{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# scatter demonstration\n", "- This notebook is part of sequana, which was originally part of biokit \n", " - https://github.com/biokit/biokit\n", " - https://pypi.python.org/pypi/biokit\n", "\n", "- scatter plot with histogram: scatter_hist\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "from sequana.viz import ScatterHist\n", "import pandas as pd\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Scatter plot with histogram" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# input can be a 2-column matrix or a dataframe with 2 columns\n", "X = pylab.randn(1000)\n", "Y = pylab.randn(1000)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df = pd.DataFrame({'X':X, 'Y':Y})" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " )" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sh = ScatterHist(df)\n", "sh.plot()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# you can tune the scatter plot and histogram with valid optional \n", "# arguments expected by the pylab functions. Check the pylab.hist \n", "# and pylab.scatter helps for details.\n", "_ = sh.plot(kargs_scatter={'c':'r', 's':30, 'alpha':.3},\n", " kargs_histy={'color':'g', 'bins':20})" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# you can fix the size and color of the markers in the scatter plot as\n", "# shown above with the 'c' and 's' parameters.\n", "# However, if you use a dataframe, you can populate it with a 'size'\n", "# and 'color' columsn, which will be interpreted automatically.\n", "df['color'] = [abs(int(1-(x**2+y**2)))/10. for x,y in zip(df.iloc[:,0], df.iloc[:,1])]\n", "df['size'] = [int(x**2*10+y**2*10) for x,y in zip(df.iloc[:,0], df.iloc[:,1])]\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# you can also tune the position and size of the different axes \n", "# in the figure \n", "# W fixes the width of scatter (and therefore top hist)\n", "# hist_position='left' moves the right histo to the left\n", "dummy = sh.plot(kargs_scatter={'c':df['color'], 's': df['size']},\n", " kargs_histy={'color':'g'}, \n", " axisbg='lightgrey',\n", " width=.6,\n", " hist_position='left')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 1 }