{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "edf7b19c-20f1-43b4-b3cb-cdf6a2843749", "metadata": {}, "source": [ "# Plotting Data with Matplotlib" ] }, { "cell_type": "markdown", "id": "d387cfd5-3d79-4817-84b0-50da2bf09612", "metadata": {}, "source": [ "Data, be it images or object features, can and must be plotted for a better understanding of their properties or relationships. We already saw that we can use [napari]() to interactively visualize images. Sometimes, we may want to have a static view inside a notebook to consistently share with collaborators or as material in a publication.\n", "\n", "Python has many libraries for plotting data, like [matplotlib](https://matplotlib.org/stable/gallery/index.html), [seaborn](https://seaborn.pydata.org/), [plotly](https://plotly.com/python/) and [bokeh](https://docs.bokeh.org/en/latest/docs/gallery.html#standalone-examples), to name a few. Some libraries ship plotting function inside them as a convenience. For example, the pandas method [`.plot`](https://pandas.pydata.org/docs/user_guide/10min.html#plotting) can plot graphs directly from dataframes.\n", "\n", "In this notebook, we will explain the basics of [Matplotlib](https://matplotlib.org/stable/gallery/index.html), probably the most flexible and traditional library to display images and data in Python.\n", "\n", "Knowing a bit of its syntax help understanding other higher level libraries." ] }, { "cell_type": "code", "execution_count": 1, "id": "c9f956ed-5f7d-4448-80bb-aaabd605176b", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from skimage.io import imread\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "590bf61d-b47e-4f6c-b6ff-3694d3aa2df2", "metadata": {}, "source": [ "## Reading data" ] }, { "cell_type": "markdown", "id": "ea04652c-6049-4d30-980d-2118948967da", "metadata": {}, "source": [ "In this notebook, we will use an image and a table to plot. Let's read them.\n", "\n", "The table contains continuous data from 2 images, identified by the last categorical column 'file_name'." ] }, { "cell_type": "code", "execution_count": 2, "id": "838cfa27-36c7-4117-b03c-c7227d40b02b", "metadata": {}, "outputs": [], "source": [ "image1 = imread(\"../../data/BBBC007_batch/20P1_POS0010_D_1UL.tif\")\n", "\n", "df = pd.read_csv(\"../../data/BBBC007_analysis.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "747ad7d7-dcb7-4790-a1bf-7566ca15a5a8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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areaintensity_meanmajor_axis_lengthminor_axis_lengthaspect_ratiofile_name
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\n", "
" ], "text/plain": [ " area intensity_mean major_axis_length minor_axis_length aspect_ratio \\\n", "0 139 96.546763 17.504104 10.292770 1.700621 \n", "1 360 86.613889 35.746808 14.983124 2.385805 \n", "2 43 91.488372 12.967884 4.351573 2.980045 \n", "3 140 73.742857 18.940508 10.314404 1.836316 \n", "4 144 89.375000 13.639308 13.458532 1.013432 \n", "\n", " file_name \n", "0 20P1_POS0010_D_1UL \n", "1 20P1_POS0010_D_1UL \n", "2 20P1_POS0010_D_1UL \n", "3 20P1_POS0010_D_1UL \n", "4 20P1_POS0010_D_1UL " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(5)" ] }, { "cell_type": "markdown", "id": "96edec1b-965a-4875-b3e5-bc52582e03df", "metadata": {}, "source": [ "## Plotting an image with matplotlib" ] }, { "cell_type": "markdown", "id": "c12337db-ac14-45fa-a35b-fea5f81ae17f", "metadata": {}, "source": [ "To start, we briefly recap how we display images. You just need a single line:" ] }, { "cell_type": "code", "execution_count": 4, "id": "0dc93a66-bb22-4e34-8168-3f767fbfbb0b", "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": [ "plt.imshow(image1)" ] }, { "cell_type": "markdown", "id": "d2a4a70a-7551-4695-ac16-f616c4404011", "metadata": {}, "source": [ "## Plotting a graph with matplotlib" ] }, { "cell_type": "markdown", "id": "78ba8a4f-254e-423a-8503-0dd377b197f7", "metadata": {}, "source": [ "To plot a graph with matplotlib, like a scatter plot, we need to get the data from the table and feed it to `plt.scatter`.