diff --git a/notebooks/4_plotting.ipynb b/notebooks/4_plotting.ipynb new file mode 100644 index 0000000..741cdb5 --- /dev/null +++ b/notebooks/4_plotting.ipynb @@ -0,0 +1,497 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " \n", + "For this tutorial, air quality data about $NO_2$ is used, made available by [openaq](https://openaq.org) and using the [py-openaq](http://dhhagan.github.io/py-openaq/index.html) package. The `air_quality_no2.csv` data set provides $NO_2$ values for the measurement stations _FR04014_, _BETR801_ and _London Westminster_ in respectively Paris, Antwerp and London.\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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station_antwerpstation_parisstation_london
datetime
2019-05-07 02:00:00NaNNaN23.0
2019-05-07 03:00:0050.525.019.0
2019-05-07 04:00:0045.027.719.0
2019-05-07 05:00:00NaN50.416.0
2019-05-07 06:00:00NaN61.9NaN
\n", + "
" + ], + "text/plain": [ + " station_antwerp station_paris station_london\n", + "datetime \n", + "2019-05-07 02:00:00 NaN NaN 23.0\n", + "2019-05-07 03:00:00 50.5 25.0 19.0\n", + "2019-05-07 04:00:00 45.0 27.7 19.0\n", + "2019-05-07 05:00:00 NaN 50.4 16.0\n", + "2019-05-07 06:00:00 NaN 61.9 NaN" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "air_quality = pd.read_csv(\"../data/air_quality_no2.csv\", \n", + " index_col=0, parse_dates=True)\n", + "air_quality.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " \n", + "__Note__: the usage of the `index_col` and `parse_dates` parameters of the `read_csv` function to define the first (0th) column as index of the resulting DataFrame and convert the dates in the column to datetime objects, respectively.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## How to create plots in pandas?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](../schemas/04_plot_overview.svg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> I want a quick visual check of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "air_quality.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With a DataFrame, Pandas creates by default one line plot for each of the columns with numeric data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> I'm want to plot a specific column of the data table." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "air_quality[\"station_paris\"].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To plot a specific column, use the selection method of the [subset data tutorial](./3_subset_data.ipynb) in combination with the `plot` method. Hence, the `plot` method works on both `Series` and `DataFrame`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> I want to visually compare the $N02$ values measured in London and Paris." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "air_quality.plot.scatter(x=\"station_london\", \n", + " y=\"station_paris\", \n", + " alpha=0.5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apart from the default `line` plot when using the `plot` function, a number of alternatives are available to plot data. Let's use some standard Python to get an overview of the available plot methods:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['area',\n", + " 'bar',\n", + " 'barh',\n", + " 'box',\n", + " 'density',\n", + " 'hexbin',\n", + " 'hist',\n", + " 'kde',\n", + " 'line',\n", + " 'pie',\n", + " 'scatter']" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[method_name for method_name in dir(air_quality.plot) if not method_name.startswith(\"_\") ]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " \n", + "__Note__: in many development environments as well as ipython and jupyter notebook, use the TAB button to get an overview of the available methods, for example `air_quality.plot.` + TAB.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One of the options is `box`, which refers to a [boxplot](https://en.wikipedia.org/wiki/Box_plot). Also the `box` method is applicable on the air quality example data:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "air_quality.plot.box()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "__To user guide:__ For an introduction to the other plot methods, see :ref:`visualization.other`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> I want each of the columns in a separate subplot." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "axs = air_quality.plot.area(figsize=(12, 4), subplots=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A number of builtin options are available in each of the Pandas plot functions that are worthwhile to have a look" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "__To user guide:__ Some more formatting options of the Pandas plot functionalities are explained in :ref:`visualization.formatting`. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> I want to further customize, extend or save the resulting plot." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(figsize=(12, 4))\n", + "air_quality.plot.area(ax=axs)\n", + "axs.set_ylabel(\"NO$_2$ concentration\")\n", + "fig.savefig(\"no2_concentrations.png\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Each of the plot objects created by pandas are a [matplotlib](https://matplotlib.org/) object. As Matplotlib provides plenty of options to customize plots, making the link between pandas and matplotlib explicit enables all the power of matplotlib to the plot. This strategy is applied in the example:\n", + "\n", + " fig, axs = plt.subplots(figsize=(12, 4)) # Create an empty matplotlib Figure and Axes\n", + " air_quality.plot.area(ax=axs) # Use pandas to put the area plot on the prepared Figure/Axes\n", + " axs.set_ylabel(\"NO$_2$ concentration\") # Do any matplotlib customization you like\n", + " fig.savefig(\"no2_concentrations.png\") # Save the Figure/Axes using the existing matplotlib method." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## REMEMBER\n", + "\n", + "- The `.plot` methods are applicable on both Series and DataFrames\n", + "- By default, each of the columns is plotted as a different element (line, boxplot,...)\n", + "- Any plot created by pandas is a matplotlib object." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "__To user guide:__ Further details about indexing is provided in :ref:`visualization`" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}