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@dhhagan
Created June 16, 2020 14:52
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pollutant Rose\n",
"\n",
"This notebook contains an example of how to create nice-looking pollutant rose figures."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"from matplotlib.ticker import MultipleLocator\n",
"import seaborn as sns\n",
"\n",
"sns.set(\"notebook\", \"ticks\", palette=\"colorblind\", font_scale=1.25)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load the data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 251868 entries, 2016-01-12 00:00:00 to 2018-11-24 23:55:00\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 WD 251868 non-null float64\n",
" 1 WS 251868 non-null float64\n",
" 2 NO 251868 non-null float64\n",
"dtypes: float64(3)\n",
"memory usage: 7.7 MB\n"
]
}
],
"source": [
"# read the csv (this is just a random **final** data file from any sensor on the website)\n",
"df = pd.read_feather(\"data/dep_vh.feather\")\n",
"\n",
"# set the index\n",
"df.set_index(\"index\", inplace=True)\n",
"\n",
"# only keep a few columns of interest\n",
"df = df[[\"WD\", \"WS\", \"NO\"]]\n",
"\n",
"# resample the data to be on a 5min time base\n",
"df = df.resample(\"5min\").mean().dropna(how='any')\n",
"\n",
"# # output the info\n",
"df.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Build the pollutant rose function"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"def pollutant_rose(data, wind_dirs, data_bins, data_col, wd_col, **kwargs):\n",
" \"\"\"\n",
" Pollution Wind Rose plot adapted from Phil Hobson.\n",
" \n",
" https://gist.github.com/phobson/41b41bdd157a2bcf6e14\n",
" \"\"\"\n",
" units = kwargs.pop(\"units\", \"ppb\")\n",
" palette = kwargs.pop(\"palette\", None)\n",
" wd_bins = kwargs.pop(\"wd_bins\", np.arange(-7.5, 370, 15))\n",
" fs = kwargs.pop(\"fs\", 20)\n",
" ax_pos = kwargs.pop(\"ax_pos\", (1, 0.75))\n",
" \n",
" def _convert_dir(dirs):\n",
" bar_dir = dirs*np.pi/180. - np.pi/dirs.shape[0]\n",
" bar_width = 2*np.pi / dirs.shape[0]\n",
" \n",
" return bar_dir, bar_width\n",
" \n",
" def _labels(bins, units):\n",
" labels = list()\n",
" for l, r in zip(bins[:-1], bins[1:]):\n",
" if l == bins[0]:\n",
" labels.append(\"clean\")\n",
" elif np.isinf(r):\n",
" labels.append(\">{} {}\".format(l, units))\n",
" else:\n",
" labels.append(\"{} - {} {}\".format(l, r, units))\n",
" \n",
" return labels\n",
" \n",
" # build the list of data labels\n",
" data_labels = _labels(data_bins, units)\n",
" wd_labels = (wd_bins[:-1] + wd_bins[1:]) / 2\n",
" \n",
" \n",
" # keep only the necessary data from the dataframe\n",
" dframe = data[[data_col, wd_col]].dropna(how='any')\n",
" dframe = dframe.query(\"{} <= 360\".format(wd_col))\n",
" \n",
" # count the number of \"clean\" data points\n",
" count_clean = dframe[dframe[data_col] < data_bins[2]].shape[0]\n",
" \n",
" rose_data = (\n",
" dframe.assign(data_bin=lambda x: pd.cut(dframe[data_col], bins=data_bins, labels=data_labels, right=True))\n",
" .assign(wd_bin=lambda x: pd.cut(dframe[wd_col], bins=wd_bins, labels=wd_labels, right=False))\n",
" .replace({\"wd_bin\": {360: 0}})\n",
" .groupby(by=[\"data_bin\", \"wd_bin\"])\n",
" .size()\n",
" .unstack(level=\"data_bin\")\n",
" .fillna(0)\n",
" .assign(clean=lambda x: count_clean / data.shape[0])\n",
" .sort_index(axis=1)\n",
" .applymap(lambda x: x / data.shape[0] * 100)\n",
" )\n",
" \n",
" if palette is None:\n",
" palette = sns.color_palette(\"inferno\", n_colors=rose_data.shape[1])\n",
" \n",
" bar_dir, bar_width = _convert_dir(wind_dirs)\n",
" \n",
" # finally, build the figure\n",
" fig = plt.gcf()\n",
" \n",
" ax = fig.add_subplot(111, polar=True)\n",
" \n",
" ax.set_theta_direction(\"clockwise\")\n",
" ax.set_theta_zero_location(\"N\")\n",
" \n",
" for n, (c1, c2) in enumerate(zip(rose_data.columns[:-1], rose_data.columns[1:])):\n",
" if n == 0:\n",
" ax.bar(bar_dir, rose_data[c1].values, width=bar_width, \n",
" color=palette[0], edgecolor=\"none\", label=c1, lw=0)\n",
" \n",
" ax.bar(bar_dir, rose_data[c2].values, width=bar_width, \n",
" bottom=rose_data.cumsum(axis=1)[c1].values, color=palette[n+1], edgecolor=\"none\",\n",
" label=c2, linewidth=0)\n",
" \n",
" # add the legend\n",
" leg = ax.legend(loc=ax_pos, ncol=1, fontsize=fs)\n",
" \n",
" # set the tick labels\n",
" ax.set_xticklabels([\"N\", \"NE\", \"E\", \"SE\", \"S\", \"SW\", \"W\", \"NW\"], fontsize=fs)\n",
" \n",
" # remove the ytick labels\n",
" ax.set_yticklabels([])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create NO Figure"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(8, 8))\n",
" \n",
"pollutant_rose(\n",
" data=df, wind_dirs=np.arange(0, 360, 15), \n",
" data_bins=[-1, 0, 5, 10, 15, 20, 25, np.inf],\n",
" data_col=\"NO\", wd_col=\"WD\", \n",
" palette=sns.color_palette(\"viridis\", 8),\n",
")\n",
"\n",
"# add a title\n",
"fig.suptitle(\"NO in Boston\", fontsize=28);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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