\n", "\n", "Let's plot the aspect_ratio vs mean_intensity." ] }, { "cell_type": "code", "execution_count": 5, "id": "897d1ec2-dd55-4651-a977-7eb296387dd8", "metadata": {}, "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": [ "x = df['aspect_ratio']\n", "y = df['intensity_mean']\n", "\n", "plt.scatter(x, y)" ] }, { "cell_type": "markdown", "id": "cdacb4e3-f7ba-4562-a4b9-84f65f933ade", "metadata": {}, "source": [ "In a similar fashion, it is possible to provide extra arguments to customize plots like this. Below, we change the marker [symbol](https://matplotlib.org/stable/api/markers_api.html#module-matplotlib.markers), marker size (`s`), color and make marker half transparent (`alpha`). " ] }, { "cell_type": "code", "execution_count": 6, "id": "e61cba7c-e6d1-4170-88f6-a978306d8a0e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Aspect Ratio vs. Intensity')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(7,4))\n", "ax.scatter(x, y, color='magenta', marker='*', s=80, alpha=0.5)\n", "ax.set_xlabel('aspect ratio')\n", "ax.set_ylabel('mean intensity')\n", "ax.set_title('Aspect Ratio vs. Intensity')" ] }, { "cell_type": "markdown", "id": "d75b3480-07af-47c0-887f-2880671c70d2", "metadata": { "tags": [] }, "source": [ "## Configuring figure and axes" ] }, { "cell_type": "markdown", "id": "4a425a12-8cc0-434a-b1bd-b0a7b2b8caf3", "metadata": {}, "source": [ "Besides plotting graphs as shown above, we usually want to furhter configure the figure and its axes, like provide the names to the axes, change the figure size and maybe have more than one plot in the same figure.\n", "\n", "To be able to do all that and more, it is necessary to have handles: variables that represent the figure and the axes objects. We can have access to them by, before plotting, creating an empty figure with the function `plt.subplots`." ] }, { "cell_type": "code", "execution_count": 7, "id": "70b872b1-f00d-4e71-b4be-c867a8a0a230", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()" ] }, { "cell_type": "markdown", "id": "5c568c60-c8c9-4459-a482-f8c8a4dfe2e6", "metadata": {}, "source": [ "Let's add our plot to this new figure. We now do that by passing the `scatter` function as an axes method." ] }, { "cell_type": "code", "execution_count": 8, "id": "1bb3b843-29a4-4cd8-b326-eb3cb1ad18b7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "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(x, y, color = 'magenta', marker = '*', s = 200, alpha = 0.5)" ] }, { "cell_type": "markdown", "id": "7db9f9d7-536a-4e9b-b946-dd4c2661aa57", "metadata": {}, "source": [ "OK, we got the same figure back, so what?\n", "\n", "The difference is that now we have access to the figure handles! This adds a lot of editability.\n", "\n", "Let's give axes proper names, put a title and increase the figure size.\n", "\n", "*Note: the default figure size is [6.4, 4.8] inches (width, height)*" ] }, { "cell_type": "code", "execution_count": 9, "id": "84b0bf55-e9a7-4975-a4d0-aaadb7081dc1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Aspect Ratio vs Intensity')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = [10,6])\n", "ax.scatter(x, y, color = 'magenta', marker = '*', s = 200, alpha = 0.5)\n", "ax.set_xlabel('aspect_ratio')\n", "ax.set_ylabel('intensity_mean')\n", "ax.set_title('Aspect Ratio vs Intensity')" ] }, { "cell_type": "markdown", "id": "84cde5ae-880c-4011-9725-49c4f7ad4963", "metadata": {}, "source": [ "## Subplots" ] }, { "cell_type": "markdown", "id": "29da76a4-89cb-40ab-bfd3-3e3a58772776", "metadata": {}, "source": [ "So far we are plotting one image or graph per figure containing all the data.\n", "\n", "We could also make a grid plot by providing the number of rows and columns of the grid to `plt.subplots`" ] }, { "cell_type": "code", "execution_count": 10, "id": "4aef2322-fd57-4d0a-9425-f4ab8aa609fd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize = [10,6])" ] }, { "cell_type": "code", "execution_count": 11, "id": "b023f78d-d30b-4937-9118-31484f870ad1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([, ], dtype=object)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax" ] }, { "attachments": {}, "cell_type": "markdown", "id": "193d065f-a1fd-49a7-b07e-e5f87ddea1f1", "metadata": {}, "source": [ "Now our axes has two elements because we specified 1 row and 2 columns.\n" ] }, { "cell_type": "markdown", "id": "3b95bdde", "metadata": {}, "source": [ "\n", "Imagine each file was a different experimental group. We can now plot the same relationship, separated by image file on different axes, but in the same figure. \n", "\n", "First, we get data separated by 'file_name'. " ] }, { "cell_type": "code", "execution_count": 12, "id": "d2cdf5de-a6be-40eb-ba81-8645f08bdc9b", "metadata": {}, "outputs": [], "source": [ "# Aspect ratio and intensity where 'file_name' equals first file name\n", "x1 = df[df['file_name'] == '20P1_POS0010_D_1UL']['aspect_ratio']\n", "y1 = df[df['file_name'] == '20P1_POS0010_D_1UL']['intensity_mean']\n", "\n", "# Aspect ratio and intensity where 'file_name' equals second file name\n", "x2 = df[df['file_name'] == '20P1_POS0007_D_1UL']['aspect_ratio']\n", "y2 = df[df['file_name'] == '20P1_POS0007_D_1UL']['intensity_mean']" ] }, { "cell_type": "markdown", "id": "44aa4942-3586-4f9e-ba60-3b61bdbccd31", "metadata": {}, "source": [ "Then, specify an index to the axes to indicate which axis will get the plot." ] }, { "cell_type": "code", "execution_count": 13, "id": "fef4c210-7f49-4b10-8ddf-cc4871a72251", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get major_axis_length from table\n", "major_axis_length = df['major_axis_length']\n", "# Create empty figure and axes grid\n", "fig, ax = plt.subplots(1,2, figsize = [10,6])\n", "# Configure plot and properties of first axis\n", "ax[0].scatter(x1, y1, color = 'magenta', marker = '*', s = 200, alpha = 0.5)\n", "ax[0].set_xlabel('aspect_ratio')\n", "ax[0].set_ylabel('intensity_mean')\n", "ax[0].set_title('Image1: Aspect Ratio vs Intensity')\n", "\n", "# Configure plot and properties of second axis\n", "ax[1].scatter(x2, y2, color = 'blue', marker = 'D', s = 100, alpha = 0.5)\n", "ax[1].set_xlabel('aspect_ratio')\n", "ax[1].set_ylabel('intensity_mean')\n", "ax[1].set_title('Image2: Aspect Ratio vs Intensity')\n", "\n", "# Hint: this command in the end is very useful when axes labels overlap\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "3b84ddbc-2079-48c9-a38b-b0a34abd6d27", "metadata": {}, "source": [ "# Introduction to Seaborn" ] }, { "cell_type": "markdown", "id": "bbbcdd64-9f9f-4114-9359-20b24436dd62", "metadata": {}, "source": [ "The definition of seaborn's website is so concise that we replicate it here:\n", "\n", "\"Seaborn is a library for making statistical graphics in Python. It builds on top of matplotlib and integrates closely with pandas data structures.\"\n", "\n", "That's it! The main benefit of using it is that it is a more high-level library, which means we can achieve sophisticated plots with much less lines of code. Most axes style customization are done automatically. It can automatically provide plots with summary statistics." ] }, { "cell_type": "code", "execution_count": 14, "id": "ec137599-b8bd-4666-b5f7-13e94243b50e", "metadata": {}, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "ee542235-d3e1-485a-aa65-ac410c6d558c", "metadata": {}, "source": [ "We will apply the seaborn default theme, but you can choose others [here](https://seaborn.pydata.org/tutorial/aesthetics.html#seaborn-figure-styles)." ] }, { "cell_type": "code", "execution_count": 15, "id": "4e5f2908-a83c-4342-9690-eb55abdb0e37", "metadata": {}, "outputs": [], "source": [ "sns.set_theme(style=\"ticks\")" ] }, { "cell_type": "markdown", "id": "1e2c1579-8df5-4e70-bd10-8a6095f2d564", "metadata": {}, "source": [ "## Scatter plots with seaborn" ] }, { "cell_type": "markdown", "id": "88932903-b980-42a3-b6e8-3f42327735c6", "metadata": {}, "source": [ "Let's load the same dataframe." ] }, { "cell_type": "code", "execution_count": 16, "id": "c0a502d8-9181-47b4-8e6b-63b37ed3a8d4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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areaintensity_meanmajor_axis_lengthminor_axis_lengthaspect_ratiofile_name
013996.54676317.50410410.2927701.70062120P1_POS0010_D_1UL
136086.61388935.74680814.9831242.38580520P1_POS0010_D_1UL
24391.48837212.9678844.3515732.98004520P1_POS0010_D_1UL
314073.74285718.94050810.3144041.83631620P1_POS0010_D_1UL
414489.37500013.63930813.4585321.01343220P1_POS0010_D_1UL
\n", "
" ], "text/plain": [ " area intensity_mean major_axis_length minor_axis_length aspect_ratio \\\n", "0 139 96.546763 17.504104 10.292770 1.700621 \n", "1 360 86.613889 35.746808 14.983124 2.385805 \n", "2 43 91.488372 12.967884 4.351573 2.980045 \n", "3 140 73.742857 18.940508 10.314404 1.836316 \n", "4 144 89.375000 13.639308 13.458532 1.013432 \n", "\n", " file_name \n", "0 20P1_POS0010_D_1UL \n", "1 20P1_POS0010_D_1UL \n", "2 20P1_POS0010_D_1UL \n", "3 20P1_POS0010_D_1UL \n", "4 20P1_POS0010_D_1UL " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"../../data/BBBC007_analysis.csv\")\n", "df.head()" ] }, { "cell_type": "markdown", "id": "b2bc163b-f517-4828-acdd-d34c84283c36", "metadata": {}, "source": [ "And make a scatter plot of aspect_ratio vs intensity mean." ] }, { "cell_type": "code", "execution_count": 17, "id": "a356baf0-671d-46a4-a182-7cac726cacba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df, x=\"aspect_ratio\", y=\"intensity_mean\")" ] }, { "cell_type": "markdown", "id": "68e01c4b-37a3-4fe4-877b-3bc8218644e1", "metadata": {}, "source": [ "We can already embbed and visualize other features by providing a few extra arguments." ] }, { "cell_type": "code", "execution_count": 18, "id": "4a5d43d7-2f4b-46f0-b938-e72e2689fd6d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df, x=\"aspect_ratio\", y=\"intensity_mean\", size=\"area\", hue=\"major_axis_length\", palette='magma')" ] }, { "cell_type": "markdown", "id": "62986545-6187-427a-8904-ef281ad16970", "metadata": {}, "source": [ "## Scatter plots with subplots" ] }, { "attachments": {}, "cell_type": "markdown", "id": "f5ad8619-43c0-4e8a-9dd0-75964c2c3188", "metadata": {}, "source": [ "The `scatterplot` function is an axes-level function. This means, if we want to add subplots, we also need to create figure and axes from matplotlib first and pass the axes handles. That's when knowing some matplotlib syntax may be handy!\n", "\n", "However, seaborn also has figure-level functions, where the subplots are also just an argument.\n", "\n", "In the example below, we use the `relplot` function (from *relationship*) and separate the files by providing 'file_name' to the argument `col`," ] }, { "cell_type": "code", "execution_count": 19, "id": "f4635e5a-93f3-4b0d-9378-094454e69f44", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=df, x=\"aspect_ratio\", y=\"intensity_mean\", size=\"area\", hue=\"major_axis_length\", col=\"file_name\", palette='magma', height=3.5, aspect=1)" ] }, { "cell_type": "markdown", "id": "eb20ef1a-2ebe-47c7-aff5-99843e4ef409", "metadata": {}, "source": [ "## Adding a line regression model" ] }, { "cell_type": "markdown", "id": "f09a00c2-e4b8-40be-a111-3fb8fa36c62e", "metadata": {}, "source": [ "There are two functions to make a scatter plot with a line regression model: `regplot` and `lmplot`. As before, `regplot` is an axes-level funtion while `lmplot` is a figure-level function.\n", "\n", "Let's plot an example of each of them" ] }, { "cell_type": "code", "execution_count": 20, "id": "970477eb-bb57-4ff7-874f-23139bee3948", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.regplot(data=df, x=\"aspect_ratio\", y=\"intensity_mean\")" ] }, { "cell_type": "markdown", "id": "9345a570-d4d6-48c2-a746-7589aad735ce", "metadata": {}, "source": [ "### Line Regression with subplots" ] }, { "cell_type": "code", "execution_count": 21, "id": "62f9f523-9f92-410a-8a36-334aa0c897f7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=df, x=\"aspect_ratio\", y=\"intensity_mean\", col=\"file_name\", height=3.5)" ] }, { "cell_type": "markdown", "id": "3b84ddbc-2079-48c9-a38b-b0a34abd6d27", "metadata": {}, "source": [ "# Plotting Distributions with Seaborn" ] }, { "cell_type": "markdown", "id": "ed4b3c99-c91c-46e5-b83f-0767205dfca5", "metadata": {}, "source": [ "## Boxplots" ] }, { "cell_type": "markdown", "id": "b78a5029-eab9-4b2f-af69-2009535172d5", "metadata": {}, "source": [ "The axes function for plotting boxplots is `boxplot`.\n", "\n", "Seaborn already identified `file_name` as a categorical value and `ìntensity_mean` as a numerical value. Thus, it plots boxplots for the intensity variable. If we invert x and y, we still get the same graph, but as vertical bosplots." ] }, { "cell_type": "code", "execution_count": 22, "id": "3e9fcfc2-8634-4f80-b361-538c5e084117", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "boxplot = sns.boxplot(data=df, x=\"intensity_mean\", y=\"file_name\")" ] }, { "cell_type": "markdown", "id": "84b6a793-7829-45a7-9ecf-8c824ca5aed3", "metadata": {}, "source": [ "The figure-level, and more general, version of this kind of plot is `catplot`. We just have to provide `kind` as `box`." ] }, { "cell_type": "code", "execution_count": 23, "id": "c9b2cd94-b738-4c18-b30a-c2b5bcb5fc32", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(data=df, \n", " x=\"intensity_mean\",\n", " y=\"file_name\", \n", " kind=\"box\",\n", " height=3.5,\n", " aspect=2/1)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "5da21648-38e7-4e1c-90f5-e1f2d0fa83d2", "metadata": {}, "source": [ "`catplot` is for many kinds of categorical plots, for example a `strip` plot." ] }, { "cell_type": "code", "execution_count": 24, "id": "e95df95a-b4e0-4ca5-b94d-0512fb09058f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(data=df, x=\"file_name\", y=\"intensity_mean\", kind=\"strip\", height=3.5, aspect=3/2)" ] }, { "cell_type": "markdown", "id": "1e2c1579-8df5-4e70-bd10-8a6095f2d564", "metadata": {}, "source": [ "## Histograms and Distribution Plots" ] }, { "cell_type": "markdown", "id": "e05666b2-84b9-4c07-a531-17af8496c28d", "metadata": {}, "source": [ "The axes-level function for plotting histograms is `histplot`." ] }, { "cell_type": "code", "execution_count": 25, "id": "467d56e3-4e6e-4e01-b67b-c0319734a7e0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(data=df, x=\"intensity_mean\", hue=\"file_name\")" ] }, { "cell_type": "markdown", "id": "5d7b511b-8e8c-4f7d-97d5-f25cc0bcf8fa", "metadata": {}, "source": [ "We can instead plot the kernel density estimation (kde) with `kdeplot` function. Just be careful while interpreting these plots (check some pitfalls [here](https://seaborn.pydata.org/tutorial/distributions.html#kernel-density-estimation-pitfalls))" ] }, { "cell_type": "code", "execution_count": 26, "id": "450fe3a4-3069-4370-8b63-c4142ae77713", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data=df, x=\"intensity_mean\", hue=\"file_name\")" ] }, { "cell_type": "markdown", "id": "a4992a72-2d5a-4382-b44c-91050e53408e", "metadata": {}, "source": [ "The figure-level function for distributions is `distplot`. With it, you can have histograms and kde in the same plot, or other kinds of plots, like the empirical cumulative distribution function (ecdf)." ] }, { "cell_type": "code", "execution_count": 27, "id": "0f61843d-2f1a-4602-8a7e-295ff64c650a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.displot(data=df, x=\"intensity_mean\", hue=\"file_name\", kde=True, height=3.5, aspect=3/2)\n", "sns.move_legend(plot, 'upper left', bbox_to_anchor=(0.1,1))" ] }, { "cell_type": "markdown", "id": "3b84ddbc-2079-48c9-a38b-b0a34abd6d27", "metadata": {}, "source": [ "# Multivariate views" ] }, { "cell_type": "markdown", "id": "23618ebe-f01c-47b9-aa85-ce4ad6d01619", "metadata": {}, "source": [ "In this notebook, we show a few examples of how to have plots with graphs of different types in a figure, like having a scatter plot with marginal distributions or even a multivariate plot with pair relationships of all properties in a table.\n", "\n", "Because these plots involve managing subplots, they are all figure-level functions." ] }, { "cell_type": "markdown", "id": "ed4b3c99-c91c-46e5-b83f-0767205dfca5", "metadata": {}, "source": [ "## Plotting joint and marginal distributions" ] }, { "cell_type": "markdown", "id": "a14bad1a-c992-4fc3-8da9-8a9e07e1560b", "metadata": {}, "source": [ "To have a joint distribution of two variableswith the marginal distributions on the sides, we can use `jointplot`." ] }, { "cell_type": "code", "execution_count": 28, "id": "f6ca04a6-23b7-4851-8089-1faa8d02c000", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=df, x=\"aspect_ratio\", y=\"area\")" ] }, { "cell_type": "markdown", "id": "3f400c05-00e1-4295-9681-857871b6be51", "metadata": {}, "source": [ "As expected, it is possible to separate groups by passing a categorical property to the `hue` argument. This has an effect on the marginal distribution, turning them from histogram to kde plots." ] }, { "cell_type": "code", "execution_count": 29, "id": "3e9fcfc2-8634-4f80-b361-538c5e084117", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=df, x=\"aspect_ratio\", y=\"area\", hue='file_name', height=5)" ] }, { "cell_type": "markdown", "id": "d180362a-29a1-42b5-8734-bf23ef5f1442", "metadata": {}, "source": [ "## Plotting many distributions at once" ] }, { "cell_type": "markdown", "id": "165c2544-3086-486d-b9a4-0f4eeb83e2ed", "metadata": {}, "source": [ "The above examples displayed a plot with relationship between two properties. This can be further expanded with the `pairplot` function" ] }, { "cell_type": "code", "execution_count": 30, "id": "c9b2cd94-b738-4c18-b30a-c2b5bcb5fc32", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(data=df, hue=\"file_name\", height=2)" ] }, { "cell_type": "markdown", "id": "adc9dfae-4165-491c-8854-249a3ec03a8b", "metadata": {}, "source": [ "If you have too many points, displaying every single point may yield graphs too poluted. An alternative visualization in this case could be a 2D histogram plot. We can do that by changing the `kind` argument to \"hist\"." ] }, { "cell_type": "code", "execution_count": 31, "id": "99eace07-edbf-4d1f-adf4-d286561a04bd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(data=df, hue=\"file_name\", kind = \"hist\", height=2)" ] }, { "cell_type": "markdown", "id": "0e9d5374", "metadata": {}, "source": [ "# Exercises" ] }, { "attachments": {}, "cell_type": "markdown", "id": "05dd40e3-4b9a-44b8-8bfc-610f79809d06", "metadata": { "tags": [] }, "source": [ "## Exercise 1" ] }, { "cell_type": "markdown", "id": "4acf97f1-efcb-4f27-851f-643e3bfa0bae", "metadata": {}, "source": [ "Plot a line regression model on a single plot, with points and lines having different colors according to 'file_name'.\n", "\n", "*Hint: use a function that accepts a `hue` argument*" ] }, { "cell_type": "code", "execution_count": null, "id": "9ee0c368-7b49-4f24-86a7-8ab65873f72f", "metadata": {}, "outputs": [], "source": [] }, { "attachments": {}, "cell_type": "markdown", "id": "05dd40e3-4b9a-44b8-8bfc-610f79809d06", "metadata": { "tags": [] }, "source": [ "## Exercise 2" ] }, { "cell_type": "markdown", "id": "4acf97f1-efcb-4f27-851f-643e3bfa0bae", "metadata": {}, "source": [ "Plot two empirical cumulative distribution functions for 'area' from different files on a same graph with different colors.\n", "\n", "Repeat this for the property 'intensity_mean' on a second figure. Infer whether you would expect these properties to be different or not.