.html
+++ b/useful-pandas/merge.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/useful-pandas/merge.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/useful-pandas/merge.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1981,8 +1983,8 @@ <h2>And more<a class="headerlink" href="#and-more" title="Link to this heading">
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
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diff --git a/useful-pandas/merge_and_sql.html b/useful-pandas/merge_and_sql.html
index 1c6cbd10..5ee38af7 100644
--- a/useful-pandas/merge_and_sql.html
+++ b/useful-pandas/merge_and_sql.html
@@ -18,35 +18,35 @@
   </script>
   
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-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
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-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/useful-pandas/merge_and_sql.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/useful-pandas/merge_and_sql.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -1108,8 +1110,8 @@ <h1>Pandas merging and SQL<a class="headerlink" href="#pandas-merging-and-sql" t
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/useful-pandas/mosquito_labels.html b/useful-pandas/mosquito_labels.html
index 3db219a7..6a5aff10 100644
--- a/useful-pandas/mosquito_labels.html
+++ b/useful-pandas/mosquito_labels.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/useful-pandas/mosquito_labels.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/useful-pandas/mosquito_labels.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1003,7 +1005,7 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>4.433333333333334
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(4.433333333333334)
 </pre></div>
 </div>
 </div>
@@ -1048,22 +1050,22 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
   <tbody>
     <tr>
       <th>43</th>
-      <td>water</td>
+      <td>beer</td>
       <td>14</td>
     </tr>
     <tr>
       <th>44</th>
-      <td>beer</td>
+      <td>water</td>
       <td>33</td>
     </tr>
     <tr>
       <th>45</th>
-      <td>beer</td>
+      <td>water</td>
       <td>27</td>
     </tr>
     <tr>
       <th>46</th>
-      <td>beer</td>
+      <td>water</td>
       <td>11</td>
     </tr>
     <tr>
@@ -1078,7 +1080,7 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
     </tr>
     <tr>
       <th>49</th>
-      <td>beer</td>
+      <td>water</td>
       <td>26</td>
     </tr>
     <tr>
@@ -1093,7 +1095,7 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
     </tr>
     <tr>
       <th>52</th>
-      <td>beer</td>
+      <td>water</td>
       <td>27</td>
     </tr>
     <tr>
@@ -1118,12 +1120,12 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
     </tr>
     <tr>
       <th>57</th>
-      <td>beer</td>
+      <td>water</td>
       <td>23</td>
     </tr>
     <tr>
       <th>58</th>
-      <td>water</td>
+      <td>beer</td>
       <td>7</td>
     </tr>
     <tr>
@@ -1133,7 +1135,7 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
     </tr>
     <tr>
       <th>60</th>
-      <td>beer</td>
+      <td>water</td>
       <td>17</td>
     </tr>
     <tr>
@@ -1148,32 +1150,32 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
     </tr>
     <tr>
       <th>63</th>
-      <td>beer</td>
+      <td>water</td>
       <td>30</td>
     </tr>
     <tr>
       <th>64</th>
-      <td>water</td>
+      <td>beer</td>
       <td>22</td>
     </tr>
     <tr>
       <th>65</th>
-      <td>water</td>
+      <td>beer</td>
       <td>20</td>
     </tr>
     <tr>
       <th>66</th>
-      <td>beer</td>
+      <td>water</td>
       <td>29</td>
     </tr>
     <tr>
       <th>67</th>
-      <td>water</td>
+      <td>beer</td>
       <td>23</td>
     </tr>
     <tr>
       <th>68</th>
-      <td>water</td>
+      <td>beer</td>
       <td>33</td>
     </tr>
     <tr>
@@ -1188,7 +1190,7 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
     </tr>
     <tr>
       <th>71</th>
-      <td>water</td>
+      <td>beer</td>
       <td>13</td>
     </tr>
     <tr>
@@ -1203,7 +1205,7 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
     </tr>
     <tr>
       <th>74</th>
-      <td>water</td>
+      <td>beer</td>
       <td>4</td>
     </tr>
     <tr>
@@ -1213,22 +1215,22 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
     </tr>
     <tr>
       <th>76</th>
-      <td>water</td>
+      <td>beer</td>
       <td>24</td>
     </tr>
     <tr>
       <th>77</th>
-      <td>beer</td>
+      <td>water</td>
       <td>21</td>
     </tr>
     <tr>
       <th>78</th>
-      <td>beer</td>
+      <td>water</td>
       <td>26</td>
     </tr>
     <tr>
       <th>79</th>
-      <td>water</td>
+      <td>beer</td>
       <td>27</td>
     </tr>
     <tr>
@@ -1243,12 +1245,12 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
     </tr>
     <tr>
       <th>82</th>
-      <td>water</td>
+      <td>beer</td>
       <td>25</td>
     </tr>
     <tr>
       <th>83</th>
-      <td>beer</td>
+      <td>water</td>
       <td>20</td>
     </tr>
     <tr>
@@ -1258,7 +1260,7 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
     </tr>
     <tr>
       <th>85</th>
-      <td>water</td>
+      <td>beer</td>
       <td>3</td>
     </tr>
   </tbody>
@@ -1276,7 +1278,7 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-3.4977777777777774
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(-0.5355555555555576)
 </pre></div>
 </div>
 </div>
@@ -1295,8 +1297,8 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([ 0.32444444,  0.99333333,  0.89777778,  3.86      , -2.06444444,
-        5.67555556,  3.95555556,  0.42      , -1.39555556, -5.6       ])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([ 0.80222222,  0.32444444, -0.82222222, -1.10888889,  1.18444444,
+       -0.34444444,  1.18444444,  1.08888889,  3.09555556, -0.53555556])
 </pre></div>
 </div>
 </div>
@@ -1311,7 +1313,7 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/dbaf0a8946ca30ce57a8cba631e97ca784cdc211bdcd20cd2d1c63c90bf67524.png" src="../_images/dbaf0a8946ca30ce57a8cba631e97ca784cdc211bdcd20cd2d1c63c90bf67524.png" />
+<img alt="../_images/172d48ab3fcb49d737f6c239ed4809e83d4521abdacb95d755b4dcfe6a4bc13b.png" src="../_images/172d48ab3fcb49d737f6c239ed4809e83d4521abdacb95d755b4dcfe6a4bc13b.png" />
 </div>
 </div>
 <p>The chance of any one difference being greater than the one we observed:</p>
@@ -1323,7 +1325,7 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.056
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0592
 </pre></div>
 </div>
 </div>
@@ -1342,7 +1344,7 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>TtestResult(statistic=1.6402506050018828, pvalue=0.054302080886695414, df=41.0)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>TtestResult(statistic=np.float64(1.6402506050018828), pvalue=np.float64(0.054302080886695414), df=np.float64(41.0))
 </pre></div>
 </div>
 </div>
@@ -1361,7 +1363,7 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>TtestResult(statistic=1.6402506050018828, pvalue=0.05649435056494351, df=nan)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>TtestResult(statistic=np.float64(1.6402506050018828), pvalue=np.float64(0.057194280571942806), df=np.float64(nan))
 </pre></div>
 </div>
 </div>
@@ -1464,8 +1466,8 @@ <h2>Do mosquitoes like beer?<a class="headerlink" href="#do-mosquitoes-like-beer
   </div>
   
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/useful-pandas/mosquito_merging.html b/useful-pandas/mosquito_merging.html
index 109a7228..769839e1 100644
--- a/useful-pandas/mosquito_merging.html
+++ b/useful-pandas/mosquito_merging.html
@@ -18,35 +18,35 @@
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+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
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+    
+  
 
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@@ -409,14 +411,14 @@
       
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+   title="Launch on Binder"
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 >
   
 
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 </a>
@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
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@@ -604,7 +606,7 @@
 
 <script>
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@@ -1600,7 +1602,7 @@ <h1>Mosquitoes, beer, before, after<a class="headerlink" href="#mosquitoes-beer-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>5.795555555555556
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(5.795555555555556)
 </pre></div>
 </div>
 </div>
@@ -1628,7 +1630,7 @@ <h1>Mosquitoes, beer, before, after<a class="headerlink" href="#mosquitoes-beer-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.3488888888888888
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1.4955555555555557)
 </pre></div>
 </div>
 </div>
@@ -1647,8 +1649,8 @@ <h1>Mosquitoes, beer, before, after<a class="headerlink" href="#mosquitoes-beer-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([ 3.98      ,  1.68666667, -2.32666667, -0.12888889, -0.12888889,
-       -5.00222222, -0.32      , -0.12888889, -0.89333333, -6.34      ])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([ 1.30444444, -0.41555556, -2.99555556, -2.70888889, -1.65777778,
+        1.59111111, -0.12888889, -0.03333333,  3.02444444, -0.79777778])
 </pre></div>
 </div>
 </div>
@@ -1662,7 +1664,7 @@ <h1>Mosquitoes, beer, before, after<a class="headerlink" href="#mosquitoes-beer-
 </div>
 </div>
 <div class="cell_output docutils container">
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+<img alt="../_images/97f1c73accd8c4b0aca7c73946338420b7fe3021418525859fa8cd5807cf3283.png" src="../_images/97f1c73accd8c4b0aca7c73946338420b7fe3021418525859fa8cd5807cf3283.png" />
 </div>
 </div>
 <p>The chance of seeing the observed statistic, or larger, in the sampling
@@ -1675,7 +1677,7 @@ <h1>Mosquitoes, beer, before, after<a class="headerlink" href="#mosquitoes-beer-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0074
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.009
 </pre></div>
 </div>
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diff --git a/wild-pandas/counts_to_observations.html b/wild-pandas/counts_to_observations.html
index a1261ac5..0a27643b 100644
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
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-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -409,14 +411,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
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@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -816,7 +818,7 @@ <h1>Counts to observations<a class="headerlink" href="#counts-to-observations" t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(0)
 </pre></div>
 </div>
 </div>
@@ -1472,8 +1474,8 @@ <h1>Counts to observations<a class="headerlink" href="#counts-to-observations" t
   </div>
   
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index f63dd6b4..bdcf1213 100644
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@@ -18,35 +18,35 @@
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+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="search-button__default-text">Search</span>
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/wild-pandas/df_sums.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/wild-pandas/df_sums.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,7 +606,7 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
@@ -953,8 +955,8 @@ <h1>Data frame, sums<a class="headerlink" href="#data-frame-sums" title="Link to
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/wild-pandas/fishers_tea.html b/wild-pandas/fishers_tea.html
index 83860624..1a14ca89 100644
--- a/wild-pandas/fishers_tea.html
+++ b/wild-pandas/fishers_tea.html
@@ -18,35 +18,35 @@
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
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-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/wild-pandas/fishers_tea.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/wild-pandas/fishers_tea.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
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 document.write(`
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -757,13 +759,13 @@ <h1>Lady tasting tea<a class="headerlink" href="#lady-tasting-tea" title="Link t
   <tbody>
     <tr>
       <th>0</th>
-      <td>no</td>
-      <td>no</td>
+      <td>yes</td>
+      <td>yes</td>
     </tr>
     <tr>
       <th>1</th>
-      <td>no</td>
-      <td>no</td>
+      <td>yes</td>
+      <td>yes</td>
     </tr>
     <tr>
       <th>2</th>
@@ -782,13 +784,13 @@ <h1>Lady tasting tea<a class="headerlink" href="#lady-tasting-tea" title="Link t
     </tr>
     <tr>
       <th>5</th>
-      <td>yes</td>
-      <td>yes</td>
+      <td>no</td>
+      <td>no</td>
     </tr>
     <tr>
       <th>6</th>
-      <td>yes</td>
-      <td>yes</td>
+      <td>no</td>
+      <td>no</td>
     </tr>
     <tr>
       <th>7</th>
@@ -811,13 +813,13 @@ <h1>Lady tasting tea<a class="headerlink" href="#lady-tasting-tea" title="Link t
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0     no
-1     no
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0    yes
+1    yes
 2     no
 3    yes
 4     no
-5    yes
-6    yes
+5     no
+6     no
 7    yes
 Name: says_milk_first, dtype: object
 </pre></div>
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 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>4
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(4)
 </pre></div>
 </div>
 </div>
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 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([&#39;yes&#39;, &#39;yes&#39;, &#39;no&#39;, &#39;no&#39;, &#39;yes&#39;, &#39;yes&#39;, &#39;no&#39;, &#39;no&#39;], dtype=object)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([&#39;no&#39;, &#39;yes&#39;, &#39;no&#39;, &#39;no&#39;, &#39;yes&#39;, &#39;yes&#39;, &#39;no&#39;, &#39;yes&#39;], dtype=object)
 </pre></div>
 </div>
 </div>
@@ -986,13 +988,13 @@ <h2>Inference<a class="headerlink" href="#inference" title="Link to this heading
   <tbody>
     <tr>
       <th>no</th>
-      <td>1</td>
-      <td>3</td>
+      <td>2</td>
+      <td>2</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>3</td>
-      <td>1</td>
+      <td>2</td>
+      <td>2</td>
     </tr>
   </tbody>
 </table>
@@ -1007,7 +1009,7 @@ <h2>Inference<a class="headerlink" href="#inference" title="Link to this heading
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(2)
 </pre></div>
 </div>
 </div>
@@ -1029,7 +1031,7 @@ <h2>Inference<a class="headerlink" href="#inference" title="Link to this heading
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([3., 2., 2., 3., 1., 1., 2., 2., 2., 3.])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([2., 2., 0., 1., 2., 2., 0., 2., 1., 1.])
 </pre></div>
 </div>
 </div>
@@ -1045,7 +1047,7 @@ <h2>Inference<a class="headerlink" href="#inference" title="Link to this heading
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/7e691df712be60cde4eb12a5f919548054f94383f9ebe5fc4b039dad494226f2.png" src="../_images/7e691df712be60cde4eb12a5f919548054f94383f9ebe5fc4b039dad494226f2.png" />
+<img alt="../_images/b7263a1895099dfff41fe7d36af4cfbb96ff8a6999a6869fa59dc0ffb36d587f.png" src="../_images/b7263a1895099dfff41fe7d36af4cfbb96ff8a6999a6869fa59dc0ffb36d587f.png" />
 </div>
 </div>
 <p>The result in the real world was that Muriel identified all four milk-first
@@ -1058,7 +1060,7 @@ <h2>Inference<a class="headerlink" href="#inference" title="Link to this heading
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.017
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.016
 </pre></div>
 </div>
 </div>
@@ -1138,7 +1140,7 @@ <h2>Fisher’s exact test<a class="headerlink" href="#fisher-s-exact-test" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.014285714285714284
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.014285714285714284)
 </pre></div>
 </div>
 </div>
@@ -1181,7 +1183,7 @@ <h2>One-tailed and two-tailed alternatives<a class="headerlink" href="#one-taile
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.028571428571428567
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.028571428571428567)
 </pre></div>
 </div>
 </div>
@@ -1304,8 +1306,8 @@ <h2>One-tailed and two-tailed alternatives<a class="headerlink" href="#one-taile
   </div>
   
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-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
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+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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diff --git a/wild-pandas/gory_pandas.html b/wild-pandas/gory_pandas.html
index 4947d3aa..79eee082 100644
--- a/wild-pandas/gory_pandas.html
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+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
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     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
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+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/wild-pandas/gory_pandas.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
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@@ -604,7 +606,7 @@
 
