SurfsUp_Challenge.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dependencies\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# Python SQL toolkit and Object Relational Mapper\n",
    "import sqlalchemy\n",
    "from sqlalchemy.ext.automap import automap_base\n",
    "from sqlalchemy.orm import Session\n",
    "from sqlalchemy import create_engine, func"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "engine = create_engine(\"sqlite:///hawaii.sqlite\")\n",
    "\n",
    "# reflect an existing database into a new model\n",
    "Base = automap_base()\n",
    "# reflect the tables\n",
    "Base.prepare(engine, reflect=True)\n",
    "\n",
    "# Save references to each table\n",
    "Measurement = Base.classes.measurement\n",
    "Station = Base.classes.station"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create our session (link) from Python to the DB\n",
    "session = Session(engine)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## D1: Determine the Summary Statistics for June"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1. Import the sqlalchemy extract function.\n",
    "from sqlalchemy import extract\n",
    "\n",
    "# 2. Write a query that filters the Measurement table to retrieve the temperatures for the month of June. \n",
    "june_query = session.query(Measurement.date, Measurement.tobs).\\\n",
    "    filter(extract('month', Measurement.date) ==6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('2010-06-01', 78.0), ('2010-06-02', 76.0), ('2010-06-03', 78.0), ('2010-06-04', 76.0), ('2010-06-05', 77.0), ('2010-06-06', 78.0), ('2010-06-07', 77.0), ('2010-06-08', 78.0), ('2010-06-09', 78.0), ('2010-06-10', 79.0), ('2010-06-11', 78.0), ('2010-06-12', 78.0), ('2010-06-13', 78.0), ('2010-06-14', 77.0), ('2010-06-15', 78.0), ('2010-06-16', 78.0), ('2010-06-17', 77.0), ('2010-06-18', 77.0), ('2010-06-19', 82.0), ('2010-06-20', 78.0), ('2010-06-21', 78.0), ('2010-06-22', 78.0), ('2010-06-23', 78.0), ('2010-06-24', 78.0), ('2010-06-25', 77.0), ('2010-06-26', 76.0), ('2010-06-27', 78.0), ('2010-06-28', 78.0), ('2010-06-29', 78.0), ('2010-06-30', 78.0), ('2011-06-01', 77.0), ('2011-06-02', 78.0), ('2011-06-03', 73.0), ('2011-06-04', 70.0), ('2011-06-05', 76.0), ('2011-06-06', 77.0), ('2011-06-07', 77.0), ('2011-06-08', 77.0), ('2011-06-09', 77.0), ('2011-06-10', 78.0), ('2011-06-11', 77.0), ('2011-06-12', 77.0), ('2011-06-13', 78.0), ('2011-06-14', 78.0), ('2011-06-15', 77.0), ('2011-06-17', 78.0), ('2011-06-18', 78.0), ('2011-06-19', 75.0), ('2011-06-20', 76.0), ('2011-06-21', 76.0), ('2011-06-24', 77.0), ('2011-06-25', 78.0), ('2011-06-26', 76.0), ('2011-06-27', 77.0), ('2011-06-28', 75.0), ('2011-06-29', 77.0), ('2012-06-01', 76.0), ('2012-06-02', 76.0), ('2012-06-03', 75.0), ('2012-06-04', 77.0), ('2012-06-05', 77.0), ('2012-06-06', 76.0), ('2012-06-07', 78.0), ('2012-06-08', 77.0), ('2012-06-09', 76.0), ('2012-06-10', 77.0), ('2012-06-11', 76.0), ('2012-06-12', 76.0), ('2012-06-13', 77.0), ('2012-06-14', 77.0), ('2012-06-15', 78.0), ('2012-06-16', 77.0), ('2012-06-17', 77.0), ('2012-06-18', 77.0), ('2012-06-19', 76.0), ('2012-06-20', 75.0), ('2012-06-21', 76.0), ('2012-06-22', 76.0), ('2012-06-23', 77.0), ('2012-06-24', 76.0), ('2012-06-25', 73.0), ('2012-06-26', 73.0), ('2012-06-27', 75.0), ('2012-06-28', 77.0), ('2012-06-29', 76.0), ('2012-06-30', 77.0), ('2013-06-01', 79.0), ('2013-06-02', 78.0), ('2013-06-03', 79.0), ('2013-06-04', 78.0), ('2013-06-05', 78.0), ('2013-06-06', 79.0), ('2013-06-07', 77.0), ('2013-06-08', 77.0), ('2013-06-09', 77.0), ('2013-06-10', 77.0), ('2013-06-11', 77.0), ('2013-06-12', 78.0), ('2013-06-13', 77.0), ('2013-06-14', 76.0), ('2013-06-15', 78.0), ('2013-06-16', 78.0), ('2013-06-17', 77.0), ('2013-06-18', 78.0), ('2013-06-19', 78.0), ('2013-06-20', 73.0), ('2013-06-21', 76.0), ('2013-06-22', 77.0), ('2013-06-23', 75.0), ('2013-06-24', 76.0), ('2013-06-25', 74.0), ('2013-06-26', 75.0), ('2013-06-27', 77.0), ('2013-06-28', 76.0), ('2013-06-29', 77.0), ('2013-06-30', 78.0), ('2014-06-01', 79.0), ('2014-06-02', 77.0), ('2014-06-03', 78.0), ('2014-06-04', 79.0), ('2014-06-05', 78.0), ('2014-06-06', 78.0), ('2014-06-07', 78.0), ('2014-06-08', 78.0), ('2014-06-09', 79.0), ('2014-06-10', 79.0), ('2014-06-11', 82.0), ('2014-06-12', 80.0), ('2014-06-13', 79.0), ('2014-06-14', 79.0), ('2014-06-15', 78.0), ('2014-06-16', 78.0), ('2014-06-17', 77.0), ('2014-06-18', 78.0), ('2014-06-19', 78.0), ('2014-06-20', 73.0), ('2014-06-21', 75.0), ('2014-06-22', 75.0), ('2014-06-23', 76.0), ('2014-06-24', 84.0), ('2014-06-25', 79.0), ('2014-06-26', 76.0), ('2014-06-27', 79.0), ('2014-06-28', 79.0), ('2014-06-29', 77.0), ('2014-06-30', 79.0), ('2015-06-01', 78.0), ('2015-06-02', 78.0), ('2015-06-03', 79.0), ('2015-06-04', 77.0), ('2015-06-05', 79.0), ('2015-06-06', 78.0), ('2015-06-07', 78.0), ('2015-06-08', 78.0), ('2015-06-09', 79.0), ('2015-06-10', 77.0), ('2015-06-11', 78.0), ('2015-06-12', 78.0), ('2015-06-13', 78.0), ('2015-06-14', 78.0), ('2015-06-15', 79.0), ('2015-06-16', 79.0), ('2015-06-17', 77.0), ('2015-06-18', 78.0), ('2015-06-19', 78.0), ('2015-06-20', 78.0), ('2015-06-21', 79.0), ('2015-06-22', 79.0), ('2015-06-23', 77.0), ('2015-06-24', 79.0), ('2015-06-25', 79.0), ('2015-06-26', 79.0), ('2015-06-27', 81.0), ('2015-06-28', 76.0), ('2015-06-29', 80.0), ('2015-06-30', 78.0), ('2016-06-01', 76.0), ('2016-06-02', 71.0), ('2016-06-03', 71.0), ('2016-06-04', 74.0), ('2016-06-05', 76.0), ('2016-06-06', 78.0), ('2016-06-07', 77.0), ('2016-06-08', 77.0), ('2016-06-09', 73.0), ('2016-06-10', 77.0), ('2016-06-11', 78.0), ('2016-06-12', 78.0), ('2016-06-13', 80.0), ('2016-06-14', 79.0), ('2016-06-15', 78.0), ('2016-06-16', 77.0), ('2016-06-17', 76.0), ('2016-06-18', 77.0), ('2016-06-19', 77.0), ('2016-06-20', 78.0), ('2016-06-21', 80.0), ('2016-06-22', 79.0), ('2016-06-23', 79.0), ('2016-06-24', 77.0), ('2016-06-25', 78.0), ('2016-06-26', 79.0), ('2016-06-27', 80.0), ('2016-06-28', 76.0), ('2016-06-29', 79.0), ('2016-06-30', 80.0), ('2017-06-01', 79.0), ('2017-06-02', 79.0), ('2017-06-03', 79.0), ('2017-06-04', 79.0), ('2017-06-05', 80.0), ('2017-06-06', 79.0), ('2017-06-07', 79.0), ('2017-06-08', 80.0), ('2017-06-09', 80.0), ('2017-06-10', 77.0), ('2017-06-11', 79.0), ('2017-06-12', 83.0), ('2017-06-13', 80.0), ('2017-06-14', 80.0), ('2017-06-15', 78.0), ('2017-06-16', 79.0), ('2017-06-17', 80.0), ('2017-06-18', 77.0), ('2017-06-19', 80.0), ('2017-06-20', 78.0), ('2017-06-21', 79.0), ('2017-06-22', 80.0), ('2017-06-23', 78.0), ('2017-06-24', 80.0), ('2017-06-25', 80.0), ('2017-06-26', 81.0), ('2017-06-27', 80.0), ('2017-06-28', 79.0), ('2017-06-29', 79.0), ('2017-06-30', 75.0), ('2010-06-01', 74.0), ('2010-06-02', 76.0), ('2010-06-03', 75.0), ('2010-06-04', 75.0), ('2010-06-05', 74.0), ('2010-06-06', 75.0), ('2010-06-07', 75.0), ('2010-06-08', 75.0), ('2010-06-09', 75.0), ('2010-06-10', 75.0), ('2010-06-11', 83.0), ('2010-06-12', 75.0), ('2010-06-13', 76.0), ('2010-06-14', 73.0), ('2010-06-15', 74.0), ('2010-06-16', 74.0), ('2010-06-17', 75.0), ('2010-06-18', 70.0), ('2010-06-19', 74.0), ('2010-06-20', 75.0), ('2010-06-21', 75.0), ('2010-06-22', 75.0), ('2010-06-23', 75.0), ('2010-06-24', 75.0), ('2010-06-25', 74.0), ('2010-06-26', 72.0), ('2010-06-27', 76.0), ('2010-06-28', 73.0), ('2010-06-29', 75.0), ('2010-06-30', 76.0), ('2011-06-01', 74.0), ('2011-06-02', 75.0), ('2011-06-03', 71.0), ('2011-06-04', 69.0), ('2011-06-05', 69.0), ('2011-06-06', 74.0), ('2011-06-07', 71.0), ('2011-06-08', 74.0), ('2011-06-09', 74.0), ('2011-06-10', 75.0), ('2011-06-11', 73.0), ('2011-06-12', 73.0), ('2011-06-13', 73.0), ('2011-06-14', 75.0), ('2011-06-15', 75.0), ('2011-06-16', 74.0), ('2011-06-17', 74.0), ('2011-06-18', 75.0), ('2011-06-19', 74.0), ('2011-06-20', 73.0), ('2011-06-21', 72.0), ('2011-06-22', 74.0), ('2011-06-23', 72.0), ('2011-06-24', 75.0), ('2011-06-25', 76.0), ('2011-06-26', 74.0), ('2011-06-27', 74.0), ('2011-06-28', 74.0), ('2011-06-29', 74.0), ('2011-06-30', 74.0), ('2012-06-01', 71.0), ('2012-06-02', 71.0), ('2012-06-03', 75.0), ('2012-06-04', 72.0), ('2012-06-05', 72.0), ('2012-06-06', 73.0), ('2012-06-07', 73.0), ('2012-06-08', 73.0), ('2012-06-09', 74.0), ('2012-06-10', 73.0), ('2012-06-11', 72.0), ('2012-06-12', 72.0), ('2012-06-13', 70.0), ('2012-06-14', 72.0), ('2012-06-15', 72.0), ('2012-06-16', 72.0), ('2012-06-17', 74.0), ('2012-06-18', 73.0), ('2012-06-19', 73.0), ('2012-06-20', 70.0), ('2012-06-21', 73.0), ('2012-06-22', 72.0), ('2012-06-23', 73.0), ('2012-06-24', 69.0), ('2012-06-25', 72.0), ('2012-06-26', 71.0), ('2012-06-27', 71.0), ('2012-06-28', 73.0), ('2012-06-29', 73.0), ('2012-06-30', 72.0), ('2013-06-01', 75.0), ('2013-06-02', 75.0), ('2013-06-03', 75.0), ('2013-06-04', 75.0), ('2013-06-05', 74.0), ('2013-06-06', 74.0), ('2013-06-07', 74.0), ('2013-06-08', 75.0), ('2013-06-09', 75.0), ('2013-06-10', 74.0), ('2013-06-11', 75.0), ('2013-06-12', 75.0), ('2013-06-13', 74.0), ('2013-06-14', 72.0), ('2013-06-15', 74.0), ('2013-06-16', 74.0), ('2013-06-17', 74.0), ('2013-06-18', 74.0), ('2013-06-19', 74.0), ('2013-06-20', 72.0), ('2013-06-21', 70.0), ('2013-06-22', 75.0), ('2013-06-23', 74.0), ('2013-06-24', 71.0), ('2013-06-25', 71.0), ('2013-06-26', 70.0), ('2013-06-27', 73.0), ('2013-06-28', 71.0), ('2013-06-29', 71.0), ('2013-06-30', 77.0), ('2014-06-01', 77.0), ('2014-06-02', 74.0), ('2014-06-03', 73.0), ('2014-06-04', 75.0), ('2014-06-05', 75.0), ('2014-06-06', 74.0), ('2014-06-07', 74.0), ('2014-06-08', 75.0), ('2014-06-09', 75.0), ('2014-06-10', 72.0), ('2014-06-11', 74.0), ('2014-06-12', 76.0), ('2014-06-13', 76.0), ('2014-06-14', 75.0), ('2014-06-15', 75.0), ('2014-06-16', 74.0), ('2014-06-17', 72.0), ('2014-06-18', 74.0), ('2014-06-19', 75.0), ('2014-06-20', 70.0), ('2014-06-21', 71.0), ('2014-06-22', 72.0), ('2014-06-23', 71.0), ('2014-06-24', 73.0), ('2014-06-25', 74.0), ('2014-06-26', 72.0), ('2014-06-27', 74.0), ('2014-06-28', 76.0), ('2014-06-29', 72.0), ('2014-06-30', 75.0), ('2015-06-03', 75.0), ('2015-06-04', 72.0), ('2015-06-05', 70.0), ('2015-06-06', 76.0), ('2015-06-07', 78.0), ('2015-06-08', 72.0), ('2015-06-09', 74.0), ('2015-06-10', 74.0), ('2015-06-11', 72.0), ('2015-06-12', 71.0), ('2015-06-13', 79.0), ('2015-06-14', 79.0), ('2015-06-15', 76.0), ('2015-06-16', 75.0), ('2015-06-17', 72.0), ('2015-06-18', 74.0), ('2015-06-19', 76.0), ('2015-06-20', 76.0), ('2015-06-21', 77.0), ('2015-06-22', 75.0), ('2015-06-23', 76.0), ('2015-06-24', 75.0), ('2015-06-25', 75.0), ('2015-06-26', 76.0), ('2015-06-27', 76.0), ('2015-06-29', 74.0), ('2016-06-01', 70.0), ('2016-06-02', 69.0), ('2016-06-03', 70.0), ('2016-06-04', 68.0), ('2016-06-05', 70.0), ('2016-06-06', 74.0), ('2016-06-07', 75.0), ('2016-06-08', 74.0), ('2016-06-09', 71.0), ('2016-06-10', 73.0), ('2016-06-11', 75.0), ('2016-06-12', 74.0), ('2016-06-13', 76.0), ('2016-06-14', 76.0), ('2016-06-15', 76.0), ('2016-06-16', 76.0), ('2016-06-17', 75.0), ('2016-06-18', 75.0), ('2016-06-19', 75.0), ('2016-06-20', 74.0), ('2016-06-21', 73.0), ('2016-06-22', 76.0), ('2016-06-23', 74.0), ('2016-06-24', 78.0), ('2016-06-25', 71.0), ('2016-06-26', 75.0), ('2016-06-27', 75.0), ('2016-06-28', 74.0), ('2016-06-29', 77.0), ('2016-06-30', 77.0), ('2017-06-01', 76.0), ('2017-06-02', 76.0), ('2017-06-03', 76.0), ('2017-06-04', 78.0), ('2017-06-05', 76.0), ('2017-06-06', 75.0), ('2017-06-07', 75.0), ('2017-06-08', 76.0), ('2017-06-09', 78.0), ('2017-06-10', 75.0), ('2017-06-11', 73.0), ('2017-06-12', 76.0), ('2017-06-13', 76.0), ('2017-06-14', 76.0), ('2017-06-15', 77.0), ('2017-06-16', 76.0), ('2017-06-17', 77.0), ('2017-06-18', 72.0), ('2017-06-19', 77.0), ('2017-06-20', 75.0), ('2017-06-21', 82.0), ('2017-06-22', 77.0), ('2017-06-23', 76.0), ('2017-06-24', 74.0), ('2017-06-25', 73.0), ('2017-06-26', 77.0), ('2017-06-27', 77.0), ('2017-06-28', 77.0), ('2017-06-29', 76.0), ('2017-06-30', 74.0), ('2010-06-01', 73.0), ('2010-06-02', 72.0), ('2010-06-03', 74.0), ('2010-06-04', 73.0), ('2010-06-05', 72.0), ('2010-06-06', 75.0), ('2010-06-07', 74.0), ('2010-06-08', 75.0), ('2010-06-09', 73.0), ('2010-06-10', 75.0), ('2010-06-11', 76.0), ('2010-06-12', 74.0), ('2010-06-13', 74.0), ('2010-06-14', 73.0), ('2010-06-15', 73.0), ('2010-06-16', 76.0), ('2010-06-17', 75.0), ('2010-06-18', 70.0), ('2010-06-19', 75.0), ('2010-06-20', 73.0), ('2010-06-21', 74.0), ('2010-06-22', 74.0), ('2010-06-23', 74.0), ('2010-06-24', 74.0), ('2010-06-25', 70.0), ('2010-06-27', 75.0), ('2010-06-28', 74.0), ('2010-06-29', 73.0), ('2010-06-30', 74.0), ('2011-06-01', 72.0), ('2011-06-02', 73.0), ('2011-06-03', 67.0), ('2011-06-04', 69.0), ('2011-06-05', 76.0), ('2011-06-06', 73.0), ('2011-06-07', 70.0), ('2011-06-08', 72.0), ('2011-06-09', 74.0), ('2011-06-10', 72.0), ('2011-06-13', 72.0), ('2011-06-14', 75.0), ('2011-06-15', 73.0), ('2011-06-16', 73.0), ('2011-06-17', 72.0), ('2011-06-18', 74.0), ('2011-06-19', 76.0), ('2011-06-21', 72.0), ('2011-06-22', 74.0), ('2011-06-23', 70.0), ('2011-06-24', 74.0), ('2011-06-25', 74.0), ('2011-06-27', 74.0), ('2011-06-28', 71.0), ('2012-06-21', 75.0), ('2012-06-22', 75.0), ('2012-06-24', 76.0), ('2012-06-25', 77.0), ('2012-06-26', 75.0), ('2012-06-27', 74.0), ('2012-06-28', 75.0), ('2012-06-29', 76.0), ('2012-06-30', 78.0), ('2013-06-03', 78.0), ('2013-06-04', 76.0), ('2013-06-05', 78.0), ('2013-06-06', 76.0), ('2013-06-07', 76.0), ('2013-06-08', 78.0), ('2013-06-09', 79.0), ('2013-06-10', 77.0), ('2013-06-11', 76.0), ('2013-06-12', 77.0), ('2013-06-13', 77.0), ('2013-06-14', 76.0), ('2013-06-16', 78.0), ('2013-06-17', 76.0), ('2013-06-18', 76.0), ('2013-06-19', 77.0), ('2013-06-20', 71.0), ('2013-06-25', 74.0), ('2013-06-26', 72.0), ('2013-06-27', 77.0), ('2014-06-01', 77.0), ('2014-06-02', 78.0), ('2014-06-03', 77.0), ('2014-06-04', 77.0), ('2014-06-05', 76.0), ('2014-06-06', 75.0), ('2014-06-07', 79.0), ('2014-06-09', 75.0), ('2014-06-10', 73.0), ('2014-06-11', 76.0), ('2014-06-12', 78.0), ('2014-06-13', 77.0), ('2014-06-14', 78.0), ('2014-06-16', 76.0), ('2014-06-17', 75.0), ('2014-06-18', 76.0), ('2014-06-19', 77.0), ('2014-06-20', 74.0), ('2014-06-21', 78.0), ('2014-06-23', 77.0), ('2014-06-24', 77.0), ('2014-06-25', 74.0), ('2014-06-26', 74.0), ('2014-06-27', 78.0), ('2014-06-29', 79.0), ('2014-06-30', 79.0), ('2015-06-01', 78.0), ('2015-06-03', 75.0), ('2015-06-04', 76.0), ('2015-06-05', 78.0), ('2015-06-06', 78.0), ('2015-06-08', 74.0), ('2015-06-09', 78.0), ('2015-06-10', 77.0), ('2015-06-11', 76.0), ('2015-06-12', 78.0), ('2015-06-14', 78.0), ('2015-06-15', 78.0), ('2015-06-16', 78.0), ('2015-06-17', 74.0), ('2015-06-18', 79.0), ('2015-06-19', 77.0), ('2015-06-20', 73.0), ('2015-06-21', 79.0), ('2015-06-22', 79.0), ('2015-06-23', 78.0), ('2015-06-24', 77.0), ('2015-06-25', 78.0), ('2015-06-26', 78.0), ('2015-06-27', 80.0), ('2015-06-28', 80.0), ('2015-06-29', 79.0), ('2015-06-30', 74.0), ('2016-06-01', 71.0), ('2016-06-02', 74.0), ('2016-06-03', 75.0), ('2016-06-07', 75.0), ('2016-06-08', 74.0), ('2016-06-09', 76.0), ('2016-06-10', 75.0), ('2016-06-11', 77.0), ('2016-06-12', 77.0), ('2016-06-13', 79.0), ('2016-06-14', 79.0), ('2016-06-15', 78.0), ('2016-06-16', 79.0), ('2016-06-17', 73.0), ('2016-06-18', 78.0), ('2016-06-19', 79.0), ('2016-06-20', 80.0), ('2016-06-21', 76.0), ('2016-06-22', 79.0), ('2016-06-23', 79.0), ('2016-06-24', 77.0), ('2016-06-25', 80.0), ('2016-06-26', 79.0), ('2016-06-27', 78.0), ('2016-06-28', 78.0), ('2016-06-29', 79.0), ('2016-06-30', 78.0), ('2017-06-01', 81.0), ('2017-06-02', 78.0), ('2017-06-03', 80.0), ('2017-06-04', 79.0), ('2017-06-05', 81.0), ('2017-06-06', 80.0), ('2017-06-07', 81.0), ('2017-06-08', 79.0), ('2017-06-09', 81.0), ('2017-06-10', 78.0), ('2017-06-11', 79.0), ('2017-06-12', 79.0), ('2017-06-13', 75.0), ('2017-06-14', 79.0), ('2017-06-15', 78.0), ('2017-06-16', 80.0), ('2017-06-17', 78.0), ('2017-06-18', 77.0), ('2017-06-19', 78.0), ('2017-06-20', 79.0), ('2017-06-23', 76.0), ('2017-06-26', 80.0), ('2017-06-29', 76.0), ('2017-06-30', 81.0), ('2010-06-01', 77.0), ('2010-06-02', 76.0), ('2010-06-03', 77.0), ('2010-06-04', 75.0), ('2010-06-07', 76.0), ('2010-06-08', 79.0), ('2010-06-09', 79.0), ('2010-06-10', 77.0), ('2010-06-15', 76.0), ('2010-06-16', 77.0), ('2010-06-17', 76.0), ('2010-06-18', 73.0), ('2010-06-21', 76.0), ('2010-06-22', 77.0), ('2010-06-23', 77.0), ('2010-06-24', 78.0), ('2010-06-25', 77.0), ('2010-06-28', 76.0), ('2010-06-29', 78.0), ('2010-06-30', 78.0), ('2011-06-01', 75.0), ('2011-06-02', 77.0), ('2011-06-03', 65.0), ('2011-06-06', 76.0), ('2011-06-07', 74.0), ('2011-06-08', 76.0), ('2011-06-09', 76.0), ('2011-06-13', 77.0), ('2011-06-14', 77.0), ('2011-06-15', 76.0), ('2011-06-16', 77.0), ('2011-06-17', 76.0), ('2011-06-20', 77.0), ('2011-06-21', 74.0), ('2011-06-22', 76.0), ('2011-06-23', 73.0), ('2011-06-24', 75.0), ('2011-06-27', 76.0), ('2011-06-28', 75.0), ('2011-06-29', 76.0), ('2011-06-30', 75.0), ('2012-06-01', 74.0), ('2012-06-04', 74.0), ('2012-06-05', 74.0), ('2012-06-06', 74.0), ('2012-06-07', 76.0), ('2012-06-08', 76.0), ('2012-06-12', 77.0), ('2012-06-13', 77.0), ('2012-06-14', 78.0), ('2012-06-15', 73.0), ('2012-06-18', 75.0), ('2012-06-19', 72.0), ('2012-06-20', 76.0), ('2012-06-21', 76.0), ('2012-06-22', 73.0), ('2012-06-25', 74.0), ('2012-06-26', 72.0), ('2012-06-27', 76.0), ('2012-06-28', 76.0), ('2012-06-29', 76.0), ('2013-06-03', 78.0), ('2013-06-04', 78.0), ('2013-06-05', 78.0), ('2013-06-06', 78.0), ('2013-06-07', 75.0), ('2013-06-10', 77.0), ('2013-06-12', 73.0), ('2013-06-13', 78.0), ('2013-06-14', 75.0), ('2013-06-17', 73.0), ('2013-06-18', 77.0), ('2013-06-19', 80.0), ('2013-06-20', 70.0), ('2013-06-21', 78.0), ('2013-06-25', 72.0), ('2013-06-26', 78.0), ('2013-06-27', 72.0), ('2013-06-28', 78.0), ('2014-06-02', 77.0), ('2014-06-03', 79.0), ('2014-06-04', 77.0), ('2014-06-05', 78.0), ('2014-06-06', 74.0), ('2014-06-09', 79.0), ('2014-06-10', 79.0), ('2014-06-12', 79.0), ('2014-06-13', 79.0), ('2014-06-16', 77.0), ('2014-06-17', 79.0), ('2014-06-18', 78.0), ('2014-06-19', 80.0), ('2014-06-20', 81.0), ('2014-06-27', 81.0), ('2015-06-10', 78.0), ('2015-06-12', 77.0), ('2015-06-15', 78.0), ('2015-06-16', 79.0), ('2015-06-17', 77.0), ('2015-06-18', 79.0), ('2015-06-19', 80.0), ('2015-06-22', 79.0), ('2015-06-23', 78.0), ('2015-06-24', 79.0), ('2015-06-25', 79.0), ('2015-06-29', 79.0), ('2015-06-30', 81.0), ('2016-06-01', 64.0), ('2016-06-02', 65.0), ('2016-06-03', 75.0), ('2016-06-06', 76.0), ('2016-06-07', 78.0), ('2016-06-08', 77.0), ('2016-06-09', 75.0), ('2016-06-13', 78.0), ('2016-06-14', 81.0), ('2016-06-15', 78.0), ('2016-06-16', 76.0), ('2016-06-17', 73.0), ('2016-06-20', 74.0), ('2016-06-21', 76.0), ('2016-06-22', 78.0), ('2016-06-23', 79.0), ('2016-06-24', 78.0), ('2016-06-27', 72.0), ('2016-06-28', 78.0), ('2016-06-29', 80.0), ('2016-06-30', 81.0), ('2017-06-02', 79.0), ('2017-06-05', 78.0), ('2017-06-06', 80.0), ('2017-06-07', 80.0), ('2017-06-08', 78.0), ('2017-06-09', 80.0), ('2017-06-13', 81.0), ('2017-06-14', 78.0), ('2017-06-15', 77.0), ('2017-06-16', 78.0), ('2017-06-19', 78.0), ('2017-06-20', 77.0), ('2017-06-21', 76.0), ('2017-06-22', 81.0), ('2017-06-23', 76.0), ('2017-06-26', 82.0), ('2017-06-27', 80.0), ('2017-06-28', 80.0), ('2017-06-29', 79.0), ('2017-06-30', 74.0), ('2010-06-01', 69.0), ('2010-06-02', 70.0), ('2010-06-03', 67.0), ('2010-06-04', 70.0), ('2010-06-05', 73.0), ('2010-06-06', 73.0), ('2010-06-09', 72.0), ('2010-06-10', 72.0), ('2010-06-11', 77.0), ('2010-06-12', 70.0), ('2010-06-13', 78.0), ('2010-06-15', 73.0), ('2010-06-17', 75.0), ('2010-06-18', 70.0), ('2010-06-19', 74.0), ('2010-06-20', 77.0), ('2010-06-22', 69.0), ('2010-06-23', 73.0), ('2010-06-24', 73.0), ('2010-06-25', 74.0), ('2010-06-28', 73.0), ('2010-06-29', 72.0), ('2010-06-30', 75.0), ('2011-06-08', 73.0), ('2011-06-09', 76.0), ('2011-06-12', 74.0), ('2011-06-13', 76.0), ('2011-06-14', 73.0), ('2011-06-15', 76.0), ('2011-06-16', 76.0), ('2011-06-20', 78.0), ('2011-06-21', 75.0), ('2011-06-22', 77.0), ('2012-06-01', 75.0), ('2012-06-14', 73.0), ('2012-06-21', 76.0), ('2012-06-26', 71.0), ('2012-06-29', 71.0), ('2010-06-01', 76.0), ('2010-06-02', 76.0), ('2010-06-03', 76.0), ('2010-06-04', 73.0), ('2010-06-05', 78.0), ('2010-06-06', 77.0), ('2010-06-07', 77.0), ('2010-06-08', 77.0), ('2010-06-09', 78.0), ('2010-06-10', 78.0), ('2010-06-11', 76.0), ('2010-06-12', 76.0), ('2010-06-13', 79.0), ('2010-06-14', 74.0), ('2010-06-15', 75.0), ('2010-06-16', 76.0), ('2010-06-17', 75.0), ('2010-06-18', 73.0), ('2010-06-19', 76.0), ('2010-06-20', 78.0), ('2010-06-21', 76.0), ('2010-06-22', 79.0), ('2010-06-23', 77.0), ('2010-06-24', 76.0), ('2010-06-25', 74.0), ('2010-06-26', 75.0), ('2010-06-28', 76.0), ('2010-06-29', 76.0), ('2010-06-30', 76.0), ('2011-06-01', 79.0), ('2011-06-02', 76.0), ('2011-06-03', 72.0), ('2011-06-04', 71.0), ('2011-06-05', 72.0), ('2011-06-06', 76.0), ('2011-06-07', 74.0), ('2011-06-08', 75.0), ('2011-06-09', 76.0), ('2011-06-10', 77.0), ('2011-06-11', 76.0), ('2011-06-12', 75.0), ('2011-06-13', 76.0), ('2011-06-14', 76.0), ('2011-06-15', 76.0), ('2011-06-16', 75.0), ('2011-06-17', 76.0), ('2011-06-18', 76.0), ('2011-06-19', 79.0), ('2011-06-20', 74.0), ('2011-06-21', 73.0), ('2011-06-22', 75.0), ('2011-06-23', 74.0), ('2011-06-24', 75.0), ('2011-06-25', 76.0), ('2011-06-26', 72.0), ('2011-06-27', 74.0), ('2011-06-28', 74.0), ('2011-06-29', 75.0), ('2011-06-30', 75.0), ('2012-06-01', 74.0), ('2012-06-02', 75.0), ('2012-06-03', 77.0), ('2012-06-04', 75.0), ('2012-06-05', 74.0), ('2012-06-06', 75.0), ('2012-06-07', 74.0), ('2012-06-08', 75.0), ('2012-06-09', 73.0), ('2012-06-10', 75.0), ('2012-06-11', 76.0), ('2012-06-12', 76.0), ('2012-06-13', 76.0), ('2012-06-14', 79.0), ('2012-06-15', 74.0), ('2012-06-16', 78.0), ('2012-06-17', 80.0), ('2012-06-18', 75.0), ('2012-06-19', 72.0), ('2012-06-20', 72.0), ('2012-06-21', 74.0), ('2012-06-22', 78.0), ('2012-06-23', 76.0), ('2012-06-24', 77.0), ('2012-06-25', 72.0), ('2012-06-26', 72.0), ('2012-06-27', 73.0), ('2012-06-28', 75.0), ('2012-06-29', 79.0), ('2012-06-30', 81.0), ('2013-06-01', 76.0), ('2013-06-02', 76.0), ('2013-06-03', 77.0), ('2013-06-04', 78.0), ('2013-06-05', 79.0), ('2013-06-06', 79.0), ('2013-06-07', 75.0), ('2013-06-08', 79.0), ('2013-06-09', 79.0), ('2013-06-10', 75.0), ('2013-06-11', 77.0), ('2013-06-12', 81.0), ('2013-06-13', 76.0), ('2013-06-14', 75.0), ('2013-06-15', 78.0), ('2013-06-16', 81.0), ('2013-06-17', 76.0), ('2013-06-18', 76.0), ('2013-06-19', 76.0), ('2013-06-20', 72.0), ('2013-06-21', 73.0), ('2013-06-22', 74.0), ('2013-06-23', 74.0), ('2013-06-24', 75.0), ('2013-06-25', 73.0), ('2013-06-26', 73.0), ('2013-06-27', 76.0), ('2013-06-29', 73.0), ('2013-06-30', 79.0), ('2014-06-01', 78.0), ('2014-06-02', 76.0), ('2014-06-04', 76.0), ('2014-06-05', 76.0), ('2014-06-06', 77.0), ('2014-06-07', 79.0), ('2014-06-08', 80.0), ('2014-06-09', 78.0), ('2014-06-10', 76.0), ('2014-06-11', 78.0), ('2014-06-12', 78.0), ('2014-06-13', 77.0), ('2014-06-14', 79.0), ('2014-06-15', 79.0), ('2014-06-16', 75.0), ('2014-06-18', 76.0), ('2014-06-19', 77.0), ('2014-06-20', 74.0), ('2014-06-21', 77.0), ('2014-06-22', 76.0), ('2014-06-23', 76.0), ('2014-06-24', 75.0), ('2014-06-25', 74.0), ('2014-06-26', 79.0), ('2014-06-28', 76.0), ('2014-06-29', 74.0), ('2014-06-30', 76.0), ('2015-06-01', 77.0), ('2015-06-02', 78.0), ('2015-06-03', 77.0), ('2015-06-04', 75.0), ('2015-06-05', 75.0), ('2015-06-06', 80.0), ('2015-06-07', 77.0), ('2015-06-08', 77.0), ('2015-06-09', 77.0), ('2015-06-10', 80.0), ('2015-06-11', 76.0), ('2015-06-12', 78.0), ('2015-06-13', 77.0), ('2015-06-14', 79.0), ('2015-06-15', 79.0), ('2015-06-16', 77.0), ('2015-06-17', 75.0), ('2015-06-18', 76.0), ('2015-06-19', 78.0), ('2015-06-20', 78.0), ('2015-06-21', 80.0), ('2015-06-22', 78.0), ('2015-06-23', 79.0), ('2015-06-24', 79.0), ('2015-06-25', 77.0), ('2015-06-26', 77.0), ('2015-06-27', 81.0), ('2015-06-29', 75.0), ('2015-06-30', 72.0), ('2016-06-01', 75.0), ('2016-06-02', 75.0), ('2016-06-03', 75.0), ('2016-06-04', 75.0), ('2016-06-05', 73.0), ('2016-06-06', 78.0), ('2016-06-07', 77.0), ('2016-06-08', 80.0), ('2016-06-09', 72.0), ('2016-06-10', 78.0), ('2016-06-11', 78.0), ('2016-06-12', 77.0), ('2016-06-13', 78.0), ('2016-06-14', 79.0), ('2016-06-15', 80.0), ('2016-06-17', 76.0), ('2016-06-18', 77.0), ('2016-06-19', 79.0), ('2016-06-20', 79.0), ('2016-06-21', 77.0), ('2016-06-22', 79.0), ('2016-06-23', 80.0), ('2016-06-24', 80.0), ('2016-06-25', 77.0), ('2016-06-26', 79.0), ('2016-06-27', 81.0), ('2016-06-28', 78.0), ('2016-06-29', 80.0), ('2016-06-30', 79.0), ('2017-06-01', 79.0), ('2017-06-02', 81.0), ('2017-06-03', 79.0), ('2017-06-04', 81.0), ('2017-06-05', 78.0), ('2017-06-06', 78.0), ('2017-06-07', 78.0), ('2017-06-08', 77.0), ('2017-06-09', 78.0), ('2017-06-10', 75.0), ('2017-06-11', 81.0), ('2017-06-12', 80.0), ('2017-06-13', 77.0), ('2017-06-14', 80.0), ('2017-06-15', 78.0), ('2017-06-16', 80.0), ('2017-06-17', 77.0), ('2017-06-18', 78.0), ('2017-06-19', 78.0), ('2017-06-21', 80.0), ('2017-06-22', 80.0), ('2017-06-23', 79.0), ('2017-06-24', 82.0), ('2017-06-25', 80.0), ('2017-06-26', 81.0), ('2017-06-27', 81.0), ('2017-06-28', 79.0), ('2017-06-29', 78.0), ('2017-06-30', 75.0), ('2010-06-01', 71.0), ('2010-06-02', 71.0), ('2010-06-03', 72.0), ('2010-06-04', 72.0), ('2010-06-05', 76.0), ('2010-06-06', 77.0), ('2010-06-07', 71.0), ('2010-06-08', 73.0), ('2010-06-09', 73.0), ('2010-06-10', 75.0), ('2010-06-11', 81.0), ('2010-06-12', 74.0), ('2010-06-13', 77.0), ('2010-06-14', 70.0), ('2010-06-15', 69.0), ('2010-06-16', 70.0), ('2010-06-17', 72.0), ('2010-06-18', 71.0), ('2010-06-19', 77.0), ('2010-06-20', 76.0), ('2010-06-21', 74.0), ('2010-06-22', 74.0), ('2010-06-23', 74.0), ('2010-06-24', 74.0), ('2010-06-25', 71.0), ('2010-06-26', 80.0), ('2010-06-27', 77.0), ('2010-06-28', 72.0), ('2010-06-29', 72.0), ('2010-06-30', 73.0), ('2011-06-01', 72.0), ('2011-06-02', 73.0), ('2011-06-03', 73.0), ('2011-06-08', 77.0), ('2011-06-09', 76.0), ('2011-06-10', 79.0), ('2011-06-11', 78.0), ('2011-06-12', 82.0), ('2011-06-13', 79.0), ('2011-06-14', 76.0), ('2011-06-15', 74.0), ('2011-06-16', 74.0), ('2011-06-17', 73.0), ('2011-06-18', 79.0), ('2011-06-19', 77.0), ('2011-06-20', 73.0), ('2011-06-21', 72.0), ('2011-06-22', 72.0), ('2011-06-23', 73.0), ('2011-06-24', 74.0), ('2011-06-25', 77.0), ('2011-06-26', 73.0), ('2011-06-27', 73.0), ('2011-06-28', 72.0), ('2011-06-29', 72.0), ('2011-06-30', 67.0), ('2012-06-01', 71.0), ('2012-06-02', 73.0), ('2012-06-03', 78.0), ('2012-06-04', 71.0), ('2012-06-05', 72.0), ('2012-06-06', 70.0), ('2012-06-07', 72.0), ('2012-06-08', 73.0), ('2012-06-09', 74.0), ('2012-06-10', 81.0), ('2012-06-11', 72.0), ('2012-06-12', 77.0), ('2012-06-13', 69.0), ('2012-06-14', 69.0), ('2012-06-15', 69.0), ('2012-06-16', 78.0), ('2012-06-17', 78.0), ('2012-06-18', 73.0), ('2012-06-19', 72.0), ('2012-06-20', 71.0), ('2012-06-21', 72.0), ('2012-06-22', 72.0), ('2012-06-23', 73.0), ('2012-06-24', 71.0), ('2012-06-25', 70.0), ('2012-06-26', 71.0), ('2012-06-27', 68.0), ('2012-06-28', 72.0), ('2012-06-29', 71.0), ('2012-06-30', 78.0), ('2013-06-01', 81.0), ('2013-06-02', 74.0), ('2013-06-03', 74.0), ('2013-06-04', 73.0), ('2013-06-05', 73.0), ('2013-06-06', 72.0), ('2013-06-07', 73.0), ('2013-06-08', 77.0), ('2013-06-09', 73.0), ('2013-06-10', 73.0), ('2013-06-11', 75.0), ('2013-06-12', 72.0), ('2013-06-13', 72.0), ('2013-06-14', 73.0), ('2013-06-15', 73.0), ('2013-06-16', 75.0), ('2013-06-17', 72.0), ('2013-06-18', 73.0), ('2013-06-19', 70.0), ('2013-06-20', 69.0), ('2013-06-21', 68.0), ('2013-06-22', 75.0), ('2013-06-23', 74.0), ('2013-06-24', 73.0), ('2013-06-25', 70.0), ('2013-06-26', 70.0), ('2013-06-27', 71.0), ('2013-06-28', 70.0), ('2013-06-29', 70.0), ('2013-06-30', 75.0), ('2014-06-01', 74.0), ('2014-06-02', 72.0), ('2014-06-03', 74.0), ('2014-06-04', 73.0), ('2014-06-05', 73.0), ('2014-06-06', 70.0), ('2014-06-07', 73.0), ('2014-06-08', 75.0), ('2014-06-09', 73.0), ('2014-06-10', 69.0), ('2014-06-11', 80.0), ('2014-06-12', 73.0), ('2014-06-13', 72.0), ('2014-06-14', 80.0), ('2014-06-15', 80.0), ('2014-06-16', 69.0), ('2014-06-17', 70.0), ('2014-06-18', 69.0), ('2014-06-19', 72.0), ('2014-06-20', 68.0), ('2014-06-21', 74.0), ('2014-06-22', 75.0), ('2014-06-23', 70.0), ('2014-06-24', 70.0), ('2014-06-25', 72.0), ('2014-06-26', 71.0), ('2014-06-27', 70.0), ('2014-06-28', 77.0), ('2014-06-29', 73.0), ('2014-06-30', 71.0), ('2015-06-01', 76.0), ('2015-06-02', 68.0), ('2015-06-03', 71.0), ('2015-06-04', 70.0), ('2015-06-05', 68.0), ('2015-06-06', 79.0), ('2015-06-07', 75.0), ('2015-06-08', 71.0), ('2015-06-09', 69.0), ('2015-06-10', 71.0), ('2015-06-11', 72.0), ('2015-06-12', 69.0), ('2015-06-13', 72.0), ('2015-06-14', 75.0), ('2015-06-15', 71.0), ('2015-06-16', 72.0), ('2015-06-17', 70.0), ('2015-06-18', 71.0), ('2015-06-19', 72.0), ('2015-06-20', 75.0), ('2015-06-21', 75.0), ('2015-06-22', 71.0), ('2015-06-23', 73.0), ('2015-06-24', 71.0), ('2015-06-25', 71.0), ('2015-06-26', 74.0), ('2015-06-27', 74.0), ('2015-06-28', 78.0), ('2015-06-29', 72.0), ('2015-06-30', 69.0), ('2016-06-01', 69.0), ('2016-06-02', 67.0), ('2016-06-03', 68.0), ('2016-06-04', 65.0), ('2016-06-05', 70.0), ('2016-06-06', 72.0), ('2016-06-07', 74.0), ('2016-06-08', 73.0), ('2016-06-09', 71.0), ('2016-06-10', 75.0), ('2016-06-11', 72.0), ('2016-06-12', 75.0), ('2016-06-13', 76.0), ('2016-06-14', 75.0), ('2016-06-15', 76.0), ('2016-06-16', 75.0), ('2016-06-17', 71.0), ('2016-06-18', 75.0), ('2016-06-19', 75.0), ('2016-06-20', 72.0), ('2016-06-21', 72.0), ('2016-06-22', 75.0), ('2016-06-23', 73.0), ('2016-06-24', 76.0), ('2016-06-25', 74.0), ('2016-06-26', 77.0), ('2016-06-27', 72.0), ('2016-06-28', 71.0), ('2016-06-29', 76.0), ('2016-06-30', 77.0), ('2017-06-01', 80.0), ('2017-06-02', 76.0), ('2017-06-03', 76.0), ('2017-06-04', 77.0), ('2017-06-05', 75.0), ('2017-06-06', 75.0), ('2017-06-07', 75.0), ('2017-06-08', 75.0), ('2017-06-09', 72.0), ('2017-06-10', 74.0), ('2017-06-11', 74.0), ('2017-06-12', 74.0), ('2017-06-13', 76.0), ('2017-06-14', 74.0), ('2017-06-15', 75.0), ('2017-06-16', 73.0), ('2017-06-17', 79.0), ('2017-06-18', 75.0), ('2017-06-19', 72.0), ('2017-06-20', 72.0), ('2017-06-21', 74.0), ('2017-06-22', 72.0), ('2017-06-23', 72.0), ('2017-06-24', 77.0), ('2017-06-25', 71.0), ('2017-06-26', 73.0), ('2017-06-27', 76.0), ('2017-06-28', 77.0), ('2017-06-29', 76.0), ('2017-06-30', 76.0), ('2010-06-01', 74.0), ('2010-06-02', 76.0), ('2010-06-03', 78.0), ('2010-06-04', 74.0), ('2010-06-05', 79.0), ('2010-06-06', 79.0), ('2010-06-07', 69.0), ('2010-06-08', 77.0), ('2010-06-09', 80.0), ('2010-06-10', 75.0), ('2010-06-11', 75.0), ('2010-06-12', 78.0), ('2010-06-14', 71.0), ('2010-06-15', 76.0), ('2010-06-16', 74.0), ('2010-06-17', 78.0), ('2010-06-18', 72.0), ('2010-06-19', 78.0), ('2010-06-20', 85.0), ('2010-06-21', 77.0), ('2010-06-22', 76.0), ('2010-06-23', 76.0), ('2010-06-24', 75.0), ('2010-06-25', 71.0), ('2010-06-26', 70.0), ('2010-06-27', 80.0), ('2010-06-28', 77.0), ('2010-06-29', 70.0), ('2010-06-30', 73.0), ('2011-06-01', 73.0), ('2011-06-02', 76.0), ('2011-06-03', 70.0), ('2011-06-04', 71.0), ('2011-06-05', 80.0), ('2011-06-06', 70.0), ('2011-06-07', 68.0), ('2011-06-08', 74.0), ('2011-06-09', 75.0), ('2011-06-10', 75.0), ('2011-06-11', 78.0), ('2011-06-12', 76.0), ('2011-06-13', 69.0), ('2011-06-14', 73.0), ('2011-06-15', 76.0), ('2011-06-16', 72.0), ('2011-06-17', 72.0), ('2011-06-18', 80.0), ('2011-06-19', 76.0), ('2011-06-20', 71.0), ('2011-06-21', 68.0), ('2011-06-22', 71.0), ('2011-06-23', 72.0), ('2011-06-24', 75.0), ('2011-06-25', 80.0), ('2011-06-26', 75.0), ('2011-06-27', 74.0), ('2011-06-28', 74.0), ('2011-06-29', 69.0), ('2011-06-30', 70.0), ('2012-06-01', 73.0), ('2012-06-02', 76.0), ('2012-06-03', 76.0), ('2012-06-04', 74.0), ('2012-06-05', 71.0), ('2012-06-06', 72.0), ('2012-06-07', 73.0), ('2012-06-08', 77.0), ('2012-06-09', 77.0), ('2012-06-10', 77.0), ('2012-06-11', 79.0), ('2012-06-12', 77.0), ('2012-06-13', 77.0), ('2012-06-14', 78.0), ('2012-06-16', 78.0), ('2012-06-17', 81.0), ('2012-06-18', 76.0), ('2012-06-19', 74.0), ('2012-06-20', 71.0), ('2012-06-21', 78.0), ('2012-06-22', 71.0), ('2012-06-23', 76.0), ('2012-06-24', 81.0), ('2012-06-25', 73.0), ('2012-06-26', 72.0), ('2012-06-27', 72.0), ('2012-06-28', 74.0), ('2012-06-29', 72.0), ('2012-06-30', 79.0), ('2013-06-01', 80.0), ('2013-06-02', 81.0), ('2013-06-03', 75.0), ('2013-06-04', 80.0), ('2013-06-05', 73.0), ('2013-06-06', 74.0), ('2013-06-07', 73.0), ('2013-06-08', 81.0), ('2013-06-09', 79.0), ('2013-06-10', 78.0), ('2013-06-11', 74.0), ('2013-06-12', 74.0), ('2013-06-13', 73.0), ('2013-06-14', 73.0), ('2013-06-15', 77.0), ('2013-06-16', 77.0), ('2013-06-17', 74.0), ('2013-06-18', 73.0), ('2013-06-19', 70.0), ('2013-06-20', 69.0), ('2013-06-21', 72.0), ('2013-06-22', 79.0), ('2013-06-23', 77.0), ('2013-06-24', 70.0), ('2013-06-25', 71.0), ('2013-06-26', 67.0), ('2013-06-27', 66.0), ('2013-06-28', 78.0), ('2013-06-29', 80.0), ('2013-06-30', 80.0), ('2014-06-01', 79.0), ('2014-06-02', 68.0), ('2014-06-03', 67.0), ('2014-06-04', 71.0), ('2014-06-06', 72.0), ('2014-06-07', 79.0), ('2014-06-08', 80.0), ('2014-06-09', 72.0), ('2014-06-10', 68.0), ('2014-06-11', 84.0), ('2014-06-12', 82.0), ('2014-06-13', 79.0), ('2014-06-14', 78.0), ('2014-06-15', 81.0), ('2014-06-16', 77.0), ('2014-06-17', 71.0), ('2014-06-18', 69.0), ('2014-06-19', 73.0), ('2014-06-20', 68.0), ('2014-06-21', 75.0), ('2014-06-22', 79.0), ('2014-06-23', 70.0), ('2014-06-24', 70.0), ('2014-06-25', 73.0), ('2014-06-26', 71.0), ('2014-06-27', 68.0), ('2014-06-29', 78.0), ('2014-06-30', 69.0), ('2015-06-01', 70.0), ('2015-06-02', 67.0), ('2015-06-03', 68.0), ('2015-06-04', 68.0), ('2015-06-05', 71.0), ('2015-06-08', 74.0), ('2015-06-09', 69.0), ('2015-06-11', 69.0), ('2015-06-12', 66.0), ('2015-06-15', 67.0), ('2015-06-16', 69.0), ('2015-06-17', 72.0), ('2015-06-18', 72.0), ('2015-06-19', 