{ "cells": [ { "cell_type": "markdown", "id": "182ed456", "metadata": {}, "source": [ "# Export to PNG with `ggsave()`\n", "To export plot to a PNG file you should install the [CairoSVG](https://pypi.org/project/CairoSVG/) library to your Python environment." ] }, { "cell_type": "code", "execution_count": 1, "id": "bf3b27bb", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "from lets_plot import *" ] }, { "cell_type": "code", "execution_count": 2, "id": "3142c360", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "LetsPlot.setup_html()" ] }, { "cell_type": "code", "execution_count": 3, "id": "1d136c9c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
\n", "
" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa\n", "2 4.7 3.2 1.3 0.2 setosa\n", "3 4.6 3.1 1.5 0.2 setosa\n", "4 5.0 3.6 1.4 0.2 setosa" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/iris.csv\")\n", "df.head()" ] }, { "cell_type": "markdown", "id": "7920c2c6", "metadata": {}, "source": [ "#### Plot " ] }, { "cell_type": "code", "execution_count": 4, "id": "bd2aa153", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " " ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = ggplot(df) + geom_point(aes('petal_length', 'petal_width', color='species'), size=5) + ggsize(600, 400)\n", "p" ] }, { "cell_type": "markdown", "id": "1a202452", "metadata": {}, "source": [ "#### Export to PNG file\n", "To save plot as a PNG file use a filename that have \"png\" extension. " ] }, { "cell_type": "code", "execution_count": 5, "id": "13e5199b", "metadata": {}, "outputs": [], "source": [ "image_path = ggsave(p, \"plot.png\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "1ba15925", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": { "image/png": { "height": 400, "width": 600 } }, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "\n", "Image(image_path, width=600, height=400)" ] } ], "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": "3.8.15" } }, "nbformat": 4, "nbformat_minor": 5 }