 <script>
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 `);
@@ -934,7 +936,7 @@ <h1>Gory Pandas<a class="headerlink" href="#gory-pandas" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_6009/1464251140.py:1: SettingWithCopyWarning: 
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39657/1464251140.py:1: SettingWithCopyWarning: 
 A value is trying to be set on a copy of a slice from a DataFrame
 
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
@@ -1018,7 +1020,7 @@ <h1>Gory Pandas<a class="headerlink" href="#gory-pandas" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_6009/248978122.py:2: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39657/248978122.py:2: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!
 You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.
 A typical example is when you are setting values in a column of a DataFrame, like:
 
@@ -1029,7 +1031,7 @@ <h1>Gory Pandas<a class="headerlink" href="#gory-pandas" title="Link to this hea
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
 
   first_33.iloc[0].iloc[0] = &#39;Franglais&#39;
-/tmp/ipykernel_6009/248978122.py:2: SettingWithCopyWarning: 
+/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39657/248978122.py:2: SettingWithCopyWarning: 
 A value is trying to be set on a copy of a slice from a DataFrame
 
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
@@ -1103,7 +1105,7 @@ <h1>Gory Pandas<a class="headerlink" href="#gory-pandas" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_6009/3430613315.py:2: SettingWithCopyWarning: 
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39657/3430613315.py:2: SettingWithCopyWarning: 
 A value is trying to be set on a copy of a slice from a DataFrame
 
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
@@ -1174,7 +1176,7 @@ <h1>Gory Pandas<a class="headerlink" href="#gory-pandas" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_6009/1793825513.py:1: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39657/1793825513.py:1: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!
 You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.
 A typical example is when you are setting values in a column of a DataFrame, like:
 
@@ -1185,7 +1187,7 @@ <h1>Gory Pandas<a class="headerlink" href="#gory-pandas" title="Link to this hea
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
 
   first_33.iloc[0].iloc[0] = &#39;Franglais&#39;
-/tmp/ipykernel_6009/1793825513.py:1: SettingWithCopyWarning: 
+/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39657/1793825513.py:1: SettingWithCopyWarning: 
 A value is trying to be set on a copy of a slice from a DataFrame
 
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
@@ -1215,7 +1217,7 @@ <h1>Gory Pandas<a class="headerlink" href="#gory-pandas" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_6009/3430613315.py:2: SettingWithCopyWarning: 
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39657/3430613315.py:2: SettingWithCopyWarning: 
 A value is trying to be set on a copy of a slice from a DataFrame
 
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
@@ -1473,8 +1475,8 @@ <h1>Gory Pandas<a class="headerlink" href="#gory-pandas" title="Link to this hea
   </div>
   
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diff --git a/wild-pandas/indexing_assignment.html b/wild-pandas/indexing_assignment.html
index a1d4b6d1..6576025e 100644
--- a/wild-pandas/indexing_assignment.html
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@@ -18,35 +18,35 @@
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
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@@ -382,9 +384,9 @@
   
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-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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   <span class="fa-solid fa-bars"></span>
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+</button></div>
       
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@@ -409,14 +411,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
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 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
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 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/wild-pandas/indexing_assignment.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
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 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
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-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -2233,8 +2235,8 @@ <h2>Use indirect indexing to set values into a Series<a class="headerlink" href=
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
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+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
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diff --git a/wild-pandas/indexing_catechism.html b/wild-pandas/indexing_catechism.html
index ec50d2fc..a1d252f6 100644
--- a/wild-pandas/indexing_catechism.html
+++ b/wild-pandas/indexing_catechism.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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   <!-- Pre-loaded scripts that we'll load fully later -->
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
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     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
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@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/wild-pandas/indexing_catechism.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/wild-pandas/indexing_catechism.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
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+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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   </button>
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@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
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+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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 `);
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-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1070,7 +1072,7 @@ <h3><code class="docutils literal notranslate"><span class="pre">.loc</span></co
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.16275414471149
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3.16275414471149)
 </pre></div>
 </div>
 </div>
@@ -1255,7 +1257,7 @@ <h3><code class="docutils literal notranslate"><span class="pre">.iloc</span></c
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.16275414471149
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3.16275414471149)
 </pre></div>
 </div>
 </div>
@@ -1301,19 +1303,19 @@ <h3><code class="docutils literal notranslate"><span class="pre">.iloc</span></c
 <span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="c1"># You can&#39;t use Boolean Series for iloc indexing.</span>
 <span class="ne">----&gt; </span><span class="mi">2</span> <span class="n">named_ratings</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">is_easy</span><span class="p">]</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1191,</span> in <span class="ni">_LocationIndexer.__getitem__</span><span class="nt">(self, key)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1191,</span> in <span class="ni">_LocationIndexer.__getitem__</span><span class="nt">(self, key)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1189</span> <span class="n">maybe_callable</span> <span class="o">=</span> <span class="n">com</span><span class="o">.</span><span class="n">apply_if_callable</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1190</span> <span class="n">maybe_callable</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_check_deprecated_callable_usage</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">maybe_callable</span><span class="p">)</span>
 <span class="ne">-&gt; </span><span class="mi">1191</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getitem_axis</span><span class="p">(</span><span class="n">maybe_callable</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1738,</span> in <span class="ni">_iLocIndexer._getitem_axis</span><span class="nt">(self, key, axis)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1738,</span> in <span class="ni">_iLocIndexer._getitem_axis</span><span class="nt">(self, key, axis)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1735</span>     <span class="n">key</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1737</span> <span class="k">if</span> <span class="n">com</span><span class="o">.</span><span class="n">is_bool_indexer</span><span class="p">(</span><span class="n">key</span><span class="p">):</span>
 <span class="ne">-&gt; </span><span class="mi">1738</span>     <span class="bp">self</span><span class="o">.</span><span class="n">_validate_key</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">axis</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1739</span>     <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getbool_axis</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1741</span> <span class="c1"># a list of integers</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1583,</span> in <span class="ni">_iLocIndexer._validate_key</span><span class="nt">(self, key, axis)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1583,</span> in <span class="ni">_iLocIndexer._validate_key</span><span class="nt">(self, key, axis)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1577</span>         <span class="k">if</span> <span class="n">key</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">inferred_type</span> <span class="o">==</span> <span class="s2">&quot;integer&quot;</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">1578</span>             <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span>
 <span class="g g-Whitespace">   </span><span class="mi">1579</span>                 <span class="s2">&quot;iLocation based boolean &quot;</span>
@@ -1780,7 +1782,7 @@ <h2>Use indirect indexing to select values from Series<a class="headerlink" href
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.16275414471149
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3.16275414471149)
 </pre></div>
 </div>
 </div>
@@ -1815,7 +1817,7 @@ <h2>Use indirect indexing to select values from Series<a class="headerlink" href
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.16275414471149
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(3.16275414471149)
 </pre></div>
 </div>
 </div>
@@ -1946,8 +1948,8 @@ <h2>Use indirect indexing to select values from Series<a class="headerlink" href
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
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diff --git a/wild-pandas/indexing_expressions.html b/wild-pandas/indexing_expressions.html
index bc1ad0c9..88805890 100644
--- a/wild-pandas/indexing_expressions.html
+++ b/wild-pandas/indexing_expressions.html
@@ -18,35 +18,35 @@
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@@ -141,6 +141,8 @@
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+   title="Launch on Binder"
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <script>
 document.write(`
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-</label>
+</button>
 </div></div>
       
     </div>
@@ -711,7 +713,7 @@ <h2>Numpy indexing expressions<a class="headerlink" href="#numpy-indexing-expres
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>14
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(14)
 </pre></div>
 </div>
 </div>
@@ -738,7 +740,7 @@ <h2>Numpy indexing expressions<a class="headerlink" href="#numpy-indexing-expres
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>14
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(14)
 </pre></div>
 </div>
 </div>
@@ -1861,8 +1863,8 @@ <h2>Pandas indexing expressions<a class="headerlink" href="#pandas-indexing-expr
   </div>
   
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diff --git a/wild-pandas/noble_politics.html b/wild-pandas/noble_politics.html
index 6abc0c15..54837527 100644
--- a/wild-pandas/noble_politics.html
+++ b/wild-pandas/noble_politics.html
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@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
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@@ -162,7 +164,7 @@
 
  <script>
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-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -409,14 +411,14 @@
       
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    class="btn btn-sm dropdown-item"
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+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
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-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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@@ -427,14 +429,14 @@
       
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -861,7 +863,7 @@ <h2>Setting the index<a class="headerlink" href="#setting-the-index" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>209
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 </div>
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@@ -882,7 +884,7 @@ <h2>The question<a class="headerlink" href="#the-question" title="Link to this h
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 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.21052631578947367
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.21052631578947367)
 </pre></div>
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@@ -895,7 +897,7 @@ <h2>The question<a class="headerlink" href="#the-question" title="Link to this h
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.09859154929577464
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.09859154929577464)
 </pre></div>
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@@ -1001,7 +1003,7 @@ <h2>What do we mean by chance?<a class="headerlink" href="#what-do-we-mean-by-ch
 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>229
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>51
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 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>280
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@@ -1333,7 +1335,7 @@ <h2>Recreating the original data<a class="headerlink" href="#recreating-the-orig
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>64
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>165
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([&#39;No&#39;, &#39;No&#39;, &#39;No&#39;, &#39;Yes&#39;, &#39;Yes&#39;, &#39;No&#39;, &#39;Yes&#39;, &#39;No&#39;, &#39;Yes&#39;, &#39;No&#39;],
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([&#39;No&#39;, &#39;Yes&#39;, &#39;No&#39;, &#39;No&#39;, &#39;No&#39;, &#39;No&#39;, &#39;No&#39;, &#39;No&#39;, &#39;No&#39;, &#39;No&#39;],
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     <tr>
       <th>1</th>
-      <td>No</td>
+      <td>Yes</td>
       <td>bystander</td>
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     <tr>
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-      <td>Yes</td>
+      <td>No</td>
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     <tr>
       <th>276</th>
-      <td>Yes</td>
+      <td>No</td>
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>44
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>36
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([39., 38., 33., 41., 37., 39., 40., 27., 38., 42.])
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 </div>
 </div>
@@ -2149,7 +2151,7 @@ <h2>The null world<a class="headerlink" href="#the-null-world" title="Link to th
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 </div>
 </div>
 <p>How unusual is the actual value, in this ideal world?</p>
@@ -2162,7 +2164,7 @@ <h2>The null world<a class="headerlink" href="#the-null-world" title="Link to th
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.025
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.021
 </pre></div>
 </div>
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@@ -2191,7 +2193,7 @@ <h2>Very similar to Fisher’s exact test<a class="headerlink" href="#very-simil
 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.02267232069219596
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.02267232069219596)
 </pre></div>
 </div>
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@@ -2214,7 +2216,7 @@ <h2>Like the Chi-squared test<a class="headerlink" href="#like-the-chi-squared-t
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.03474922601463277
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.03474922601463277)
 </pre></div>
 </div>
 </div>
@@ -2268,7 +2270,7 @@ <h2>A question for reflection<a class="headerlink" href="#a-question-for-reflect
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([38., 36., 37., 37., 37., 41., 41., 40., 38., 39.])
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@@ -2282,7 +2284,7 @@ <h2>A question for reflection<a class="headerlink" href="#a-question-for-reflect
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([58., 56., 57., 57., 57., 61., 61., 60., 58., 59.])
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 </div>
 </div>
@@ -2308,7 +2310,7 @@ <h2>A question for reflection<a class="headerlink" href="#a-question-for-reflect
 Differences all the same?
 </pre></div>
 </div>
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>True
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.True_
 </pre></div>
 </div>
 </div>
@@ -2326,7 +2328,7 @@ <h2>A question for reflection<a class="headerlink" href="#a-question-for-reflect
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.016
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.026
 </pre></div>
 </div>
 </div>
@@ -2342,7 +2344,7 @@ <h2>A question for reflection<a class="headerlink" href="#a-question-for-reflect
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.016
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.026
 </pre></div>
 </div>
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@@ -2475,8 +2477,8 @@ <h2>A question for reflection<a class="headerlink" href="#a-question-for-reflect
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    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
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 >
   
 
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+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
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    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
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-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
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 <script>
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@@ -843,8 +845,8 @@ <h1>Numpy repeat<a class="headerlink" href="#numpy-repeat" title="Link to this h
   </div>
   
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index 85ecc57f..aafeb1ae 100644
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 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -754,7 +756,7 @@ <h2>An example<a class="headerlink" href="#an-example" title="Link to this headi
 <span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="n">ratings</span> <span class="o">=</span> <span class="n">films</span><span class="p">[</span><span class="s1">&#39;Rating&#39;</span><span class="p">]</span>
 <span class="ne">----&gt; </span><span class="mi">2</span> <span class="n">ratings</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/series.py:6549,</span> in <span class="ni">Series.mean</span><span class="nt">(self, axis, skipna, numeric_only, **kwargs)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/series.py:6549,</span> in <span class="ni">Series.mean</span><span class="nt">(self, axis, skipna, numeric_only, **kwargs)</span>
 <span class="g g-Whitespace">   </span><span class="mi">6541</span> <span class="nd">@doc</span><span class="p">(</span><span class="n">make_doc</span><span class="p">(</span><span class="s2">&quot;mean&quot;</span><span class="p">,</span> <span class="n">ndim</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
 <span class="g g-Whitespace">   </span><span class="mi">6542</span> <span class="k">def</span> <span class="nf">mean</span><span class="p">(</span>
 <span class="g g-Whitespace">   </span><span class="mi">6543</span>     <span class="bp">self</span><span class="p">,</span>
@@ -763,7 +765,7 @@ <h2>An example<a class="headerlink" href="#an-example" title="Link to this headi
 <span class="g g-Whitespace">   </span><span class="mi">6548</span> <span class="p">):</span>
 <span class="ne">-&gt; </span><span class="mi">6549</span>     <span class="k">return</span> <span class="n">NDFrame</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">skipna</span><span class="p">,</span> <span class="n">numeric_only</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/generic.py:12420,</span> in <span class="ni">NDFrame.mean</span><span class="nt">(self, axis, skipna, numeric_only, **kwargs)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/generic.py:12420,</span> in <span class="ni">NDFrame.mean</span><span class="nt">(self, axis, skipna, numeric_only, **kwargs)</span>
 <span class="g g-Whitespace">  </span><span class="mi">12413</span> <span class="k">def</span> <span class="nf">mean</span><span class="p">(</span>
 <span class="g g-Whitespace">  </span><span class="mi">12414</span>     <span class="bp">self</span><span class="p">,</span>
 <span class="g g-Whitespace">  </span><span class="mi">12415</span>     <span class="n">axis</span><span class="p">:</span> <span class="n">Axis</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span>
@@ -774,14 +776,14 @@ <h2>An example<a class="headerlink" href="#an-example" title="Link to this headi
 <span class="g g-Whitespace">  </span><span class="mi">12421</span>         <span class="s2">&quot;mean&quot;</span><span class="p">,</span> <span class="n">nanops</span><span class="o">.</span><span class="n">nanmean</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">skipna</span><span class="p">,</span> <span class="n">numeric_only</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span>
 <span class="g g-Whitespace">  </span><span class="mi">12422</span>     <span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/generic.py:12377,</span> in <span class="ni">NDFrame._stat_function</span><span class="nt">(self, name, func, axis, skipna, numeric_only, **kwargs)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/generic.py:12377,</span> in <span class="ni">NDFrame._stat_function</span><span class="nt">(self, name, func, axis, skipna, numeric_only, **kwargs)</span>
 <span class="g g-Whitespace">  </span><span class="mi">12373</span> <span class="n">nv</span><span class="o">.</span><span class="n">validate_func</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="p">(),</span> <span class="n">kwargs</span><span class="p">)</span>
 <span class="g g-Whitespace">  </span><span class="mi">12375</span> <span class="n">validate_bool_kwarg</span><span class="p">(</span><span class="n">skipna</span><span class="p">,</span> <span class="s2">&quot;skipna&quot;</span><span class="p">,</span> <span class="n">none_allowed</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 <span class="ne">&gt; </span><span class="mi">12377</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_reduce</span><span class="p">(</span>
 <span class="g g-Whitespace">  </span><span class="mi">12378</span>     <span class="n">func</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="n">name</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">,</span> <span class="n">skipna</span><span class="o">=</span><span class="n">skipna</span><span class="p">,</span> <span class="n">numeric_only</span><span class="o">=</span><span class="n">numeric_only</span>
 <span class="g g-Whitespace">  </span><span class="mi">12379</span> <span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/series.py:6457,</span> in <span class="ni">Series._reduce</span><span class="nt">(self, op, name, axis, skipna, numeric_only, filter_type, **kwds)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/series.py:6457,</span> in <span class="ni">Series._reduce</span><span class="nt">(self, op, name, axis, skipna, numeric_only, filter_type, **kwds)</span>
 <span class="g g-Whitespace">   </span><span class="mi">6452</span>     <span class="c1"># GH#47500 - change to TypeError to match other methods</span>
 <span class="g g-Whitespace">   </span><span class="mi">6453</span>     <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
 <span class="g g-Whitespace">   </span><span class="mi">6454</span>         <span class="sa">f</span><span class="s2">&quot;Series.</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2"> does not allow </span><span class="si">{</span><span class="n">kwd_name</span><span class="si">}</span><span class="s2">=</span><span class="si">{</span><span class="n">numeric_only</span><span class="si">}</span><span class="s2"> &quot;</span>
@@ -789,27 +791,27 @@ <h2>An example<a class="headerlink" href="#an-example" title="Link to this headi
 <span class="g g-Whitespace">   </span><span class="mi">6456</span>     <span class="p">)</span>
 <span class="ne">-&gt; </span><span class="mi">6457</span> <span class="k">return</span> <span class="n">op</span><span class="p">(</span><span class="n">delegate</span><span class="p">,</span> <span class="n">skipna</span><span class="o">=</span><span class="n">skipna</span><span class="p">,</span> <span class="o">**</span><span class="n">kwds</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/nanops.py:147,</span> in <span class="ni">bottleneck_switch.__call__.&lt;locals&gt;.f</span><span class="nt">(values, axis, skipna, **kwds)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/nanops.py:147,</span> in <span class="ni">bottleneck_switch.__call__.&lt;locals&gt;.f</span><span class="nt">(values, axis, skipna, **kwds)</span>
 <span class="g g-Whitespace">    </span><span class="mi">145</span>         <span class="n">result</span> <span class="o">=</span> <span class="n">alt</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">,</span> <span class="n">skipna</span><span class="o">=</span><span class="n">skipna</span><span class="p">,</span> <span class="o">**</span><span class="n">kwds</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">146</span> <span class="k">else</span><span class="p">:</span>
 <span class="ne">--&gt; </span><span class="mi">147</span>     <span class="n">result</span> <span class="o">=</span> <span class="n">alt</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">,</span> <span class="n">skipna</span><span class="o">=</span><span class="n">skipna</span><span class="p">,</span> <span class="o">**</span><span class="n">kwds</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">149</span> <span class="k">return</span> <span class="n">result</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/nanops.py:404,</span> in <span class="ni">_datetimelike_compat.&lt;locals&gt;.new_func</span><span class="nt">(values, axis, skipna, mask, **kwargs)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/nanops.py:404,</span> in <span class="ni">_datetimelike_compat.&lt;locals&gt;.new_func</span><span class="nt">(values, axis, skipna, mask, **kwargs)</span>
 <span class="g g-Whitespace">    </span><span class="mi">401</span> <span class="k">if</span> <span class="n">datetimelike</span> <span class="ow">and</span> <span class="n">mask</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
 <span class="g g-Whitespace">    </span><span class="mi">402</span>     <span class="n">mask</span> <span class="o">=</span> <span class="n">isna</span><span class="p">(</span><span class="n">values</span><span class="p">)</span>
 <span class="ne">--&gt; </span><span class="mi">404</span> <span class="n">result</span> <span class="o">=</span> <span class="n">func</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">,</span> <span class="n">skipna</span><span class="o">=</span><span class="n">skipna</span><span class="p">,</span> <span class="n">mask</span><span class="o">=</span><span class="n">mask</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">406</span> <span class="k">if</span> <span class="n">datetimelike</span><span class="p">:</span>
 <span class="g g-Whitespace">    </span><span class="mi">407</span>     <span class="n">result</span> <span class="o">=</span> <span class="n">_wrap_results</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">orig_values</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">fill_value</span><span class="o">=</span><span class="n">iNaT</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/nanops.py:720,</span> in <span class="ni">nanmean</span><span class="nt">(values, axis, skipna, mask)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/nanops.py:720,</span> in <span class="ni">nanmean</span><span class="nt">(values, axis, skipna, mask)</span>
 <span class="g g-Whitespace">    </span><span class="mi">718</span> <span class="n">count</span> <span class="o">=</span> <span class="n">_get_counts</span><span class="p">(</span><span class="n">values</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">mask</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dtype_count</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">719</span> <span class="n">the_sum</span> <span class="o">=</span> <span class="n">values</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dtype_sum</span><span class="p">)</span>
 <span class="ne">--&gt; </span><span class="mi">720</span> <span class="n">the_sum</span> <span class="o">=</span> <span class="n">_ensure_numeric</span><span class="p">(</span><span class="n">the_sum</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">722</span> <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">the_sum</span><span class="p">,</span> <span class="s2">&quot;ndim&quot;</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
 <span class="g g-Whitespace">    </span><span class="mi">723</span>     <span class="n">count</span> <span class="o">=</span> <span class="n">cast</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="n">count</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/nanops.py:1701,</span> in <span class="ni">_ensure_numeric</span><span class="nt">(x)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/nanops.py:1701,</span> in <span class="ni">_ensure_numeric</span><span class="nt">(x)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1698</span> <span class="k">elif</span> <span class="ow">not</span> <span class="p">(</span><span class="n">is_float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="ow">or</span> <span class="n">is_integer</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="ow">or</span> <span class="n">is_complex</span><span class="p">(</span><span class="n">x</span><span class="p">)):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1699</span>     <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1700</span>         <span class="c1"># GH#44008, GH#36703 avoid casting e.g. strings to numeric</span>
@@ -936,7 +938,7 @@ <h2>The problem<a class="headerlink" href="#the-problem" title="Link to this hea
 <span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">9</span><span class="p">],</span> <span class="n">line</span> <span class="mi">1</span>
 <span class="ne">----&gt; </span><span class="mi">1</span> <span class="n">ratings</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="nb">float</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/series.py:4924,</span> in <span class="ni">Series.apply</span><span class="nt">(self, func, convert_dtype, args, by_row, **kwargs)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/series.py:4917,</span> in <span class="ni">Series.apply</span><span class="nt">(self, func, convert_dtype, args, by_row, **kwargs)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4789</span> <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span>
 <span class="g g-Whitespace">   </span><span class="mi">4790</span>     <span class="bp">self</span><span class="p">,</span>
 <span class="g g-Whitespace">   </span><span class="mi">4791</span>     <span class="n">func</span><span class="p">:</span> <span class="n">AggFuncType</span><span class="p">,</span>
@@ -949,21 +951,21 @@ <h2>The problem<a class="headerlink" href="#the-problem" title="Link to this hea
 <span class="sd">   (...)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4915</span><span class="sd">     dtype: float64</span>
 <span class="g g-Whitespace">   </span><span class="mi">4916</span><span class="sd">     &quot;&quot;&quot;</span>
-<span class="g g-Whitespace">   </span><span class="mi">4917</span>     <span class="k">return</span> <span class="n">SeriesApply</span><span class="p">(</span>
+<span class="ne">-&gt; </span><span class="mi">4917</span>     <span class="k">return</span> <span class="n">SeriesApply</span><span class="p">(</span>
 <span class="g g-Whitespace">   </span><span class="mi">4918</span>         <span class="bp">self</span><span class="p">,</span>
 <span class="g g-Whitespace">   </span><span class="mi">4919</span>         <span class="n">func</span><span class="p">,</span>
 <span class="g g-Whitespace">   </span><span class="mi">4920</span>         <span class="n">convert_dtype</span><span class="o">=</span><span class="n">convert_dtype</span><span class="p">,</span>
 <span class="g g-Whitespace">   </span><span class="mi">4921</span>         <span class="n">by_row</span><span class="o">=</span><span class="n">by_row</span><span class="p">,</span>
 <span class="g g-Whitespace">   </span><span class="mi">4922</span>         <span class="n">args</span><span class="o">=</span><span class="n">args</span><span class="p">,</span>
 <span class="g g-Whitespace">   </span><span class="mi">4923</span>         <span class="n">kwargs</span><span class="o">=</span><span class="n">kwargs</span><span class="p">,</span>
-<span class="ne">-&gt; </span><span class="mi">4924</span>     <span class="p">)</span><span class="o">.</span><span class="n">apply</span><span class="p">()</span>
+<span class="g g-Whitespace">   </span><span class="mi">4924</span>     <span class="p">)</span><span class="o">.</span><span class="n">apply</span><span class="p">()</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/apply.py:1427,</span> in <span class="ni">SeriesApply.apply</span><span class="nt">(self)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/apply.py:1427,</span> in <span class="ni">SeriesApply.apply</span><span class="nt">(self)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1424</span>     <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">apply_compat</span><span class="p">()</span>
 <span class="g g-Whitespace">   </span><span class="mi">1426</span> <span class="c1"># self.func is Callable</span>
 <span class="ne">-&gt; </span><span class="mi">1427</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">apply_standard</span><span class="p">()</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/apply.py:1507,</span> in <span class="ni">SeriesApply.apply_standard</span><span class="nt">(self)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/apply.py:1507,</span> in <span class="ni">SeriesApply.apply_standard</span><span class="nt">(self)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1501</span> <span class="c1"># row-wise access</span>
 <span class="g g-Whitespace">   </span><span class="mi">1502</span> <span class="c1"># apply doesn&#39;t have a `na_action` keyword and for backward compat reasons</span>
 <span class="g g-Whitespace">   </span><span class="mi">1503</span> <span class="c1"># we need to give `na_action=&quot;ignore&quot;` for categorical data.</span>
@@ -978,12 +980,12 @@ <h2>The problem<a class="headerlink" href="#the-problem" title="Link to this hea
 <span class="g g-Whitespace">   </span><span class="mi">1513</span>     <span class="c1">#  See also GH#25959 regarding EA support</span>
 <span class="g g-Whitespace">   </span><span class="mi">1514</span>     <span class="k">return</span> <span class="n">obj</span><span class="o">.</span><span class="n">_constructor_expanddim</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">mapped</span><span class="p">),</span> <span class="n">index</span><span class="o">=</span><span class="n">obj</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/base.py:921,</span> in <span class="ni">IndexOpsMixin._map_values</span><span class="nt">(self, mapper, na_action, convert)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/base.py:921,</span> in <span class="ni">IndexOpsMixin._map_values</span><span class="nt">(self, mapper, na_action, convert)</span>
 <span class="g g-Whitespace">    </span><span class="mi">918</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">ExtensionArray</span><span class="p">):</span>
 <span class="g g-Whitespace">    </span><span class="mi">919</span>     <span class="k">return</span> <span class="n">arr</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">mapper</span><span class="p">,</span> <span class="n">na_action</span><span class="o">=</span><span class="n">na_action</span><span class="p">)</span>
 <span class="ne">--&gt; </span><span class="mi">921</span> <span class="k">return</span> <span class="n">algorithms</span><span class="o">.</span><span class="n">map_array</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">mapper</span><span class="p">,</span> <span class="n">na_action</span><span class="o">=</span><span class="n">na_action</span><span class="p">,</span> <span class="n">convert</span><span class="o">=</span><span class="n">convert</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/algorithms.py:1743,</span> in <span class="ni">map_array</span><span class="nt">(arr, mapper, na_action, convert)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/algorithms.py:1743,</span> in <span class="ni">map_array</span><span class="nt">(arr, mapper, na_action, convert)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1741</span> <span class="n">values</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">object</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1742</span> <span class="k">if</span> <span class="n">na_action</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
 <span class="ne">-&gt; </span><span class="mi">1743</span>     <span class="k">return</span> <span class="n">lib</span><span class="o">.</span><span class="n">map_infer</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">mapper</span><span class="p">,</span> <span class="n">convert</span><span class="o">=</span><span class="n">convert</span><span class="p">)</span>
@@ -1253,8 +1255,8 @@ <h2>The problem<a class="headerlink" href="#the-problem" title="Link to this hea
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/wild-pandas/pandas_indexing.html b/wild-pandas/pandas_indexing.html
index d056bf33..76b823f9 100644
--- a/wild-pandas/pandas_indexing.html
+++ b/wild-pandas/pandas_indexing.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/wild-pandas/pandas_indexing.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/wild-pandas/pandas_indexing.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -2636,26 +2638,26 @@ <h2>indexing and slices<a class="headerlink" href="#indexing-and-slices" title="
 <span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">22</span><span class="p">],</span> <span class="n">line</span> <span class="mi">1</span>
 <span class="ne">----&gt; </span><span class="mi">1</span> <span class="n">richest_15_with_code</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="mi">4</span><span class="p">]</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1191,</span> in <span class="ni">_LocationIndexer.__getitem__</span><span class="nt">(self, key)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1191,</span> in <span class="ni">_LocationIndexer.__getitem__</span><span class="nt">(self, key)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1189</span> <span class="n">maybe_callable</span> <span class="o">=</span> <span class="n">com</span><span class="o">.</span><span class="n">apply_if_callable</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1190</span> <span class="n">maybe_callable</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_check_deprecated_callable_usage</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">maybe_callable</span><span class="p">)</span>
 <span class="ne">-&gt; </span><span class="mi">1191</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getitem_axis</span><span class="p">(</span><span class="n">maybe_callable</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1411,</span> in <span class="ni">_LocIndexer._getitem_axis</span><span class="nt">(self, key, axis)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1411,</span> in <span class="ni">_LocIndexer._getitem_axis</span><span class="nt">(self, key, axis)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1409</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="nb">slice</span><span class="p">):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1410</span>     <span class="bp">self</span><span class="o">.</span><span class="n">_validate_key</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">axis</span><span class="p">)</span>
 <span class="ne">-&gt; </span><span class="mi">1411</span>     <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_slice_axis</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1412</span> <span class="k">elif</span> <span class="n">com</span><span class="o">.</span><span class="n">is_bool_indexer</span><span class="p">(</span><span class="n">key</span><span class="p">):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1413</span>     <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getbool_axis</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1443,</span> in <span class="ni">_LocIndexer._get_slice_axis</span><span class="nt">(self, slice_obj, axis)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1443,</span> in <span class="ni">_LocIndexer._get_slice_axis</span><span class="nt">(self, slice_obj, axis)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1440</span>     <span class="k">return</span> <span class="n">obj</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">deep</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1442</span> <span class="n">labels</span> <span class="o">=</span> <span class="n">obj</span><span class="o">.</span><span class="n">_get_axis</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
 <span class="ne">-&gt; </span><span class="mi">1443</span> <span class="n">indexer</span> <span class="o">=</span> <span class="n">labels</span><span class="o">.</span><span class="n">slice_indexer</span><span class="p">(</span><span class="n">slice_obj</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="n">slice_obj</span><span class="o">.</span><span class="n">stop</span><span class="p">,</span> <span class="n">slice_obj</span><span class="o">.</span><span class="n">step</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1445</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="nb">slice</span><span class="p">):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1446</span>     <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">_slice</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexes/base.py:6662,</span> in <span class="ni">Index.slice_indexer</span><span class="nt">(self, start, end, step)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexes/base.py:6662,</span> in <span class="ni">Index.slice_indexer</span><span class="nt">(self, start, end, step)</span>
 <span class="g g-Whitespace">   </span><span class="mi">6618</span> <span class="k">def</span> <span class="nf">slice_indexer</span><span class="p">(</span>
 <span class="g g-Whitespace">   </span><span class="mi">6619</span>     <span class="bp">self</span><span class="p">,</span>
 <span class="g g-Whitespace">   </span><span class="mi">6620</span>     <span class="n">start</span><span class="p">:</span> <span class="n">Hashable</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
@@ -2672,14 +2674,14 @@ <h2>indexing and slices<a class="headerlink" href="#indexing-and-slices" title="
 <span class="g g-Whitespace">   </span><span class="mi">6664</span>     <span class="c1"># return a slice</span>
 <span class="g g-Whitespace">   </span><span class="mi">6665</span>     <span class="k">if</span> <span class="ow">not</span> <span class="n">is_scalar</span><span class="p">(</span><span class="n">start_slice</span><span class="p">):</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexes/base.py:6879,</span> in <span class="ni">Index.slice_locs</span><span class="nt">(self, start, end, step)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexes/base.py:6879,</span> in <span class="ni">Index.slice_locs</span><span class="nt">(self, start, end, step)</span>
 <span class="g g-Whitespace">   </span><span class="mi">6877</span> <span class="n">start_slice</span> <span class="o">=</span> <span class="kc">None</span>
 <span class="g g-Whitespace">   </span><span class="mi">6878</span> <span class="k">if</span> <span class="n">start</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
 <span class="ne">-&gt; </span><span class="mi">6879</span>     <span class="n">start_slice</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_slice_bound</span><span class="p">(</span><span class="n">start</span><span class="p">,</span> <span class="s2">&quot;left&quot;</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">6880</span> <span class="k">if</span> <span class="n">start_slice</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">6881</span>     <span class="n">start_slice</span> <span class="o">=</span> <span class="mi">0</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexes/base.py:6794,</span> in <span class="ni">Index.get_slice_bound</span><span class="nt">(self, label, side)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexes/base.py:6794,</span> in <span class="ni">Index.get_slice_bound</span><span class="nt">(self, label, side)</span>
 <span class="g g-Whitespace">   </span><span class="mi">6790</span> <span class="n">original_label</span> <span class="o">=</span> <span class="n">label</span>
 <span class="g g-Whitespace">   </span><span class="mi">6792</span> <span class="c1"># For datetime indices label may be a string that has to be converted</span>
 <span class="g g-Whitespace">   </span><span class="mi">6793</span> <span class="c1"># to datetime boundary according to its resolution.</span>
@@ -2687,13 +2689,13 @@ <h2>indexing and slices<a class="headerlink" href="#indexing-and-slices" title="
 <span class="g g-Whitespace">   </span><span class="mi">6796</span> <span class="c1"># we need to look up the label</span>
 <span class="g g-Whitespace">   </span><span class="mi">6797</span> <span class="k">try</span><span class="p">:</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexes/base.py:6727,</span> in <span class="ni">Index._maybe_cast_slice_bound</span><span class="nt">(self, label, side)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexes/base.py:6727,</span> in <span class="ni">Index._maybe_cast_slice_bound</span><span class="nt">(self, label, side)</span>
 <span class="g g-Whitespace">   </span><span class="mi">6725</span> <span class="c1"># reject them, if index does not contain label</span>
 <span class="g g-Whitespace">   </span><span class="mi">6726</span> <span class="k">if</span> <span class="p">(</span><span class="n">is_float</span><span class="p">(</span><span class="n">label</span><span class="p">)</span> <span class="ow">or</span> <span class="n">is_integer</span><span class="p">(</span><span class="n">label</span><span class="p">))</span> <span class="ow">and</span> <span class="n">label</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="p">:</span>
 <span class="ne">-&gt; </span><span class="mi">6727</span>     <span class="bp">self</span><span class="o">.</span><span class="n">_raise_invalid_indexer</span><span class="p">(</span><span class="s2">&quot;slice&quot;</span><span class="p">,</span> <span class="n">label</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">6729</span> <span class="k">return</span> <span class="n">label</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexes/base.py:4301,</span> in <span class="ni">Index._raise_invalid_indexer</span><span class="nt">(self, form, key, reraise)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexes/base.py:4301,</span> in <span class="ni">Index._raise_invalid_indexer</span><span class="nt">(self, form, key, reraise)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4299</span> <span class="k">if</span> <span class="n">reraise</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">lib</span><span class="o">.</span><span class="n">no_default</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">4300</span>     <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span> <span class="kn">from</span> <span class="nn">reraise</span>
 <span class="ne">-&gt; </span><span class="mi">4301</span> <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
@@ -2898,7 +2900,7 @@ <h2>Loc and iloc indexing work on columns too<a class="headerlink" href="#loc-an
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1422.994116449394
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1422.994116449394)
 </pre></div>
 </div>
 </div>
@@ -2917,12 +2919,12 @@ <h2>Loc and iloc indexing work on columns too<a class="headerlink" href="#loc-an
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">ValueError</span><span class="g g-Whitespace">                                </span>Traceback (most recent call last)
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:966,</span> in <span class="ni">_LocationIndexer._validate_tuple_indexer</span><span class="nt">(self, key)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:966,</span> in <span class="ni">_LocationIndexer._validate_tuple_indexer</span><span class="nt">(self, key)</span>
 <span class="g g-Whitespace">    </span><span class="mi">965</span> <span class="k">try</span><span class="p">:</span>
 <span class="ne">--&gt; </span><span class="mi">966</span>     <span class="bp">self</span><span class="o">.</span><span class="n">_validate_key</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">i</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">967</span> <span class="k">except</span> <span class="ne">ValueError</span> <span class="k">as</span> <span class="n">err</span><span class="p">:</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1614,</span> in <span class="ni">_iLocIndexer._validate_key</span><span class="nt">(self, key, axis)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1614,</span> in <span class="ni">_iLocIndexer._validate_key</span><span class="nt">(self, key, axis)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1613</span> <span class="k">else</span><span class="p">:</span>
 <span class="ne">-&gt; </span><span class="mi">1614</span>     <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Can only index by location with a [</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_valid_types</span><span class="si">}</span><span class="s2">]&quot;</span><span class="p">)</span>
 