\n", "\n", "*Hint: look for the `kind` parameter of `displot`" ] }, { "cell_type": "code", "execution_count": null, "id": "9ee0c368-7b49-4f24-86a7-8ab65873f72f", "metadata": {}, "outputs": [], "source": [] }, { "attachments": {}, "cell_type": "markdown", "id": "0e4abd4d-743d-49e4-a05b-0e5b84cca506", "metadata": {}, "source": [ "## Exercise 3" ] }, { "cell_type": "markdown", "id": "0351b141-d20a-4629-b6b5-906b70f17b0d", "metadata": {}, "source": [ "You may have noticed that the `pairplot` is redundant in some plots because the upper diagonal displays the same relationships rotated.\n", "\n", "Redraw the `pairplot` to display only the lower diagonal of the plots.\n", "\n", "*Hint: explore the properties of the [pairplot](https://seaborn.pydata.org/generated/seaborn.pairplot.html#seaborn.pairplot)*" ] }, { "cell_type": "code", "execution_count": null, "id": "bfb57fec-b803-4910-a9d4-f45fe1aff60e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "4fc3848b-a240-4e79-9b0c-87a7e30dc9cc", "metadata": {}, "source": [ "## Exercise 4" ] }, { "attachments": {}, "cell_type": "markdown", "id": "b6a9580b-8520-4c71-b98f-968f1b4dd8ee", "metadata": {}, "source": [ "Use the following images and the corresponding data:" ] }, { "cell_type": "code", "execution_count": 32, "id": "bb77edb7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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areaintensity_meanmajor_axis_lengthminor_axis_lengthaspect_ratiofile_name
013996.54676317.50410410.2927701.70062120P1_POS0010_D_1UL
136086.61388935.74680814.9831242.38580520P1_POS0010_D_1UL
24391.48837212.9678844.3515732.98004520P1_POS0010_D_1UL
314073.74285718.94050810.3144041.83631620P1_POS0010_D_1UL
414489.37500013.63930813.4585321.01343220P1_POS0010_D_1UL
.....................
10630588.25245920.22653219.2442101.05104520P1_POS0007_D_1UL
10759389.90556536.50837021.3653941.70876220P1_POS0007_D_1UL
108289106.85121120.42780918.2214521.12108620P1_POS0007_D_1UL
109277100.66426020.30796517.4329201.16492020P1_POS0007_D_1UL
1104670.86956511.6488955.2980032.19873320P1_POS0007_D_1UL
\n", "

111 rows × 6 columns

\n", "
" ], "text/plain": [ " area intensity_mean major_axis_length minor_axis_length aspect_ratio \\\n", "0 139 96.546763 17.504104 10.292770 1.700621 \n", "1 360 86.613889 35.746808 14.983124 2.385805 \n", "2 43 91.488372 12.967884 4.351573 2.980045 \n", "3 140 73.742857 18.940508 10.314404 1.836316 \n", "4 144 89.375000 13.639308 13.458532 1.013432 \n", ".. ... ... ... ... ... \n", "106 305 88.252459 20.226532 19.244210 1.051045 \n", "107 593 89.905565 36.508370 21.365394 1.708762 \n", "108 289 106.851211 20.427809 18.221452 1.121086 \n", "109 277 100.664260 20.307965 17.432920 1.164920 \n", "110 46 70.869565 11.648895 5.298003 2.198733 \n", "\n", " file_name \n", "0 20P1_POS0010_D_1UL \n", "1 20P1_POS0010_D_1UL \n", "2 20P1_POS0010_D_1UL \n", "3 20P1_POS0010_D_1UL \n", "4 20P1_POS0010_D_1UL \n", ".. ... \n", "106 20P1_POS0007_D_1UL \n", "107 20P1_POS0007_D_1UL \n", "108 20P1_POS0007_D_1UL \n", "109 20P1_POS0007_D_1UL \n", "110 20P1_POS0007_D_1UL \n", "\n", "[111 rows x 6 columns]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image1 = imread(\"../../data/BBBC007_batch/20P1_POS0010_D_1UL.tif\")\n", "image2 = imread(\"../../data/BBBC007_batch/20P1_POS0007_D_1UL.tif\")\n", "data = df[ (df['file_name'] == '20P1_POS0010_D_1UL') | (df['file_name'] == '20P1_POS0007_D_1UL')]\n", "data\n" ] }, { "attachments": {}, "cell_type": "markdown", "id": "74f3744b-b09e-4fd3-b032-cde2d3f3e920", "metadata": {}, "source": [ "1. Create figure with two rows and two columns of subplots.\n", "2. Display the two images below in the first row of subplots\n", "3. Display graphs for the corresponding figures on the second row." ] }, { "cell_type": "code", "execution_count": null, "id": "fe22d3fc", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.13 ('dbnapari-arm64')", "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": "3.9.13" }, "vscode": { "interpreter": { "hash": "f13a533d7f6b525f1b9e27d74dd8bd7ea06c4c95ae7aaf0187c7426193b5690e" } } }, "nbformat": 4, "nbformat_minor": 5 }