diff --git a/ml21/visualization/00_Intro_Visualization.ipynb b/ml21/visualization/00_Intro_Visualization.ipynb new file mode 100644 index 0000000..7fdad98 --- /dev/null +++ b/ml21/visualization/00_Intro_Visualization.ipynb @@ -0,0 +1,185 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "![](images/EscUpmPolit_p.gif \"UPM\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# Course Notes for Learning Intelligent Systems" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Introduction to Visualization\n", + " \n", + "In this session, we will get more insight regarding how to visualize data.\n", + "\n", + "# Objectives\n", + "\n", + "The main objectives of this session are:\n", + "* Understanding how to visualize data\n", + "* Understanding the purpose of different charts \n", + "* Experimenting with several environments for visualizing data\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Seaborn\n", + "\n", + "Seaborn is a library that visualizes data in Python. The main characteristics are:\n", + "\n", + "* A dataset-oriented API for examining relationships between multiple variables\n", + "* Specialized support for using categorical variables to show observations or aggregate statistics\n", + "* Options for visualizing univariate or bivariate distributions and for comparing them between subsets of data\n", + "* Automatic estimation and plotting of linear regression models for different kinds of dependent variables\n", + "* Convenient views of the overall structure of complex datasets\n", + "* High-level abstractions for structuring multi-plot grids that let you quickly build complex visualizations\n", + "* Concise control over matplotlib figure styling with several built-in themes\n", + "* Tools for choosing color palettes that faithfully reveal patterns in your data\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Install\n", + "Use:\n", + "\n", + "**conda install seaborn**\n", + "\n", + "or \n", + "\n", + "**pip install seaborn**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Table of Contents" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "1. [Home](00_Intro_Visualization.ipynb)\n", + "2. [Dataset](01_Dataset.ipynb)\n", + "3. [Comparison Charts](02_Comparison_Charts.ipynb)\n", + " 1. [More Comparison Charts](02_01_More_Comparison_Charts.ipynb)\n", + "4. [Distribution Charts](03_Distribution_Charts.ipynb)\n", + "5. [Hierarchical charts](04_Hierarchical_Charts.ipynb)\n", + "6. [Relational charts](05_Relational_Charts.ipynb)\n", + "7. [Spatial charts](06_Spatial_Charts.ipynb)\n", + "8. [Temporal charts](07_Temporal_Charts.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Licence\n", + "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n", + "\n", + "© Carlos A. Iglesias, Universidad Politécnica de Madrid." + ] + } + ], + "metadata": { + "datacleaner": { + "position": { + "top": "50px" + }, + "python": { + "varRefreshCmd": "try:\n print(_datacleaner.dataframe_metadata())\nexcept:\n print([])" + }, + "window_display": false + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ml21/visualization/01_Dataset.ipynb b/ml21/visualization/01_Dataset.ipynb new file mode 100644 index 0000000..5d44b31 --- /dev/null +++ b/ml21/visualization/01_Dataset.ipynb @@ -0,0 +1,363 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "![](images/EscUpmPolit_p.gif \"UPM\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# Course Notes for Learning Intelligent Systems" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## [Introduction to Visualization](00_Intro_Visualization.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Dataset\n", + "Seaborn includes several datasets. We can consult the available datasets and load them. \n", + "\n", + "The datasets are also available at https://github.com/mwaskom/seaborn-data." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from matplotlib import pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['anagrams',\n", + " 'anscombe',\n", + " 'attention',\n", + " 'brain_networks',\n", + " 'car_crashes',\n", + " 'diamonds',\n", + " 'dots',\n", + " 'dowjones',\n", + " 'exercise',\n", + " 'flights',\n", + " 'fmri',\n", + " 'geyser',\n", + " 'glue',\n", + " 'healthexp',\n", + " 'iris',\n", + " 'mpg',\n", + " 'penguins',\n", + " 'planets',\n", + " 'seaice',\n", + " 'taxis',\n", + " 'tips',\n", + " 'titanic']" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.get_dataset_names()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
525.294.71MaleNoSunDinner4
68.772.00MaleNoSunDinner2
726.883.12MaleNoSunDinner4
815.041.96MaleNoSunDinner2
914.783.23MaleNoSunDinner2
\n", + "