@@ -2935,7 +2937,7 @@ <h2>Loc and iloc indexing work on columns too<a class="headerlink" href="#loc-an
 <span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="c1"># We can&#39;t specify columns by label, using iloc.</span>
 <span class="ne">----&gt; </span><span class="mi">2</span> <span class="n">richest_15</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="s1">&#39;gdp_us_billion&#39;</span><span class="p">]</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1184,</span> in <span class="ni">_LocationIndexer.__getitem__</span><span class="nt">(self, key)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1184,</span> in <span class="ni">_LocationIndexer.__getitem__</span><span class="nt">(self, key)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1182</span>     <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_is_scalar_access</span><span class="p">(</span><span class="n">key</span><span class="p">):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1183</span>         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">_get_value</span><span class="p">(</span><span class="o">*</span><span class="n">key</span><span class="p">,</span> <span class="n">takeable</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_takeable</span><span class="p">)</span>
 <span class="ne">-&gt; </span><span class="mi">1184</span>     <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getitem_tuple</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
@@ -2943,13 +2945,13 @@ <h2>Loc and iloc indexing work on columns too<a class="headerlink" href="#loc-an
 <span class="g g-Whitespace">   </span><span class="mi">1186</span>     <span class="c1"># we by definition only have the 0th axis</span>
 <span class="g g-Whitespace">   </span><span class="mi">1187</span>     <span class="n">axis</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">axis</span> <span class="ow">or</span> <span class="mi">0</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:1690,</span> in <span class="ni">_iLocIndexer._getitem_tuple</span><span class="nt">(self, tup)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:1690,</span> in <span class="ni">_iLocIndexer._getitem_tuple</span><span class="nt">(self, tup)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1689</span> <span class="k">def</span> <span class="nf">_getitem_tuple</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tup</span><span class="p">:</span> <span class="nb">tuple</span><span class="p">):</span>
 <span class="ne">-&gt; </span><span class="mi">1690</span>     <span class="n">tup</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_validate_tuple_indexer</span><span class="p">(</span><span class="n">tup</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1691</span>     <span class="k">with</span> <span class="n">suppress</span><span class="p">(</span><span class="n">IndexingError</span><span class="p">):</span>
 <span class="g g-Whitespace">   </span><span class="mi">1692</span>         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_getitem_lowerdim</span><span class="p">(</span><span class="n">tup</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py:968,</span> in <span class="ni">_LocationIndexer._validate_tuple_indexer</span><span class="nt">(self, key)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py:968,</span> in <span class="ni">_LocationIndexer._validate_tuple_indexer</span><span class="nt">(self, key)</span>
 <span class="g g-Whitespace">    </span><span class="mi">966</span>         <span class="bp">self</span><span class="o">.</span><span class="n">_validate_key</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">i</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">967</span>     <span class="k">except</span> <span class="ne">ValueError</span> <span class="k">as</span> <span class="n">err</span><span class="p">:</span>
 <span class="ne">--&gt; </span><span class="mi">968</span>         <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
@@ -2974,7 +2976,7 @@ <h2>Loc and iloc indexing work on columns too<a class="headerlink" href="#loc-an
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.6002999999999998
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1.6002999999999998)
 </pre></div>
 </div>
 </div>
@@ -3046,7 +3048,7 @@ <h2>Series have an index too<a class="headerlink" href="#series-have-an-index-to
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.8615
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1.8615)
 </pre></div>
 </div>
 </div>
@@ -3059,7 +3061,7 @@ <h2>Series have an index too<a class="headerlink" href="#series-have-an-index-to
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.6002999999999998
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1.6002999999999998)
 </pre></div>
 </div>
 </div>
@@ -3144,7 +3146,7 @@ <h2>Rows from data frames are Series<a class="headerlink" href="#rows-from-data-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1.860875
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(1.860875)
 </pre></div>
 </div>
 </div>
@@ -3724,8 +3726,8 @@ <h2>You can use Boolean indexing with <code class="docutils literal notranslate"
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/wild-pandas/pandas_indexing_reprise.html b/wild-pandas/pandas_indexing_reprise.html
index b2384777..688d0840 100644
--- a/wild-pandas/pandas_indexing_reprise.html
+++ b/wild-pandas/pandas_indexing_reprise.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/wild-pandas/pandas_indexing_reprise.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/wild-pandas/pandas_indexing_reprise.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -1385,8 +1387,8 @@ <h2>Indirect indexing by label with <code class="docutils literal notranslate"><
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/wild-pandas/safe_pandas.html b/wild-pandas/safe_pandas.html
index 08a13348..4daf7f4e 100644
--- a/wild-pandas/safe_pandas.html
+++ b/wild-pandas/safe_pandas.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
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     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -141,6 +141,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -162,7 +164,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -382,9 +384,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -409,14 +411,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/wild-pandas/safe_pandas.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -427,14 +429,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/wild-pandas/safe_pandas.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -593,10 +595,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -604,14 +606,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -885,7 +887,7 @@ <h2>Background: copies and views<a class="headerlink" href="#background-copies-a
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_6218/111022653.py:1: SettingWithCopyWarning: 
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39722/111022653.py:1: SettingWithCopyWarning: 
 A value is trying to be set on a copy of a slice from a DataFrame
 
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
@@ -1312,7 +1314,7 @@ <h3>“Chained assignment” and copy-on-write<a class="headerlink" href="#chain
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_6218/4222313501.py:3: ChainedAssignmentError: A value is trying to be set on a copy of a DataFrame or Series through chained assignment.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39722/4222313501.py:3: ChainedAssignmentError: A value is trying to be set on a copy of a DataFrame or Series through chained assignment.
 When using the Copy-on-Write mode, such chained assignment never works to update the original DataFrame or Series, because the intermediate object on which we are setting values always behaves as a copy.
 
 Try using &#39;.loc[row_indexer, col_indexer] = value&#39; instead, to perform the assignment in a single step.
@@ -1575,7 +1577,7 @@ <h3>A digression: copies, views, confusing, warnings<a class="headerlink" href="
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_6218/3087147381.py:2: SettingWithCopyWarning: 
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39722/3087147381.py:2: SettingWithCopyWarning: 
 A value is trying to be set on a copy of a slice from a DataFrame
 
