diff --git a/file_data.csv b/file_data.csv index 6e866b0..5d555d8 100644 --- a/file_data.csv +++ b/file_data.csv @@ -6949,7 +6949,7 @@ 8.958975895931158107e+01 1.008522055038433649e+02 1.023619660661611590e+02 -1.106753363218076771e+02 +1.106753363218076913e+02 1.128885672621644005e+02 8.731356618242116951e+01 9.532581336810793005e+01 @@ -7967,7 +7967,7 @@ 1.094283681486940054e+02 9.419675505139211680e+01 9.778343138295080905e+01 -1.151298447157732596e+02 +1.151298447157732738e+02 8.764303342398741847e+01 1.083337153211525674e+02 8.420760401285195940e+01 diff --git a/generate_data.py b/generate_data.py index ddd5020..e844645 100644 --- a/generate_data.py +++ b/generate_data.py @@ -3,7 +3,12 @@ # Fixing random state for reproducibility np.random.seed(19680801) + mu, sigma = 100, 15 x_gaussian = mu + sigma * np.random.randn(10000) +mu, sigma_2 = 100, 5 +y = mu + sigma_2 * (np.random.randn(10,10000) ** 2).sum(0) + np.savetxt('file_data.csv', x_gaussian, delimiter=',') +np.savetxt('nongaussian.csv', y, delimiter=',') diff --git a/nongaussian.csv b/nongaussian.csv new file mode 100644 index 0000000..8a636cf --- /dev/null +++ b/nongaussian.csv @@ -0,0 +1,10000 @@ +1.298158846269174376e+02 +1.415090095654254014e+02 +1.155908705752526942e+02 +1.731901220010611269e+02 +1.408799291616851690e+02 +1.195989996304863752e+02 +1.724582613990144750e+02 +1.429075469758582244e+02 +1.343577038002876520e+02 +1.265890323281078054e+02 +1.116946030531607619e+02 +1.825528007544593265e+02 +1.261265802555511613e+02 +1.282766702800103928e+02 +1.573608056670572353e+02 +1.691307013154862489e+02 +1.774323484041902361e+02 +1.418943426138463906e+02 +1.415623557290118129e+02 +1.555608494231924226e+02 +1.655708460679067855e+02 +1.475488723233917199e+02 +1.574714356158412443e+02 +1.758387967611494673e+02 +1.453974897407927926e+02 +1.368317803744325545e+02 +1.310639762800042831e+02 +1.540880709522944016e+02 +1.521300198779815673e+02 +1.662841684065667209e+02 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+1.495675792998840450e+02 +1.534939266113797203e+02 +1.205545251250911747e+02 +1.621137783944277260e+02 +1.336861826630275232e+02 +1.454503708659340191e+02 +1.615661483136105403e+02 +1.551878789562639440e+02 +1.595454457997034297e+02 +1.407400476165922782e+02 +1.478265149402969598e+02 +1.558898054659681520e+02 +1.342634730332082995e+02 +1.258828140606139243e+02 diff --git a/plot.py b/plot.py index 8f62462..31c418d 100644 --- a/plot.py +++ b/plot.py @@ -3,15 +3,19 @@ # Data are loaded from a file x = np.loadtxt('file_data.csv') +y = np.loadtxt('nongaussian.csv') # the histogram of the data -n, bins, patches = plt.hist(x, 50, density=True, facecolor='r, alpha=0.74) - plt.xlabel('Smarts') - plt.ylabel('Probability') - plt.title('Histogram of IQ') - plt.text(60, .025, r'$\mu=100,\ \sigma=15$') - plt.xlim(40, 160) - plt.ylim(0, 0.03) - plt.grid(True) - plt.show() +n, bins, patches = plt.hist(x, 50, density=True, facecolor='r', alpha=0.74) +n, bins, patches = plt.hist(y, 50, density=True, facecolor='k', alpha=0.25) + +plt.xlabel('Smarts') +plt.ylabel('Probability') +plt.title('Histogram of IQ') +plt.text(60, .025, r'$\mu=100,\ \sigma=15$') +plt.text(75, .020, r'$\mu=100,\ \sigma=5$ but this is no longer a Gaussian') +plt.xlim(40, 250) +plt.ylim(0, 0.03) +plt.grid(True) +plt.show()