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2 changes: 1 addition & 1 deletion ISP/Code_Quantlets/10_SurvivalAnalysis/lifelinesDemo/ISP_lifelinesDemo.py
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Based on the demo-code in http://lifelines.readthedocs.org, by Cam Davidson-Pilon
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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5 changes: 3 additions & 2 deletions ISP/Code_Quantlets/10_SurvivalAnalysis/lifelinesDemo/README.md
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[<img src="../../../../pictures/quantletLogo_FH.png" alt="Intro to Statistics with Python">](https://github.com/thomas-haslwanter/statsintro_python)

## [<img src="../../../../pictures/qloqo.png" alt="Visit QuantNet">](http://quantlet.de/) **ISP_lifelinesDemo** [<img src="../../../../pictures/QN2.png" width="60" alt="Visit QuantNet 2.0">](http://quantlet.de/d3/ia)
![quantletLogo_FH](../../../../pictures/quantletLogo_FH.png)

## ![qlogo](http://quantnet.wiwi.hu-berlin.de/graphics/quantlogo.png) **ISP_lifelinesDemo**

```yaml
Name of QuantLet: ISP_lifelinesDemo
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2 changes: 1 addition & 1 deletion ISP/Code_Quantlets/11_LinearModels/anscombe/ISP_anscombe.py
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Note that this program requires a web-connection to load the dataset!
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import seaborn as sns
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5 changes: 3 additions & 2 deletions ISP/Code_Quantlets/11_LinearModels/anscombe/README.md
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[<img src="../../../../pictures/quantletLogo_FH.png" alt="Intro to Statistics with Python">](https://github.com/thomas-haslwanter/statsintro_python)

## [<img src="../../../../pictures/qloqo.png" alt="Visit QuantNet">](http://quantlet.de/) **ISP_anscombe** [<img src="../../../../pictures/QN2.png" width="60" alt="Visit QuantNet 2.0">](http://quantlet.de/d3/ia)
![quantletLogo_FH](../../../../pictures/quantletLogo_FH.png)

## ![qlogo](http://quantnet.wiwi.hu-berlin.de/graphics/quantlogo.png) **ISP_anscombe**


```yaml
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2 changes: 1 addition & 1 deletion ISP/Code_Quantlets/11_LinearModels/bivariate/ISP_bivariate.py
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- Correlation (Pearson-rho, Spearman-rho, and Kendall-tau)
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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5 changes: 3 additions & 2 deletions ISP/Code_Quantlets/11_LinearModels/bivariate/README.md
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[<img src="../../../../pictures/quantletLogo_FH.png" alt="Intro to Statistics with Python">](https://github.com/thomas-haslwanter/statsintro_python)

## [<img src="../../../../pictures/qloqo.png" alt="Visit QuantNet">](http://quantlet.de/) **ISP_bivariate** [<img src="../../../../pictures/QN2.png" width="60" alt="Visit QuantNet 2.0">](http://quantlet.de/d3/ia)
![quantletLogo_FH](../../../../pictures/quantletLogo_FH.png)

## ![qlogo](http://quantnet.wiwi.hu-berlin.de/graphics/quantlogo.png) **ISP_bivariate**


```yaml
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2 changes: 1 addition & 1 deletion ISP/Code_Quantlets/11_LinearModels/bootstrapDemo/ISP_bootstrapDemo.py
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https://github.com/cgevans/scikits-bootstrap
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import matplotlib.pyplot as plt
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5 changes: 3 additions & 2 deletions ISP/Code_Quantlets/11_LinearModels/bootstrapDemo/README.md
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[<img src="../../../../pictures/quantletLogo_FH.png" alt="Intro to Statistics with Python">](https://github.com/thomas-haslwanter/statsintro_python)

## [<img src="../../../../pictures/qloqo.png" alt="Visit QuantNet">](http://quantlet.de/) **ISP_bootstrapDemo** [<img src="../../../../pictures/QN2.png" width="60" alt="Visit QuantNet 2.0">](http://quantlet.de/d3/ia)
![quantletLogo_FH](../../../../pictures/quantletLogo_FH.png)

## ![qlogo](http://quantnet.wiwi.hu-berlin.de/graphics/quantlogo.png) **ISP_bootstrapDemo**


```yaml
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2 changes: 1 addition & 1 deletion ISP/Code_Quantlets/11_LinearModels/fitLine/ISP_fitLine.py
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D. Altman, "Practical Statistics for Medicine"
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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6 changes: 4 additions & 2 deletions ISP/Code_Quantlets/11_LinearModels/fitLine/README.md
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[<img src="../../../../pictures/quantletLogo_FH.png" alt="Intro to Statistics with Python">](https://github.com/thomas-haslwanter/statsintro_python)

## [<img src="../../../../pictures/qloqo.png" alt="Visit QuantNet">](http://quantlet.de/) **ISP_fitLine** [<img src="../../../../pictures/QN2.png" width="60" alt="Visit QuantNet 2.0">](http://quantlet.de/d3/ia)
![quantletLogo_FH](../../../../pictures/quantletLogo_FH.png)

