diff --git a/01-IntroductionToPython.html b/01-IntroductionToPython.html index 2be3045..89b9920 100644 --- a/01-IntroductionToPython.html +++ b/01-IntroductionToPython.html @@ -660,7 +660,7 @@

Functions -
-0.16732079539678754
+
-0.2440954560387019
 
@@ -674,8 +674,8 @@

Functions -
array([ 93.87826084, 107.02436875,  87.70148102, 107.76083003,
-       116.53109624])
+
array([122.35642131,  81.23506534,  82.55897256, 127.60903764,
+        69.18065528])
 
diff --git a/03-DataVisualization.html b/03-DataVisualization.html index ecf3ed9..928be90 100644 --- a/03-DataVisualization.html +++ b/03-DataVisualization.html @@ -318,7 +318,7 @@

Bar vs. line plots -
[<matplotlib.lines.Line2D at 0x7f288ee47190>]
+
[<matplotlib.lines.Line2D at 0x7fd04ebd0340>]
 
_images/03-DataVisualization_14_1.png @@ -333,7 +333,7 @@

Bar vs. line plots -
<matplotlib.axes._subplots.AxesSubplot at 0x7f288edf3d60>
+
<matplotlib.axes._subplots.AxesSubplot at 0x7fd04eb7d160>
 
_images/03-DataVisualization_16_1.png @@ -376,7 +376,7 @@

Plots with two variables -
<matplotlib.axes._subplots.AxesSubplot at 0x7f288ec89580>
+
<matplotlib.axes._subplots.AxesSubplot at 0x7fd04ea14a90>
 
_images/03-DataVisualization_23_1.png @@ -396,7 +396,7 @@

Plotting dispersion -
<matplotlib.axes._subplots.AxesSubplot at 0x7f288eb371c0>
+
<matplotlib.axes._subplots.AxesSubplot at 0x7fd04e8c2190>
 
_images/03-DataVisualization_26_1.png @@ -412,7 +412,7 @@

Plotting dispersion -
a    2
-b    1
 c    1
+b    1
 Name: myvar, dtype: int64
 
@@ -485,7 +485,7 @@

Variability -
118.0052013422819
+
92.39526800894856
 
@@ -498,7 +498,7 @@

Variability -
118.00520134228196
+
92.39526800894845
 
@@ -512,7 +512,7 @@

Variability -
10.863019899746197
+
9.612245731822952
 
@@ -525,7 +525,7 @@

Variability -
10.8630198997462
+
9.612245731822947
 
@@ -559,10 +559,10 @@

Z-scores -
(array([ 6., 15., 21., 29., 20., 21., 21., 10.,  5.,  2.]),
- array([-2.05559782, -1.58611511, -1.1166324 , -0.64714969, -0.17766699,
-         0.29181572,  0.76129843,  1.23078114,  1.70026385,  2.16974655,
-         2.63922926]),
+
(array([ 2., 19., 24., 28., 23., 26., 11.,  8.,  4.,  5.]),
+ array([-2.05474009, -1.57618387, -1.09762765, -0.61907143, -0.1405152 ,
+         0.33804102,  0.81659724,  1.29515346,  1.77370968,  2.25226591,
+         2.73082213]),
  <a list of 10 Patch objects>)
 
@@ -577,7 +577,7 @@

Z-scores -
<matplotlib.collections.PathCollection at 0x7f1ffead45e0>
+
<matplotlib.collections.PathCollection at 0x7f42a4962c10>
 
_images/04-FittingSimpleModels_48_1.png diff --git a/06-Sampling.html b/06-Sampling.html index 4b86ee9..f15a42e 100644 --- a/06-Sampling.html +++ b/06-Sampling.html @@ -285,7 +285,7 @@

Sampling error -
-
0.958
+
0.953
 
diff --git a/08-HypothesisTesting.html b/08-HypothesisTesting.html index d91507c..b7ad0c7 100644 --- a/08-HypothesisTesting.html +++ b/08-HypothesisTesting.html @@ -254,7 +254,7 @@

Simple example: Coin-flipping -
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+
0.0
 
@@ -326,7 +326,7 @@

Simulating p-values -
0.0512
+
0.0516
 
diff --git a/10-BayesianStatistics.html b/10-BayesianStatistics.html index 23b99b1..7e6e9b2 100644 --- a/10-BayesianStatistics.html +++ b/10-BayesianStatistics.html @@ -318,7 +318,7 @@

Estimating posterior distributions -
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<matplotlib.legend.Legend at 0x7f0804362dc0>
 
_images/10-BayesianStatistics_5_1.png @@ -362,7 +362,7 @@

Estimating posterior distributions -
<matplotlib.legend.Legend at 0x7f1ad36bbb80>
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<matplotlib.legend.Legend at 0x7f08042e3d90>
 
_images/10-BayesianStatistics_7_1.png diff --git a/13-GeneralLinearModel.html b/13-GeneralLinearModel.html index 6bc52dd..c01f82c 100644 --- a/13-GeneralLinearModel.html +++ b/13-GeneralLinearModel.html @@ -280,7 +280,7 @@

Linear regression -
<matplotlib.collections.PathCollection at 0x7fe809e679a0>
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<matplotlib.collections.PathCollection at 0x7febd5275be0>
 