 See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
@@ -1741,26 +1743,26 @@ <h3>Old strategy rule 2: make errors for copy/view warnings<a class="headerlink"
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">SettingWithCopyError</span><span class="g g-Whitespace">                      </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_6218/1769055592.py</span> in <span class="ni">?</span><span class="nt">()</span>
-<span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="n">row_A</span> <span class="o">=</span> <span class="n">ratings</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;A&#39;</span><span class="p">]</span>   <span class="c1"># Copy?  Or view?  Difficult to guess.</span>
-<span class="g g-Whitespace">      </span><span class="mi">2</span> <span class="c1"># Now this generates an error.</span>
-<span class="ne">----&gt; </span><span class="mi">3</span> <span class="n">row_A</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Clarity&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">299</span>
+<span class="nn">/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39722/1769055592.py</span> in <span class="ni">?</span><span class="nt">()</span>
+<span class="ne">----&gt; </span><span class="mi">3</span> <span class="n">row_A</span> <span class="o">=</span> <span class="n">ratings</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;A&#39;</span><span class="p">]</span>   <span class="c1"># Copy?  Or view?  Difficult to guess.</span>
+<span class="g g-Whitespace">      </span><span class="mi">4</span> <span class="c1"># Now this generates an error.</span>
+<span class="g g-Whitespace">      </span><span class="mi">5</span> <span class="n">row_A</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Clarity&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">299</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, key, value)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, key, value)</span>
 <span class="g g-Whitespace">    </span><span class="mi">907</span>         <span class="n">indexer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_setitem_indexer</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">908</span>         <span class="bp">self</span><span class="o">.</span><span class="n">_has_valid_setitem_indexer</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">909</span> 
 <span class="g g-Whitespace">    </span><span class="mi">910</span>         <span class="n">iloc</span> <span class="o">=</span> <span class="bp">self</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">==</span> <span class="s2">&quot;iloc&quot;</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">iloc</span>
 <span class="ne">--&gt; </span><span class="mi">911</span>         <span class="n">iloc</span><span class="o">.</span><span class="n">_setitem_with_indexer</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1940</span>         <span class="k">if</span> <span class="n">take_split_path</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">1941</span>             <span class="c1"># We have to operate column-wise</span>
 <span class="g g-Whitespace">   </span><span class="mi">1942</span>             <span class="bp">self</span><span class="o">.</span><span class="n">_setitem_with_indexer_split_path</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1943</span>         <span class="k">else</span><span class="p">:</span>
 <span class="ne">-&gt; </span><span class="mi">1944</span>             <span class="bp">self</span><span class="o">.</span><span class="n">_setitem_single_block</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
 <span class="g g-Whitespace">   </span><span class="mi">2211</span>         <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">ABCDataFrame</span><span class="p">)</span> <span class="ow">and</span> <span class="n">name</span> <span class="o">!=</span> <span class="s2">&quot;iloc&quot;</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">2212</span>             <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_align_frame</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span><span class="o">.</span><span class="n">_values</span>
 <span class="g g-Whitespace">   </span><span class="mi">2213</span> 
@@ -1770,14 +1772,14 @@ <h3>Old strategy rule 2: make errors for copy/view warnings<a class="headerlink"
 <span class="g g-Whitespace">   </span><span class="mi">2217</span>         <span class="c1"># actually do the set</span>
 <span class="g g-Whitespace">   </span><span class="mi">2218</span>         <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">_mgr</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">_mgr</span><span class="o">.</span><span class="n">setitem</span><span class="p">(</span><span class="n">indexer</span><span class="o">=</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">)</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/series.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/series.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1489</span>             <span class="n">ref</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_cacher</span><span class="p">()</span>
 <span class="g g-Whitespace">   </span><span class="mi">1490</span>             <span class="k">if</span> <span class="n">ref</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">ref</span><span class="o">.</span><span class="n">_is_mixed_type</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">1491</span>                 <span class="bp">self</span><span class="o">.</span><span class="n">_check_setitem_copy</span><span class="p">(</span><span class="n">t</span><span class="o">=</span><span class="s2">&quot;referent&quot;</span><span class="p">,</span> <span class="n">force</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1492</span>             <span class="k">return</span> <span class="kc">True</span>
 <span class="ne">-&gt; </span><span class="mi">1493</span>         <span class="k">return</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">_check_is_chained_assignment_possible</span><span class="p">()</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4395</span>         <span class="n">single</span><span class="o">-</span><span class="n">dtype</span> <span class="n">meaning</span> <span class="n">that</span> <span class="n">the</span> <span class="n">cacher</span> <span class="n">should</span> <span class="n">be</span> <span class="n">updated</span> <span class="n">following</span>
 <span class="g g-Whitespace">   </span><span class="mi">4396</span>         <span class="n">setting</span><span class="o">.</span>
 <span class="g g-Whitespace">   </span><span class="mi">4397</span>         <span class="s2">&quot;&quot;&quot;</span>
@@ -1785,7 +1787,7 @@ <h3>Old strategy rule 2: make errors for copy/view warnings<a class="headerlink"
 <span class="ne">-&gt; </span><span class="mi">4399</span><span class="s2">             self._check_setitem_copy(t=&quot;referent&quot;)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4400</span><span class="s2">         return False</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self, t, force)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self, t, force)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4469</span><span class="s2">                 &quot;indexing.html#returning-a-view-versus-a-copy&quot;</span>
 <span class="g g-Whitespace">   </span><span class="mi">4470</span><span class="s2">             )</span>
 <span class="g g-Whitespace">   </span><span class="mi">4471</span><span class="s2"> </span>
@@ -1821,7 +1823,7 @@ <h3>Another digression: copy, views, on the left<a class="headerlink" href="#ano
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_6218/1657792584.py:1: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39722/1657792584.py:1: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!
 You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.
 A typical example is when you are setting values in a column of a DataFrame, like:
 
@@ -1836,24 +1838,24 @@ <h3>Another digression: copy, views, on the left<a class="headerlink" href="#ano
 </div>
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">SettingWithCopyError</span><span class="g g-Whitespace">                      </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_6218/1657792584.py</span> in <span class="ni">?</span><span class="nt">()</span>
+<span class="nn">/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39722/1657792584.py</span> in <span class="ni">?</span><span class="nt">()</span>
 <span class="ne">----&gt; </span><span class="mi">1</span> <span class="n">ratings</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;A&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Clarity&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">299</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, key, value)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, key, value)</span>
 <span class="g g-Whitespace">    </span><span class="mi">907</span>         <span class="n">indexer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_setitem_indexer</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">908</span>         <span class="bp">self</span><span class="o">.</span><span class="n">_has_valid_setitem_indexer</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">909</span> 
 <span class="g g-Whitespace">    </span><span class="mi">910</span>         <span class="n">iloc</span> <span class="o">=</span> <span class="bp">self</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">==</span> <span class="s2">&quot;iloc&quot;</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">iloc</span>
 <span class="ne">--&gt; </span><span class="mi">911</span>         <span class="n">iloc</span><span class="o">.</span><span class="n">_setitem_with_indexer</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1940</span>         <span class="k">if</span> <span class="n">take_split_path</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">1941</span>             <span class="c1"># We have to operate column-wise</span>
 <span class="g g-Whitespace">   </span><span class="mi">1942</span>             <span class="bp">self</span><span class="o">.</span><span class="n">_setitem_with_indexer_split_path</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1943</span>         <span class="k">else</span><span class="p">:</span>
 <span class="ne">-&gt; </span><span class="mi">1944</span>             <span class="bp">self</span><span class="o">.</span><span class="n">_setitem_single_block</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
 <span class="g g-Whitespace">   </span><span class="mi">2211</span>         <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">ABCDataFrame</span><span class="p">)</span> <span class="ow">and</span> <span class="n">name</span> <span class="o">!=</span> <span class="s2">&quot;iloc&quot;</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">2212</span>             <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_align_frame</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span><span class="o">.</span><span class="n">_values</span>
 <span class="g g-Whitespace">   </span><span class="mi">2213</span> 
@@ -1863,14 +1865,14 @@ <h3>Another digression: copy, views, on the left<a class="headerlink" href="#ano
 <span class="g g-Whitespace">   </span><span class="mi">2217</span>         <span class="c1"># actually do the set</span>
 <span class="g g-Whitespace">   </span><span class="mi">2218</span>         <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">_mgr</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">_mgr</span><span class="o">.</span><span class="n">setitem</span><span class="p">(</span><span class="n">indexer</span><span class="o">=</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">)</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/series.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/series.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1489</span>             <span class="n">ref</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_cacher</span><span class="p">()</span>
 <span class="g g-Whitespace">   </span><span class="mi">1490</span>             <span class="k">if</span> <span class="n">ref</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">ref</span><span class="o">.</span><span class="n">_is_mixed_type</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">1491</span>                 <span class="bp">self</span><span class="o">.</span><span class="n">_check_setitem_copy</span><span class="p">(</span><span class="n">t</span><span class="o">=</span><span class="s2">&quot;referent&quot;</span><span class="p">,</span> <span class="n">force</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1492</span>             <span class="k">return</span> <span class="kc">True</span>
 <span class="ne">-&gt; </span><span class="mi">1493</span>         <span class="k">return</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">_check_is_chained_assignment_possible</span><span class="p">()</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4395</span>         <span class="n">single</span><span class="o">-</span><span class="n">dtype</span> <span class="n">meaning</span> <span class="n">that</span> <span class="n">the</span> <span class="n">cacher</span> <span class="n">should</span> <span class="n">be</span> <span class="n">updated</span> <span class="n">following</span>
 <span class="g g-Whitespace">   </span><span class="mi">4396</span>         <span class="n">setting</span><span class="o">.</span>
 <span class="g g-Whitespace">   </span><span class="mi">4397</span>         <span class="s2">&quot;&quot;&quot;</span>
@@ -1878,7 +1880,7 @@ <h3>Another digression: copy, views, on the left<a class="headerlink" href="#ano
 <span class="ne">-&gt; </span><span class="mi">4399</span><span class="s2">             self._check_setitem_copy(t=&quot;referent&quot;)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4400</span><span class="s2">         return False</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self, t, force)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self, t, force)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4469</span><span class="s2">                 &quot;indexing.html#returning-a-view-versus-a-copy&quot;</span>
 <span class="g g-Whitespace">   </span><span class="mi">4470</span><span class="s2">             )</span>
 <span class="g g-Whitespace">   </span><span class="mi">4471</span><span class="s2"> </span>
@@ -1909,25 +1911,25 @@ <h3>Another digression: copy, views, on the left<a class="headerlink" href="#ano
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">SettingWithCopyError</span><span class="g g-Whitespace">                      </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_6218/2016657039.py</span> in <span class="ni">?</span><span class="nt">()</span>
-<span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="n">tmp</span> <span class="o">=</span> <span class="n">ratings</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;A&#39;</span><span class="p">]</span>
-<span class="ne">----&gt; </span><span class="mi">2</span> <span class="n">tmp</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Clarity&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">299</span>
+<span class="nn">/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39722/2016657039.py</span> in <span class="ni">?</span><span class="nt">()</span>
+<span class="ne">----&gt; </span><span class="mi">2</span> <span class="n">tmp</span> <span class="o">=</span> <span class="n">ratings</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;A&#39;</span><span class="p">]</span>
+<span class="g g-Whitespace">      </span><span class="mi">3</span> <span class="n">tmp</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Clarity&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">299</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, key, value)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, key, value)</span>
 <span class="g g-Whitespace">    </span><span class="mi">907</span>         <span class="n">indexer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_setitem_indexer</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">908</span>         <span class="bp">self</span><span class="o">.</span><span class="n">_has_valid_setitem_indexer</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">909</span> 
 <span class="g g-Whitespace">    </span><span class="mi">910</span>         <span class="n">iloc</span> <span class="o">=</span> <span class="bp">self</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">==</span> <span class="s2">&quot;iloc&quot;</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">iloc</span>
 <span class="ne">--&gt; </span><span class="mi">911</span>         <span class="n">iloc</span><span class="o">.</span><span class="n">_setitem_with_indexer</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1940</span>         <span class="k">if</span> <span class="n">take_split_path</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">1941</span>             <span class="c1"># We have to operate column-wise</span>
 <span class="g g-Whitespace">   </span><span class="mi">1942</span>             <span class="bp">self</span><span class="o">.</span><span class="n">_setitem_with_indexer_split_path</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1943</span>         <span class="k">else</span><span class="p">:</span>
 <span class="ne">-&gt; </span><span class="mi">1944</span>             <span class="bp">self</span><span class="o">.</span><span class="n">_setitem_single_block</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
 <span class="g g-Whitespace">   </span><span class="mi">2211</span>         <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">ABCDataFrame</span><span class="p">)</span> <span class="ow">and</span> <span class="n">name</span> <span class="o">!=</span> <span class="s2">&quot;iloc&quot;</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">2212</span>             <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_align_frame</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span><span class="o">.</span><span class="n">_values</span>
 <span class="g g-Whitespace">   </span><span class="mi">2213</span> 
@@ -1937,14 +1939,14 @@ <h3>Another digression: copy, views, on the left<a class="headerlink" href="#ano
 <span class="g g-Whitespace">   </span><span class="mi">2217</span>         <span class="c1"># actually do the set</span>
 <span class="g g-Whitespace">   </span><span class="mi">2218</span>         <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">_mgr</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">_mgr</span><span class="o">.</span><span class="n">setitem</span><span class="p">(</span><span class="n">indexer</span><span class="o">=</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">)</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/series.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/series.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1489</span>             <span class="n">ref</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_cacher</span><span class="p">()</span>
 <span class="g g-Whitespace">   </span><span class="mi">1490</span>             <span class="k">if</span> <span class="n">ref</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">ref</span><span class="o">.</span><span class="n">_is_mixed_type</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">1491</span>                 <span class="bp">self</span><span class="o">.</span><span class="n">_check_setitem_copy</span><span class="p">(</span><span class="n">t</span><span class="o">=</span><span class="s2">&quot;referent&quot;</span><span class="p">,</span> <span class="n">force</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1492</span>             <span class="k">return</span> <span class="kc">True</span>
 <span class="ne">-&gt; </span><span class="mi">1493</span>         <span class="k">return</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">_check_is_chained_assignment_possible</span><span class="p">()</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4395</span>         <span class="n">single</span><span class="o">-</span><span class="n">dtype</span> <span class="n">meaning</span> <span class="n">that</span> <span class="n">the</span> <span class="n">cacher</span> <span class="n">should</span> <span class="n">be</span> <span class="n">updated</span> <span class="n">following</span>
 <span class="g g-Whitespace">   </span><span class="mi">4396</span>         <span class="n">setting</span><span class="o">.</span>
 <span class="g g-Whitespace">   </span><span class="mi">4397</span>         <span class="s2">&quot;&quot;&quot;</span>
@@ -1952,7 +1954,7 @@ <h3>Another digression: copy, views, on the left<a class="headerlink" href="#ano
 <span class="ne">-&gt; </span><span class="mi">4399</span><span class="s2">             self._check_setitem_copy(t=&quot;referent&quot;)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4400</span><span class="s2">         return False</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self, t, force)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self, t, force)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4469</span><span class="s2">                 &quot;indexing.html#returning-a-view-versus-a-copy&quot;</span>
 <span class="g g-Whitespace">   </span><span class="mi">4470</span><span class="s2">             )</span>
 <span class="g g-Whitespace">   </span><span class="mi">4471</span><span class="s2"> </span>
@@ -2002,7 +2004,7 @@ <h3>Old strategy rule 3: loc left<a class="headerlink" href="#old-strategy-rule-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_6218/1657792584.py:1: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39722/1657792584.py:1: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!
 You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.
 A typical example is when you are setting values in a column of a DataFrame, like:
 
@@ -2017,24 +2019,24 @@ <h3>Old strategy rule 3: loc left<a class="headerlink" href="#old-strategy-rule-
 </div>
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">SettingWithCopyError</span><span class="g g-Whitespace">                      </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_6218/1657792584.py</span> in <span class="ni">?</span><span class="nt">()</span>
+<span class="nn">/var/folders/_7/h5j1wn6n2b5c2qwh5dtr3jlm0000gq/T/ipykernel_39722/1657792584.py</span> in <span class="ni">?</span><span class="nt">()</span>
 <span class="ne">----&gt; </span><span class="mi">1</span> <span class="n">ratings</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;A&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Clarity&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">299</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, key, value)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, key, value)</span>
 <span class="g g-Whitespace">    </span><span class="mi">907</span>         <span class="n">indexer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_setitem_indexer</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">908</span>         <span class="bp">self</span><span class="o">.</span><span class="n">_has_valid_setitem_indexer</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">909</span> 
 <span class="g g-Whitespace">    </span><span class="mi">910</span>         <span class="n">iloc</span> <span class="o">=</span> <span class="bp">self</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">==</span> <span class="s2">&quot;iloc&quot;</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">iloc</span>
 <span class="ne">--&gt; </span><span class="mi">911</span>         <span class="n">iloc</span><span class="o">.</span><span class="n">_setitem_with_indexer</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1940</span>         <span class="k">if</span> <span class="n">take_split_path</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">1941</span>             <span class="c1"># We have to operate column-wise</span>
 <span class="g g-Whitespace">   </span><span class="mi">1942</span>             <span class="bp">self</span><span class="o">.</span><span class="n">_setitem_with_indexer_split_path</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1943</span>         <span class="k">else</span><span class="p">:</span>
 <span class="ne">-&gt; </span><span class="mi">1944</span>             <span class="bp">self</span><span class="o">.</span><span class="n">_setitem_single_block</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">?</span><span class="nt">(self, indexer, value, name)</span>
 <span class="g g-Whitespace">   </span><span class="mi">2211</span>         <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">ABCDataFrame</span><span class="p">)</span> <span class="ow">and</span> <span class="n">name</span> <span class="o">!=</span> <span class="s2">&quot;iloc&quot;</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">2212</span>             <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_align_frame</span><span class="p">(</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span><span class="o">.</span><span class="n">_values</span>
 <span class="g g-Whitespace">   </span><span class="mi">2213</span> 
@@ -2044,14 +2046,14 @@ <h3>Old strategy rule 3: loc left<a class="headerlink" href="#old-strategy-rule-
 <span class="g g-Whitespace">   </span><span class="mi">2217</span>         <span class="c1"># actually do the set</span>
 <span class="g g-Whitespace">   </span><span class="mi">2218</span>         <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">_mgr</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="o">.</span><span class="n">_mgr</span><span class="o">.</span><span class="n">setitem</span><span class="p">(</span><span class="n">indexer</span><span class="o">=</span><span class="n">indexer</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">)</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/series.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/series.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1489</span>             <span class="n">ref</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_cacher</span><span class="p">()</span>
 <span class="g g-Whitespace">   </span><span class="mi">1490</span>             <span class="k">if</span> <span class="n">ref</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">ref</span><span class="o">.</span><span class="n">_is_mixed_type</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">1491</span>                 <span class="bp">self</span><span class="o">.</span><span class="n">_check_setitem_copy</span><span class="p">(</span><span class="n">t</span><span class="o">=</span><span class="s2">&quot;referent&quot;</span><span class="p">,</span> <span class="n">force</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1492</span>             <span class="k">return</span> <span class="kc">True</span>
 <span class="ne">-&gt; </span><span class="mi">1493</span>         <span class="k">return</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">_check_is_chained_assignment_possible</span><span class="p">()</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4395</span>         <span class="n">single</span><span class="o">-</span><span class="n">dtype</span> <span class="n">meaning</span> <span class="n">that</span> <span class="n">the</span> <span class="n">cacher</span> <span class="n">should</span> <span class="n">be</span> <span class="n">updated</span> <span class="n">following</span>
 <span class="g g-Whitespace">   </span><span class="mi">4396</span>         <span class="n">setting</span><span class="o">.</span>
 <span class="g g-Whitespace">   </span><span class="mi">4397</span>         <span class="s2">&quot;&quot;&quot;</span>
@@ -2059,7 +2061,7 @@ <h3>Old strategy rule 3: loc left<a class="headerlink" href="#old-strategy-rule-
 <span class="ne">-&gt; </span><span class="mi">4399</span><span class="s2">             self._check_setitem_copy(t=&quot;referent&quot;)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4400</span><span class="s2">         return False</span>
 
-<span class="nn">/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self, t, force)</span>
+<span class="nn">~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/core/generic.py</span> in <span class="ni">?</span><span class="nt">(self, t, force)</span>
 <span class="g g-Whitespace">   </span><span class="mi">4469</span><span class="s2">                 &quot;indexing.html#returning-a-view-versus-a-copy&quot;</span>
 <span class="g g-Whitespace">   </span><span class="mi">4470</span><span class="s2">             )</span>
 <span class="g g-Whitespace">   </span><span class="mi">4471</span><span class="s2"> </span>
@@ -2254,8 +2256,8 @@ <h3>Old strategy summary: keep calm, follow the three rules<a class="headerlink"
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/wild-pandas/tea_with_chi.html b/wild-pandas/tea_with_chi.html
index 80357076..1c525bbf 100644
--- a/wild-pandas/tea_with_chi.html
+++ b/wild-pandas/tea_with_chi.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -143,6 +143,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -164,7 +166,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -384,9 +386,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -411,14 +413,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/wild-pandas/tea_with_chi.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -429,14 +431,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/wild-pandas/tea_with_chi.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -595,10 +597,10 @@
 
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-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
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@@ -606,14 +608,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -724,28 +726,28 @@ <h1>Chi-squared and the lady tasting tea<a class="headerlink" href="#chi-squared
     </tr>
     <tr>
       <th>1</th>
-      <td>no</td>
-      <td>no</td>
+      <td>yes</td>
+      <td>yes</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>yes</td>
-      <td>yes</td>
+      <td>no</td>
+      <td>no</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>yes</td>
-      <td>yes</td>
+      <td>no</td>
+      <td>no</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>no</td>
-      <td>no</td>
+      <td>yes</td>
+      <td>yes</td>
     </tr>
     <tr>
       <th>5</th>
-      <td>no</td>
-      <td>no</td>
+      <td>yes</td>
+      <td>yes</td>
     </tr>
     <tr>
       <th>6</th>
@@ -754,8 +756,8 @@ <h1>Chi-squared and the lady tasting tea<a class="headerlink" href="#chi-squared
     </tr>
     <tr>
       <th>7</th>
-      <td>yes</td>
-      <td>yes</td>
+      <td>no</td>
+      <td>no</td>
     </tr>
   </tbody>
 </table>
@@ -1043,7 +1045,7 @@ <h2>The Chi-squared statistic<a class="headerlink" href="#the-chi-squared-statis
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(2)
 </pre></div>
 </div>
 </div>
@@ -1063,7 +1065,7 @@ <h2>The Chi-squared statistic<a class="headerlink" href="#the-chi-squared-statis
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([2, 3, 2, 3, 2, 0, 3, 1, 2, 1])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([1, 2, 3, 3, 3, 2, 4, 2, 4, 3])
 </pre></div>
 </div>
 </div>
@@ -1075,7 +1077,7 @@ <h2>The Chi-squared statistic<a class="headerlink" href="#the-chi-squared-statis
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/620a6123398dd322547de4002b90c3ad2a5e8b5291773ce214f9fde9f38122df.png" src="../_images/620a6123398dd322547de4002b90c3ad2a5e8b5291773ce214f9fde9f38122df.png" />
+<img alt="../_images/b468f99c29391eb8b6d740dd9d66a1a5c10cf7a31a92c57a2abb8cb115878074.png" src="../_images/b468f99c29391eb8b6d740dd9d66a1a5c10cf7a31a92c57a2abb8cb115878074.png" />
 </div>
 </div>
 <p>In this case the histogram is a little difficult to read, because
@@ -1098,10 +1100,10 @@ <h2>The Chi-squared statistic<a class="headerlink" href="#the-chi-squared-statis
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Count of 0s: 7
-Count of 1s: 241
-Count of 2s: 512
-Count of 3s: 224
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Count of 0s: 21
+Count of 1s: 208
+Count of 2s: 514
+Count of 3s: 241
 Count of 4s: 16
 </pre></div>
 </div>
@@ -1116,7 +1118,7 @@ <h2>The Chi-squared statistic<a class="headerlink" href="#the-chi-squared-statis
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([  7, 241, 512, 224,  16])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([ 21, 208, 514, 241,  16])
 </pre></div>
 </div>
 </div>
@@ -1128,7 +1130,7 @@ <h2>The Chi-squared statistic<a class="headerlink" href="#the-chi-squared-statis
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>512
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(514)
 </pre></div>
 </div>
 </div>
@@ -1159,7 +1161,7 @@ <h2>The Chi-squared statistic<a class="headerlink" href="#the-chi-squared-statis
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/56d49349282c7d83fce2b262b60888b956e980d2f857e171fcb972b4fb4c239b.png" src="../_images/56d49349282c7d83fce2b262b60888b956e980d2f857e171fcb972b4fb4c239b.png" />
+<img alt="../_images/5de36caf52b3279f031c26254830342ea8cf36f51bc325503731b610999d02ce.png" src="../_images/5de36caf52b3279f031c26254830342ea8cf36f51bc325503731b610999d02ce.png" />
 </div>
 </div>
 <p>The average value is:</p>
@@ -1170,7 +1172,7 @@ <h2>The Chi-squared statistic<a class="headerlink" href="#the-chi-squared-statis
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2.001
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.023)
 </pre></div>
 </div>
 </div>
@@ -1227,7 +1229,7 @@ <h2>Expected value in a counts table<a class="headerlink" href="#expected-value-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>8
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(8)
 </pre></div>
 </div>
 </div>
@@ -1475,7 +1477,7 @@ <h2>Observed, expected, chi-squared<a class="headerlink" href="#observed-expecte
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(0)
 </pre></div>
 </div>
 </div>
@@ -1592,7 +1594,7 @@ <h2>Observed, expected, chi-squared<a class="headerlink" href="#observed-expecte
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>8.0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(8.0)
 </pre></div>
 </div>
 </div>
@@ -1622,7 +1624,7 @@ <h2>Observed, expected, chi-squared<a class="headerlink" href="#observed-expecte
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>8.0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(8.0)
 </pre></div>
 </div>
 </div>
@@ -1652,7 +1654,7 @@ <h2>Testing chi-squared with simulation<a class="headerlink" href="#testing-chi-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(2.0)
 </pre></div>
 </div>
 </div>
@@ -1670,7 +1672,7 @@ <h2>Testing chi-squared with simulation<a class="headerlink" href="#testing-chi-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([2., 8., 2., 0., 0., 2., 0., 0., 0., 2.])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([2., 0., 0., 2., 0., 0., 2., 2., 2., 2.])
 </pre></div>
 </div>
 </div>
@@ -1682,7 +1684,7 @@ <h2>Testing chi-squared with simulation<a class="headerlink" href="#testing-chi-
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/1964875ef0033730bd395ffc9687c6f8dbccd1761d15d6b06d312e4e96d52c29.png" src="../_images/1964875ef0033730bd395ffc9687c6f8dbccd1761d15d6b06d312e4e96d52c29.png" />
+<img alt="../_images/8bd57e6e6f491d79e714a3be025c67d8cf6c905c74ae627ec904e9f9714721c5.png" src="../_images/8bd57e6e6f491d79e714a3be025c67d8cf6c905c74ae627ec904e9f9714721c5.png" />
 </div>
 </div>
 <p>This gives our usual <em>simulation</em> probability of our observed chi-squared:</p>
@@ -1694,7 +1696,7 @@ <h2>Testing chi-squared with simulation<a class="headerlink" href="#testing-chi-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.021
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.03
 </pre></div>
 </div>
 </div>
@@ -1713,7 +1715,7 @@ <h2>The traditional chi-squared test<a class="headerlink" href="#the-traditional
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.004677734981047276
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.004677734981047276)
 </pre></div>
 </div>
 </div>
@@ -1732,7 +1734,7 @@ <h2>The traditional chi-squared test<a class="headerlink" href="#the-traditional
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.033894853524689295
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.033894853524689295)
 </pre></div>
 </div>
 </div>
@@ -1785,13 +1787,13 @@ <h2>The expected values<a class="headerlink" href="#the-expected-values" title="
   <tbody>
     <tr>
       <th>0</th>
-      <td>yes</td>
-      <td>yes</td>
+      <td>no</td>
+      <td>no</td>
     </tr>
     <tr>
       <th>1</th>
-      <td>no</td>
-      <td>no</td>
+      <td>yes</td>
+      <td>yes</td>
     </tr>
     <tr>
       <th>2</th>
@@ -1805,13 +1807,13 @@ <h2>The expected values<a class="headerlink" href="#the-expected-values" title="
     </tr>
     <tr>
       <th>4</th>
-      <td>yes</td>
-      <td>yes</td>
+      <td>no</td>
+      <td>no</td>
     </tr>
     <tr>
       <th>5</th>
-      <td>no</td>
-      <td>no</td>
+      <td>yes</td>
+      <td>yes</td>
     </tr>
     <tr>
       <th>6</th>
@@ -1888,7 +1890,7 @@ <h2>The expected values<a class="headerlink" href="#the-expected-values" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.int64(2)
 </pre></div>
 </div>
 </div>
@@ -1907,7 +1909,7 @@ <h2>The expected values<a class="headerlink" href="#the-expected-values" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([0, 0, 0, 0, 0, 0, 2, 1, 0, 1])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([1, 1, 1, 0, 1, 0, 0, 0, 0, 0])
 </pre></div>
 </div>
 </div>
@@ -1919,7 +1921,7 @@ <h2>The expected values<a class="headerlink" href="#the-expected-values" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/bddb301d6a5810f3ee7f11c41ce9b426c01432c3bf26030b0a435799e741c9d3.png" src="../_images/bddb301d6a5810f3ee7f11c41ce9b426c01432c3bf26030b0a435799e741c9d3.png" />
+<img alt="../_images/3256e05d01fe49034b6c816dde38d462abe8933bc875cb1905276a661e1d9cc3.png" src="../_images/3256e05d01fe49034b6c816dde38d462abe8933bc875cb1905276a661e1d9cc3.png" />
 </div>
 </div>
 <p>In the null-world, the <em>average</em> count for the <code class="docutils literal notranslate"><span class="pre">yes</span></code>, <code class="docutils literal notranslate"><span class="pre">yes</span></code> entry is around 0.5:</p>
@@ -1930,7 +1932,7 @@ <h2>The expected values<a class="headerlink" href="#the-expected-values" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.511
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(0.505)
 </pre></div>
 </div>
 </div>
@@ -2113,7 +2115,7 @@ <h2>The expected values<a class="headerlink" href="#the-expected-values" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>8.0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(8.0)
 </pre></div>
 </div>
 </div>
@@ -2147,7 +2149,7 @@ <h2>The expected values<a class="headerlink" href="#the-expected-values" title="
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>8.0
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>np.float64(8.0)
 </pre></div>
 </div>
 </div>
@@ -2304,8 +2306,8 @@ <h2>Chi-squared statistics and tests<a class="headerlink" href="#chi-squared-sta
   </div>
   