## ![qlogo](http://quantnet.wiwi.hu-berlin.de/graphics/quantlogo.png) **ISP_fitLine**


```yaml
Name of QuantLet: ISP_fitLine
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2 changes: 1 addition & 1 deletion ISP/Code_Quantlets/11_LinearModels/modelImplementations/ISP_modelImplementations.py
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- using the formula-based approach
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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5 changes: 3 additions & 2 deletions ISP/Code_Quantlets/11_LinearModels/modelImplementations/README.md
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[<img src="../../../../pictures/quantletLogo_FH.png" alt="Intro to Statistics with Python">](https://github.com/thomas-haslwanter/statsintro_python)

## [<img src="../../../../pictures/qloqo.png" alt="Visit QuantNet">](http://quantlet.de/) **ISP_ModelImplementations** [<img src="../../../../pictures/QN2.png" width="60" alt="Visit QuantNet 2.0">](http://quantlet.de/d3/ia)
![quantletLogo_FH](../../../../pictures/quantletLogo_FH.png)

## ![qlogo](http://quantnet.wiwi.hu-berlin.de/graphics/quantlogo.png) **ISP_modelImplementations**


```yaml
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2 changes: 1 addition & 1 deletion ISP/Code_Quantlets/11_LinearModels/simpleModels/ISP_simpleModels.py
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- "polynomial_regression" shows how to work with simple design matrices, like MATLAB's "regress" command.
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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5 changes: 3 additions & 2 deletions ISP/Code_Quantlets/11_LinearModels/simpleModels/README.md
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[<img src="../../../../pictures/quantletLogo_FH.png" alt="Intro to Statistics with Python">](https://github.com/thomas-haslwanter/statsintro_python)

## [<img src="../../../../pictures/qloqo.png" alt="Visit QuantNet">](http://quantlet.de/) **ISP_simpleModels** [<img src="../../../../pictures/QN2.png" width="60" alt="Visit QuantNet 2.0">](http://quantlet.de/d3/ia)
![quantletLogo_FH](../../../../pictures/quantletLogo_FH.png)

## ![qlogo](http://quantnet.wiwi.hu-berlin.de/graphics/quantlogo.png) **ISP_simpleModels**


```yaml
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2 changes: 1 addition & 1 deletion ISP/Code_Quantlets/12_Multivariate/multipleRegression/ISP_multipleRegression.py
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six-dimensional datasets.
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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6 changes: 4 additions & 2 deletions ISP/Code_Quantlets/12_Multivariate/multipleRegression/README.md
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[<img src="../../../../pictures/quantletLogo_FH.png" alt="Intro to Statistics with Python">](https://github.com/thomas-haslwanter/statsintro_python)

## [<img src="../../../../pictures/qloqo.png" alt="Visit QuantNet">](http://quantlet.de/) **ISP_multipleRegression** [<img src="../../../../pictures/QN2.png" width="60" alt="Visit QuantNet 2.0">](http://quantlet.de/d3/ia)
![quantletLogo_FH](../../../../pictures/quantletLogo_FH.png)

## ![qlogo](http://quantnet.wiwi.hu-berlin.de/graphics/quantlogo.png) **ISP_multipleRegression**


```yaml
Name of QuantLet: ISP_multipleRegression
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Binary file modified ISP/Code_Quantlets/12_Multivariate/multipleRegression/multiScatterplot.png
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2 changes: 1 addition & 1 deletion ISP/Code_Quantlets/13_LogisticRegression/LogisticRegression/ISP_logisticRegression.py
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Taken from http://www.brightstat.com/index.php?option=com_content&task=view&id=41&Itemid=1&limit=1&limitstart=2
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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5 changes: 3 additions & 2 deletions ISP/Code_Quantlets/13_LogisticRegression/LogisticRegression/README.md
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[<img src="../../../../pictures/quantletLogo_FH.png" alt="Intro to Statistics with Python">](https://github.com/thomas-haslwanter/statsintro_python)

## [<img src="../../../../pictures/qloqo.png" alt="Visit QuantNet">](http://quantlet.de/) **ISP_logisticRegression** [<img src="../../../../pictures/QN2.png" width="60" alt="Visit QuantNet 2.0">](http://quantlet.de/d3/ia)
![quantletLogo_FH](../../../../pictures/quantletLogo_FH.png)

## ![qlogo](http://quantnet.wiwi.hu-berlin.de/graphics/quantlogo.png) **ISP_logisticRegression**


```yaml
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5 changes: 3 additions & 2 deletions ISP/Code_Quantlets/13_LogisticRegression/OrdinalLogisticRegression/README.md
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[<img src="../../../../pictures/quantletLogo_FH.png" alt="Intro to Statistics with Python">](https://github.com/thomas-haslwanter/statsintro_python)

## [<img src="../../../../pictures/qloqo.png" alt="Visit QuantNet">](http://quantlet.de/) **ISP_ordinalLogisticRegression** [<img src="../../../../pictures/QN2.png" width="60" alt="Visit QuantNet 2.0">](http://quantlet.de/d3/ia)
![quantletLogo_FH](../../../../pictures/quantletLogo_FH.png)

## ![qlogo](http://quantnet.wiwi.hu-berlin.de/graphics/quantlogo.png) **ISP_ordinalLogisticRegression**


```yaml
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2 changes: 1 addition & 1 deletion ISP/Code_Quantlets/14_Bayesian/bayesianStats/ISP_bayesianStats.py
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Input data are the recorded O-ring performances of the space shuttles before 1986.
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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4 changes: 2 additions & 2 deletions ISP/Code_Quantlets/14_Bayesian/bayesianStats/README.md
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[<img src="../../../../pictures/quantletLogo_FH.png" alt="Intro to Statistics with Python">](https://github.com/thomas-haslwanter/statsintro_python)

## [<img src="../../../../pictures/qloqo.png" alt="Visit QuantNet">](http://quantlet.de/) **ISP_bayesianStats** [<img src="../../../../pictures/QN2.png" width="60" alt="Visit QuantNet 2.0">](http://quantlet.de/d3/ia)
![quantletLogo_FH](../../../../pictures/quantletLogo_FH.png)

## ![qlogo](http://quantnet.wiwi.hu-berlin.de/graphics/quantlogo.png) **ISP_bayesianStats**

```yaml
Name of QuantLet: ISP_bayesianStats
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2 changes: 1 addition & 1 deletion ISP/Code_Quantlets/Utilities/ISP_mystyle.py
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in the other modules.
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import matplotlib.pyplot as plt
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5 changes: 2 additions & 3 deletions ISP/Code_Quantlets/Utilities/README.md
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[<img src="../../../../pictures/quantletLogo_FH.png" alt="Intro to Statistics with Python">](https://github.com/thomas-haslwanter/statsintro_python)

![quantletLogo_FH](../../../../pictures/quantletLogo_FH.png)

## ![qlogo](http://quantnet.wiwi.hu-berlin.de/graphics/quantlogo.png) **ISP_mystyle**
## [<img src="../../../../pictures/qloqo.png" alt="Visit QuantNet">](http://quantlet.de/) **ISP_mystyle** [<img src="../../../../pictures/QN2.png" width="60" alt="Visit QuantNet 2.0">](http://quantlet.de/d3/ia)


```yaml
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2 changes: 1 addition & 1 deletion ISP/Figures/F11_2_regressionLine.py
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""" Figure with simple regression line """

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F11_2_sumOfSquares.py
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'''Visualization of the Sum-of-Squares. '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F11_3_residuals.py
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'''Demo-plot of residuals to a best-fit line '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F11_7_regModels.py
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http://connor-johnson.com/2014/02/18/linear-regression-with-python/
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F4_3_kdePrinciple.py
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""" Plot explaining the principle of a Kernel-Density-Estimation (KDE). """

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F4_4_kdePlot.py
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""" Plot showing the effekt of a Kernel-Density-Estimation (KDE). """

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
from scipy import stats
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2 changes: 1 addition & 1 deletion ISP/Figures/F6_12_sds.py
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''' Graphical display of data within 1,2,3 SD. '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F6_14_normalValueTest.py
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''' Short demo of how to check for the significance of an individual value. '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F6_16_ttestStability.py
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''' Stability of the T-distribution against outliers, compared to the normal distribution. '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F6_2_lognormal.py
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''' Lognormal distribution functions. '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License


# Import standard packages
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2 changes: 1 addition & 1 deletion ISP/Figures/F6_2_pdf.py
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""" Plot demonstrating the integral as the area under a curve of a PDF. """

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F6_3_pdfCdf.py
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''' Graphical display of PDF (probability density function) and CDF (cumulative density function) '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F6_5_sdUnderestimation.py
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'''Sketch to indicate why the sample SD underestimates the population SD '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

import numpy as np
import matplotlib.pyplot as plt
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2 changes: 1 addition & 1 deletion ISP/Figures/F6_6_sem.py
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'''Scatterplot of normally distributed data, with Standard Deviation and Standard Error'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F6_7_skewness.py
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''' Example for Skewness and Kurtosis '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F7_10_roc.py
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respectively, and a standard deviation of 2.
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F7_2_probplotChi2.py
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''' Demonstration of the probplot of a non-normal distribution '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F7_4_exampleTtest.py
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'''Figure for a an example of a T-test for a mean value '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F8_1_ttestExplanation.py
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''' Figure explaining the T-Test '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F8_2_pairedTtest.py
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''' Paired T-test
'''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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2 changes: 1 addition & 1 deletion ISP/Figures/F8_3_anova3way.py
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""" Plotting a three-way ANOVA """

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import matplotlib.pyplot as plt
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2 changes: 1 addition & 1 deletion ISP/Figures/F8_3_anovaOneway.py
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''' Figure explaining the T-Test '''

# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the BSD 3-Clause License
# Copyright(c) 2015, Thomas Haslwanter. All rights reserved, under the CC BY-SA 4.0 International License

# Import standard packages
import numpy as np
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