Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Save jsignell/a1744eaf6d1187f0ec61e6dfbbbca211 to your computer and use it in GitHub Desktop.
Save jsignell/a1744eaf6d1187f0ec61e6dfbbbca211 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Making a wind rose with matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First generate some toy data with wind directions ranging from 0 to 360, and wind speeds ranging from 0 to 70"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(2L, 100L)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wind_dir = np.random.rand(100)*360\n",
"wind_speed = np.random.rand(100)*70\n",
"a = np.array([wind_dir, wind_speed])\n",
"a.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So my toy data has rows that are actually what I want for columns. So take the transpose and then assign it to a dataframe object"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = pd.DataFrame(a.T, columns=['wind_dir', 'wind_speed'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we have a dataframe and we need to know that it means. How do you want to plot the data. Does 0 mean wind from the North? Does 90 then mean from the east? Based on that information, we can make the plot. To make sure that your plot has enough information to be legible, we will place a string at the top that explains what the top means."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEfCAYAAACai9k0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x682bd68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bearing_plot(df, dirn='wind_dir', dir_info='Wind from the North', loc_0 = 'N', loc_90='E');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you are also interested in speed then you can add that information in using the windrose function."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEfCAYAAACai9k0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x9ef6898>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAUEAAABICAYAAABodkdNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAEXpJREFUeJzt3X9Q1Pedx/Hn/uI3LiBhCd8FMVGTlgt0lulqm7PnnVeQ\nGa/q3Rh/XEKSjmNyNrmQOpdab3K5TM5eMvZ+mHhz1TbJmUx6Nlq0njWKGqe9chhTVg8SQYnmRNbC\nKhVwYdnlu/u9P76UXRQqC8ji7Psxwwz7/f3i8/W9n93v9/PVoGkaQggRr4yxPgAhhIglKYJCiLgm\nRVAIEdekCAoh4poUQSFEXJMiKISIa1IEhRBxTYqgECKuSREUQsQ1KYJCiLgmRVAIEdfMU7kzg+Hi\nXT1QWdPuM4xlOcPLhrs750vamHJevHh357zvvjHk/O7dnZF/HGNbGu7unPdpY8s5EukJCiHimhRB\nIURckyIohIhr06IIlpcn09Rk59w5Oy+8YI16/bfeuocLF/JxuRTq6xUeeijhDhzlxH3+3OeceeoM\nrvUuPlr3UdTrb/jyBs4/cx71RZXMpMxh87Yt2cb5Z85z+qnTlNhKJuuQo5ad/SMKCtpRlP8dNt1o\nzCA39wh2ezO5uYcxGGZEtd3U1DUoyhkU5Qx5ef9NQsJDQ/OSk8ux25uw289htb4wKTl+rxkKrDsO\nVZ/Acw3w1WfD85Iy4JtH4NvN8ORhSIwuJ7O/Bn93HZ6p13/++G/D8+aVw/NNsPEcfG0KcgL5n3+O\ncuYMistF3kfhc9aYkUHukSPYm5vJPXwYw4zoclrmzSOvtpZCnw/r888Pm5dcXo69qQn7uXNYXwjn\nnOg+RxPzImgwwPbt2ZSXt1NU1MaaNWk88IAl6u1s3NiJw+GmtNRNY2PgDhzpxIW0EIt2LcKx08H8\nH82Pev1ftf6Kxe8s5lL3pWHTl8xZwv2Z9zNv+zyeOvgUP1j6g8k65KjduPE27e3lt0zPyNiEz3eM\ntrYH8fk+JDPzu1FtV1UvcuXK13C7v8T16/9AdvbOwTkGsrO3095eTltbEWlpa7BYHpiEJL9HSIWf\nfxv+9Q/g378CC74F9wzuc9Em+OwY/PODcOFDWBRdTgA+/yVsL9V/TmzRpxkM8I3t8HY5/EsRlKwJ\n7/NOCoX4zaJFuB0OrswPn7MZmzbhO3aMtgcfxPfhh2R+N7qcwc5Orj37LN1btw6fYTCQvX077eXl\ntBUVkbZmDZYHHpiUfY4m5kXQ6UykpWWA1lYVVYXdu70sW5YS9XaMxnFfHJoyBgwYDeP/kzd0NHC5\n5zIGhmdd9sAy3ml4B4BT7lNYE63kpOZM6FjHy++vJRS6fsv0lJRleL27APB6d5GSsjzK7X6EpvUM\n/n4Ss1kBIDHRycBAC6raCqh4vbtJSVk2sRC34+2A3wz2dAO94GnSe4cAX1gGLj0nrl3wxehyAnrB\nu5ndCddaoKtVL8INu/V93WkGAxhvPWdTli3Du2uwPXftImV5dDlDnZ0EXC40VR02PdHpZKClBbW1\nFVQV7+7dpCxbNin7HE3Mi6CimLl8OfyHaGsLoijR37nzve9lcvq0wve/n4V5Sm/8GTsNjaOPHeXU\nulOsc6ybtO0q6QqXuy8PvXbfcKOkK5O2/clgMuUQDHoACAY7MJnGX6TT09fR1/cBAGazgqqGsweD\nbUMFckpkzIK8L0HrSf11Wg549Zx4O/TX0Sr4Cjx7Gh4/CDlf0KfNUCCijeluA+sU5NQ07j16lLxT\np0hfFz5nTTk5BD2D7dnRgSlnct50zYqCejmiPdvaMCt6TpPNdmf2OSlbibFNm36LxxPEbIYf/vAe\nvvOdDLZs6Yr1Yd3i4bcept3bTnZKNkcfO0rT1SZqL9fG+rBiZHy3pSUlLSI9/UmuXPnDST6ecUhI\nhb/cC//1HAz0jbJQlDnd9fBaAQz4YN4SeGw//NMUfOwdxZWHHybY3o4xO5t7jx4l0NSEv3aEczYW\n/1fRJO0z5j1Bt1uloCBci+12E2738C6ywcDQRY+XXsq8eRN4PEEAVBXefvsGTmfinT3ocWr3tgNw\nre8a+5r34VScw+YbMOBa76J+fT0v/dFLo25Hu+kflvuGm3xr/tBr+ww77hvuSTzyiYvs/ZlMtqFe\nYaTMzFdQFBeKUj/iNhISHuKee3bS3v4NQiH9TU5V3ZjNBUPLmEx2VHUKshtNegE8/S40HQhPj+z9\npdnCvcJIX38FnnXpFz5uFujVCyDA+cNgtEByJvS4ISOcE6sduu98zmC7fs6Grl2jd98+kpz6ORvZ\nE4vsoUXKfOUVFJcLpX7k9hyJ6nZjLohoT7sd1e0eOpbb7XM8Yl4EP/7Yz5w5FgoKzFgssHp1GgcO\nDH9X1TSGLnq8/PKt3zfZbKah35cvT+WTT6bfhZFkczKpllQAUiwplN1XxieeT4Yto6Hh2OmgdGcp\nL//i5VG3ZcCAIeJ7owPnDlBZXAnAfGU+Xf1deHon5wQZn+HHB9DXd4C0tCcASEt7nL6+n92y1vXr\nL+J2O3C7S2+ZZzLlY7P9FI/nMVT14tB0v/9jLJY5g4XQQlraavr6Dtyy/qT7i7fAcxb+5/Xh05sO\ngOMJ/XfH43D21pwcfRHecOgXPm4W+fHZ/mW9B+C7Dm0fw8w5eiE0WaB49fDiewcYkpMxpOrnrCEl\nhZSyMgKf6Ods34EDpD3xhH7Ijz9O389GaM8XX8TtcOAuHSHnsB2FzxX/xx9jmTNHL4QWC2mrV9N3\n4MCY9zkehqn8LzdHGzZXXp7Mtm0zMRoNvPlmD6+91h3Vdo8du5fsbCMGA5w5E+Dpp6/h801+rokM\nmyvMKGTfqn1omobZaOa9xvd4rfa1qPb/jPMZXvjqC9jSbHh6PRxqOcRTB58C4I2KN1gyZwm9gV6e\n/NmTnG4/HdW2I01k2FxOznskJS3CZJpJMNjBb3/7El7vf2A0ZpKT8z5mcz6qegmP5xFCobG3c3b2\nTlJT/xxVvQQY0LQBrlzRr1YmJ5czc+Y2DAYjPT1v0t09tr/ruIfNzfoqrP8ltDcCmv4uXbMZzh/R\ne21r3wdrPnRdgh8/Av1RnM8LNsD8v4LQgN4j/PnzcPmUPm9eOSzdBgYj/PpN+MUYck5g2Jy5sBDb\nvn2gaRjMZm689x7dr+n7NGZmkvP++5jz81EvXcLzyCOEusee05STg/LrX2NIT4dQCM3r5fIXv4jW\n20tyeTkzt23DYDTS8+abY9rnRIbNTYsieLeQscPDydjhu4CMHb6tmH8cFkKIWJIiKISIa1IEhRBx\nbVoUwYICMw0N9nGv73QmsmNHNpWVabz++sxJPLLJVWAtoOHphnGv71Sc7Fi6g8qSSl6veP32K8SA\n2VyA3T7+jImJTrKzd5CWVsnMmdMzI6BfpX1u/DnJd8KKHeCohD+bvjnNBQXYGybQnk4n2Tt2kFZZ\nyczXp2fOaVEEASZygaaiIoUPPugb3M7tlx9pVNJUufkev2hUzKngg8/0kRJj+XvdPLxuqkykLVNS\nKoZGg4ztRuNYNuYEriXMq4BzUeSM4Uk7ofasqKDvgw9+t6HbrxCDnNOmCP7O7Nlm6usVNm60Ul1t\n48iRXC5cyGfDhhlUVVmpr1eorc3Dag0f+uLFSRw7pt9gqihmDh3KpbnZzquvZg0t09NTyNatWbhc\nCgsWxP5m6tkZs6lfX8/Gr2yk+pFqjjx6hAt/fYENX95A1YIq6tfXU/vNWqyJ4afqLJ69mGMXjwH6\nULlDaw/R/K1mXv3TV4eW6dnUw9avb8W13sUC+4IpzxXJbJ6NotRjtW7EZqsmN/cI+fkXmDFjA1Zr\nFYpST15eLUZjOGNS0mJ8vmOD6yvk5h7Cbm8mKyucsbCwh6ysrSiKi8TE2GYEIHO2fuPzwo3waLX+\nFJm/uaDf7vJwlT7v6VpIinhC0v2L9QctgD4k7olD+pNnloRz8vc9ULFVv7E6P/Y5zbNno9TXY924\nEVt1NblHjpB/4QIzNmzAWlWFUl9PXm0tRmtEey5ejO/YYHsqCrmHDmFvbibr1Yj27Okha+tWFJeL\nxAVTn3NaFcG5cy3s3WujstLD1atBioosLF/egdPpZsuWTLzeEKWlbk6e7KeyMg2ArCwjgQB4vfq7\nTElJAitXdlBc3MaqVank5ek3UqemGqir8+NwuKmr88csI8DcrLnsfWQvlfsqudp3laKcIpbvXo7z\nh062/MkWvAEvpTtLOdl2ksoS/SborOQsAsEA3oAXgJLcElbuWUnxD4pZVbSKvPQ8AFITUqlrq8Ox\n00FdW13MMlosc7HZ9uLxVBIMXsViKaKjYzlut5PMzC2EQl7c7lL6+0+SlqZnNBqzgACapmdMSCih\no2MlbW3FpKauwmTSMxoMqfj9dbjdDvz+2GUEIHuuPnJkTyX0XgVbEby7HP7NCWVbIODVb4q+fFL/\n6AuQkgXBgD4P4N4S+PFK2FYMxatghp4TSyq01uk3VrfGNqdl7lxse/fiqawkePUqlqIiOpYvx+10\nkrllCyGvF3dpKf0nT5JWOdieWVkQCKB5B9uzpISOlStpKy4mddUqTHmD7Zmair+uDrfDgb9u6nNO\nmyKYk2Ni/34ba9d6+PTTAQBOnOjH59Po7AzR1RXi4EH9I29jY4DCQn2oXVlZMjU14REmx4/76O3V\nCATg7NkBZs3Sl1NVqK7uneJUt8pJzWH/6v2s/elaPr36KQAn/u8EPtVHp6+Trv4uDp4/CECjp5HC\njEIAyu4vo+ZizdB2jn9+nN6BXgLBAGevnmWWdRYAakiluql6akPdxGTKwWbbj8ezloEBPWN//wk0\nzUco1Eko1EVfn54xEGjEbC4EIDm5jL6+cEaf7zia1gsEGBg4i9k8a3COSm9vbDMC+uiOR/fDT9ZC\nh56TCyf0m5z7OqG/C5r1nLQ3Qmah/vvcMmgJ5+Sz4/pwuWBAH4WSMZgzpMKnsc9pysnBtn8/nrVr\nGfh0sD1PnEDz+Qh1dhLq6qLv4GB7NjZiLiwEILmsjL6aiPY8fhyttxcCAQbOnsU8azCnqtJbHbuc\n06YIdneHaG1VWbgwaWia3x/+DkHTwq9DITCb9e8OKipSOHzYN+I6waA2tFx///S4F7S7v5vW7lYW\nzlo4NM2vhnummqYNvQ5pIcxGvYhXzKng8GeHR1wnGAoOLdev9t/R4x+LUKgbVW0lKSmcUdMie99a\nxOsQBoN+7CkpFfh8h0dcR9OCQ8tpWuwzAvpIkO5WKAznJBiRU9Pgd+2khWCwjZhXoY8LHmmdUDC8\n3DRoS4BQdzdqaytJCyPa0z8859DrUAjD4GOcUioq8B0+POI6WjA4tJzWH9uc0+YpMn6/xooVHdTU\n5OL1hsa8XnFxAg0Ntx8rHMuLIZH8QT8rfrKCmkdrhj7ajkWxrZiGjttfpYvVxZBImuano2MFubk1\nhEJjz5iQUEwgMJYrkbHPCOgF7t0V8M2a8EfbscgthvYx5JwmJ63m99OxYgW5NTWEvFG0Z3ExgbFc\nWY5xzmnTEwS9t7Z0aTtVVVbS04cf2kgXlhyOBFyu0Qtg5DqxeNLPaPrVfpb+51Kq5leRnpA+bN5I\nV48d9zpw/cY16vYi15nI1efJpGn9tLcvxWqtwmhMv3nuLcsnJDgIBEbPOHyd6ZER0Htru5bqF0AS\nb5+TPAdc+T05p+lJq/X30750KdaqKozpN+Uc4TgTHA4Crrsj5109dnjz5gxaWgbYs2dqvuuL1djh\nzQs309LZwp6zeyZzs6OKxdjhjIzNDAy00Ns7NRkhRmOHF22GzhZonKKcMRo7nLF5MwMtLfTumZqc\n8gCFKSIPUBhOHqBwF5AHKNzWtPo4LIQQU02KoBAirkkRFELENSmCQoi4JkVQCBHXpAgKIeKaFEEh\nRFyTIiiEiGtSBIUQcU2KoBAirkkRFELENSmCQoi4JkVQCBHXpvQpMkIIMd1IT1AIEdekCAoh4poU\nQSFEXJMiKISIa1IEhRBxTYqgECKuSREUQsQ1KYJCiLgmRVAIEdekCAoh4poUQSFEXJMiKISIa1IE\nhRBxTYqgECKuSREUQsQ1KYJCiLgmRVAIEdekCAoh4poUQSFEXJMiKISIa/8PfwSq35DjDAcAAAAA\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x3defc50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"windrose(df, dirn='wind_dir', speed='wind_speed', loc_0 = 'N', loc_90='E')\n",
"windrose_cbar();"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def bearing_plot(df, dirn='wind_dir', dir_info='Wind from the North', \n",
" ax=None, N=16, bottom=0, loc_0='N', loc_90 ='E', zero_is_nan=True):\n",
" # zero means that no wind is blowing so we will remove those values.\n",
" if zero_is_nan:\n",
" df = df[df[dirn]>0]\n",
" if ax is None:\n",
" ax = plt.subplot(111, polar=True)\n",
" theta = np.linspace(0.0, 2 *np.pi, N+1)\n",
" radii, _ = np.histogram(df[dirn].values, bins=(theta/np.pi*180))\n",
" width = (2*np.pi) / N\n",
"\n",
" bars = ax.bar(theta[:-1], radii, width=width, bottom=bottom)\n",
" \n",
" ax.set_theta_zero_location(loc_0)\n",
" clockwise = ['N', 'E', 'S','W', 'N']\n",
" if clockwise[clockwise.index(loc_0)+1] == loc_90:\n",
" ax.set_theta_direction(-1)\n",
"\n",
" # Use custom colors and opacity\n",
" for r, bar in zip(radii, bars):\n",
" bar.set_facecolor(plt.cm.jet(r/float(np.max(radii))))\n",
