{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting Colormaps\n", "\n", "You can use colormaps to colour your network plots in order to get a quick and simple overview of line loadings and bus voltages. The plotting module provides functions to easily modify your bus and line collections. It also provides colourbars to match the colourcodes to the according numerical values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Continous Colormaps\n", "\n", "First, we load the network and run a loadflow to retrieve results:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandapower as pp\n", "import pandapower.networks as nw\n", "import pandapower.plotting as plot\n", "%matplotlib inline\n", "\n", "net = nw.mv_oberrhein()\n", "pp.runpp(net)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The pandapower plotting package contains convenience functions to create common colorbars and norms. We use the cmap_continous function to get a linear colormap with color centers green at 20%, yellow at 50% and red at 60% line loading:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cmap_list=[(20, \"green\"), (50, \"yellow\"), (60, \"red\")]\n", "cmap, norm = plot.cmap_continous(cmap_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The colormap and norm are now passend to the create_bus_collection function and the collection is plotted with draw_collections:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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sdl/otVEcFXc5R8VdTottByXNz1Pc9AI2114AbK4attc/xPb6h4g3FpAXN5/M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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc = plot.create_line_collection(net, net.line.index, zorder=1, cmap=cmap, norm=norm, linewidths=2)\n", "plot.draw_collections([lc], figsize=(8,6))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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VKlU4der6s5vfTpKwC4dpU6mdvTvM8mOL7Qn7spUHyTH2LqyoCibxZBBz9s75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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap_list=[(0.975, \"blue\"), (1.0, \"green\"), (1.03, \"red\")]\n", "cmap, norm = plot.cmap_continous(cmap_list)\n", "bc = plot.create_bus_collection(net, net.bus.index, size=80, zorder=2, cmap=cmap, norm=norm)\n", "plot.draw_collections([lc, bc], figsize=(8,6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Discrete Colormaps\n", "\n", "Discrete colormaps can be used in the same way as continous colormaps using the cmap_voltage_discrete and cmap_loading_discrete functions. For discrete colormaps, each color has to be assigned a range instead of a center:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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TiYmJISoqSne9nZ0dvXv35v/+7/+4cOEC/v7+eHl50bt3b71gL8SrKDjDmsIgfH0v4uX1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "net = nw.mv_oberrhein()\n", "pp.runpp(net)\n", "cmap_list=[((0.975, 0.985), \"blue\"), ((0.985, 1.0), \"green\"), ((1.0, 1.03), \"red\")]\n", "cmap, norm = plot.cmap_discrete(cmap_list)\n", "bc = plot.create_bus_collection(net, net.bus.index, size=80, zorder=2, cmap=cmap, norm=norm)\n", "\n", "cmap_list=[((10, 40), \"green\"), ((40, 55), \"yellow\"), ((55, 60), \"red\")]\n", "cmap, norm = plot.cmap_discrete(cmap_list)\n", "lc = plot.create_line_collection(net, net.line.index, zorder=1, cmap=cmap, norm=norm, linewidths=2)\n", "plot.draw_collections([lc, bc], figsize=(8,6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom Colormaps and Colorbars\n", "\n", "The functions to create colormaps and norms are merely convenience functions. You can individually create any colormap you like and pass it to the create_collection functions.\n", "\n", "For example, for the colorbar \"PuBu_r\" from matplotlib:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qWLC5vkVtM4Cm6QSjGsFwLFE3DtDPbWdS/2wO6+9mXJ8s0tqh73dM03lkzhru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\nPIwuVVzT/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Coi7dc19Ok+DIXSHVI4nS14+a2P+PCdWZe8jtHq4OaP/sBsc0KrPhxIPsR1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\nW/ZbrMlkMpEcGUJceDAnnTiak04c7aUoRURERMTd1B7jZ7556DrmPXEzo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.pyplot import get_cmap\n", "from matplotlib.colors import Normalize\n", "\n", "cmap = get_cmap('PuBu_r')\n", "lc = plot.create_line_collection(net, net.line.index, zorder=1, color=\"grey\", linewidths=2,\n", " cmap=cmap)\n", "bc = plot.create_bus_collection(net, net.bus.index, size=80, zorder=2)\n", "plot.draw_collections([lc, bc], figsize=(8,6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting without a norm maps the colorbar to the range of the data points (here: line loadings). Normalizing to values between 20 and 100 yields:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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UVlVD16vuoqbeiFqt4o9PnqdXYuzJD2xjak1Wvk3LZ8HmbDYcrmiyPcLPi+sH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Lj2KDvOBxKXogvIg4Lu882879n52+9oNJoc21Yqlfy0ag41HR8hxZ4mOOE2Ti17cD08iX5tGnJt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = get_cmap('PuBu_r')\n", "norm = Normalize(vmin=20, vmax=100)\n", "lc = plot.create_line_collection(net, net.line.index, zorder=1, color=\"grey\", linewidths=2,\n", " cmap=cmap, norm=norm)\n", "bc = plot.create_bus_collection(net, net.bus.index, size=80, zorder=2)\n", "plot.draw_collections([lc, bc], figsize=(8,6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The colorbar can be customized by disabling the automatic plotting of the colorbar in draw_collections and plotting the colorbar directly with the desired parameters:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Rjijfy2E+WWFeRNrClm3bOXXyvWQOnQRAwaY5nDLuKP541mn0Sk9qN8HuYNU1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olJSOb8jdDHHmdlYW5I7B8k/frb0XFJfPvrIS4HhxuODwqLNLQ9LefqRLsG1WnfsAbt6lenrJM9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\nhIaGcvjwYRYsWMCwYcNo0KAB7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1nZSsvMklTx17xhnHgtJ69QD0770Hf80pibVCs81O4S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\nt8R+qhPXUpKUc+AnTX24vxITEyVJa75ap+07dqlf3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.pyplot import colorbar\n", "\n", "plot.draw_collections([lc, bc], figsize=(8,6), plot_colorbars=False)\n", "cbar = colorbar(lc, extend=\"max\")\n", "cbar.set_ticks([50, 70, 100])\n", "cbar.ax.set_ylabel(\"This is a individual colorbar title\")" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 0 }