{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "import matplotlib.cm as cm\n", "import numpy as np\n", "from math import pi" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from windrose import WindroseAxes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Create wind speed and direction variables" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "N = 500\n", "ws = np.random.random(N)*6\n", "wd = np.random.random(N)*360" ] }, { "cell_type": "code", "execution_count": 4, "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", " \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", " \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", " \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", " \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", " \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", "
directionspeed
0215.2621983.097674
1319.1881584.853040
2275.9801765.391387
391.1112683.708316
4266.4537262.298292
5155.5097244.989684
6333.9028224.456108
7177.2088714.568336
8306.2166662.069329
9105.7768773.106843
10292.4049553.610744
11144.1991294.388195
12223.5805914.032557
13350.4543583.838077
14168.2002461.759043
15321.7780934.245708
16329.5181573.296086
1793.7872061.738636
18318.6957914.860143
19271.5124742.275167
20345.1679550.167950
21204.3967105.241221
22306.7488714.571908
23180.2110045.087667
24256.0649272.347778
2594.7014134.673976
26152.4654275.782738
27224.8717451.020907
2890.5492265.344184
29301.3155025.189904
.........
470359.3913203.649401
471207.0184914.315531
472159.8831844.384715
473119.0024225.267992
474172.4056940.921656
475179.9926172.136770
476135.0813840.010645
477359.4364280.692742
47850.4404493.756566
479190.8877214.500391
480270.8097352.267938
481177.1235260.591785
48262.0604801.082086
48397.0181992.401951
484335.6743335.915831
485338.3633793.688760
486206.9950243.605537
487302.6111930.959565
488156.1788553.432469
48953.4989674.417359
49061.1484783.364768
491121.0515041.898999
49238.6586095.562019
49310.6656990.645992
494272.8434331.153355
495277.1769954.540049
496329.5157103.244110
497110.4571685.390673
49826.0373113.559466
499235.2660733.510471
\n", "

500 rows × 2 columns

\n", "
" ], "text/plain": [ " direction speed\n", "0 215.262198 3.097674\n", "1 319.188158 4.853040\n", "2 275.980176 5.391387\n", "3 91.111268 3.708316\n", "4 266.453726 2.298292\n", "5 155.509724 4.989684\n", "6 333.902822 4.456108\n", "7 177.208871 4.568336\n", "8 306.216666 2.069329\n", "9 105.776877 3.106843\n", "10 292.404955 3.610744\n", "11 144.199129 4.388195\n", "12 223.580591 4.032557\n", "13 350.454358 3.838077\n", "14 168.200246 1.759043\n", "15 321.778093 4.245708\n", "16 329.518157 3.296086\n", "17 93.787206 1.738636\n", "18 318.695791 4.860143\n", "19 271.512474 2.275167\n", "20 345.167955 0.167950\n", "21 204.396710 5.241221\n", "22 306.748871 4.571908\n", "23 180.211004 5.087667\n", "24 256.064927 2.347778\n", "25 94.701413 4.673976\n", "26 152.465427 5.782738\n", "27 224.871745 1.020907\n", "28 90.549226 5.344184\n", "29 301.315502 5.189904\n", ".. ... ...\n", "470 359.391320 3.649401\n", "471 207.018491 4.315531\n", "472 159.883184 4.384715\n", "473 119.002422 5.267992\n", "474 172.405694 0.921656\n", "475 179.992617 2.136770\n", "476 135.081384 0.010645\n", "477 359.436428 0.692742\n", "478 50.440449 3.756566\n", "479 190.887721 4.500391\n", "480 270.809735 2.267938\n", "481 177.123526 0.591785\n", "482 62.060480 1.082086\n", "483 97.018199 2.401951\n", "484 335.674333 5.915831\n", "485 338.363379 3.688760\n", "486 206.995024 3.605537\n", "487 302.611193 0.959565\n", "488 156.178855 3.432469\n", "489 53.498967 4.417359\n", "490 61.148478 3.364768\n", "491 121.051504 1.898999\n", "492 38.658609 5.562019\n", "493 10.665699 0.645992\n", "494 272.843433 1.153355\n", "495 277.176995 4.540049\n", "496 329.515710 3.244110\n", "497 110.457168 5.390673\n", "498 26.037311 3.559466\n", "499 235.266073 3.510471\n", "\n", "[500 rows x 2 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame({\"speed\": ws, \"direction\": wd})\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# A basic scatter plot with transparency (alpha)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfAAAAHvCAYAAACrLI2oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['speed_x'] = df['speed'] * np.sin(df['direction'] * pi / 180.0)\n", "df['speed_y'] = df['speed'] * np.cos(df['direction'] * pi / 180.0)\n", "fig, ax = plt.subplots(figsize=(8, 8), dpi=80)\n", "x0, x1 = ax.get_xlim()\n", "y0, y1 = ax.get_ylim()\n", "ax.set_aspect('equal')\n", "_ = df.plot(kind='scatter', x='speed_x', y='speed_y', alpha=0.35, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# windrose like a stacked histogram with normed (displayed in percent) results" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhAAAAITCAYAAABWlCUnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkkAIIYQQQmuSQAghhBBCa/8HzkRhwNWWBEkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = WindroseAxes.from_ax()\n", "ax.bar(df.direction, df.speed, normed=True, opening=0.8, edgecolor='white')\n", "ax.set_legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Another stacked histogram representation, not normed, with bins limits" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhAAAAITCAYAAABWlCUnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIbT2/wCsWgZXk95NXgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = WindroseAxes.from_ax()\n", "ax.box(df.direction, df.speed, bins=np.arange(0, 8, 1))\n", "ax.set_legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# A windrose in filled representation, with a controled colormap" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhAAAAITCAYAAABWlCUnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = WindroseAxes.from_ax()\n", "ax.contourf(df.direction, df.speed, bins=np.arange(0, 8, 1), cmap=cm.hot)\n", "ax.set_legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Same as above, but with contours over each filled region..." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhAAAAITCAYAAABWlCUnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBBEREbntv2ulKHX2boDxAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = WindroseAxes.from_ax()\n", "ax.contourf(df.direction, df.speed, bins=np.arange(0, 8, 1), cmap=cm.hot)\n", "ax.contour(df.direction, df.speed, bins=np.arange(0, 8, 1), colors='black')\n", "ax.set_legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ...or without filled regions" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhAAAAITCAYAAABWlCUnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTCAkSZIkSaoymUBIkiRJklRl/w8uDKhYx/2xFQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = WindroseAxes.from_ax()\n", "ax.contour(df.direction, df.speed, bins=np.arange(0, 8, 1), cmap=cm.hot, lw=3)\n", "ax.set_legend()" ] } ], "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": "3.5.4" } }, "nbformat": 4, "nbformat_minor": 1 }