{ "cells": [ { "cell_type": "code", "execution_count": 2, "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": 3, "metadata": {}, "outputs": [], "source": [ "from windrose import WindroseAxes, WindAxes, plot_windrose" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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speeddirection
Timestamp
2011-03-07 17:30:003.691
2011-03-07 17:40:005.692
2011-03-07 17:50:004.992
2011-03-07 18:00:002.3113
2011-03-07 18:10:003.284
2011-03-07 18:20:003.896
2011-03-07 18:30:002.4104
2011-03-07 18:40:004.689
2011-03-07 18:50:004.892
2011-03-07 19:00:007.087
2011-03-07 19:10:003.3104
2011-03-07 19:20:003.1101
2011-03-07 19:30:005.295
2011-03-07 19:40:003.596
2011-03-07 19:50:005.9100
2011-03-07 20:00:004.386
2011-03-07 20:10:003.982
2011-03-07 20:20:004.989
2011-03-07 20:30:002.8105
2011-03-07 20:40:002.7105
2011-03-07 20:50:003.0117
2011-03-07 21:00:002.7114
2011-03-07 21:10:003.4118
2011-03-07 21:20:002.7121
2011-03-07 21:30:002.141
2011-03-07 21:40:002.567
2011-03-07 21:50:003.8113
2011-03-07 22:00:003.6122
2011-03-07 22:10:003.3127
2011-03-07 22:20:003.1126
.........
2015-06-02 05:10:004.1207
2015-06-02 05:20:005.0247
2015-06-02 05:30:004.5232
2015-06-02 05:40:006.8223
2015-06-02 05:50:006.2235
2015-06-02 06:00:008.0225
2015-06-02 06:10:0010.2222
2015-06-02 06:20:006.4225
2015-06-02 06:30:0010.9219
2015-06-02 06:40:008.6225
2015-06-02 06:50:006.9219
2015-06-02 07:00:007.1236
2015-06-02 07:10:0011.1243
2015-06-02 07:20:005.9234
2015-06-02 07:30:006.3248
2015-06-02 07:40:0010.2231
2015-06-02 07:50:007.0257
2015-06-02 08:00:0010.0228
2015-06-02 08:10:000.00
2015-06-02 08:20:006.4234
2015-06-02 08:30:0010.4246
2015-06-02 08:40:009.5233
2015-06-02 08:50:0011.4239
2015-06-02 09:00:008.9225
2015-06-02 09:10:007.8224
2015-06-02 09:20:007.7250
2015-06-02 09:30:009.7239
2015-06-02 09:40:009.3254
2015-06-02 09:50:0010.2246
2015-06-02 10:00:0011.4251
\n", "

222868 rows × 2 columns

\n", "
" ], "text/plain": [ " speed direction\n", "Timestamp \n", "2011-03-07 17:30:00 3.6 91\n", "2011-03-07 17:40:00 5.6 92\n", "2011-03-07 17:50:00 4.9 92\n", "2011-03-07 18:00:00 2.3 113\n", "2011-03-07 18:10:00 3.2 84\n", "2011-03-07 18:20:00 3.8 96\n", "2011-03-07 18:30:00 2.4 104\n", "2011-03-07 18:40:00 4.6 89\n", "2011-03-07 18:50:00 4.8 92\n", "2011-03-07 19:00:00 7.0 87\n", "2011-03-07 19:10:00 3.3 104\n", "2011-03-07 19:20:00 3.1 101\n", "2011-03-07 19:30:00 5.2 95\n", "2011-03-07 19:40:00 3.5 96\n", "2011-03-07 19:50:00 5.9 100\n", "2011-03-07 20:00:00 4.3 86\n", "2011-03-07 20:10:00 3.9 82\n", "2011-03-07 20:20:00 4.9 89\n", "2011-03-07 20:30:00 2.8 105\n", "2011-03-07 20:40:00 2.7 105\n", "2011-03-07 20:50:00 3.0 117\n", "2011-03-07 21:00:00 2.7 114\n", "2011-03-07 21:10:00 3.4 118\n", "2011-03-07 21:20:00 2.7 121\n", "2011-03-07 21:30:00 2.1 41\n", "2011-03-07 21:40:00 2.5 67\n", "2011-03-07 21:50:00 3.8 113\n", "2011-03-07 22:00:00 3.6 122\n", "2011-03-07 22:10:00 3.3 127\n", "2011-03-07 22:20:00 3.1 126\n", "... ... ...\n", "2015-06-02 05:10:00 4.1 207\n", "2015-06-02 05:20:00 5.0 247\n", "2015-06-02 05:30:00 4.5 232\n", "2015-06-02 05:40:00 6.8 223\n", "2015-06-02 05:50:00 6.2 235\n", "2015-06-02 06:00:00 8.0 225\n", "2015-06-02 06:10:00 10.2 222\n", "2015-06-02 06:20:00 6.4 225\n", "2015-06-02 06:30:00 10.9 219\n", "2015-06-02 06:40:00 8.6 225\n", "2015-06-02 06:50:00 6.9 219\n", "2015-06-02 07:00:00 7.1 236\n", "2015-06-02 07:10:00 11.1 243\n", "2015-06-02 07:20:00 5.9 234\n", "2015-06-02 07:30:00 6.3 248\n", "2015-06-02 07:40:00 10.2 231\n", "2015-06-02 07:50:00 7.0 257\n", "2015-06-02 08:00:00 10.0 228\n", "2015-06-02 08:10:00 0.0 0\n", "2015-06-02 08:20:00 6.4 234\n", "2015-06-02 08:30:00 10.4 246\n", "2015-06-02 08:40:00 9.5 233\n", "2015-06-02 08:50:00 11.4 239\n", "2015-06-02 09:00:00 8.9 225\n", "2015-06-02 09:10:00 7.8 224\n", "2015-06-02 09:20:00 7.7 250\n", "2015-06-02 09:30:00 9.7 239\n", "2015-06-02 09:40:00 9.3 254\n", "2015-06-02 09:50:00 10.2 246\n", "2015-06-02 10:00:00 11.4 251\n", "\n", "[222868 rows x 2 