" bar.set_alpha(0.8)\n",
" ax.text(0.5,1.1,dir_info, horizontalalignment='center', transform=ax.transAxes, fontsize=14)\n",
" return(ax)\n",
"\n",
"def windrose(df, dirn='wind_dir', speed='wind_speed', dir_info='Wind from the North', \n",
" ax=None, N=16, bottom=0, loc_0='N', loc_90 ='E', zero_is_nan=True):\n",
" if zero_is_nan:\n",
" df = df[df[dirn]>0]\n",
" if ax is None:\n",
" ax = plt.subplot(111, polar=True)\n",
" theta = np.linspace(0.0, 2 *np.pi, N+1)\n",
" width = (2*np.pi) / N\n",
" \n",
" ax.set_theta_zero_location(loc_0)\n",
" clockwise = ['N', 'E', 'S','W', 'N']\n",
" if clockwise[clockwise.index(loc_0)+1] == loc_90:\n",
" ax.set_theta_direction(-1)\n",
" \n",
" srange = zip([0,5,10,20,50], [5,10,20,50,100], ['#0000dd','green','#dddd00','#FF7800','#dd0000']) \n",
" ntot = df[dirn].count()\n",
" \n",
" radii0 = [bottom]*N\n",
" for smin, smax, c in srange:\n",
" cond = ((df[speed]>=smin) & (df[speed]<smax))\n",
" radii, _ = np.histogram(df[dirn][cond].values, bins=(theta/np.pi*180))\n",
" radii = radii/float(ntot)*100\n",
" bars = ax.bar(theta[:-1], radii, width=width, bottom=radii0, facecolor=c, alpha=0.8)\n",
" #print smin, smax, c, radii\n",
" radii0+= radii\n",
" ax.text(0.5,1.1,dir_info, horizontalalignment='center', transform=ax.transAxes, fontsize=14)\n",
" return(ax)\n",
" \n",
"def windrose_cbar(fig=None):\n",
" '''\n",
" If you have a figsize in mind, then pass a figure object to this function\n",
" and the colorbar will be drawn to suit\n",
" '''\n",
" import matplotlib.patches as mpatch\n",
" \n",
" if fig is None:\n",
" fig = plt.figure(figsize=(5,.7))\n",
" y = fig.get_figwidth()\n",
" \n",
" srange = zip([0,5,10,20,50], [5,10,20,50,100], ['#0000dd','green','#dddd00','#FF7800','#dd0000']) \n",
" n=1\n",
" for smin, smax, c in srange:\n",
" ax = plt.subplot(1,5,n)\n",
" patch = mpatch.FancyBboxPatch([0,0], 1, 1, boxstyle='square', facecolor=c)\n",
" ax.add_patch(patch)\n",
" plt.axis('off')\n",
" if y>=12:\n",
" ax.text(.1, .4, '{smin} - {smax} km/hr'.format(smin=smin, smax=smax),\n",
" fontsize=min(18, y+2), fontdict = {'color': 'white'})\n",
" else:\n",
" ax.text(.1, .4, '{smin} - {smax}\\nkm/hr'.format(smin=smin, smax=smax),\n",
" fontsize=min(14, y+5), fontdict = {'color': 'white'})\n",
" n+=1"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment