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@egentry
Created January 16, 2017 09:07
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Historical Rainfall Comparisons
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Historical Rainfall Comparisons\n",
"\n",
"Purpose: compare cumulative rainfall data for California weather stations\n",
"\n",
"This is setup to download + visualize weather data from the Monterey Bay, but it can be applied to other datasets. If you're applying this to different datasets, you might need to:\n",
" - Download data from a custom station (see the [ASOS network interface](http://mesonet.agron.iastate.edu/request/download.phtml?network=CA_ASOS))\n",
" - add the new dataset to the `datasets` dictionary, and set `dataset`\n",
" - Update the historical ONI dictionary (`year_to_ONI`) to include any missing years (otherwise those lines will be gray, unless they are the last year, in which case it will be black)\n",
" \n",
"As side effects, running this notebook will download a weather dataset into the current working directory (`SNS.txt` by default), and save two plots to the current working directory (`SNS_rainfall_wrapped.png` and `SNS_rainfall_unwrapped.png` by default).\n",
" \n",
"Technical Requirements:\n",
" - Python 3\n",
" - Installed packages: jupyter notebook, matplotlib, seaborn, pandas, numpy"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib\n",
"from matplotlib import pyplot as plt\n",
"import matplotlib.dates as dates\n",
"cmap = matplotlib.cm.get_cmap(\"bwr\")\n",
"\n",
"import seaborn as sns; sns.set(style=\"ticks\", font_scale=1.4)\n",
"import numpy as np\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Choose a dataset"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"datasets = {\n",
" \"MRY\": \"Monterey\", # Monterey Regional Airport \n",
" \"SNS\": \"Salinas\", # Salinas Municipal Airport\n",
" \"WVI\": \"Watsonville\", # Watsonville Municipal Airport\n",
"}\n",
"\n",
"dataset = \"SNS\"\n",
"assert(dataset in datasets)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Download that dataset (if needed)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import os\n",
"\n",
"filename = \"{}.txt\".format(dataset)\n",
"if not os.path.exists(filename):\n",
" from urllib.request import urlopen, quote\n",
" url = \"\"\"http://mesonet.agron.iastate.edu/cgi-bin/request/asos.py?station={}&data=p01i&year1=1981&month1=8&day1=1&year2=2017&month2=1&day2=16&tz=America%2FLos_Angeles&format=comma&latlon=no&direct=no&report_type=1&report_type=2\"\"\".format(dataset)\n",
" print(\"requesting data\")\n",
" url_request = urlopen(url)\n",
" print(\"decoding data\")\n",
" data = url_request.read().decode()\n",
"\n",
" print(\"saving data\")\n",
" with open(filename, mode=\"w\") as f:\n",
" f.write(data)\n",
" print(\"data acquired\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Begin Processing"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# source: ONI 3-month mean for January-February-March\n",
"# http://ggweather.com/enso/oni.htm\n",
"year_to_ONI = {\n",
" 2015 : 1.9,\n",
" 2014 : 0.4,\n",
" 2013 : -.6,\n",
" 2012 : -.5,\n",
" 2011 : -.6,\n",
" 2010 : -1.1,\n",
" 2009 : 1.1,\n",
" 2008 : -.7,\n",
" 2007 : -1.3,\n",
" 2006 : .3,\n",
" 2005 : -.6,\n",
" 2004 : .6,\n",
" 2003 : .2,\n",
" 2002 : .6,\n",
" 2001 : -.1,\n",
" 2000 : -.6,\n",
" 1999 : -1.4,\n",
" 1998 : -1.2,\n",
" 1997 : 1.8,\n",
" 1996 : -.4,\n",
" 1995 : -.7,\n",
" 1994 : .7,\n",
" 1993 : .1,\n",
" 1992 : 0.3,\n",
" 1991 : 1.5,\n",
" 1990 : 0.3,\n",
" 1989 : 0.2,\n",
"}\n",
"ONI_max_abs_value = np.abs(list(year_to_ONI.values())).max()\n",
"\n",
"def year_to_color_via_ONI(year, cmap=cmap):\n",
" if year in year_to_ONI:\n",
" # normalize ONI to the interval [0,1], \n",
" # with 0.5 on this new interval corresponding to an ONI of 0 \n",
" ONI = year_to_ONI[year]\n",
" return cmap((year_to_ONI[year] + ONI_max_abs_value) / (ONI_max_abs_value*2)) # may \n",
" else:\n",
" return \"grey\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>time</th>\n",
" <th>rainfall</th>\n",
" <th>year</th>\n",
" <th>month</th>\n",
" <th>rainfall_cumulative</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1981-08-01 08:00:00</td>\n",
" <td>0.0</td>\n",
" <td>1981</td>\n",
" <td>8</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1981-08-01 08:35:00</td>\n",
" <td>0.0</td>\n",
" <td>1981</td>\n",
" <td>8</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1981-08-01 09:00:00</td>\n",
" <td>0.0</td>\n",
" <td>1981</td>\n",
" <td>8</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1981-08-01 10:00:00</td>\n",
" <td>0.0</td>\n",
" <td>1981</td>\n",
" <td>8</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1981-08-01 11:00:00</td>\n",
" <td>0.0</td>\n",
" <td>1981</td>\n",
" <td>8</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" time rainfall year month rainfall_cumulative\n",
"0 1981-08-01 08:00:00 0.0 1981 8 0.0\n",
"1 1981-08-01 08:35:00 0.0 1981 8 0.0\n",
"2 1981-08-01 09:00:00 0.0 1981 8 0.0\n",
"3 1981-08-01 10:00:00 0.0 1981 8 0.0\n",
"4 1981-08-01 11:00:00 0.0 1981 8 0.0"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def rainfall_filter(value):\n",
" if value == \"M\":\n",
" return 0\n",
" else:\n",
" return float(value)\n",
"\n",
"def year_wrapper(time):\n",
" year = time.year\n",
" if time.month < 8:\n",
" year -= 1\n",
" return year\n",
" \n",
"df = pd.read_csv(\"{}.txt\".format(dataset),\n",
" comment=\"#\",na_values=\"M\",\n",
" names=[\"station\", \"time\", \"rainfall\"], header=0,\n",
" usecols=[\"time\", \"rainfall\"],\n",
" converters={\"rainfall\":rainfall_filter},\n",
" parse_dates=[\"time\"]\n",
" )\n",
"df[\"year\"] = [year_wrapper(time) for time in df.time]\n",
"df[\"month\"] = [time.month for time in df.time]\n",
"df[\"rainfall_cumulative\"] = df.groupby(by=\"year\").rainfall.cumsum()\n",
"\n",
"# ignore years with 0 rainfall\n",
"# and ignore 1st year with rainfall (year's data might be incomplete)\n",
"years = np.array(sorted(list(set(df.year))))\n",
"mask_years = np.array([df[df.year==year].rainfall.sum() > 0 for year in years])\n",
"years = years[mask_years]\n",
"years = years[1:]\n",
"\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def create_ENSO_legend(cmap=cmap, with_final_year_line=True):\n",
" El_Nino_line = matplotlib.lines.Line2D([],[], color=cmap(.99), label=\"El Niño years\")\n",
" La_Nina_line = matplotlib.lines.Line2D([],[], color=cmap(0.01), label=\"La Niña years\")\n",
" final_year_line = matplotlib.lines.Line2D([],[], color=\"k\", label=\"{}-{}\".format(max(years), max(years)+1))\n",
" \n",
" line_handles = []\n",
" if with_final_year_line:\n",
" line_handles += [final_year_line]\n",
" line_handles += [El_Nino_line, La_Nina_line]\n",
" plt.legend(handles=line_handles,\n",
" loc=\"best\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot data wrapped by year"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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WrElgYCCdO3fGxsaGXbt2sXfvXkqWLMnw4cNZuXKl6T4yIzOTcW1tbZk6dSrW1taEhYXx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\nEEIIIYSZ+T/nGqo2nhrf4gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x219f0341e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dt_final = pd.tslib.Timestamp(year=max(years), month=8, day=1)\n",
"for year in years:\n",
" dt_tmp = pd.tslib.Timestamp(year=year, month=8, day=1) # start of this temporary year\n",
" \n",
" mask=(df.year==year)\n",
" if year==max(years):\n",
" color = \"black\"\n",
" else:\n",
" color=year_to_color_via_ONI(year)\n",
" \n",
" plt.plot(\n",
" df[mask].time + (dt_final - dt_tmp), # wrap by year\n",
" df[mask].rainfall_cumulative,\n",
" color=color,\n",
" )\n",
"\n",
"create_ENSO_legend()\n",
" \n",
"plt.gca().xaxis.set_major_locator = dates.MonthLocator() \n",
"format_by_months = dates.DateFormatter('%b')\n",
"plt.gca().xaxis.set_major_formatter(format_by_months)\n",
"\n",
"\n",
"plt.xlabel(\"Time of Year\")\n",
"plt.ylabel(\"Cumulative Rainfall [inches]\")\n",
"plt.title(\"{} Rainfall\".format(datasets[dataset]))\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig(\"{}_rainfall_wrapped.png\".format(datasets[dataset]))\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot data unwrapped"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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9etSpU4eAgAAA1qxZw3vvvUeDBg2oXbs2HTp0YN68eSmGTomIiEjaLDEJUE/A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\niIhIYf4PhLj/Al4LzEUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x219f1e33c18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for year in years:\n",
" mask=(df.year==year)\n",
" if year == max(years):\n",
" color=\"black\"\n",
" else:\n",
" color=year_to_color_via_ONI(year)\n",
"\n",
" plt.plot(df[mask].time, df[mask].rainfall.cumsum(), label=str(year), \n",
" color=color,\n",
" )\n",
"\n",
"plt.xlim(xmax=pd.tslib.Timestamp(year=max(years)+2, month=1, day=1))\n",
"\n",
"plt.xlabel(\"Time\")\n",
"plt.ylabel(\"Cumulative Rainfall [inches]\")\n",
"plt.title(\"{} Rainfall\".format(datasets[dataset]))\n",
" \n",
"create_ENSO_legend()\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig(\"{}_rainfall_unwrapped.png\".format(datasets[dataset]))\n"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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