{ "cells": [ { "cell_type": "markdown", "id": "b8dd9517-e145-45ee-9995-a417c77d2313", "metadata": {}, "source": [ "# New Variables `..sumprop..`, `..sumpct..` in the `bin` Statistic" ] }, { "cell_type": "code", "execution_count": 1, "id": "e763748c-8a42-4a0a-a381-c4d5dc97b592", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "from lets_plot import *" ] }, { "cell_type": "code", "execution_count": 2, "id": "a08470bb-90a6-4c62-953b-ffbb1ed79412", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "LetsPlot.setup_html()" ] }, { "cell_type": "code", "execution_count": 3, "id": "8dc40aff-da17-46eb-bd73-58b098c7997e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(234, 12)\n" ] }, { "data": { "text/html": [ "
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Unnamed: 0manufacturermodeldisplyearcyltransdrvctyhwyflclass
01audia41.819994auto(l5)f1829pcompact
12audia41.819994manual(m5)f2129pcompact
23audia42.020084manual(m6)f2031pcompact
34audia42.020084auto(av)f2130pcompact
45audia42.819996auto(l5)f1626pcompact
\n", "
" ], "text/plain": [ " Unnamed: 0 manufacturer model displ year cyl trans drv cty hwy \\\n", "0 1 audi a4 1.8 1999 4 auto(l5) f 18 29 \n", "1 2 audi a4 1.8 1999 4 manual(m5) f 21 29 \n", "2 3 audi a4 2.0 2008 4 manual(m6) f 20 31 \n", "3 4 audi a4 2.0 2008 4 auto(av) f 21 30 \n", "4 5 audi a4 2.8 1999 6 auto(l5) f 16 26 \n", "\n", " fl class \n", "0 p compact \n", "1 p compact \n", "2 p compact \n", "3 p compact \n", "4 p compact " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/mpg.csv\")\n", "print(df.shape)\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 4, "id": "fed06a63-862c-487f-94a7-0c72daf80804", "metadata": {}, "outputs": [], "source": [ "g = ggplot(df, aes(x=\"cty\")) + facet_grid(x=\"cyl\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "61163885-11ba-4fbf-bb5b-1f911f83c8d1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " " ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Default plot\n", "g + geom_histogram(binwidth=5, center=5)" ] }, { "cell_type": "code", "execution_count": 6, "id": "c43b76fc-0628-4395-9312-2e56c99c7625", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " " ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# When y='..sumprop..', sum of values in each group is equal to 1\n", "g + geom_histogram(aes(y='..sumprop..'), binwidth=5, center=5)" ] }, { "cell_type": "code", "execution_count": 7, "id": "6c48e54a-8f83-423f-97b0-70412b02e44d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " " ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# When y='..sumpct..', sum of values in each group is equal to 100\n", "g + geom_histogram(aes(y='..sumpct..'), binwidth=5, center=5)" ] } ], "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": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }