Analyzing the temperature variations of _Ann Arbor, Michigan, U.S._ over 2005-2014 using NCEI Dataset.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyzing the temperature variations of \"Ann Arbor, Michigan, U.S.\"  over 2005-2014 using NCEI Dataset.\n",
    "\n",
    "An NOAA dataset has been stored in the file `data/C2A2_data/BinnedCsvs_d400/fb441e62df2d58994928907a91895ec62c2c42e6cd075c2700843b89.csv`. This is the dataset to use for this assignment. Note: The data for this assignment comes from a subset of The National Centers for Environmental Information (NCEI) [Daily Global Historical Climatology Network](https://www1.ncdc.noaa.gov/pub/data/ghcn/daily/readme.txt) (GHCN-Daily). The GHCN-Daily is comprised of daily climate records from thousands of land surface stations across the globe.\n",
    "\n",
    "Each row in the assignment datafile corresponds to a single observation.\n",
    "\n",
    "The following variables are provided to you:\n",
    "\n",
    "* **id** : station identification code\n",
    "* **date** : date in YYYY-MM-DD format (e.g. 2012-01-24 = January 24, 2012)\n",
    "* **element** : indicator of element type\n",
    "    * TMAX : Maximum temperature (tenths of degrees C)\n",
    "    * TMIN : Minimum temperature (tenths of degrees C)\n",
    "* **value** : data value for element (tenths of degrees C)\n",
    "\n",
    "For this assignment, you must:\n",
    "\n",
    "1. Read the documentation and familiarize yourself with the dataset, then write some python code which returns a line graph of the record high and record low temperatures by day of the year over the period 2005-2014. The area between the record high and record low temperatures for each day should be shaded.\n",
    "2. Overlay a scatter of the 2015 data for any points (highs and lows) for which the ten year record (2005-2014) record high or record low was broken in 2015.\n",
    "3. Watch out for leap days (i.e. February 29th), it is reasonable to remove these points from the dataset for the purpose of this visualization.\n",
    "4. Make the visual nice! Leverage principles from the first module in this course when developing your solution. Consider issues such as legends, labels, and chart junk.\n",
    "\n",
    "The data you have been given is near **Ann Arbor, Michigan, United States**, and the stations the data comes from are shown on the map below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe src=\"data:text/html;base64,<head>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.js"></script>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.css" />
  <style>
    #mapfd7f8feebdcb4ee582f49ed70a6bba22 {
      height:100%;
    }
  </style> 
</head>
<body>
  <div id="mapfd7f8feebdcb4ee582f49ed70a6bba22"></div>
<script text="text/javascript">
var map = L.map('mapfd7f8feebdcb4ee582f49ed70a6bba22');
L.tileLayer(
  "http://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
  {maxZoom:19, attribution: '<a href="https://github.com/jwass/mplleaflet">mplleaflet</a> | Map data (c) <a href="http://openstreetmap.org">OpenStreetMap</a> contributors'}).addTo(map);
var gjData = {"type": "FeatureCollection", "features": [{"type": "Feature", "geometry": {"type": "Point", "coordinates": [-84.0158, 41.9164]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.7611, 42.2875]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.6933, 42.2417]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.7108, 42.2947]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.8608, 41.84]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.4358, 42.0636]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-84.0133, 42.3264]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.6489, 41.9553]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.9858, 42.4344]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-84.0236, 42.1508]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.6186, 42.0664]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.6769, 42.0811]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.4158, 41.9069]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.28, 41.9497]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.7819, 42.1611]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.82, 42.1236]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.5831, 41.8069]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.9336, 42.0028]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-84.1108, 42.0283]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.7831, 42.4356]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.4764, 41.5631]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-84.4667, 42.2667]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.5333, 42.2333]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}, {"type": "Feature", "geometry": {"type": "Point", "coordinates": [-83.7444, 42.2228]}, "properties": {"html": "<svg width=\"18px\" height=\"18px\" viewBox=\"-9.0 -9.0 18.0 18.0\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">  <path d=\"M 0.0 7.07106781187 C 1.87526910402 7.07106781187 3.6739845 6.3260155 5.0 5.0 C 6.3260155 3.6739845 7.07106781187 1.87526910402 7.07106781187 -0.0 C 7.07106781187 -1.87526910402 6.3260155 -3.6739845 5.0 -5.0 C 3.6739845 -6.3260155 1.87526910402 -7.07106781187 0.0 -7.07106781187 C -1.87526910402 -7.07106781187 -3.6739845 -6.3260155 -5.0 -5.0 C -6.3260155 -3.6739845 -7.07106781187 -1.87526910402 -7.07106781187 -0.0 C -7.07106781187 1.87526910402 -6.3260155 3.6739845 -5.0 5.0 C -3.6739845 6.3260155 -1.87526910402 7.07106781187 0.0 7.07106781187 Z\" stroke=\"#FF0000\" stroke-width=\"1.0\" stroke-opacity=\"0.7\" fill=\"#FF0000\" fill-opacity=\"0.7\" /></svg>", "anchor_x": 9.0, "anchor_y": 9.0}}]};

if (gjData.features.length != 0) {
  var gj = L.geoJson(gjData, {
    style: function (feature) {
      return feature.properties;
    },
    pointToLayer: function (feature, latlng) {
      var icon = L.divIcon({'html': feature.properties.html, 
        iconAnchor: [feature.properties.anchor_x, 
                     feature.properties.anchor_y], 
          className: 'empty'});  // What can I do about empty?
