From dfb35808137576e300a41adc7f20abee9766259d Mon Sep 17 00:00:00 2001 From: Hassan Kibirige Date: Thu, 14 Mar 2024 17:13:17 +0300 Subject: [PATCH] Add geom_linerange example --- .../examples/geom_linerange.ipynb | 285 ++++++++++++++++++ 1 file changed, 285 insertions(+) create mode 100644 plotnine_examples/examples/geom_linerange.ipynb diff --git a/plotnine_examples/examples/geom_linerange.ipynb b/plotnine_examples/examples/geom_linerange.ipynb new file mode 100644 index 0000000..ab4e2cf --- /dev/null +++ b/plotnine_examples/examples/geom_linerange.ipynb @@ -0,0 +1,285 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "fe927d29-24a6-4c07-bbb8-8eaaff8aa049", + "metadata": { + "execution": { + "iopub.execute_input": "2024-03-14T14:36:45.173210Z", + "iopub.status.busy": "2024-03-14T14:36:45.172850Z", + "iopub.status.idle": "2024-03-14T14:36:45.766863Z", + "shell.execute_reply": "2024-03-14T14:36:45.766167Z" + } + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from plotnine import (\n", + " ggplot,\n", + " aes,\n", + " geom_point,\n", + " geom_line,\n", + " geom_linerange,\n", + " element_blank,\n", + " element_rect,\n", + " theme,\n", + " theme_matplotlib,\n", + " theme_538,\n", + " theme_set,\n", + ")\n", + "\n", + "# Set default theme\n", + "# matplotlib + the background of 538\n", + "theme_set(\n", + " theme_538()\n", + " #theme_matplotlib()\n", + " #+ theme(\n", + " # plot_background=element_rect(fill=\"#F0F0F0\"),\n", + " # panel_background=element_rect(fill=\"#F0F0F0\"),\n", + " #)\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "0e1b0f91-5c82-4b9f-b575-5b9597dfb081", + "metadata": {}, + "source": [ + "### Upper & Lower Trends" + ] + }, + { + "cell_type": "markdown", + "id": "a9a939c7-0315-48b6-8080-e687ae6cc3df", + "metadata": {}, + "source": [ + "The data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "01567645-ce85-443f-a6e0-cfa4a9b60a21", + "metadata": { + "execution": { + "iopub.execute_input": "2024-03-14T14:36:45.770248Z", + "iopub.status.busy": "2024-03-14T14:36:45.769927Z", + "iopub.status.idle": "2024-03-14T14:36:45.773537Z", + "shell.execute_reply": "2024-03-14T14:36:45.772962Z" + } + }, + "outputs": [], + "source": [ + "df = pd.DataFrame({\n", + " \"x\": range(0, 6),\n", + " \"y\": [3, 4, 3.5, 4.5, 4, 4]\n", + "})" + ] + }, + { + "cell_type": "markdown", + "id": "9b7d8bf3-00af-4f43-a7c9-c2e37770bdf8", + "metadata": {}, + "source": [ + "Create the line ranges" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6826be8a-2b4d-4d7e-a4c1-b141c4877fff", + "metadata": { + "execution": { + "iopub.execute_input": "2024-03-14T14:36:45.776389Z", + "iopub.status.busy": "2024-03-14T14:36:45.776181Z", + "iopub.status.idle": "2024-03-14T14:36:46.828754Z", + "shell.execute_reply": "2024-03-14T14:36:46.828156Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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" + }, + "metadata": { + "image/png": { + "height": 480, + "width": 640 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "(ggplot(df, aes(\"x\", \"y\"))\n", + " + geom_linerange(aes(ymin=\"y-2\", ymax=\"y\"))\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "54ce80a5-0557-4c97-b273-a9fb2b5bf383", + "metadata": {}, + "source": [ + "Add points at each end of the ranges." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "fcdf3904-b509-4bc3-aac6-c25c145364a9", + "metadata": { + "execution": { + "iopub.execute_input": "2024-03-14T14:36:46.832432Z", + "iopub.status.busy": "2024-03-14T14:36:46.832033Z", + "iopub.status.idle": "2024-03-14T14:36:47.093552Z", + "shell.execute_reply": "2024-03-14T14:36:47.092843Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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" + }, + "metadata": { + "image/png": { + "height": 480, + "width": 640 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "(ggplot(df, aes(\"x\", \"y\"))\n", + " + geom_linerange(aes(ymin=\"y-2\", ymax=\"y\"))\n", + " + geom_point()\n", + " + geom_point(aes(y=\"y-2\"))\n", + "\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "326197f6-4d8f-43d3-8781-44e047d4560a", + "metadata": {}, + "source": [ + "Add a trend-line along the top of the ranges and one along the bottom of the ranges. The line is added before(below) the points." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c8d1664c-d014-4316-9106-8e90498e31b7", + "metadata": { + "execution": { + "iopub.execute_input": "2024-03-14T14:36:47.096611Z", + "iopub.status.busy": "2024-03-14T14:36:47.096267Z", + "iopub.status.idle": "2024-03-14T14:36:47.417102Z", + "shell.execute_reply": "2024-03-14T14:36:47.416382Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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" + }, + "metadata": { + "image/png": { + "height": 480, + "width": 640 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "(ggplot(df, aes(\"x\", \"y\"))\n", + " + geom_linerange(aes(ymin=\"y-2\", ymax=\"y\"))\n", + " \n", + " + geom_line()\n", + " + geom_point()\n", + "\n", + " + geom_line(aes(y=\"y-2\"))\n", + " + geom_point(aes(y=\"y-2\"))\n", + "\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "bb055e57-a3be-4280-b323-1c564f5688ed", + "metadata": {}, + "source": [ + "Add some color." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0ee8ab23-e42a-43e7-b9c5-e2da80cbc4fe", + "metadata": { + "execution": { + "iopub.execute_input": "2024-03-14T14:36:47.419843Z", + "iopub.status.busy": "2024-03-14T14:36:47.419627Z", + "iopub.status.idle": "2024-03-14T14:36:47.741553Z", + "shell.execute_reply": "2024-03-14T14:36:47.741057Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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" + }, + "metadata": { + "image/png": { + "height": 480, + "width": 640 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gallery, lines\n", + "magenta = \"#9E2F68\"\n", + "magenta_light = \"#E5C8D6\"\n", + "\n", + "sea_green = \"#2F9E65\"\n", + "sea_green_light = \"#C8E5D7\"\n", + "\n", + "(ggplot(df, aes(\"x\", \"y\"))\n", + " + geom_linerange(aes(ymin=\"y-2\", ymax=\"y\"))\n", + " \n", + " + geom_line(color=magenta, size=3)\n", + " + geom_point(color=magenta, fill=magenta_light, size=3, stroke=0.5)\n", + " \n", + " + geom_line(aes(y=\"y-2\"), color=sea_green, size=3)\n", + " + geom_point(aes(y=\"y-2\"), color=sea_green, fill=sea_green_light, size=3, stroke=0.5)\n", + ")" + ] + } + ], + "metadata": { + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}