72.0), ('2015-06-22', 70.0), ('2015-06-23', 75.0), ('2015-06-24', 73.0), ('2015-06-25', 70.0), ('2015-06-26', 71.0), ('2010-06-01', 70.0), ('2010-06-02', 78.0), ('2010-06-03', 73.0), ('2010-06-04', 68.0), ('2010-06-05', 79.0), ('2010-06-06', 74.0), ('2010-06-07', 75.0), ('2010-06-08', 71.0), ('2010-06-09', 75.0), ('2010-06-14', 76.0), ('2010-06-16', 73.0), ('2010-06-17', 73.0), ('2010-06-19', 74.0), ('2010-06-22', 72.0), ('2010-06-23', 72.0), ('2010-06-24', 72.0), ('2010-06-25', 70.0), ('2010-06-26', 69.0), ('2010-06-27', 73.0), ('2010-06-28', 71.0), ('2010-06-29', 73.0), ('2010-06-30', 72.0), ('2011-06-01', 69.0), ('2011-06-02', 72.0), ('2011-06-03', 66.0), ('2011-06-04', 67.0), ('2011-06-05', 71.0), ('2011-06-06', 71.0), ('2011-06-07', 72.0), ('2011-06-08', 72.0), ('2011-06-09', 71.0), ('2011-06-10', 71.0), ('2011-06-11', 71.0), ('2011-06-12', 69.0), ('2011-06-13', 68.0), ('2011-06-14', 71.0), ('2011-06-15', 73.0), ('2011-06-16', 72.0), ('2011-06-17', 74.0), ('2011-06-18', 70.0), ('2011-06-19', 72.0), ('2011-06-20', 71.0), ('2011-06-21', 71.0), ('2011-06-22', 70.0), ('2011-06-23', 70.0), ('2011-06-24', 69.0), ('2011-06-25', 74.0), ('2011-06-26', 69.0), ('2011-06-27', 72.0), ('2011-06-28', 70.0), ('2011-06-29', 72.0), ('2011-06-30', 72.0), ('2012-06-01', 69.0), ('2012-06-02', 73.0), ('2012-06-03', 71.0), ('2012-06-04', 72.0), ('2012-06-05', 71.0), ('2012-06-06', 72.0), ('2012-06-07', 71.0), ('2012-06-08', 74.0), ('2012-06-09', 74.0), ('2012-06-10', 75.0), ('2012-06-11', 69.0), ('2012-06-12', 75.0), ('2012-06-13', 70.0), ('2012-06-14', 73.0), ('2012-06-15', 72.0), ('2012-06-16', 70.0), ('2012-06-17', 73.0), ('2012-06-18', 71.0), ('2012-06-19', 70.0), ('2012-06-20', 69.0), ('2012-06-21', 71.0), ('2012-06-23', 68.0), ('2012-06-24', 68.0), ('2012-06-25', 68.0), ('2012-06-26', 69.0), ('2012-06-27', 69.0), ('2012-06-28', 69.0), ('2012-06-29', 71.0), ('2013-06-01', 78.0), ('2013-06-02', 72.0), ('2013-06-03', 73.0), ('2013-06-04', 71.0), ('2013-06-05', 72.0), ('2013-06-06', 72.0), ('2013-06-07', 71.0), ('2013-06-08', 74.0), ('2013-06-09', 71.0), ('2013-06-10', 72.0), ('2013-06-11', 72.0), ('2013-06-12', 74.0), ('2013-06-13', 72.0), ('2013-06-14', 69.0), ('2013-06-15', 70.0), ('2013-06-16', 76.0), ('2013-06-17', 70.0), ('2013-06-18', 71.0), ('2013-06-19', 73.0), ('2013-06-20', 68.0), ('2013-06-21', 68.0), ('2013-06-22', 69.0), ('2013-06-23', 70.0), ('2013-06-24', 69.0), ('2013-06-25', 69.0), ('2013-06-26', 70.0), ('2013-06-27', 71.0), ('2013-06-28', 70.0), ('2013-06-29', 67.0), ('2013-06-30', 72.0), ('2014-06-01', 72.0), ('2014-06-02', 75.0), ('2014-06-03', 73.0), ('2014-06-04', 73.0), ('2014-06-05', 72.0), ('2014-06-06', 71.0), ('2014-06-07', 77.0), ('2014-06-08', 73.0), ('2014-06-09', 70.0), ('2014-06-10', 70.0), ('2014-06-11', 76.0), ('2014-06-12', 72.0), ('2014-06-13', 73.0), ('2014-06-14', 77.0), ('2014-06-15', 73.0), ('2014-06-16', 70.0), ('2014-06-17', 68.0), ('2014-06-18', 69.0), ('2014-06-19', 70.0), ('2014-06-20', 70.0), ('2014-06-21', 73.0), ('2014-06-22', 70.0), ('2014-06-23', 69.0), ('2014-06-24', 71.0), ('2014-06-25', 70.0), ('2014-06-26', 70.0), ('2014-06-27', 72.0), ('2014-06-28', 71.0), ('2014-06-29', 70.0), ('2015-06-01', 69.0), ('2015-06-02', 72.0), ('2015-06-03', 72.0), ('2015-06-04', 71.0), ('2015-06-05', 76.0), ('2015-06-06', 71.0), ('2015-06-07', 72.0), ('2015-06-08', 70.0), ('2015-06-09', 72.0), ('2015-06-10', 72.0), ('2015-06-12', 71.0), ('2015-06-13', 72.0), ('2015-06-14', 69.0), ('2015-06-15', 70.0), ('2015-06-16', 73.0), ('2015-06-17', 70.0), ('2015-06-18', 72.0), ('2015-06-19', 72.0), ('2015-06-20', 71.0), ('2015-06-21', 73.0), ('2015-06-22', 72.0), ('2015-06-23', 73.0), ('2015-06-24', 72.0), ('2015-06-25', 71.0), ('2015-06-26', 70.0), ('2015-06-27', 75.0), ('2015-06-28', 72.0), ('2015-06-29', 70.0), ('2015-06-30', 72.0), ('2016-06-01', 70.0), ('2016-06-02', 71.0), ('2016-06-03', 70.0), ('2016-06-05', 73.0), ('2016-06-06', 72.0), ('2016-06-07', 71.0), ('2016-06-08', 71.0), ('2016-06-09', 69.0), ('2016-06-10', 70.0), ('2016-06-11', 73.0), ('2016-06-12', 75.0), ('2016-06-13', 73.0), ('2016-06-14', 72.0), ('2016-06-15', 70.0), ('2016-06-16', 70.0), ('2016-06-17', 69.0), ('2016-06-18', 73.0), ('2016-06-19', 74.0), ('2016-06-20', 72.0), ('2016-06-21', 71.0), ('2016-06-22', 73.0), ('2016-06-23', 72.0), ('2016-06-25', 73.0), ('2016-06-26', 74.0), ('2016-06-27', 72.0), ('2016-06-28', 74.0), ('2016-06-29', 72.0), ('2017-06-01', 74.0), ('2017-06-03', 74.0), ('2017-06-04', 77.0), ('2017-06-05', 74.0), ('2017-06-06', 74.0), ('2017-06-07', 79.0), ('2017-06-08', 75.0), ('2017-06-10', 72.0), ('2017-06-11', 76.0), ('2017-06-12', 74.0), ('2017-06-13', 73.0), ('2017-06-14', 74.0), ('2017-06-15', 77.0), ('2017-06-16', 74.0), ('2017-06-17', 72.0), ('2017-06-18', 77.0), ('2017-06-19', 76.0), ('2017-06-20', 74.0), ('2017-06-21', 75.0), ('2017-06-22', 76.0), ('2017-06-23', 71.0), ('2017-06-24', 73.0), ('2017-06-25', 79.0), ('2017-06-26', 79.0), ('2017-06-27', 74.0), ('2017-06-28', 74.0), ('2017-06-29', 76.0), ('2017-06-30', 75.0)]\n"
     ]
    }
   ],
   "source": [
    "#  3. Convert the June temperatures to a list.\n",
    "june = session.query(Measurement.date, Measurement.tobs).\\\n",
    "    filter(extract('month', Measurement.date)==6).all()\n",
    "print(june)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 4. Create a DataFrame from the list of temperatures for the month of June. \n",
    "june_df = pd.DataFrame(june, columns = ['Date', 'Temperature'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Temperature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1700.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>74.944118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.257417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>64.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>73.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>75.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>77.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>85.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Temperature\n",
       "count  1700.000000\n",
       "mean     74.944118\n",
       "std       3.257417\n",
       "min      64.000000\n",
       "25%      73.000000\n",
       "50%      75.000000\n",
       "75%      77.000000\n",
       "max      85.000000"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 5. Calculate and print out the summary statistics for the June temperature DataFrame.\n",
    "june_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## D2: Determine the Summary Statistics for December"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 6. Write a query that filters the Measurement table to retrieve the temperatures for the month of December.\n",
    "dec_query = session.query(Measurement.date, Measurement.tobs).\\\n",
    "    filter(extract('month', Measurement.date) ==12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('2010-12-01', 76.0), ('2010-12-03', 74.0), ('2010-12-04', 74.0), ('2010-12-06', 64.0), ('2010-12-07', 64.0), ('2010-12-08', 67.0), ('2010-12-09', 77.0), ('2010-12-10', 66.0), ('2010-12-11', 69.0), ('2010-12-12', 68.0), ('2010-12-13', 68.0), ('2010-12-14', 71.0), ('2010-12-15', 74.0), ('2010-12-16', 67.0), ('2010-12-17', 66.0), ('2010-12-18', 69.0), ('2010-12-19', 71.0), ('2010-12-23', 70.0), ('2010-12-24', 70.0), ('2010-12-26', 74.0), ('2010-12-27', 74.0), ('2010-12-28', 71.0), ('2010-12-29', 75.0), ('2010-12-30', 75.0), ('2010-12-31', 72.0), ('2011-12-01', 69.0), ('2011-12-02', 68.0), ('2011-12-03', 73.0), ('2011-12-04', 74.0), ('2011-12-05', 73.0), ('2011-12-06', 73.0), ('2011-12-07', 73.0), ('2011-12-08', 73.0), ('2011-12-09', 71.0), ('2011-12-10', 73.0), ('2011-12-11', 73.0), ('2011-12-12', 77.0), ('2011-12-13', 72.0), ('2011-12-14', 71.0), ('2011-12-15', 73.0), ('2011-12-16', 70.0), ('2011-12-17', 73.0), ('2011-12-18', 69.0), ('2011-12-19', 74.0), ('2011-12-20', 72.0), ('2011-12-21', 71.0), ('2011-12-22', 72.0), ('2011-12-23', 72.0), ('2011-12-24', 70.0), ('2011-12-25', 73.0), ('2011-12-26', 73.0), ('2011-12-27', 72.0), ('2011-12-28', 73.0), ('2011-12-29', 73.0), ('2011-12-30', 72.0), ('2011-12-31', 63.0), ('2012-12-01', 65.0), ('2012-12-02', 71.0), ('2012-12-03', 76.0), ('2012-12-04', 70.0), ('2012-12-05', 76.0), ('2012-12-06', 69.0), ('2012-12-07', 69.0), ('2012-12-08', 69.0), ('2012-12-09', 74.0), ('2012-12-10', 76.0), ('2012-12-11', 74.0), ('2012-12-12', 73.0), ('2012-12-13', 73.0), ('2012-12-14', 74.0), ('2012-12-15', 73.0), ('2012-12-16', 73.0), ('2012-12-17', 73.0), ('2012-12-18', 74.0), ('2012-12-19', 74.0), ('2012-12-20', 71.0), ('2012-12-21', 73.0), ('2012-12-22', 72.0), ('2012-12-23', 64.0), ('2012-12-24', 66.0), ('2012-12-26', 73.0), ('2012-12-27', 72.0), ('2012-12-28', 65.0), ('2012-12-29', 64.0), ('2012-12-30', 69.0), ('2012-12-31', 68.0), ('2013-12-01', 77.0), ('2013-12-02', 71.0), ('2013-12-03', 71.0), ('2013-12-04', 69.0), ('2013-12-05', 68.0), ('2013-12-06', 68.0), ('2013-12-07', 69.0), ('2013-12-08', 70.0), ('2013-12-09', 72.0), ('2013-12-10', 76.0), ('2013-12-11', 75.0), ('2013-12-12', 69.0), ('2013-12-13', 71.0), ('2013-12-14', 71.0), ('2013-12-15', 71.0), ('2013-12-16', 68.0), ('2013-12-17', 65.0), ('2013-12-18', 70.0), ('2013-12-19', 69.0), ('2013-12-20', 69.0), ('2013-12-21', 71.0), ('2013-12-22', 67.0), ('2013-12-23', 73.0), ('2013-12-24', 74.0), ('2013-12-25', 73.0), ('2013-12-26', 67.0), ('2013-12-27', 74.0), ('2013-12-28', 75.0), ('2013-12-29', 75.0), ('2013-12-30', 74.0), ('2013-12-31', 67.0), ('2014-12-01', 73.0), ('2014-12-02', 73.0), ('2014-12-03', 71.0), ('2014-12-04', 72.0), ('2014-12-05', 71.0), ('2014-12-06', 68.0), ('2014-12-07', 65.0), ('2014-12-08', 69.0), ('2014-12-09', 70.0), ('2014-12-10', 70.0), ('2014-12-11', 74.0), ('2014-12-12', 71.0), ('2014-12-13', 74.0), ('2014-12-14', 73.0), ('2014-12-15', 72.0), ('2014-12-16', 74.0), ('2014-12-17', 72.0), ('2014-12-18', 74.0), ('2014-12-19', 75.0), ('2014-12-20', 74.0), ('2014-12-21', 70.0), ('2014-12-22', 74.0), ('2014-12-23', 70.0), ('2014-12-24', 66.0), ('2014-12-25', 61.0), ('2014-12-26', 63.0), ('2014-12-27', 63.0), ('2014-12-28', 63.0), ('2014-12-29', 63.0), ('2014-12-30', 67.0), ('2014-12-31', 56.0), ('2015-12-01', 75.0), ('2015-12-02', 77.0), ('2015-12-03', 75.0), ('2015-12-04', 75.0), ('2015-12-05', 75.0), ('2015-12-06', 75.0), ('2015-12-07', 71.0), ('2015-12-08', 70.0), ('2015-12-09', 74.0), ('2015-12-10', 74.0), ('2015-12-11', 75.0), ('2015-12-12', 72.0), ('2015-12-13', 70.0), ('2015-12-14', 66.0), ('2015-12-15', 74.0), ('2015-12-16', 75.0), ('2015-12-17', 74.0), ('2015-12-18', 75.0), ('2015-12-19', 76.0), ('2015-12-20', 74.0), ('2015-12-21', 75.0), ('2015-12-22', 74.0), ('2015-12-23', 73.0), ('2015-12-24', 68.0), ('2015-12-25', 73.0), ('2015-12-26', 74.0), ('2015-12-27', 74.0), ('2015-12-28', 77.0), ('2015-12-29', 70.0), ('2015-12-30', 70.0), ('2015-12-31', 69.0), ('2016-12-01', 75.0), ('2016-12-02', 72.0), ('2016-12-03', 69.0), ('2016-12-04', 71.0), ('2016-12-05', 68.0), ('2016-12-06', 67.0), ('2016-12-07', 69.0), ('2016-12-08', 73.0), ('2016-12-09', 70.0), ('2016-12-10', 70.0), ('2016-12-11', 70.0), ('2016-12-12', 66.0), ('2016-12-13', 67.0), ('2016-12-14', 70.0), ('2016-12-15', 66.0), ('2016-12-16', 62.0), ('2016-12-17', 71.0), ('2016-12-18', 73.0), ('2016-12-19', 69.0), ('2016-12-20', 77.0), ('2016-12-21', 74.0), ('2016-12-22', 71.0), ('2016-12-23', 72.0), ('2016-12-24', 74.0), ('2016-12-25', 74.0), ('2016-12-26', 74.0), ('2016-12-27', 74.0), ('2016-12-28', 71.0), ('2016-12-29', 73.0), ('2016-12-30', 69.0), ('2016-12-31', 66.0), ('2010-12-01', 73.0), ('2010-12-02', 72.0), ('2010-12-03', 73.0), ('2010-12-04', 74.0), ('2010-12-05', 73.0), ('2010-12-06', 66.0), ('2010-12-07', 64.0), ('2010-12-08', 66.0), ('2010-12-09', 75.0), ('2010-12-10', 65.0), ('2010-12-11', 69.0), ('2010-12-12', 71.0), ('2010-12-13', 69.0), ('2010-12-14', 78.0), ('2010-12-15', 74.0), ('2010-12-16', 68.0), ('2010-12-17', 68.0), ('2010-12-18', 70.0), ('2010-12-19', 70.0), ('2010-12-20', 71.0), ('2010-12-21', 71.0), ('2010-12-22', 71.0), ('2010-12-23', 71.0), ('2010-12-24', 69.0), ('2010-12-25', 69.0), ('2010-12-26', 72.0), ('2010-12-27', 76.0), ('2010-12-28', 72.0), ('2010-12-29', 73.0), ('2010-12-30', 73.0), ('2010-12-31', 74.0), ('2011-12-01', 69.0), ('2011-12-02', 68.0), ('2011-12-03', 74.0), ('2011-12-04', 73.0), ('2011-12-05', 73.0), ('2011-12-06', 72.0), ('2011-12-07', 71.0), ('2011-12-08', 71.0), ('2011-12-09', 68.0), ('2011-12-10', 72.0), ('2011-12-11', 71.0), ('2011-12-12', 72.0), ('2011-12-13', 71.0), ('2011-12-14', 71.0), ('2011-12-15', 72.0), ('2011-12-16', 71.0), ('2011-12-17', 71.0), ('2011-12-18', 72.0), ('2011-12-19', 72.0), ('2011-12-20', 72.0), ('2011-12-21', 69.0), ('2011-12-22', 71.0), ('2011-12-23', 71.0), ('2011-12-24', 69.0), ('2011-12-25', 74.0), ('2011-12-26', 72.0), ('2011-12-27', 71.0), ('2011-12-28', 71.0), ('2011-12-29', 72.0), ('2011-12-30', 71.0), ('2011-12-31', 67.0), ('2012-12-01', 65.0), ('2012-12-02', 70.0), ('2012-12-03', 76.0), ('2012-12-04', 68.0), ('2012-12-05', 71.0), ('2012-12-06', 71.0), ('2012-12-07', 68.0), ('2012-12-08', 70.0), ('2012-12-09', 73.0), ('2012-12-10', 73.0), ('2012-12-11', 72.0), ('2012-12-12', 71.0), ('2012-12-13', 70.0), ('2012-12-14', 72.0), ('2012-12-15', 71.0), ('2012-12-16', 72.0), ('2012-12-17', 72.0), ('2012-12-18', 71.0), ('2012-12-19', 70.0), ('2012-12-20', 71.0), ('2012-12-21', 71.0), ('2012-12-22', 71.0), ('2012-12-23', 66.0), ('2012-12-24', 65.0), ('2012-12-25', 73.0), ('2012-12-26', 72.0), ('2012-12-27', 72.0), ('2012-12-28', 65.0), ('2012-12-29', 65.0), ('2012-12-30', 68.0), ('2012-12-31', 67.0), ('2013-12-01', 76.0), ('2013-12-02', 70.0), ('2013-12-03', 71.0), ('2013-12-04', 69.0), ('2013-12-05', 67.0), ('2013-12-06', 69.0), ('2013-12-07', 71.0), ('2013-12-08', 69.0), ('2013-12-09', 72.0), ('2013-12-10', 76.0), ('2013-12-11', 75.0), ('2013-12-12', 72.0), ('2013-12-13', 75.0), ('2013-12-14', 71.0), ('2013-12-15', 69.0), ('2013-12-16', 68.0), ('2013-12-17', 68.0), ('2013-12-18', 72.0), ('2013-12-19', 70.0), ('2013-12-20', 72.0), ('2013-12-21', 75.0), ('2013-12-22', 69.0), ('2013-12-23', 72.0), ('2013-12-24', 73.0), ('2013-12-25', 73.0), ('2013-12-26', 72.0), ('2013-12-27', 73.0), ('2013-12-28', 74.0), ('2013-12-29', 73.0), ('2013-12-30', 72.0), ('2013-12-31', 68.0), ('2014-12-01', 72.0), ('2014-12-02', 71.0), ('2014-12-03', 69.0), ('2014-12-04', 67.0), ('2014-12-05', 70.0), ('2014-12-06', 72.0), ('2014-12-07', 67.0), ('2014-12-08', 67.0), ('2014-12-09', 69.0), ('2014-12-10', 67.0), ('2014-12-11', 74.0), ('2014-12-12', 70.0), ('2014-12-13', 73.0), ('2014-12-14', 71.0), ('2014-12-15', 71.0), ('2014-12-16', 71.0), ('2014-12-17', 71.0), ('2014-12-18', 72.0), ('2014-12-19', 76.0), ('2014-12-20', 78.0), ('2014-12-21', 76.0), ('2014-12-22', 73.0), ('2014-12-23', 70.0), ('2014-12-24', 68.0), ('2014-12-25', 77.0), ('2014-12-26', 66.0), ('2014-12-27', 65.0), ('2014-12-28', 69.0), ('2014-12-29', 69.0), ('2014-12-30', 66.0), ('2014-12-31', 64.0), ('2015-12-02', 74.0), ('2015-12-03', 75.0), ('2015-12-04', 80.0), ('2015-12-05', 72.0), ('2015-12-06', 73.0), ('2015-12-07', 70.0), ('2015-12-08', 69.0), ('2015-12-09', 77.0), ('2015-12-10', 74.0), ('2015-12-11', 77.0), ('2015-12-12', 72.0), ('2015-12-13', 69.0), ('2015-12-14', 69.0), ('2015-12-15', 75.0), ('2015-12-16', 75.0), ('2015-12-17', 72.0), ('2015-12-18', 73.0), ('2015-12-19', 78.0), ('2015-12-20', 75.0), ('2015-12-21', 75.0), ('2015-12-22', 74.0), ('2015-12-23', 73.0), ('2015-12-24', 70.0), ('2015-12-25', 70.0), ('2015-12-26', 72.0), ('2015-12-27', 74.0), ('2015-12-28', 74.0), ('2015-12-29', 67.0), ('2015-12-30', 74.0), ('2015-12-31', 70.0), ('2016-12-01', 73.0), ('2016-12-02', 71.0), ('2016-12-03', 71.0), ('2016-12-04', 69.0), ('2016-12-05', 68.0), ('2016-12-06', 70.0), ('2016-12-07', 71.0), ('2016-12-08', 72.0), ('2016-12-09', 70.0), ('2016-12-10', 71.0), ('2016-12-11', 72.0), ('2016-12-12', 68.0), ('2016-12-13', 68.0), ('2016-12-14', 70.0), ('2016-12-15', 70.0), ('2016-12-16', 63.0), ('2016-12-17', 71.0), ('2016-12-18', 67.0), ('2016-12-19', 69.0), ('2016-12-20', 74.0), ('2016-12-21', 72.0), ('2016-12-22', 70.0), ('2016-12-23', 69.0), ('2016-12-24', 73.0), ('2016-12-25', 74.0), ('2016-12-26', 74.0), ('2016-12-27', 73.0), ('2016-12-28', 71.0), ('2016-12-29', 72.0), ('2016-12-30', 69.0), ('2016-12-31', 71.0), ('2010-12-01', 73.0), ('2010-12-02', 73.0), ('2010-12-03', 71.0), ('2010-12-04', 72.0), ('2010-12-05', 71.0), ('2010-12-06', 64.0), ('2010-12-07', 71.0), ('2010-12-08', 62.0), ('2010-12-09', 70.0), ('2010-12-10', 64.0), ('2010-12-11', 64.0), ('2010-12-12', 70.0), ('2010-12-13', 70.0), ('2010-12-14', 69.0), ('2010-12-15', 72.0), ('2010-12-16', 68.0), ('2010-12-17', 68.0), ('2010-12-18', 65.0), ('2010-12-19', 67.0), ('2010-12-20', 68.0), ('2010-12-21', 70.0), ('2010-12-22', 67.0), ('2010-12-23', 73.0), ('2010-12-24', 70.0), ('2010-12-26', 68.0), ('2010-12-27', 72.0), ('2010-12-28', 69.0), ('2010-12-29', 71.0), ('2010-12-30', 70.0), ('2010-12-31', 75.0), ('2011-12-01', 70.0), ('2011-12-02', 68.0), ('2011-12-03', 73.0), ('2011-12-04', 71.0), ('2011-12-05', 71.0), ('2011-12-06', 70.0), ('2011-12-07', 70.0), ('2011-12-08', 70.0), ('2011-12-09', 70.0), ('2011-12-10', 72.0), ('2011-12-12', 74.0), ('2011-12-13', 71.0), ('2011-12-14', 70.0), ('2011-12-15', 70.0), ('2011-12-16', 69.0), ('2011-12-18', 71.0), ('2011-12-19', 70.0), ('2011-12-20', 70.0), ('2011-12-21', 72.0), ('2011-12-22', 72.0), ('2011-12-24', 72.0), ('2011-12-26', 72.0), ('2011-12-27', 72.0), ('2011-12-29', 70.0), ('2011-12-30', 66.0), ('2011-12-31', 71.0), ('2012-12-01', 68.0), ('2012-12-03', 79.0), ('2012-12-04', 76.0), ('2012-12-05', 73.0), ('2012-12-06', 75.0), ('2012-12-07', 71.0), ('2012-12-10', 76.0), ('2012-12-11', 74.0), ('2012-12-12', 73.0), ('2012-12-13', 73.0), ('2012-12-14', 74.0), ('2012-12-17', 73.0), ('2012-12-18', 72.0), ('2012-12-19', 76.0), ('2012-12-21', 75.0), ('2012-12-22', 77.0), ('2012-12-24', 74.0), ('2012-12-26', 76.0), ('2012-12-28', 75.0), ('2012-12-31', 76.0), ('2013-12-02', 73.0), ('2013-12-03', 75.0), ('2013-12-04', 73.0), ('2013-12-05', 73.0), ('2013-12-06', 74.0), ('2013-12-07', 78.0), ('2013-12-08', 78.0), ('2013-12-09', 78.0), ('2013-12-10', 75.0), ('2013-12-11', 75.0), ('2013-12-12', 75.0), ('2013-12-13', 74.0), ('2013-12-14', 77.0), ('2013-12-16', 72.0), ('2013-12-17', 72.0), ('2013-12-18', 73.0), ('2013-12-19', 71.0), ('2013-12-20', 75.0), ('2013-12-21', 76.0), ('2013-12-23', 74.0), ('2013-12-24', 75.0), ('2013-12-26', 74.0), ('2013-12-27', 75.0), ('2013-12-28', 73.0), ('2013-12-29', 72.0), ('2013-12-30', 72.0), ('2013-12-31', 75.0), ('2014-12-01', 74.0), ('2014-12-02', 74.0), ('2014-12-03', 72.0), ('2014-12-04', 73.0), ('2014-12-05', 70.0), ('2014-12-06', 76.0), ('2014-12-08', 78.0), ('2014-12-09', 76.0), ('2014-12-10', 78.0), ('2014-12-11', 74.0), ('2014-12-12', 71.0), ('2014-12-13', 78.0), ('2014-12-15', 70.0), ('2014-12-16', 74.0), ('2014-12-17', 74.0), ('2014-12-18', 75.0), ('2014-12-19', 76.0), ('2014-12-20', 78.0), ('2014-12-22', 72.0), ('2014-12-23', 73.0), ('2014-12-25', 76.0), ('2014-12-29', 72.0), ('2014-12-31', 72.0), ('2015-12-01', 78.0), ('2015-12-02', 76.0), ('2015-12-03', 76.0), ('2015-12-04', 77.0), ('2015-12-07', 79.0), ('2015-12-08', 73.0), ('2015-12-09', 79.0), ('2015-12-10', 77.0), ('2015-12-11', 78.0), ('2015-12-12', 76.0), ('2015-12-13', 78.0), ('2015-12-14', 77.0), ('2015-12-15', 79.0), ('2015-12-16', 75.0), ('2015-12-17', 77.0), ('2015-12-18', 76.0), ('2015-12-19', 78.0), ('2015-12-21', 78.0), ('2015-12-22', 77.0), ('2015-12-23', 78.0), ('2015-12-25', 78.0), ('2015-12-27', 76.0), ('2015-12-28', 75.0), ('2015-12-29', 72.0), ('2016-12-01', 75.0), ('2016-12-02', 77.0), ('2016-12-03', 75.0), ('2016-12-04', 77.0), ('2016-12-05', 76.0), ('2016-12-07', 76.0), ('2016-12-08', 75.0), ('2016-12-09', 72.0), ('2016-12-10', 76.0), ('2016-12-12', 75.0), ('2016-12-13', 72.0), ('2016-12-14', 72.0), ('2016-12-15', 75.0), ('2016-12-16', 69.0), ('2016-12-17', 75.0), ('2016-12-18', 74.0), ('2016-12-19', 78.0), ('2016-12-20', 77.0), ('2016-12-21', 76.0), ('2016-12-22', 72.0), ('2016-12-23', 73.0), ('2016-12-24', 74.0), ('2016-12-26', 74.0), ('2016-12-27', 74.0), ('2016-12-28', 73.0), ('2016-12-29', 73.0), ('2016-12-30', 71.0), ('2016-12-31', 72.0), ('2010-12-01', 72.0), ('2010-12-02', 75.0), ('2010-12-06', 66.0), ('2010-12-07', 66.0), ('2010-12-08', 67.0), ('2010-12-09', 76.0), ('2010-12-10', 68.0), ('2010-12-13', 69.0), ('2010-12-14', 71.0), ('2010-12-15', 70.0), ('2010-12-16', 68.0), ('2010-12-17', 66.0), ('2011-12-01', 69.0), ('2011-12-02', 69.0), ('2011-12-05', 71.0), ('2011-12-06', 72.0), ('2011-12-07', 69.0), ('2011-12-08', 72.0), ('2011-12-09', 70.0), ('2011-12-12', 76.0), ('2011-12-13', 69.0), ('2011-12-14', 71.0), ('2011-12-15', 72.0), ('2011-12-16', 71.0), ('2012-12-03', 78.0), ('2012-12-04', 73.0), ('2012-12-05', 74.0), ('2012-12-06', 68.0), ('2012-12-07', 71.0), ('2012-12-10', 76.0), ('2012-12-11', 75.0), ('2012-12-12', 74.0), ('2012-12-13', 73.0), ('2012-12-14', 73.0), ('2012-12-27', 74.0), ('2012-12-28', 69.0), ('2013-12-02', 74.0), ('2013-12-03', 72.0), ('2013-12-04', 70.0), ('2013-12-05', 67.0), ('2013-12-06', 69.0), ('2013-12-09', 73.0), ('2013-12-10', 75.0), ('2013-12-11', 74.0), ('2013-12-12', 72.0), ('2013-12-13', 71.0), ('2013-12-16', 67.0), ('2013-12-17', 74.0), ('2013-12-18', 70.0), ('2013-12-19', 70.0), ('2013-12-20', 70.0), ('2013-12-23', 71.0), ('2013-12-24', 70.0), ('2013-12-26', 71.0), ('2013-12-27', 71.0), ('2013-12-28', 68.0), ('2014-12-01', 74.0), ('2014-12-02', 75.0), ('2014-12-03', 74.0), ('2014-12-04', 77.0), ('2014-12-05', 76.0), ('2014-12-08', 77.0), ('2014-12-09', 75.0), ('2014-12-10', 76.0), ('2014-12-11', 75.0), ('2014-12-15', 77.0), ('2014-12-16', 75.0), ('2014-12-17', 77.0), ('2014-12-18', 74.0), ('2014-12-19', 78.0), ('2014-12-22', 77.0), ('2014-12-23', 76.0), ('2014-12-24', 69.0), ('2014-12-26', 70.0), ('2014-12-29', 64.0), ('2014-12-30', 75.0), ('2015-12-01', 69.0), ('2015-12-02', 65.0), ('2015-12-03', 76.0), ('2015-12-04', 81.0), ('2015-12-08', 71.0), ('2015-12-09', 71.0), ('2015-12-10', 71.0), ('2015-12-16', 82.0), ('2015-12-17', 74.0), ('2015-12-18', 75.0), ('2015-12-24', 77.0), ('2015-12-27', 74.0), ('2015-12-28', 68.0), ('2016-12-01', 72.0), ('2016-12-02', 70.0), ('2016-12-05', 68.0), ('2016-12-06', 74.0), ('2016-12-07', 71.0), ('2016-12-08', 70.0), ('2016-12-09', 70.0), ('2016-12-12', 70.0), ('2016-12-13', 68.0), ('2016-12-14', 68.0), ('2016-12-15', 68.0), ('2016-12-16', 66.0), ('2016-12-19', 71.0), ('2016-12-20', 76.0), ('2016-12-21', 73.0), ('2016-12-22', 70.0), ('2016-12-23', 68.0), ('2016-12-28', 71.0), ('2016-12-29', 71.0), ('2016-12-30', 68.0), ('2010-12-02', 71.0), ('2010-12-03', 70.0), ('2010-12-05', 73.0), ('2010-12-06', 78.0), ('2010-12-07', 76.0), ('2010-12-08', 73.0), ('2010-12-09', 74.0), ('2010-12-10', 63.0), ('2010-12-11', 72.0), ('2010-12-13', 75.0), ('2010-12-14', 74.0), ('2010-12-15', 72.0), ('2010-12-16', 68.0), ('2012-12-03', 74.0), ('2012-12-06', 73.0), ('2013-12-17', 73.0), ('2013-12-19', 72.0), ('2013-12-20', 73.0), ('2013-12-23', 72.0), ('2010-12-01', 78.0), ('2010-12-02', 74.0), ('2010-12-03', 74.0), ('2010-12-04', 78.0), ('2010-12-05', 78.0), ('2010-12-06', 61.0), ('2010-12-07', 69.0), ('2010-12-08', 65.0), ('2010-12-09', 77.0), ('2010-12-10', 67.0), ('2010-12-11', 69.0), ('2010-12-12', 75.0), ('2010-12-13', 67.0), ('2010-12-14', 71.0), ('2010-12-15', 74.0), ('2010-12-16', 66.0), ('2010-12-17', 66.0), ('2010-12-18', 77.0), ('2010-12-19', 70.0), ('2010-12-20', 73.0), ('2010-12-21', 71.0), ('2010-12-22', 71.0), ('2010-12-23', 71.0), ('2010-12-24', 67.0), ('2010-12-25', 71.0), ('2010-12-26', 74.0), ('2010-12-27', 76.0), ('2010-12-28', 72.0), ('2010-12-29', 74.0), ('2010-12-30', 75.0), ('2010-12-31', 69.0), ('2011-12-01', 69.0), ('2011-12-02', 69.0), ('2011-12-03', 75.0), ('2011-12-04', 73.0), ('2011-12-05', 73.0), ('2011-12-06', 72.0), ('2011-12-07', 72.0), ('2011-12-08', 72.0), ('2011-12-09', 74.0), ('2011-12-10', 72.0), ('2011-12-11', 73.0), ('2011-12-12', 73.0), ('2011-12-13', 73.0), ('2011-12-14', 73.0), ('2011-12-15', 74.0), ('2011-12-16', 73.0), ('2011-12-17', 71.0), ('2011-12-18', 72.0), ('2011-12-19', 73.0), ('2011-12-20', 74.0), ('2011-12-21', 72.0), ('2011-12-22', 73.0), ('2011-12-23', 73.0), ('2011-12-24', 71.0), ('2011-12-25', 73.0), ('2011-12-26', 75.0), ('2011-12-27', 71.0), ('2011-12-28', 72.0), ('2011-12-29', 73.0), ('2011-12-30', 71.0), ('2011-12-31', 65.0), ('2012-12-01', 77.0), ('2012-12-02', 72.0), ('2012-12-03', 78.0), ('2012-12-04', 71.0), ('2012-12-05', 72.0), ('2012-12-06', 71.0), ('2012-12-07', 72.0), ('2012-12-08', 76.0), ('2012-12-09', 75.0), ('2012-12-10', 75.0), ('2012-12-11', 76.0), ('2012-12-12', 73.0), ('2012-12-13', 72.0), ('2012-12-14', 74.0), ('2012-12-15', 74.0), ('2012-12-16', 74.0), ('2012-12-17', 73.0), ('2012-12-18', 77.0), ('2012-12-19', 73.0), ('2012-12-20', 70.0), ('2012-12-21', 72.0), ('2012-12-22', 76.0), ('2012-12-23', 65.0), ('2012-12-24', 74.0), ('2012-12-25', 73.0), ('2012-12-26', 77.0), ('2012-12-27', 76.0), ('2012-12-28', 69.0), ('2012-12-29', 78.0), ('2012-12-30', 76.0), ('2012-12-31', 68.0), ('2013-12-01', 76.0), ('2013-12-02', 68.0), ('2013-12-03', 79.0), ('2013-12-04', 69.0), ('2013-12-05', 64.0), ('2013-12-06', 70.0), ('2013-12-07', 69.0), ('2013-12-08', 73.0), ('2013-12-09', 70.0), ('2013-12-10', 74.0), ('2013-12-11', 76.0), ('2013-12-12', 76.0), ('2013-12-13', 69.0), ('2013-12-14', 73.0), ('2013-12-15', 