      return L.marker(latlng, {icon: icon});
    }
  });
  gj.addTo(map);
  
  map.fitBounds(gj.getBounds());
} else {
  map.setView([0, 0], 1);
}
</script>
</body>\" width=\"100%\" height=\"480\"></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import mplleaflet\n",
    "import pandas as pd\n",
    "\n",
    "def leaflet_plot_stations(binsize, hashid):\n",
    "\n",
    "    df = pd.read_csv('data/C2A2_data/BinSize_d{}.csv'.format(binsize))\n",
    "\n",
    "    station_locations_by_hash = df[df['hash'] == hashid]\n",
    "\n",
    "    lons = station_locations_by_hash['LONGITUDE'].tolist()\n",
    "    lats = station_locations_by_hash['LATITUDE'].tolist()\n",
    "\n",
    "    plt.figure(figsize=(8,8))\n",
    "\n",
    "    plt.scatter(lons, lats, c='r', alpha=0.7, s=200)\n",
    "\n",
    "    return mplleaflet.display()\n",
    "\n",
    "leaflet_plot_stations(400,'fb441e62df2d58994928907a91895ec62c2c42e6cd075c2700843b89')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmwAAAIGCAYAAADp+tMZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzMyswTlgMzMzM2tw/wAXLzbBEtU+bAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe0343606d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "cli=pd.read_csv('data/C2A2_data/BinnedCsvs_d400/fb441e62df2d58994928907a91895ec62c2c42e6cd075c2700843b89.csv')\n",
    "\n",
    "###################################################################################################################\n",
    "\n",
    "cli1=cli[cli['Element']=='TMAX'].sort_values(by= ['Date'],ascending=True).reset_index().drop(['index'],axis=1)\n",
    "cli1=cli1.set_index(['Date'])\n",
    "cli1=pd.to_datetime(cli1.index).strftime('%b-%d')\n",
    "list6=cli1.tolist()\n",
    "datetime=[]\n",
    "for i in list6:\n",
    "    if i not in datetime:\n",
    "        datetime.append(i)\n",
    "datetime\n",
    "#####################################################################################################################\n",
    "cli1=cli[cli['Element']=='TMAX'].sort_values(by= ['Date'],ascending=True).reset_index().drop(['index'],axis=1)\n",
    "\n",
    "cli1['Data_Value']=cli1['Data_Value']/10\n",
    "cli1=cli1.set_index(['Date'])\n",
    "cli1=cli1.groupby(pd.to_datetime(cli1.index).strftime('%b-%d'))['Data_Value'].max()\n",
    "cli1=cli1.drop('Feb-29',axis=0)\n",
    "cli1=cli1.reindex(datetime)\n",
    "cli1=cli1.drop(['Feb-29'])\n",
    "#####################################################################################################################\n",
    "cli2=cli[cli['Element']=='TMAX'].sort_values(by= ['Date'],ascending=True).reset_index().drop(['index'],axis=1)\n",
    "cli2['Data_Value']=cli2['Data_Value']/10\n",
    "cli2=cli2.set_index('Date')\n",
    "cli2=cli2.groupby(pd.to_datetime(cli2.index).strftime('%b-%d'))['Data_Value'].min()\n",
    "cli2=cli2.reindex(datetime).drop(['Feb-29'])\n",
    "####################################################################################################################\n",
    "list7=cli1.index.tolist()\n",
    "list8=[]\n",
    "for i in list7:\n",
    "    list8.append(cli1[i])\n",
    "list9=cli2.index.tolist()\n",
    "list10=[]\n",
    "for j in list9:\n",
    "    list10.append(cli2[j])\n",
    "list10\n",
    "###################################################################################################################\n",
    "%matplotlib notebook\n",
    "%matplotlib inline\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(list8,'-',list10,'-')\n",
    "plt.xlabel('Number of Days',fontsize=13,color='black',alpha=1)\n",
    "plt.ylabel('Temperature(°C)',fontsize=13,color='black',alpha=1)\n",
    "plt.title('Temperature in  Ann Arbor, Michigan \\n United States(2005-2014)',fontsize=15,color='black',alpha=1)\n",
    "plt.gca().fill_between(range(len(list8)),\n",
    "                    list8,list10,\n",
    "                    facecolor='yellow',\n",
    "                    alpha=0.25)\n",
    "ax=plt.gca()\n",
    "ax.axis([0,365,-50,60])\n",
    "plt.legend(['Record high (2005-2014)','Record low (2005-2014)'],loc=4,frameon=False,fontsize=13)\n",
    "plt.savefig('TempData.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}