_images/13-GeneralLinearModel_3_1.png @@ -310,10 +310,10 @@

Linear regression -
0.9328350998082222
+
0.9328350998082221
 
@@ -456,7 +456,7 @@

Examples of problematic model fit -
<matplotlib.collections.PathCollection at 0x7fe801962b50>
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<matplotlib.collections.PathCollection at 0x7febccb2f850>
 
_images/13-GeneralLinearModel_17_1.png @@ -483,10 +483,10 @@

Examples of problematic model fit +
Predicted  False  True 
+Diabetes               
+0           4397     53
+1            759     58
+
+
0.7841971861977913
 
diff --git a/_images/03-DataVisualization_23_1.png b/_images/03-DataVisualization_23_1.png index 171f87d..fbe787b 100644 Binary files a/_images/03-DataVisualization_23_1.png and b/_images/03-DataVisualization_23_1.png differ diff --git a/_images/04-FittingSimpleModels_46_1.png b/_images/04-FittingSimpleModels_46_1.png index 7cd0d31..1296adc 100644 Binary files a/_images/04-FittingSimpleModels_46_1.png and b/_images/04-FittingSimpleModels_46_1.png differ diff --git a/_images/04-FittingSimpleModels_48_1.png b/_images/04-FittingSimpleModels_48_1.png index 08ae167..cb6b6cb 100644 Binary files a/_images/04-FittingSimpleModels_48_1.png and b/_images/04-FittingSimpleModels_48_1.png differ diff --git a/_images/06-Sampling_11_0.png b/_images/06-Sampling_11_0.png index e849bb1..413c6f0 100644 Binary files a/_images/06-Sampling_11_0.png and b/_images/06-Sampling_11_0.png differ diff --git a/_images/06-Sampling_13_1.png b/_images/06-Sampling_13_1.png index 8ad55bc..1e9c91d 100644 Binary files a/_images/06-Sampling_13_1.png and b/_images/06-Sampling_13_1.png differ diff --git a/_images/06-Sampling_5_1.png b/_images/06-Sampling_5_1.png index 31e3fb4..96d3cad 100644 Binary files a/_images/06-Sampling_5_1.png and b/_images/06-Sampling_5_1.png differ diff --git a/_images/07-ResamplingAndSimulation_1_0.png b/_images/07-ResamplingAndSimulation_1_0.png index 6b33008..115f2c8 100644 Binary files a/_images/07-ResamplingAndSimulation_1_0.png and b/_images/07-ResamplingAndSimulation_1_0.png differ diff --git a/_images/07-ResamplingAndSimulation_7_0.png b/_images/07-ResamplingAndSimulation_7_0.png index d6ef586..0ee8e55 100644 Binary files a/_images/07-ResamplingAndSimulation_7_0.png and b/_images/07-ResamplingAndSimulation_7_0.png differ diff --git a/_images/13-GeneralLinearModel_15_1.png b/_images/13-GeneralLinearModel_15_1.png index c68edcc..e61e219 100644 Binary files a/_images/13-GeneralLinearModel_15_1.png and b/_images/13-GeneralLinearModel_15_1.png differ diff --git a/_images/13-GeneralLinearModel_23_1.png b/_images/13-GeneralLinearModel_23_1.png index de15c71..9636234 100644 Binary files a/_images/13-GeneralLinearModel_23_1.png and b/_images/13-GeneralLinearModel_23_1.png differ diff --git a/_images/13-GeneralLinearModel_9_0.png b/_images/13-GeneralLinearModel_9_0.png index 5871912..478a63b 100644 Binary files a/_images/13-GeneralLinearModel_9_0.png and b/_images/13-GeneralLinearModel_9_0.png differ diff --git a/_sources/index.md b/_sources/index.md index c308dfd..9b798ab 100644 --- a/_sources/index.md +++ b/_sources/index.md @@ -23,7 +23,7 @@ I apologize up front that the datasets are heavily US-centric. This is primaril This book is meant to be a living document, which is why its source is available online at [https://github.com/statsthinking21/statsthinking21-python](https://github.com/statsthinking21/statsthinking21-python). If you find any errors in the book or want to make a suggestion for how to improve it, please open an issue on the Github site. Even better, submit a pull request with your suggested change. -The book is licensed according to the [Creative Commons Attribution 2.0 Generic (CC BY 2.0) License](https://creativecommons.org/licenses/by/2.0/). Please see the terms of that license for more details. +This book is licensed using the [Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) License](https://creativecommons.org/licenses/by-nc/4.0/). Please see the terms of that license for more details. ## Acknowledgements diff --git a/index.html b/index.html index 76ff7fb..af8998a 100644 --- a/index.html +++ b/index.html @@ -237,7 +237,7 @@

The golden age of data

An open source book

This book is meant to be a living document, which is why its source is available online at https://github.com/statsthinking21/statsthinking21-python. If you find any errors in the book or want to make a suggestion for how to improve it, please open an issue on the Github site. Even better, submit a pull request with your suggested change.

-

The book is licensed according to the Creative Commons Attribution 2.0 Generic (CC BY 2.0) License. Please see the terms of that license for more details.

+

This book is licensed using the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) License. Please see the terms of that license for more details.

Acknowledgements

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