From 04c790a60114975b213e61e7012358d3991b7be2 Mon Sep 17 00:00:00 2001 From: Anas Zakroum Date: Mon, 1 Feb 2021 16:38:12 +0100 Subject: [PATCH 1/3] changed script to generate both gaussian and non gaussian data --- generate_data.py | 12 +++++++++--- 1 file changed, 9 insertions(+), 3 deletions(-) diff --git a/generate_data.py b/generate_data.py index 6fc0590..ef2b254 100644 --- a/generate_data.py +++ b/generate_data.py @@ -3,7 +3,13 @@ # Fixing random state for reproducibility np.random.seed(19680801) -mu, sigma = 100, 5 -x = mu + sigma * (np.random.randn(10,10000) ** 2).sum(0) -np.savetxt('file_data.csv', x, delimiter=',') +mu, sigma1 = 100, 15 +x_gaussian = mu + sigma1 * np.random.randn(10000) + +mu, sigma2 = 100, 5 +x_ng = mu + sigma2 * (np.random.randn(10,10000) ** 2).sum(0) + + +np.savetxt('non_gaussian_data.csv', x_ng, delimiter=',') +np.savetxt('gaussian_data.csv', x_gaussian, delimiter = ',') From 686c636233edf5cc639693b6d27b3428803c1d45 Mon Sep 17 00:00:00 2001 From: Anas Zakroum Date: Mon, 1 Feb 2021 16:40:04 +0100 Subject: [PATCH 2/3] renamed file_data.csv and added non_gaussian_data.csv --- file_data.csv => gaussian_data.csv | 0 non_gaussian_data.csv | 10000 +++++++++++++++++++++++++++ 2 files changed, 10000 insertions(+) rename file_data.csv => gaussian_data.csv (100%) create mode 100644 non_gaussian_data.csv diff --git a/file_data.csv b/gaussian_data.csv similarity index 100% rename from file_data.csv rename to gaussian_data.csv diff --git a/non_gaussian_data.csv b/non_gaussian_data.csv new file mode 100644 index 0000000..d4a5392 --- /dev/null +++ b/non_gaussian_data.csv @@ -0,0 +1,10000 @@ +1.265774894446283128e+02 +1.241831649426578963e+02 +1.139265431762471508e+02 +1.702211406497031021e+02 +1.428611425906263150e+02 +1.197904613090368571e+02 +1.764352509792144019e+02 +1.329877964442100335e+02 +1.284021379539883299e+02 +1.326793715263762010e+02 +1.261655281787772367e+02 +1.743762883300795465e+02 +1.291894932519335271e+02 +1.193428426555943105e+02 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+1.200408150345797083e+02 +1.838096856800662522e+02 +1.909686943175262286e+02 +1.938854977404411102e+02 +1.306380922442834560e+02 +1.346427090038765186e+02 +1.219622523499771205e+02 +1.414966663459583742e+02 +1.391073123986556652e+02 +1.247594587970023952e+02 +1.216782308793360556e+02 +1.509211688288805817e+02 +1.239540453333153778e+02 +1.793418630576134660e+02 +1.984520081856987019e+02 +1.193699355091214755e+02 +1.487375426273414121e+02 +1.540066185943255732e+02 +1.192029233866974636e+02 +1.607227607032527885e+02 +1.384249187650904105e+02 +1.456261247537260601e+02 +1.676056757221710427e+02 +1.543220942173593642e+02 +1.640643897449233748e+02 +1.411886530418568952e+02 +1.516667194609565854e+02 +1.551333871437210519e+02 +1.488459048469063646e+02 +1.366792138119866422e+02 From c5e74f4cf4386fc7b75b665fd96ac3abc2f63a3b Mon Sep 17 00:00:00 2001 From: Anas Zakroum Date: Mon, 1 Feb 2021 16:41:45 +0100 Subject: [PATCH 3/3] modified script. now includes plots from both data points --- plot.py | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/plot.py b/plot.py index 681134b..ba2112c 100644 --- a/plot.py +++ b/plot.py @@ -1,17 +1,22 @@ import numpy as np import matplotlib.pyplot as plt -x = np.loadtxt('file_data.csv') +# Data are loaded from a file +x = np.loadtxt('gaussian_data.csv') +y = np.loadtxt('non_gaussian_data.csv') # the histogram of the data -n, bins, patches = plt.hist(x, 50, density=True, facecolor='k', alpha=0.25) +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'$\mu=100,\ \sigma=5$ but this is no longer a Gaussian') +plt.text(60, .025, r'$\mu=100,\ \sigma=15$') +plt.text(80, .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() +