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"samples/sample_wind_poitiers.csv\", parse_dates=['Timestamp'])\n", "#df['Timestamp'] = pd.to_timestamp()\n", "df = df.set_index('Timestamp')\n", "df" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "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)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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S9JloO9m3EY1O2sm+5n+Qr+/daCf71psg2wbrZV/7TuCC/vk1i4q80ra0qztws2jYnw/B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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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(abs(x1-x0)/abs(y1-y0))\n", "ax.set_aspect('equal')\n", "#_ = ax.scatter(df['speed_x'], df['speed_y'], alpha=0.25)\n", "_ = df.plot(kind='scatter', x='speed_x', y='speed_y', alpha=0.05, ax=ax)\n", "Vw = 80\n", "_ = ax.set_xlim([-Vw, Vw])\n", "_ = ax.set_ylim([-Vw, Vw])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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fH4/Fixfj6tWrcHBwwKJFi2geCaIw1AJBFCo0NBRjx47FF198gaFDh+Lx48cYO3YsFQ+E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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = WindroseAxes.from_ax()\n", "ax.bar(df.direction.values, df.speed.values, bins=np.arange(0.01,8,1), cmap=cm.hot, lw=3)\n", "ax.set_legend()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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x9fXFwIED8ccff2DZsmW846i9V69elVh4h5SOBrmVztDQEAsWLBCOQ0JC8OjR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\naRPCw8O12tra2qBQKFBcXAxPT09kZWVBIpFg6dKlQ1ah1HdTp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#ax = new_axes()\n", "#plot_windrose(df, bins=np.arange(0.01,8,1), cmap=cm.hot, lw=3, ax=ax)\n", "_ = plot_windrose(df, kind='contour', bins=np.arange(0.01,8,1), cmap=cm.hot, lw=3)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n", " 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bins = np.arange(0,30+1,1)\n", "bins = bins[1:]\n", "bins" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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XvgAcFa3YsnQQSepUv5S1I2v1RFZ5I/Az4PWls0hSp/qlrB1Zq5c+Dby7feCi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\nod8SAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_windrose(df, kind='pdf', bins=np.arange(0.01,30,1))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([15377, 20041, 23987, 24356, 24041, 21238, 18007, 14144, 11328,\n", " 8461, 6551, 4625, 3265, 2523, 1749, 1294, 922, 686,\n", " 463, 362, 267, 195, 128, 117, 77, 52, 52,\n", " 40, 29])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = np.histogram(df['speed'], bins=bins)[0]\n", "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Wind rose for a given month" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LVq9ejXHjxiEuLo51LKImqIAgMhMYGIjevXvj9OnT8PT0hKurKy2/qwZoJ07VN2rUKISH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\n/hh/+9vfaNXAHq6hoQFFRUUICAgA8PCmeO7cOVUScvPmTbUkt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_month(df, t_year_month, *args, **kwargs):\n", " by = 'year_month'\n", " df[by] = df.index.map(lambda dt: (dt.year, dt.month))\n", " df_month = df[df[by] == t_year_month]\n", " ax = plot_windrose(df_month, *args, **kwargs)\n", " return ax\n", "\n", "\n", "plot_month(df, (2014, 7), kind='contour', bins=np.arange(0, 10, 1), cmap=cm.hot)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Bz5490a9fv2rPEEpUjwoILbV161asWbMG/v7+aNu2Le84giGXy3H48OEqzSBI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\nAAAwRkAAAABj/wBggbbmjNF1YwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_month(df, (2014, 8), kind='contour', bins=np.arange(0, 10, 1), cmap=cm.hot)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AIPWWlpaGjz76CB4eHvjwww9x/fp1dOnShXcsQshLtLW1sXbtWty/fx8xMTGws7PDyZMn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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_month(df, (2014, 9), kind='contour', bins=np.arange(0, 10, 1), cmap=cm.hot)" ] } ], "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 }