" + ], + "text/plain": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + "5 25.29 4.71 Male No Sun Dinner 4\n", + "6 8.77 2.00 Male No Sun Dinner 2\n", + "7 26.88 3.12 Male No Sun Dinner 4\n", + "8 15.04 1.96 Male No Sun Dinner 2\n", + "9 14.78 3.23 Male No Sun Dinner 2" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = sns.load_dataset('tips')\n", + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# References\n", + "* [Seaborn](http://seaborn.pydata.org/index.html) documentation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## Licence\n", + "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n", + "\n", + "© Carlos A. Iglesias, Universidad Politécnica de Madrid." + ] + } + ], + "metadata": { + "datacleaner": { + "position": { + "top": "50px" + }, + "python": { + "varRefreshCmd": "try:\n print(_datacleaner.dataframe_metadata())\nexcept:\n print([])" + }, + "window_display": false + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ml21/visualization/02_01_More_Comparison_Charts.ipynb b/ml21/visualization/02_01_More_Comparison_Charts.ipynb new file mode 100644 index 0000000..5cba3a0 --- /dev/null +++ b/ml21/visualization/02_01_More_Comparison_Charts.ipynb @@ -0,0 +1,3192 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "![](images/EscUpmPolit_p.gif \"UPM\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# Course Notes for Learning Intelligent Systems" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## [Introduction to Visualization](00_Intro_Visualization.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# More Comparison Charts\n", + "\n", + "Other charts can be created with libraries such as **dash plotly**.\n", + "\n", + "First, you should install dash:\n", + "\n", + "**conda install -c plotly plotly**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.simplefilter(action='ignore', category=FutureWarning)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Radar Charts" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from matplotlib import pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "df = sns.load_dataset('tips')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Calculate the average tip per day." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "day\n", + "Thur 2.771452\n", + "Fri 2.734737\n", + "Sat 2.993103\n", + "Sun 3.255132\n", + "Name: tip, dtype: float64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Get a Pandas Series\n", + "avg_tip = df.groupby('day')['tip'].mean()\n", + "avg_tip" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['Thur', 'Fri', 'Sat', 'Sun']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "days = list(avg_tip.keys())\n", + "days" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[2.7714516129032254, 2.734736842105263, 2.993103448275862, 3.2551315789473683]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "avg_tips = avg_tip.to_list()\n", + "avg_tips" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Thur', 'Fri', 'Sat', 'Sun']\n", + "[2.7714516129032254, 2.734736842105263, 2.993103448275862, 3.2551315789473683]\n" + ] + } + ], + "source": [ + "#A simpler alternative\n", + "days = list(avg_tip.index)\n", + "avg_tips = list(avg_tip.values)\n", + "print(days)\n", + "print(avg_tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "df_avg = pd.DataFrame(dict(\n", + " r=avg_tips,\n", + " theta=days))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "r=%{r}
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.graph_objects as go\n", + "\n", + "fig = go.Figure()\n", + "\n", + "fig.add_trace(go.Scatterpolar(\n", + " r=avg_bills,\n", + " theta=days,\n", + " fill='toself',\n", + " name='Bills'\n", + "))\n", + "fig.add_trace(go.Scatterpolar(\n", + " r=avg_tips,\n", + " theta=days,\n", + " fill='toself',\n", + " name='Tips'\n", + "))\n", + "\n", + "fig.update_layout(\n", + " polar=dict(\n", + " radialaxis=dict(\n", + " visible=True,\n", + " range=[0, 25]\n", + " )),\n", + " showlegend=False\n", + ")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# References\n", + "* [Seaborn](http://seaborn.pydata.org/index.html) documentation\n", + "\n", + "* [plotly](https://plot.ly/) documentation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## Licence\n", + "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n", + "\n", + "© Carlos A. Iglesias, Universidad Politécnica de Madrid." + ] + } + ], + "metadata": { + "datacleaner": { + "position": { + "top": "50px" + }, + "python": { + "varRefreshCmd": "try:\n print(_datacleaner.dataframe_metadata())\nexcept:\n print([])" + }, + "window_display": false + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ml21/visualization/02_Comparison_Charts.ipynb b/ml21/visualization/02_Comparison_Charts.ipynb new file mode 100644 index 0000000..855dd6d --- /dev/null +++ b/ml21/visualization/02_Comparison_Charts.ipynb @@ -0,0 +1,561 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "![](images/EscUpmPolit_p.gif \"UPM\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# Course Notes for Learning Intelligent Systems" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## [Introduction to Visualization](00_Intro_Visualization.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Comparison charts\n", + "Charts for comparing data." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
\n", + "
