{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# pyplot_scatterplot.jl\n", "#\n", "#\tDemonstrate scatter plots\n", "#\n", "# gizmaa (https://gist.github.com/gizmaa/7214002)\n", "# Julia 1.1.0\n", "# Created: 29.10.13\n", "# Last Edit: 10.05.19\n", "\n", "using PyPlot\n", "ioff() # Interactive plotting OFF, necessary for inline plotting in IJulia\n", "\n", "#################\n", "# Create Data #\n", "#################\n", "x = 100*rand(50)\n", "y = 100*rand(50)\n", "areas = 800*rand(50);" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "Figure(PyObject )" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "##################\n", "# Scatter Plot #\n", "##################\n", "fig = figure(\"pyplot_scatterplot\",figsize=(10,10))\n", "ax = PyPlot.axes()\n", "scatter(x,y,s=areas,alpha=0.5)\n", "\n", "PyPlot.title(\"Scatter Plot\")\n", "xlabel(\"X\")\n", "ylabel(\"Y\")\n", "grid(\"on\")\n", "gcf() # Needed for IJulia to plot inline" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Julia 1.1.0", "language": "julia", "name": "julia-1.1" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.1.0" } }, "nbformat": 4, "nbformat_minor": 1 }