{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Plotting with Matplotlib\n", "========================\n", "\n", "``````{admonition} Overview\n", ":class: overview\n", "\n", "Questions:\n", "\n", "* How can I create plots using matplotlib?\n", "\n", "Objectives:\n", "\n", "* Use pandas built-in plotting.\n", "\n", "* Use matplotlib's object oriented interface to make figures with subplots.\n", "\n", "``````\n", "\n", "Matplotlib is among the oldest and most widely used plotting libraries in Python. \n", "Some plotting libraries, such as seaborn, are built-in top of Matplotlib. Matplotlib is very flexible and customizable. \n", "\n", "In this section, we will see how three ways we can use matplotlib to create plots. \n", "The most customizable interface is the object oriented interface. \n", "Learning to use matplotlib will allow you to make beautiful, publication-quality plots and will help you more effectively use libraries which interface with matplotlib.\n", "\n", "We'll start by reading in the same data file we've been using for this session. We'll look at the visualization built in the pandas dataframe, then discuss making custom visualizations with matplotlib." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Compound IDESOL solubility (mol/L)Minimum DegreeMolecular WeightNumber of H-Bond DonorsNumber of RingsNumber of Rotatable BondsPolar Surface Areameasured solubility (mol/L)smiles
0Amigdalin-0.9741457.432737202.32-0.77OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...
1Fenfuram-2.8851201.22512242.24-3.30Cc1occc1C(=O)Nc2ccccc2
2citral-2.5791152.23700417.07-2.06CC(C)=CCCC(C)=CC(=O)
3Picene-6.6182278.3540500.00-7.87c1ccc2c(c1)ccc3c2ccc4c5ccccc5ccc43
4Thiophene-2.232284.1430100.00-1.33c1ccsc1
\n", "
" ], "text/plain": [ " Compound ID ESOL solubility (mol/L) Minimum Degree Molecular Weight \\\n", "0 Amigdalin -0.974 1 457.432 \n", "1 Fenfuram -2.885 1 201.225 \n", "2 citral -2.579 1 152.237 \n", "3 Picene -6.618 2 278.354 \n", "4 Thiophene -2.232 2 84.143 \n", "\n", " Number of H-Bond Donors Number of Rings Number of Rotatable Bonds \\\n", "0 7 3 7 \n", "1 1 2 2 \n", "2 0 0 4 \n", "3 0 5 0 \n", "4 0 1 0 \n", "\n", " Polar Surface Area measured solubility (mol/L) \\\n", "0 202.32 -0.77 \n", "1 42.24 -3.30 \n", "2 17.07 -2.06 \n", "3 0.00 -7.87 \n", "4 0.00 -1.33 \n", "\n", " smiles \n", "0 OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)... \n", "1 Cc1occc1C(=O)Nc2ccccc2 \n", "2 CC(C)=CCCC(C)=CC(=O) \n", "3 c1ccc2c(c1)ccc3c2ccc4c5ccccc5ccc43 \n", "4 c1ccsc1 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"data/delaney-processed.csv\")\n", "\n", "df.rename( columns = {\n", " \"ESOL predicted log solubility in mols per litre\": \"ESOL solubility (mol/L)\",\n", " \"measured log solubility in mols per litre\" : \"measured solubility (mol/L)\"\n", "}, inplace=True)\n", "\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The pandas dataframe has built-in plotting using the command `df.plot`. By default, this function will plot the numerical columns against the index." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also create plots using specific columns for x and y values by setting the appropriate options." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot(x=\"Molecular Weight\", y=\"measured solubility (mol/L)\", kind=\"scatter\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Behind the scenes, `df.plot` is calling matplotlib. Pandas is constantly being developed and new capabilties being added. The built-in plotting function for pandas has many options you can specify, which you can read about [here](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.html). In this section we are going to see how to use and customize matplotlib plots in detail.\n", "\n", "Understanding how matplotlib works will help you work with other libraries, including seaborn, which build on top of matplotlib." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you've used matplotlib before, it's likely that you've worked with the matplotlib procedural interface. When you use this interface, each command is added to the current figure." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Solubility (mol/L)')" ] }, "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": [ "# procedural interface - if you've programmed in python before this is what you've used\n", "\n", "plt.figure()\n", "plt.scatter(\"Molecular Weight\", \"measured solubility (mol/L)\", data=df)\n", "plt.xlabel(\"Molecular Weight\")\n", "plt.ylabel(\"Solubility (mol/L)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Object Oriented Interface\n", "This lesson discusses creating plots using matplotlib’s object oriented interface. “Object oriented” here refers to the fact that when we use this interface, the figure, figure axes and other plot components will be available to use as variables or objects. Using matplotlib this way will allow us to have greater control over our plots.\n", "\n", "Let’s see how we can make the same plots we made with the procedural interface using an object oriented approach." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# object oriented interface\n", "fig, ax = plt.subplots()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Solubility (mol/L)')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(\"Molecular Weight\", \"measured solubility (mol/L)\", data=df)\n", "ax.set_xlabel(\"Molecular Weight\")\n", "ax.set_ylabel(\"Solubility (mol/L)\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "You can add more data to the plot by continuing to add plotting commands.\n", "\n", "```python\n", "ax.scatter(\"Molecular Weight\", \"ESOL Solubility (mol/L)\", data=df)\n", "ax.legend(loc='upper right')\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Subplots" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2, 2)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.shape" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'ESOL Predicted Solubility')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2)\n", "ax[0, 0].scatter(\"Number of Rings\", \"ESOL solubility (mol/L)\", data=df)\n", "\n", "ax[0, 1].scatter(\"Number of Rings\", \"measured solubility (mol/L)\", data=df)\n", "ax[0, 0].set_xlabel(\"Number of Rings\")\n", "ax[0, 0].set_ylabel(\"ESOL Predicted Solubility\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Adding `fig.tight_layout()` as the last function will fix the overlapping of text and plots." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2)\n", "ax[0, 0].scatter(\"Number of Rings\", \"ESOL solubility (mol/L)\", data=df)\n", "\n", "ax[0, 1].scatter(\"Number of Rings\", \"measured solubility (mol/L)\", data=df)\n", "ax[0, 0].set_xlabel(\"Number of Rings\")\n", "ax[0, 0].set_ylabel(\"ESOL Predicted Solubility\")\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot Customization" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2)\n", "ax[0, 0].scatter(\"Number of Rings\", \"ESOL solubility (mol/L)\", data=df, color=\"red\")\n", "\n", "ax[0, 1].scatter(\"Number of Rings\", \"measured solubility (mol/L)\", data=df, color=\"blue\")\n", "ax[0, 0].set_xlabel(\"Number of Rings\", fontsize=12)\n", "ax[0, 0].set_ylabel(\"ESOL\", fontsize=12)\n", "\n", "fig.tight_layout()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "``````{admonition} Key Points\n", ":class: key\n", "\n", "* Pandas dataframes have built in plotting.\n", "\n", "* You can use matplotlib to create figures with multiple plots.\n", "``````" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "molssi-training", "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": "3.11.0 | packaged by conda-forge | (main, Oct 25 2022, 06:24:40) [GCC 10.4.0]" }, "vscode": { "interpreter": { "hash": "16d4a7bb199d969b1271ebe46f77414b0d9cd01b3c3983c2b2742fc6cd4503d3" } } }, "nbformat": 4, "nbformat_minor": 4 }