" + ], + "text/plain": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "from matplotlib import pyplot as plt\n", + "import seaborn as sns\n", + "import warnings\n", + "warnings.simplefilter(action='ignore', category=FutureWarning)\n", + "\n", + "df = sns.load_dataset('tips')\n", + "df.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Countplot\n", + "Distribution of values of a categorical variable. It can be seen like a histogram. " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# We cannnot use both x and y in a countplot\n", + "sns.countplot(y='sex', hue='time', data=df)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Barplot\n", + "Show point estimates and confidence intervals (ci) as rectangular bars. By default, ci = 95." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(x=\"tip\", y=\"day\", hue='sex', data=df)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# References\n", + "[Seaborn](http://seaborn.pydata.org/index.html) documentation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## Licence\n", + "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n", + "\n", + "© Carlos A. Iglesias, Universidad Politécnica de Madrid." + ] + } + ], + "metadata": { + "datacleaner": { + "position": { + "top": "50px" + }, + "python": { + "varRefreshCmd": "try:\n print(_datacleaner.dataframe_metadata())\nexcept:\n print([])" + }, + "window_display": false + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ml21/visualization/03_Distribution_Charts.ipynb b/ml21/visualization/03_Distribution_Charts.ipynb new file mode 100644 index 0000000..d007e54 --- /dev/null +++ b/ml21/visualization/03_Distribution_Charts.ipynb @@ -0,0 +1,1235 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "![](images/EscUpmPolit_p.gif \"UPM\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# Course Notes for Learning Intelligent Systems" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## [Introduction to Visualization](00_Intro_Visualization.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Distribution charts\n", + "Charts for visualizing the distribution of a dataset." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Plotting Univariate variables\n", + "**display** Draw a histogram and fit a kernel density estimate (KDE)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from scipy import stats\n", + "\n", + "x = np.random.normal(size=100)\n", + "sns.displot(x, kde=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Only the histogram and a rug plot (the observations)\n", + "sns.displot(x, kde=False, rug=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Only the KDE and the rug plot\n", + "sns.displot(x, kde=True, rug=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# We can use a shortcut: kdeplot if we want only kdeplot\n", + "sns.kdeplot(x, fill=True) #check fill=False\n", + "#sns.rugplot(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Plotting Bivariate distributions\n", + "The most common chart is the **scatterplot**, where each observation is shown with a point at the x and y values.\n", + "\n", + "This is analogous to a rug plot in two dimensions. You can draw a **scatterplot** with **lmplot())** and **jointplot()**.\n", + "\n", + "It helps us to discover **correlations** (positive if the values of both variables increase or decrease together; or negative if one increases when the other decreases)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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914.783.23MaleNoSunDinner2
\n", + "
" + ], + "text/plain": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + "5 25.29 4.71 Male No Sun Dinner 4\n", + "6 8.77 2.00 Male No Sun Dinner 2\n", + "7 26.88 3.12 Male No Sun Dinner 4\n", + "8 15.04 1.96 Male No Sun Dinner 2\n", + "9 14.78 3.23 Male No Sun Dinner 2" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = sns.load_dataset('tips')\n", + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "**lmplot** shows us a scatterplot of variables x and y, fit a regression model (y ~ x), and plots the resulting regression line and a 95% confidence interval for that regression. \n", + "\n", + "An alternative is **regplot** (only for one relationship and enables detailed configuration of the axes)." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 2 variables\n", + "sns.lmplot(x=\"total_bill\", y=\"tip\", data=df)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "We can observe a positive correlation and a few outliers.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Even 3 variables\n", + "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"sex\", data=df)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=df)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "A more straightforward function for relating variables with scatter plots is **relplot**.\n", + "\n", + "**relplot** can also be used for continuous variables." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# We can even show four variables\n", + "sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", style=\"time\", data=df)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Continuous variables\n", + "fmri = sns.load_dataset(\"fmri\")\n", + "sns.relplot(x=\"timepoint\", y=\"signal\", kind=\"line\", data=fmri);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "**joinplot** draws a scatterplot showing each observation with a point at the x and y values. It is like a rug plot for two variables.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x=\"total_bill\", y=\"tip\", data=df)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "The default value for kind is \"scatter\". If we modify this parameter, we have different charts.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Add regression and kernel density fits\n", + "sns.jointplot(x=\"total_bill\", y=\"tip\", data=df, kind=\"reg\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "We can group individual samples into hexagons with kind=\"hex\" for large datasets. \n", + "\n", + "This chart is called **hexagonal bin plot** or simply **hexbin plot**.\n", + "\n", + "It uses a lighter or darker color to represent the density of data." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x=\"total_bill\", y=\"tip\", data=df, kind=\"hex\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "We can also show a **contour plot**. KDE plot replaces the scatterplots and histograms with density estimates.\n", + "\n", + "Contour plots or 2d density plots show the density of points, much as a topographic map shows elevation. " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x=\"total_bill\", y=\"tip\", data=df, kind=\"kde\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Pairwise relationships of the dataset\n", + "We can plot multiple pairwise bivariate distributions in a dataset with **pairplot**." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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\n", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(df, hue='sex', diag_kind=\"hist\") ## Previously it has used diag_kind='kde'" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Categorical distributions\n", + "We can represent categorical scatter plots with **catplot**. The main challenge is that all the values of the categorical variables correspond with a point.\n", + "\n", + "There are two implementations:\n", + "* **strip** (the default), which adjusts the positions of points on the categorical axis with a small amount of random “jitter”:\n", + "* **swarm**, which prevents points from overlapping.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Adding a a third variable\n", + "sns.catplot(x=\"day\", y=\"total_bill\", hue='sex', data=df, kind='swarm');" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Distribution of observations within categories\n", + "Boxplots and violin plots provide an excellent way to understand the distribution of categorical variables when we have a lot of data." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Boxplot\n", + "Boxplot shows the three quartile values of the distribution along with extreme values.\n", + "\n", + "A rectangle is drawn to represent the second and third quartiles, usually with a vertical line inside it, to indicate the median value. The lower and upper quartiles are shown as horizontal lines on either side of this rectangle.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", kind=\"box\", data=df)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Violinplot\n", + "Violinplots combine a boxplot with the kernel density estimation.\n", + "\n", + "* the thin line at the center is the interquartile range\n", + "* the thin line is the 95% confidence interval\n", + "* the white dot is the median\n", + "* the spread of the violin shape is a kernel density estimation\n" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(y=\"total_bill\", x=\"day\", hue=\"time\", kind=\"violin\", data=df)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# References\n", + "* [Seaborn](http://seaborn.pydata.org) documentation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## Licence\n", + "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n", + "\n", + "© Carlos A. Iglesias, Universidad Politécnica de Madrid." + ] + } + ], + "metadata": { + "datacleaner": { + "position": { + "top": "50px" + }, + "python": { + "varRefreshCmd": "try:\n print(_datacleaner.dataframe_metadata())\nexcept:\n print([])" + }, + "window_display": false + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ml21/visualization/04_Hierarchical_Charts.ipynb b/ml21/visualization/04_Hierarchical_Charts.ipynb new file mode 100644 index 0000000..b64f599 --- /dev/null +++ b/ml21/visualization/04_Hierarchical_Charts.ipynb @@ -0,0 +1,2126 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "![](images/EscUpmPolit_p.gif \"UPM\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# Course Notes for Learning Intelligent Systems" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## [Introduction to Visualization](00_Intro_Visualization.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Hierarchical charts\n", + "Charts are used to show the parts of a variable.\n", + "\n", + "Most popular: pie chart, donut chart, and bar chart." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "from matplotlib import pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "df = sns.load_dataset('tips')\n", + "df.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "We can represent them with **pandas** or **mathplotlib**.\n", + "\n", + "A pie plot is a proportional representation of the numerical data in a column." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.tip.groupby(df.sex, observed=False).sum().plot(kind='pie') # If observed False: show all values for categorical groupers" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "For other graph types, we can use *Dash plot.ly*.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Male', 'Female']\n", + "[157, 87]\n" + ] + } + ], + "source": [ + "import plotly as py\n", + "import plotly.graph_objects as go\n", + "\n", + "labels = list(df['sex'].value_counts().index)\n", + "values = list(df['sex'].value_counts().values)\n", + "\n", + "print(labels)\n", + "print(values)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "slideshow": { + 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Donut chart\n", + "fig = go.Figure(data=[go.Pie(labels=labels, values=values, hole=.3)])\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# References\n", + "* [Data Preprocessing for Machine learning in Python, GeeksForGeeks](https://www.geeksforgeeks.org/data-preprocessing-machine-learning-python/)\n", + "* [Plotly](https://plot.ly/python/pie-charts/) library" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## Licence\n", + "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n", + "\n", + "© Carlos A. Iglesias, Universidad Politécnica de Madrid." + ] + } + ], + "metadata": { + "datacleaner": { + "position": { + "height": "790.33px", + "left": "1413.33px", + "right": "20px", + "top": "50px", + "width": "700px" + }, + "python": { + "varRefreshCmd": "try:\n print(_datacleaner.dataframe_metadata())\nexcept:\n print([])" + }, + "window_display": false + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ml21/visualization/05_Relational_Charts.ipynb b/ml21/visualization/05_Relational_Charts.ipynb new file mode 100644 index 0000000..45224d7 --- /dev/null +++ b/ml21/visualization/05_Relational_Charts.ipynb @@ -0,0 +1,500 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "![](images/EscUpmPolit_p.gif \"UPM\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# Course Notes for Learning Intelligent Systems" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## [Introduction to Visualization](00_Intro_Visualization.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Relational charts\n", + "Charts for showing correlations.\n", + "\n", + "We have already seen correlation charts in the distribution charts (**lmplot**)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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yearmonthpassengers
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" + ], + "text/plain": [ + " year month passengers\n", + "0 1949 Jan 112\n", + "1 1949 Feb 118\n", + "2 1949 Mar 132\n", + "3 1949 Apr 129\n", + "4 1949 May 121\n", + "5 1949 Jun 135\n", + "6 1949 Jul 148\n", + "7 1949 Aug 148\n", + "8 1949 Sep 136\n", + "9 1949 Oct 119" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "from matplotlib import pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "flights = sns.load_dataset('flights')\n", + "flights.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Heatmaps" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = flights.pivot(index=\"month\", columns=\"year\", values=\"passengers\")\n", + "sns.heatmap(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", + "
" + ], + "text/plain": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from pandas.plotting import parallel_coordinates\n", + "\n", + "df = sns.load_dataset('tips')\n", + "df.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12, 10))\n", + "title = fig.suptitle(\"Parallel Coordinates\", fontsize=18)\n", + "fig.subplots_adjust(top=0.93, wspace=0)\n", + "\n", + "pc = parallel_coordinates(df, \n", + " 'smoker', # class name \n", + " ['total_bill', 'tip', 'size'],# numeric columns to show\n", + " color=('skyblue', 'firebrick'))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# References\n", + "* [Data Preprocessing for Machine learning in Python, GeeksForGeeks](https://www.geeksforgeeks.org/data-preprocessing-machine-learning-python/)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## Licence\n", + "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n", + "\n", + "© Carlos A. Iglesias, Universidad Politécnica de Madrid." + ] + } + ], + "metadata": { + "datacleaner": { + "position": { + "top": "50px" + }, + "python": { + "varRefreshCmd": "try:\n print(_datacleaner.dataframe_metadata())\nexcept:\n print([])" + }, + "window_display": false + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ml21/visualization/06_Spatial_Charts.ipynb b/ml21/visualization/06_Spatial_Charts.ipynb new file mode 100644 index 0000000..55fab67 --- /dev/null +++ b/ml21/visualization/06_Spatial_Charts.ipynb @@ -0,0 +1,689 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "![](images/EscUpmPolit_p.gif \"UPM\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# Course Notes for Learning Intelligent Systems" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## [Introduction to Visualization](00_Intro_Visualization.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Spatial charts\n", + "Charts for showing geographical information." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Maps\n", + "Showing a map. You should install **folium**." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import folium\n", + "folium.Map(location=[45.5, 25.56667])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Choroplethe map\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "\n", + "url = 'https://raw.githubusercontent.com/python-visualization/folium/master/examples/data'\n", + "state_geo = f'{url}/us-states.json'\n", + "state_unemployment = f'{url}/US_Unemployment_Oct2012.csv'\n", + "state_data = pd.read_csv(state_unemployment)\n", + "\n", + "m = folium.Map(location=[48, -102], zoom_start=3)\n", + "\n", + "folium.Choropleth(\n", + " geo_data=state_geo,\n", + " name='choropleth',\n", + " data=state_data,\n", + " columns=['State', 'Unemployment'],\n", + " key_on='feature.id',\n", + " fill_color='YlGn',\n", + " fill_opacity=0.7,\n", + " line_opacity=0.2,\n", + " legend_name='Unemployment Rate (%)'\n", + ").add_to(m)\n", + "\n", + "folium.LayerControl().add_to(m)\n", + "\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from folium.plugins import HeatMap\n", + "\n", + "m = folium.Map([45.5, 25.56667], tiles='stamentoner', zoom_start=6)\n", + "\n", + "HeatMap(data).add_to(m)\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# References \n", + "* [Data Preprocessing for Machine learning in Python, GeeksForGeeks](https://www.geeksforgeeks.org/data-preprocessing-machine-learning-python/)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## Licence\n", + "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n", + "\n", + "© Carlos A. Iglesias, Universidad Politécnica de Madrid." + ] + } + ], + "metadata": { + "datacleaner": { + "position": { + "top": "50px" + }, + "python": { + "varRefreshCmd": "try:\n print(_datacleaner.dataframe_metadata())\nexcept:\n print([])" + }, + "window_display": false + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ml21/visualization/07_Temporal_Charts.ipynb b/ml21/visualization/07_Temporal_Charts.ipynb new file mode 100644 index 0000000..54a40c7 --- /dev/null +++ b/ml21/visualization/07_Temporal_Charts.ipynb @@ -0,0 +1,451 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "![](images/EscUpmPolit_p.gif \"UPM\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# Course Notes for Learning Intelligent Systems" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## [Introduction to Visualization](00_Intro_Visualization.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Temporal Charts\n", + "Charts for comparing temporal data." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Timeseries plot" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " subject timepoint event region signal\n", + "0 s13 18 stim parietal -0.017552\n", + "1 s5 14 stim parietal -0.080883\n", + "2 s12 18 stim parietal -0.081033\n", + "3 s11 18 stim parietal -0.046134\n", + "4 s10 18 stim parietal -0.037970" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "fmri = sns.load_dataset(\"fmri\")\n", + "fmri.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=\"timepoint\", y=\"signal\", hue=\"event\", data=fmri)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Stackplot graph\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "x = [1, 2, 3, 4, 5]\n", + "y1 = [1, 1, 2, 3, 5]\n", + "y2 = [0, 4, 2, 6, 8]\n", + "y3 = [1, 3, 5, 7, 9]\n", + "\n", + "y = np.vstack([y1, y2, y3])\n", + "\n", + "labels = [\"Fibonacci \", \"Evens\", \"Odds\"]\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.stackplot(x, y1, y2, y3, labels=labels)\n", + "ax.legend(loc='upper left')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def layers(n, m):\n", + " \"\"\"\n", + " Return *n* random Gaussian mixtures, each of length *m*.\n", + " \"\"\"\n", + " def bump(a):\n", + " x = 1 / (.1 + np.random.random())\n", + " y = 2 * np.random.random() - .5\n", + " z = 10 / (.1 + np.random.random())\n", + " for i in range(m):\n", + " w = (i / m - y) * z\n", + " a[i] += x * np.exp(-w * w)\n", + " a = np.zeros((m, n))\n", + " for i in range(n):\n", + " for j in range(5):\n", + " bump(a[:, i])\n", + " return a\n", + "\n", + "\n", + "d = layers(3, 100)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.stackplot(range(100), d.T, baseline='wiggle')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "# References\n", + "* [Data Preprocessing for Machine learning in Python, GeeksForGeeks](https://www.geeksforgeeks.org/data-preprocessing-machine-learning-python/)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## Licence\n", + "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n", + "\n", + "© Carlos A. Iglesias, Universidad Politécnica de Madrid." + ] + } + ], + "metadata": { + "datacleaner": { + "position": { + "top": "50px" + }, + "python": { + "varRefreshCmd": "try:\n print(_datacleaner.dataframe_metadata())\nexcept:\n print([])" + }, + "window_display": false + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}