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-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
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diff --git a/wild-pandas/text_encoding.html b/wild-pandas/text_encoding.html
index 88604ae8..a24f30a7 100644
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+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -143,6 +143,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -164,7 +166,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -384,9 +386,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -411,14 +413,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/wild-pandas/text_encoding.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -429,14 +431,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/wild-pandas/text_encoding.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -595,10 +597,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -606,14 +608,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -676,7 +678,7 @@ <h2>Pandas and encoding<a class="headerlink" href="#pandas-and-encoding" title="
 <span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">line</span> <span class="mi">1</span>
 <span class="ne">----&gt; </span><span class="mi">1</span> <span class="n">films</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;imdblet_latin.csv&#39;</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/io/parsers/readers.py:1026,</span> in <span class="ni">read_csv</span><span class="nt">(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/io/parsers/readers.py:1026,</span> in <span class="ni">read_csv</span><span class="nt">(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1013</span> <span class="n">kwds_defaults</span> <span class="o">=</span> <span class="n">_refine_defaults_read</span><span class="p">(</span>
 <span class="g g-Whitespace">   </span><span class="mi">1014</span>     <span class="n">dialect</span><span class="p">,</span>
 <span class="g g-Whitespace">   </span><span class="mi">1015</span>     <span class="n">delimiter</span><span class="p">,</span>
@@ -686,26 +688,26 @@ <h2>Pandas and encoding<a class="headerlink" href="#pandas-and-encoding" title="
 <span class="g g-Whitespace">   </span><span class="mi">1024</span> <span class="n">kwds</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">kwds_defaults</span><span class="p">)</span>
 <span class="ne">-&gt; </span><span class="mi">1026</span> <span class="k">return</span> <span class="n">_read</span><span class="p">(</span><span class="n">filepath_or_buffer</span><span class="p">,</span> <span class="n">kwds</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/io/parsers/readers.py:620,</span> in <span class="ni">_read</span><span class="nt">(filepath_or_buffer, kwds)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/io/parsers/readers.py:620,</span> in <span class="ni">_read</span><span class="nt">(filepath_or_buffer, kwds)</span>
 <span class="g g-Whitespace">    </span><span class="mi">617</span> <span class="n">_validate_names</span><span class="p">(</span><span class="n">kwds</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;names&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">))</span>
 <span class="g g-Whitespace">    </span><span class="mi">619</span> <span class="c1"># Create the parser.</span>
 <span class="ne">--&gt; </span><span class="mi">620</span> <span class="n">parser</span> <span class="o">=</span> <span class="n">TextFileReader</span><span class="p">(</span><span class="n">filepath_or_buffer</span><span class="p">,</span> <span class="o">**</span><span class="n">kwds</span><span class="p">)</span>
 <span class="g g-Whitespace">    </span><span class="mi">622</span> <span class="k">if</span> <span class="n">chunksize</span> <span class="ow">or</span> <span class="n">iterator</span><span class="p">:</span>
 <span class="g g-Whitespace">    </span><span class="mi">623</span>     <span class="k">return</span> <span class="n">parser</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/io/parsers/readers.py:1620,</span> in <span class="ni">TextFileReader.__init__</span><span class="nt">(self, f, engine, **kwds)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/io/parsers/readers.py:1620,</span> in <span class="ni">TextFileReader.__init__</span><span class="nt">(self, f, engine, **kwds)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1617</span>     <span class="bp">self</span><span class="o">.</span><span class="n">options</span><span class="p">[</span><span class="s2">&quot;has_index_names&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">kwds</span><span class="p">[</span><span class="s2">&quot;has_index_names&quot;</span><span class="p">]</span>
 <span class="g g-Whitespace">   </span><span class="mi">1619</span> <span class="bp">self</span><span class="o">.</span><span class="n">handles</span><span class="p">:</span> <span class="n">IOHandles</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span>
 <span class="ne">-&gt; </span><span class="mi">1620</span> <span class="bp">self</span><span class="o">.</span><span class="n">_engine</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_make_engine</span><span class="p">(</span><span class="n">f</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">engine</span><span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/io/parsers/readers.py:1898,</span> in <span class="ni">TextFileReader._make_engine</span><span class="nt">(self, f, engine)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/io/parsers/readers.py:1898,</span> in <span class="ni">TextFileReader._make_engine</span><span class="nt">(self, f, engine)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1895</span>     <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1897</span> <span class="k">try</span><span class="p">:</span>
 <span class="ne">-&gt; </span><span class="mi">1898</span>     <span class="k">return</span> <span class="n">mapping</span><span class="p">[</span><span class="n">engine</span><span class="p">](</span><span class="n">f</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">options</span><span class="p">)</span>
 <span class="g g-Whitespace">   </span><span class="mi">1899</span> <span class="k">except</span> <span class="ne">Exception</span><span class="p">:</span>
 <span class="g g-Whitespace">   </span><span class="mi">1900</span>     <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">handles</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/pandas/io/parsers/c_parser_wrapper.py:93,</span> in <span class="ni">CParserWrapper.__init__</span><span class="nt">(self, src, **kwds)</span>
+<span class="nn">File ~/Documents/current/teach/IntroToDataScience/.venv_textbook/lib/python3.9/site-packages/pandas/io/parsers/c_parser_wrapper.py:93,</span> in <span class="ni">CParserWrapper.__init__</span><span class="nt">(self, src, **kwds)</span>
 <span class="g g-Whitespace">     </span><span class="mi">90</span> <span class="k">if</span> <span class="n">kwds</span><span class="p">[</span><span class="s2">&quot;dtype_backend&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;pyarrow&quot;</span><span class="p">:</span>
 <span class="g g-Whitespace">     </span><span class="mi">91</span>     <span class="c1"># Fail here loudly instead of in cython after reading</span>
 <span class="g g-Whitespace">     </span><span class="mi">92</span>     <span class="n">import_optional_dependency</span><span class="p">(</span><span class="s2">&quot;pyarrow&quot;</span><span class="p">)</span>
@@ -1147,8 +1149,8 @@ <h2>Fixing encoding errors in Pandas<a class="headerlink" href="#fixing-encoding
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/wild-pandas/two_by_two_tables.html b/wild-pandas/two_by_two_tables.html
index 40cb5d25..954a9630 100644
--- a/wild-pandas/two_by_two_tables.html
+++ b/wild-pandas/two_by_two_tables.html
@@ -18,35 +18,35 @@
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=3ee479438cf8b5e0d341" rel="stylesheet" />
+  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
   <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
 <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=384b581d" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css?v=13237357" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
     <link rel="stylesheet" type="text/css" href="../_static/sphinx-thebe.css?v=4fa983c6" />
-    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=3ee479438cf8b5e0d341" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=3ee479438cf8b5e0d341"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
+  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
     <script src="../_static/documentation_options.js?v=9eb32ce0"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=efea14e4"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
     <script>let toggleHintShow = 'Click to show';</script>
     <script>let toggleHintHide = 'Click to hide';</script>
     <script>let toggleOpenOnPrint = 'true';</script>
@@ -143,6 +143,8 @@
         <div class="sidebar-primary-item">
 
   
+    
+  
 
 <a class="navbar-brand logo" href="../intro.html">
   
@@ -164,7 +166,7 @@
 
  <script>
  document.write(`
-   <button class="btn navbar-btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass"></i>
     <span class="search-button__default-text">Search</span>
     <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
@@ -384,9 +386,9 @@
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</label></div>
+</button></div>
       
     </div>
   
@@ -411,14 +413,14 @@
       
       <li><a href="https://mybinder.org/v2/gh/lisds/textbook/main?urlpath=lab/tree/wild-pandas/two_by_two_tables.Rmd" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onBinder"
+   title="Launch on Binder"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_binder.svg">
+    <img alt="Binder logo" src="../_static/images/logo_binder.svg">
   </span>
 <span class="btn__text-container">Binder</span>
 </a>
@@ -429,14 +431,14 @@
       
       <li><a href="https://ds.lis.2i2c.cloud/hub/user-redirect/git-pull?repo=https%3A//github.com/lisds/textbook&urlpath=lab/tree/textbook/wild-pandas/two_by_two_tables.Rmd&branch=main" target="_blank"
    class="btn btn-sm dropdown-item"
-   title="Launch onJupyterHub"
+   title="Launch on JupyterHub"
    data-bs-placement="left" data-bs-toggle="tooltip"
 >
   
 
 <span class="btn__icon-container">
   
-    <img src="../_static/images/logo_jupyterhub.svg">
+    <img alt="JupyterHub logo" src="../_static/images/logo_jupyterhub.svg">
   </span>
 <span class="btn__text-container">JupyterHub</span>
 </a>
@@ -595,10 +597,10 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="theme-switch nav-link" data-mode="light"><i class="fa-solid fa-sun fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="dark"><i class="fa-solid fa-moon fa-lg"></i></span>
-    <span class="theme-switch nav-link" data-mode="auto"><i class="fa-solid fa-circle-half-stroke fa-lg"></i></span>
+  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
+    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
+    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
   </button>
 `);
 </script>
@@ -606,14 +608,14 @@
 
 <script>
 document.write(`
-  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <i class="fa-solid fa-magnifying-glass fa-lg"></i>
   </button>
 `);
 </script>
-<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</label>
+</button>
 </div></div>
       
     </div>
@@ -889,11 +891,11 @@ <h1>The magic of 2 by 2 tables<a class="headerlink" href="#the-magic-of-2-by-2-t
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><style type="text/css">
-#T_7ca8a_row0_col2, #T_7ca8a_row1_col2, #T_7ca8a_row2_col0, #T_7ca8a_row2_col1 {
+#T_b4160_row0_col2, #T_b4160_row1_col2, #T_b4160_row2_col0, #T_b4160_row2_col1 {
   background-color: #cccccc;
   color: #000000;
 }
-#T_7ca8a_row2_col2 {
+#T_b4160_row2_col2 {
   background-color: #cccccc;
   color: #000000;
   background-color: #cccccc;
@@ -902,33 +904,33 @@ <h1>The magic of 2 by 2 tables<a class="headerlink" href="#the-magic-of-2-by-2-t
   color: #f1f1f1;
 }
 </style>
-<table id="T_7ca8a">
+<table id="T_b4160">
   <thead>
     <tr>
       <th class="index_name level0" >Respondent</th>
-      <th id="T_7ca8a_level0_col0" class="col_heading level0 col0" >No</th>
-      <th id="T_7ca8a_level0_col1" class="col_heading level0 col1" >Yes</th>
-      <th id="T_7ca8a_level0_col2" class="col_heading level0 col2" >Col totals</th>
+      <th id="T_b4160_level0_col0" class="col_heading level0 col0" >No</th>
+      <th id="T_b4160_level0_col1" class="col_heading level0 col1" >Yes</th>
+      <th id="T_b4160_level0_col2" class="col_heading level0 col2" >Col totals</th>
     </tr>
   </thead>
   <tbody>
     <tr>
-      <th id="T_7ca8a_level0_row0" class="row_heading level0 row0" >B</th>
-      <td id="T_7ca8a_row0_col0" class="data row0 col0" >1</td>
-      <td id="T_7ca8a_row0_col1" class="data row0 col1" >2</td>
-      <td id="T_7ca8a_row0_col2" class="data row0 col2" >3</td>
+      <th id="T_b4160_level0_row0" class="row_heading level0 row0" >B</th>
+      <td id="T_b4160_row0_col0" class="data row0 col0" >1</td>
+      <td id="T_b4160_row0_col1" class="data row0 col1" >2</td>
+      <td id="T_b4160_row0_col2" class="data row0 col2" >3</td>
     </tr>
     <tr>
-      <th id="T_7ca8a_level0_row1" class="row_heading level0 row1" >R</th>
-      <td id="T_7ca8a_row1_col0" class="data row1 col0" >2</td>
-      <td id="T_7ca8a_row1_col1" class="data row1 col1" >3</td>
-      <td id="T_7ca8a_row1_col2" class="data row1 col2" >5</td>
+      <th id="T_b4160_level0_row1" class="row_heading level0 row1" >R</th>
+      <td id="T_b4160_row1_col0" class="data row1 col0" >2</td>
+      <td id="T_b4160_row1_col1" class="data row1 col1" >3</td>
+      <td id="T_b4160_row1_col2" class="data row1 col2" >5</td>
     </tr>
     <tr>
-      <th id="T_7ca8a_level0_row2" class="row_heading level0 row2" >Row totals</th>
-      <td id="T_7ca8a_row2_col0" class="data row2 col0" >3</td>
-      <td id="T_7ca8a_row2_col1" class="data row2 col1" >5</td>
-      <td id="T_7ca8a_row2_col2" class="data row2 col2" >8</td>
+      <th id="T_b4160_level0_row2" class="row_heading level0 row2" >Row totals</th>
+      <td id="T_b4160_row2_col0" class="data row2 col0" >3</td>
+      <td id="T_b4160_row2_col1" class="data row2 col1" >5</td>
+      <td id="T_b4160_row2_col2" class="data row2 col2" >8</td>
     </tr>
   </tbody>
 </table>
@@ -948,11 +950,11 @@ <h1>The magic of 2 by 2 tables<a class="headerlink" href="#the-magic-of-2-by-2-t
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><style type="text/css">
-#T_9cbb8_row0_col2, #T_9cbb8_row1_col2, #T_9cbb8_row2_col0, #T_9cbb8_row2_col1 {
+#T_1bc92_row0_col2, #T_1bc92_row1_col2, #T_1bc92_row2_col0, #T_1bc92_row2_col1 {
   background-color: #cccccc;
   color: #000000;
 }
-#T_9cbb8_row2_col2 {
+#T_1bc92_row2_col2 {
   background-color: #cccccc;
   color: #000000;
   background-color: #cccccc;
@@ -961,33 +963,33 @@ <h1>The magic of 2 by 2 tables<a class="headerlink" href="#the-magic-of-2-by-2-t
   color: #f1f1f1;
 }
 </style>
-<table id="T_9cbb8">
+<table id="T_1bc92">
   <thead>
     <tr>
       <th class="index_name level0" >Respondent</th>
-      <th id="T_9cbb8_level0_col0" class="col_heading level0 col0" >No</th>
-      <th id="T_9cbb8_level0_col1" class="col_heading level0 col1" >Yes</th>
-      <th id="T_9cbb8_level0_col2" class="col_heading level0 col2" >Col totals</th>
+      <th id="T_1bc92_level0_col0" class="col_heading level0 col0" >No</th>
+      <th id="T_1bc92_level0_col1" class="col_heading level0 col1" >Yes</th>
+      <th id="T_1bc92_level0_col2" class="col_heading level0 col2" >Col totals</th>
     </tr>
   </thead>
   <tbody>
     <tr>
-      <th id="T_9cbb8_level0_row0" class="row_heading level0 row0" >B</th>
-      <td id="T_9cbb8_row0_col0" class="data row0 col0" >3</td>
-      <td id="T_9cbb8_row0_col1" class="data row0 col1" >0</td>
-      <td id="T_9cbb8_row0_col2" class="data row0 col2" >3</td>
+      <th id="T_1bc92_level0_row0" class="row_heading level0 row0" >B</th>
+      <td id="T_1bc92_row0_col0" class="data row0 col0" >3</td>
+      <td id="T_1bc92_row0_col1" class="data row0 col1" >0</td>
+      <td id="T_1bc92_row0_col2" class="data row0 col2" >3</td>
     </tr>
     <tr>
-      <th id="T_9cbb8_level0_row1" class="row_heading level0 row1" >R</th>
-      <td id="T_9cbb8_row1_col0" class="data row1 col0" >0</td>
-      <td id="T_9cbb8_row1_col1" class="data row1 col1" >5</td>
-      <td id="T_9cbb8_row1_col2" class="data row1 col2" >5</td>
+      <th id="T_1bc92_level0_row1" class="row_heading level0 row1" >R</th>
+      <td id="T_1bc92_row1_col0" class="data row1 col0" >0</td>
+      <td id="T_1bc92_row1_col1" class="data row1 col1" >5</td>
+      <td id="T_1bc92_row1_col2" class="data row1 col2" >5</td>
     </tr>
     <tr>
-      <th id="T_9cbb8_level0_row2" class="row_heading level0 row2" >Row totals</th>
-      <td id="T_9cbb8_row2_col0" class="data row2 col0" >3</td>
-      <td id="T_9cbb8_row2_col1" class="data row2 col1" >5</td>
-      <td id="T_9cbb8_row2_col2" class="data row2 col2" >8</td>
+      <th id="T_1bc92_level0_row2" class="row_heading level0 row2" >Row totals</th>
+      <td id="T_1bc92_row2_col0" class="data row2 col0" >3</td>
+      <td id="T_1bc92_row2_col1" class="data row2 col1" >5</td>
+      <td id="T_1bc92_row2_col2" class="data row2 col2" >8</td>
     </tr>
   </tbody>
 </table>
@@ -1006,11 +1008,11 @@ <h1>The magic of 2 by 2 tables<a class="headerlink" href="#the-magic-of-2-by-2-t
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><style type="text/css">
-#T_2ded7_row0_col2, #T_2ded7_row1_col2, #T_2ded7_row2_col0, #T_2ded7_row2_col1 {
+#T_0427e_row0_col2, #T_0427e_row1_col2, #T_0427e_row2_col0, #T_0427e_row2_col1 {
   background-color: #cccccc;
   color: #000000;
 }
-#T_2ded7_row2_col2 {
+#T_0427e_row2_col2 {
   background-color: #cccccc;
   color: #000000;
   background-color: #cccccc;
@@ -1019,33 +1021,33 @@ <h1>The magic of 2 by 2 tables<a class="headerlink" href="#the-magic-of-2-by-2-t
   color: #f1f1f1;
 }
 </style>
-<table id="T_2ded7">
+<table id="T_0427e">
   <thead>
     <tr>
       <th class="index_name level0" >Respondent</th>
-      <th id="T_2ded7_level0_col0" class="col_heading level0 col0" >No</th>
-      <th id="T_2ded7_level0_col1" class="col_heading level0 col1" >Yes</th>
-      <th id="T_2ded7_level0_col2" class="col_heading level0 col2" >Col totals</th>
+      <th id="T_0427e_level0_col0" class="col_heading level0 col0" >No</th>
+      <th id="T_0427e_level0_col1" class="col_heading level0 col1" >Yes</th>
+      <th id="T_0427e_level0_col2" class="col_heading level0 col2" >Col totals</th>
     </tr>
   </thead>
   <tbody>
     <tr>
-      <th id="T_2ded7_level0_row0" class="row_heading level0 row0" >B</th>
-      <td id="T_2ded7_row0_col0" class="data row0 col0" >2</td>
-      <td id="T_2ded7_row0_col1" class="data row0 col1" >1</td>
-      <td id="T_2ded7_row0_col2" class="data row0 col2" >3</td>
+      <th id="T_0427e_level0_row0" class="row_heading level0 row0" >B</th>
+      <td id="T_0427e_row0_col0" class="data row0 col0" >2</td>
+      <td id="T_0427e_row0_col1" class="data row0 col1" >1</td>
+      <td id="T_0427e_row0_col2" class="data row0 col2" >3</td>
     </tr>
     <tr>
-      <th id="T_2ded7_level0_row1" class="row_heading level0 row1" >R</th>
-      <td id="T_2ded7_row1_col0" class="data row1 col0" >1</td>
-      <td id="T_2ded7_row1_col1" class="data row1 col1" >4</td>
-      <td id="T_2ded7_row1_col2" class="data row1 col2" >5</td>
+      <th id="T_0427e_level0_row1" class="row_heading level0 row1" >R</th>
+      <td id="T_0427e_row1_col0" class="data row1 col0" >1</td>
+      <td id="T_0427e_row1_col1" class="data row1 col1" >4</td>
+      <td id="T_0427e_row1_col2" class="data row1 col2" >5</td>
     </tr>
     <tr>
-      <th id="T_2ded7_level0_row2" class="row_heading level0 row2" >Row totals</th>
-      <td id="T_2ded7_row2_col0" class="data row2 col0" >3</td>
-      <td id="T_2ded7_row2_col1" class="data row2 col1" >5</td>
-      <td id="T_2ded7_row2_col2" class="data row2 col2" >8</td>
+      <th id="T_0427e_level0_row2" class="row_heading level0 row2" >Row totals</th>
+      <td id="T_0427e_row2_col0" class="data row2 col0" >3</td>
+      <td id="T_0427e_row2_col1" class="data row2 col1" >5</td>
+      <td id="T_0427e_row2_col2" class="data row2 col2" >8</td>
     </tr>
   </tbody>
 </table>
@@ -1060,11 +1062,11 @@ <h1>The magic of 2 by 2 tables<a class="headerlink" href="#the-magic-of-2-by-2-t
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><style type="text/css">
-#T_53a7d_row0_col2, #T_53a7d_row1_col2, #T_53a7d_row2_col0, #T_53a7d_row2_col1 {
+#T_5c573_row0_col2, #T_5c573_row1_col2, #T_5c573_row2_col0, #T_5c573_row2_col1 {
   background-color: #cccccc;
   color: #000000;
 }
-#T_53a7d_row2_col2 {
+#T_5c573_row2_col2 {
   background-color: #cccccc;
   color: #000000;
   background-color: #cccccc;
@@ -1073,33 +1075,33 @@ <h1>The magic of 2 by 2 tables<a class="headerlink" href="#the-magic-of-2-by-2-t
   color: #f1f1f1;
 }
 </style>
-<table id="T_53a7d">
+<table id="T_5c573">
   <thead>
     <tr>
       <th class="index_name level0" >Respondent</th>
-      <th id="T_53a7d_level0_col0" class="col_heading level0 col0" >No</th>
-      <th id="T_53a7d_level0_col1" class="col_heading level0 col1" >Yes</th>
-      <th id="T_53a7d_level0_col2" class="col_heading level0 col2" >Col totals</th>
+      <th id="T_5c573_level0_col0" class="col_heading level0 col0" >No</th>
+      <th id="T_5c573_level0_col1" class="col_heading level0 col1" >Yes</th>
+      <th id="T_5c573_level0_col2" class="col_heading level0 col2" >Col totals</th>
     </tr>
   </thead>
   <tbody>
     <tr>
-      <th id="T_53a7d_level0_row0" class="row_heading level0 row0" >B</th>
-      <td id="T_53a7d_row0_col0" class="data row0 col0" >0</td>
-      <td id="T_53a7d_row0_col1" class="data row0 col1" >3</td>
-      <td id="T_53a7d_row0_col2" class="data row0 col2" >3</td>
+      <th id="T_5c573_level0_row0" class="row_heading level0 row0" >B</th>
+      <td id="T_5c573_row0_col0" class="data row0 col0" >0</td>
+      <td id="T_5c573_row0_col1" class="data row0 col1" >3</td>
+      <td id="T_5c573_row0_col2" class="data row0 col2" >3</td>
     </tr>
     <tr>
-      <th id="T_53a7d_level0_row1" class="row_heading level0 row1" >R</th>
-      <td id="T_53a7d_row1_col0" class="data row1 col0" >3</td>
-      <td id="T_53a7d_row1_col1" class="data row1 col1" >2</td>
-      <td id="T_53a7d_row1_col2" class="data row1 col2" >5</td>
+      <th id="T_5c573_level0_row1" class="row_heading level0 row1" >R</th>
+      <td id="T_5c573_row1_col0" class="data row1 col0" >3</td>
+      <td id="T_5c573_row1_col1" class="data row1 col1" >2</td>
+      <td id="T_5c573_row1_col2" class="data row1 col2" >5</td>
     </tr>
     <tr>
-      <th id="T_53a7d_level0_row2" class="row_heading level0 row2" >Row totals</th>
-      <td id="T_53a7d_row2_col0" class="data row2 col0" >3</td>
-      <td id="T_53a7d_row2_col1" class="data row2 col1" >5</td>
-      <td id="T_53a7d_row2_col2" class="data row2 col2" >8</td>
+      <th id="T_5c573_level0_row2" class="row_heading level0 row2" >Row totals</th>
+      <td id="T_5c573_row2_col0" class="data row2 col0" >3</td>
+      <td id="T_5c573_row2_col1" class="data row2 col1" >5</td>
+      <td id="T_5c573_row2_col2" class="data row2 col2" >8</td>
     </tr>
   </tbody>
 </table>
@@ -1151,11 +1153,11 @@ <h3>Explanation 2: what goes up, must come down<a class="headerlink" href="#expl
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><style type="text/css">
-#T_d9a5b_row0_col2, #T_d9a5b_row1_col2, #T_d9a5b_row2_col0, #T_d9a5b_row2_col1 {
+#T_a8da2_row0_col2, #T_a8da2_row1_col2, #T_a8da2_row2_col0, #T_a8da2_row2_col1 {
   background-color: #cccccc;
   color: #000000;
 }
-#T_d9a5b_row2_col2 {
+#T_a8da2_row2_col2 {
   background-color: #cccccc;
   color: #000000;
   background-color: #cccccc;
@@ -1164,33 +1166,33 @@ <h3>Explanation 2: what goes up, must come down<a class="headerlink" href="#expl
   color: #f1f1f1;
 }
 </style>
-<table id="T_d9a5b">
+<table id="T_a8da2">
   <thead>
     <tr>
       <th class="index_name level0" >Respondent</th>
-      <th id="T_d9a5b_level0_col0" class="col_heading level0 col0" >No</th>
-      <th id="T_d9a5b_level0_col1" class="col_heading level0 col1" >Yes</th>
-      <th id="T_d9a5b_level0_col2" class="col_heading level0 col2" >Col totals</th>
+      <th id="T_a8da2_level0_col0" class="col_heading level0 col0" >No</th>
+      <th id="T_a8da2_level0_col1" class="col_heading level0 col1" >Yes</th>
+      <th id="T_a8da2_level0_col2" class="col_heading level0 col2" >Col totals</th>
     </tr>
   </thead>
   <tbody>
     <tr>
-      <th id="T_d9a5b_level0_row0" class="row_heading level0 row0" >B</th>
-      <td id="T_d9a5b_row0_col0" class="data row0 col0" >1</td>
-      <td id="T_d9a5b_row0_col1" class="data row0 col1" >2</td>
-      <td id="T_d9a5b_row0_col2" class="data row0 col2" >3</td>
+      <th id="T_a8da2_level0_row0" class="row_heading level0 row0" >B</th>
+      <td id="T_a8da2_row0_col0" class="data row0 col0" >1</td>
+      <td id="T_a8da2_row0_col1" class="data row0 col1" >2</td>
+      <td id="T_a8da2_row0_col2" class="data row0 col2" >3</td>
     </tr>
     <tr>
-      <th id="T_d9a5b_level0_row1" class="row_heading level0 row1" >R</th>
-      <td id="T_d9a5b_row1_col0" class="data row1 col0" >2</td>
-      <td id="T_d9a5b_row1_col1" class="data row1 col1" >3</td>
-      <td id="T_d9a5b_row1_col2" class="data row1 col2" >5</td>
+      <th id="T_a8da2_level0_row1" class="row_heading level0 row1" >R</th>
+      <td id="T_a8da2_row1_col0" class="data row1 col0" >2</td>
+      <td id="T_a8da2_row1_col1" class="data row1 col1" >3</td>
+      <td id="T_a8da2_row1_col2" class="data row1 col2" >5</td>
     </tr>
     <tr>
-      <th id="T_d9a5b_level0_row2" class="row_heading level0 row2" >Row totals</th>
-      <td id="T_d9a5b_row2_col0" class="data row2 col0" >3</td>
-      <td id="T_d9a5b_row2_col1" class="data row2 col1" >5</td>
-      <td id="T_d9a5b_row2_col2" class="data row2 col2" >8</td>
+      <th id="T_a8da2_level0_row2" class="row_heading level0 row2" >Row totals</th>
+      <td id="T_a8da2_row2_col0" class="data row2 col0" >3</td>
+      <td id="T_a8da2_row2_col1" class="data row2 col1" >5</td>
+      <td id="T_a8da2_row2_col2" class="data row2 col2" >8</td>
     </tr>
   </tbody>
 </table>
@@ -1315,11 +1317,11 @@ <h3>Explanation 2: what goes up, must come down<a class="headerlink" href="#expl
 </details>
 <div class="cell_output docutils container">
 <div class="output text_html"><style type="text/css">
-#T_a249d_row0_col2, #T_a249d_row1_col2, #T_a249d_row2_col0, #T_a249d_row2_col1 {
+#T_4c806_row0_col2, #T_4c806_row1_col2, #T_4c806_row2_col0, #T_4c806_row2_col1 {
   background-color: #cccccc;
   color: #000000;
 }
-#T_a249d_row2_col2 {
+#T_4c806_row2_col2 {
   background-color: #cccccc;
   color: #000000;
   background-color: #cccccc;
@@ -1328,33 +1330,33 @@ <h3>Explanation 2: what goes up, must come down<a class="headerlink" href="#expl
   color: #f1f1f1;
 }
 </style>
-<table id="T_a249d">
+<table id="T_4c806">
   <thead>
     <tr>
       <th class="index_name level0" >Respondent</th>
-      <th id="T_a249d_level0_col0" class="col_heading level0 col0" >No</th>
-      <th id="T_a249d_level0_col1" class="col_heading level0 col1" >Yes</th>
-      <th id="T_a249d_level0_col2" class="col_heading level0 col2" >Col totals</th>
+      <th id="T_4c806_level0_col0" class="col_heading level0 col0" >No</th>
+      <th id="T_4c806_level0_col1" class="col_heading level0 col1" >Yes</th>
+      <th id="T_4c806_level0_col2" class="col_heading level0 col2" >Col totals</th>
     </tr>
   </thead>
   <tbody>
     <tr>
-      <th id="T_a249d_level0_row0" class="row_heading level0 row0" >B</th>
-      <td id="T_a249d_row0_col0" class="data row0 col0" >0</td>
-      <td id="T_a249d_row0_col1" class="data row0 col1" >3</td>
-      <td id="T_a249d_row0_col2" class="data row0 col2" >3</td>
+      <th id="T_4c806_level0_row0" class="row_heading level0 row0" >B</th>
+      <td id="T_4c806_row0_col0" class="data row0 col0" >0</td>
+      <td id="T_4c806_row0_col1" class="data row0 col1" >3</td>
+      <td id="T_4c806_row0_col2" class="data row0 col2" >3</td>
     </tr>
     <tr>
-      <th id="T_a249d_level0_row1" class="row_heading level0 row1" >R</th>
-      <td id="T_a249d_row1_col0" class="data row1 col0" >3</td>
-      <td id="T_a249d_row1_col1" class="data row1 col1" >2</td>
-      <td id="T_a249d_row1_col2" class="data row1 col2" >5</td>
+      <th id="T_4c806_level0_row1" class="row_heading level0 row1" >R</th>
+      <td id="T_4c806_row1_col0" class="data row1 col0" >3</td>
+      <td id="T_4c806_row1_col1" class="data row1 col1" >2</td>
+      <td id="T_4c806_row1_col2" class="data row1 col2" >5</td>
     </tr>
     <tr>
-      <th id="T_a249d_level0_row2" class="row_heading level0 row2" >Row totals</th>
-      <td id="T_a249d_row2_col0" class="data row2 col0" >3</td>
-      <td id="T_a249d_row2_col1" class="data row2 col1" >5</td>
-      <td id="T_a249d_row2_col2" class="data row2 col2" >8</td>
+      <th id="T_4c806_level0_row2" class="row_heading level0 row2" >Row totals</th>
+      <td id="T_4c806_row2_col0" class="data row2 col0" >3</td>
+      <td id="T_4c806_row2_col1" class="data row2 col1" >5</td>
+      <td id="T_4c806_row2_col2" class="data row2 col2" >8</td>
     </tr>
   </tbody>
 </table>
@@ -1473,8 +1475,8 @@ <h3>Explanation 2: what goes up, must come down<a class="headerlink" href="#expl
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=3ee479438cf8b5e0d341"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
 
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