73.0), ('2013-12-16', 65.0), ('2013-12-17', 70.0), ('2013-12-18', 72.0), ('2013-12-19', 72.0), ('2013-12-20', 75.0), ('2013-12-21', 74.0), ('2013-12-22', 69.0), ('2013-12-23', 73.0), ('2013-12-24', 75.0), ('2013-12-25', 76.0), ('2013-12-26', 74.0), ('2013-12-27', 73.0), ('2013-12-28', 74.0), ('2013-12-29', 71.0), ('2013-12-30', 72.0), ('2013-12-31', 73.0), ('2014-12-01', 72.0), ('2014-12-02', 72.0), ('2014-12-03', 73.0), ('2014-12-04', 72.0), ('2014-12-05', 75.0), ('2014-12-06', 76.0), ('2014-12-07', 67.0), ('2014-12-08', 69.0), ('2014-12-09', 70.0), ('2014-12-10', 75.0), ('2014-12-11', 74.0), ('2014-12-12', 71.0), ('2014-12-13', 74.0), ('2014-12-14', 71.0), ('2014-12-15', 72.0), ('2014-12-16', 74.0), ('2014-12-17', 75.0), ('2014-12-18', 73.0), ('2014-12-19', 75.0), ('2014-12-20', 76.0), ('2014-12-22', 68.0), ('2014-12-23', 71.0), ('2014-12-24', 68.0), ('2014-12-25', 66.0), ('2014-12-26', 63.0), ('2014-12-27', 62.0), ('2014-12-28', 67.0), ('2014-12-29', 68.0), ('2014-12-30', 63.0), ('2014-12-31', 56.0), ('2015-12-02', 76.0), ('2015-12-03', 75.0), ('2015-12-04', 74.0), ('2015-12-05', 76.0), ('2015-12-07', 69.0), ('2015-12-08', 71.0), ('2015-12-09', 72.0), ('2015-12-10', 74.0), ('2015-12-11', 75.0), ('2015-12-12', 72.0), ('2015-12-13', 78.0), ('2015-12-14', 69.0), ('2015-12-15', 75.0), ('2015-12-16', 75.0), ('2015-12-17', 74.0), ('2015-12-18', 74.0), ('2015-12-19', 76.0), ('2015-12-20', 73.0), ('2015-12-22', 75.0), ('2015-12-23', 75.0), ('2015-12-24', 74.0), ('2015-12-25', 79.0), ('2015-12-26', 75.0), ('2015-12-27', 76.0), ('2015-12-28', 76.0), ('2015-12-29', 69.0), ('2015-12-31', 72.0), ('2016-12-01', 76.0), ('2016-12-02', 75.0), ('2016-12-03', 75.0), ('2016-12-04', 75.0), ('2016-12-05', 70.0), ('2016-12-06', 70.0), ('2016-12-07', 74.0), ('2016-12-08', 73.0), ('2016-12-10', 72.0), ('2016-12-11', 78.0), ('2016-12-12', 67.0), ('2016-12-13', 69.0), ('2016-12-14', 71.0), ('2016-12-15', 74.0), ('2016-12-16', 63.0), ('2016-12-17', 76.0), ('2016-12-18', 76.0), ('2016-12-19', 71.0), ('2016-12-20', 76.0), ('2016-12-21', 77.0), ('2016-12-22', 73.0), ('2016-12-23', 71.0), ('2016-12-24', 78.0), ('2016-12-25', 78.0), ('2016-12-26', 75.0), ('2016-12-27', 75.0), ('2016-12-28', 72.0), ('2016-12-29', 77.0), ('2016-12-30', 72.0), ('2010-12-01', 72.0), ('2010-12-02', 71.0), ('2010-12-03', 72.0), ('2010-12-04', 74.0), ('2010-12-05', 66.0), ('2010-12-06', 61.0), ('2010-12-07', 58.0), ('2010-12-08', 60.0), ('2010-12-09', 71.0), ('2010-12-10', 65.0), ('2010-12-11', 72.0), ('2010-12-12', 70.0), ('2010-12-13', 68.0), ('2010-12-14', 67.0), ('2010-12-15', 71.0), ('2010-12-16', 65.0), ('2010-12-17', 64.0), ('2010-12-18', 65.0), ('2010-12-19', 69.0), ('2010-12-20', 70.0), ('2010-12-21', 70.0), ('2010-12-22', 68.0), ('2010-12-23', 69.0), ('2010-12-24', 71.0), ('2010-12-25', 70.0), ('2010-12-26', 71.0), ('2010-12-27', 76.0), ('2010-12-28', 71.0), ('2010-12-29', 72.0), ('2010-12-30', 73.0), ('2010-12-31', 77.0), ('2011-12-01', 67.0), ('2011-12-02', 69.0), ('2011-12-03', 72.0), ('2011-12-04', 74.0), ('2011-12-05', 71.0), ('2011-12-06', 70.0), ('2011-12-07', 68.0), ('2011-12-08', 70.0), ('2011-12-09', 66.0), ('2011-12-10', 72.0), ('2011-12-11', 70.0), ('2011-12-12', 70.0), ('2011-12-13', 70.0), ('2011-12-14', 70.0), ('2011-12-15', 73.0), ('2011-12-16', 71.0), ('2011-12-17', 69.0), ('2011-12-18', 73.0), ('2011-12-19', 72.0), ('2011-12-20', 71.0), ('2011-12-21', 69.0), ('2011-12-22', 70.0), ('2011-12-23', 69.0), ('2011-12-24', 70.0), ('2011-12-25', 75.0), ('2011-12-26', 71.0), ('2011-12-27', 70.0), ('2011-12-28', 69.0), ('2011-12-29', 71.0), ('2011-12-30', 65.0), ('2011-12-31', 67.0), ('2012-12-01', 72.0), ('2012-12-02', 67.0), ('2012-12-03', 76.0), ('2012-12-04', 67.0), ('2012-12-05', 72.0), ('2012-12-06', 69.0), ('2012-12-07', 66.0), ('2012-12-08', 75.0), ('2012-12-09', 74.0), ('2012-12-10', 72.0), ('2012-12-11', 72.0), ('2012-12-12', 72.0), ('2012-12-13', 68.0), ('2012-12-14', 74.0), ('2012-12-15', 73.0), ('2012-12-16', 73.0), ('2012-12-17', 72.0), ('2012-12-18', 70.0), ('2012-12-19', 70.0), ('2012-12-20', 71.0), ('2012-12-21', 70.0), ('2012-12-22', 72.0), ('2012-12-23', 65.0), ('2012-12-24', 62.0), ('2012-12-25', 73.0), ('2012-12-26', 71.0), ('2012-12-27', 70.0), ('2012-12-28', 62.0), ('2012-12-29', 69.0), ('2012-12-30', 69.0), ('2012-12-31', 66.0), ('2013-12-01', 72.0), ('2013-12-02', 73.0), ('2013-12-03', 70.0), ('2013-12-04', 66.0), ('2013-12-05', 64.0), ('2013-12-06', 65.0), ('2013-12-07', 73.0), ('2013-12-08', 74.0), ('2013-12-09', 67.0), ('2013-12-10', 73.0), ('2013-12-11', 70.0), ('2013-12-12', 67.0), ('2013-12-13', 71.0), ('2013-12-14', 78.0), ('2013-12-15', 69.0), ('2013-12-16', 63.0), ('2013-12-17', 64.0), ('2013-12-18', 66.0), ('2013-12-19', 69.0), ('2013-12-20', 69.0), ('2013-12-21', 71.0), ('2013-12-22', 72.0), ('2013-12-23', 69.0), ('2013-12-24', 70.0), ('2013-12-25', 73.0), ('2013-12-26', 68.0), ('2013-12-27', 69.0), ('2013-12-28', 73.0), ('2013-12-29', 73.0), ('2013-12-30', 70.0), ('2013-12-31', 65.0), ('2014-12-01', 70.0), ('2014-12-02', 68.0), ('2014-12-03', 68.0), ('2014-12-04', 66.0), ('2014-12-05', 68.0), ('2014-12-06', 65.0), ('2014-12-07', 62.0), ('2014-12-08', 62.0), ('2014-12-09', 65.0), ('2014-12-10', 61.0), ('2014-12-11', 70.0), ('2014-12-12', 68.0), ('2014-12-13', 67.0), ('2014-12-14', 68.0), ('2014-12-15', 71.0), ('2014-12-16', 69.0), ('2014-12-17', 71.0), ('2014-12-18', 71.0), ('2014-12-19', 71.0), ('2014-12-20', 72.0), ('2014-12-21', 72.0), ('2014-12-22', 68.0), ('2014-12-23', 69.0), ('2014-12-24', 66.0), ('2014-12-25', 60.0), ('2014-12-26', 63.0), ('2014-12-27', 68.0), ('2014-12-28', 64.0), ('2014-12-29', 63.0), ('2014-12-30', 63.0), ('2014-12-31', 59.0), ('2015-12-01', 73.0), ('2015-12-02', 74.0), ('2015-12-03', 75.0), ('2015-12-04', 75.0), ('2015-12-05', 70.0), ('2015-12-06', 72.0), ('2015-12-07', 69.0), ('2015-12-08', 68.0), ('2015-12-09', 74.0), ('2015-12-10', 72.0), ('2015-12-11', 75.0), ('2015-12-12', 79.0), ('2015-12-13', 69.0), ('2015-12-14', 67.0), ('2015-12-15', 73.0), ('2015-12-16', 74.0), ('2015-12-17', 75.0), ('2015-12-18', 72.0), ('2015-12-19', 76.0), ('2015-12-20', 74.0), ('2015-12-21', 75.0), ('2015-12-22', 74.0), ('2015-12-23', 74.0), ('2015-12-24', 76.0), ('2015-12-25', 74.0), ('2015-12-26', 75.0), ('2015-12-27', 75.0), ('2015-12-28', 73.0), ('2015-12-29', 76.0), ('2015-12-30', 74.0), ('2015-12-31', 73.0), ('2016-12-01', 74.0), ('2016-12-02', 70.0), ('2016-12-03', 72.0), ('2016-12-04', 70.0), ('2016-12-05', 67.0), ('2016-12-06', 67.0), ('2016-12-07', 69.0), ('2016-12-08', 70.0), ('2016-12-09', 68.0), ('2016-12-10', 69.0), ('2016-12-11', 69.0), ('2016-12-12', 66.0), ('2016-12-13', 65.0), ('2016-12-14', 68.0), ('2016-12-15', 62.0), ('2016-12-16', 75.0), ('2016-12-17', 70.0), ('2016-12-18', 69.0), ('2016-12-19', 76.0), ('2016-12-20', 76.0), ('2016-12-21', 74.0), ('2016-12-22', 73.0), ('2016-12-23', 71.0), ('2016-12-24', 74.0), ('2016-12-25', 74.0), ('2016-12-26', 72.0), ('2016-12-27', 71.0), ('2016-12-28', 72.0), ('2016-12-29', 74.0), ('2016-12-30', 69.0), ('2016-12-31', 67.0), ('2010-12-01', 70.0), ('2010-12-02', 74.0), ('2010-12-03', 74.0), ('2010-12-04', 75.0), ('2010-12-05', 69.0), ('2010-12-06', 65.0), ('2010-12-07', 66.0), ('2010-12-08', 68.0), ('2010-12-09', 77.0), ('2010-12-10', 65.0), ('2010-12-11', 72.0), ('2010-12-12', 65.0), ('2010-12-13', 66.0), ('2010-12-14', 74.0), ('2010-12-15', 66.0), ('2010-12-16', 63.0), ('2010-12-17', 63.0), ('2010-12-18', 69.0), ('2010-12-19', 69.0), ('2010-12-20', 73.0), ('2010-12-21', 72.0), ('2010-12-22', 68.0), ('2010-12-23', 67.0), ('2010-12-24', 69.0), ('2010-12-25', 74.0), ('2010-12-26', 72.0), ('2010-12-27', 76.0), ('2010-12-28', 70.0), ('2010-12-29', 73.0), ('2010-12-30', 70.0), ('2010-12-31', 76.0), ('2011-12-01', 66.0), ('2011-12-02', 69.0), ('2011-12-03', 69.0), ('2011-12-04', 70.0), ('2011-12-05', 71.0), ('2011-12-06', 73.0), ('2011-12-07', 65.0), ('2011-12-08', 71.0), ('2011-12-09', 65.0), ('2011-12-10', 75.0), ('2011-12-11', 72.0), ('2011-12-12', 74.0), ('2011-12-13', 67.0), ('2011-12-14', 65.0), ('2011-12-15', 68.0), ('2011-12-16', 66.0), ('2011-12-17', 73.0), ('2011-12-18', 74.0), ('2011-12-19', 76.0), ('2011-12-20', 72.0), ('2011-12-21', 69.0), ('2011-12-22', 71.0), ('2011-12-23', 70.0), ('2011-12-24', 70.0), ('2011-12-25', 73.0), ('2011-12-26', 71.0), ('2011-12-27', 76.0), ('2011-12-28', 72.0), ('2011-12-29', 77.0), ('2011-12-30', 70.0), ('2011-12-31', 65.0), ('2012-12-02', 72.0), ('2012-12-03', 75.0), ('2012-12-04', 68.0), ('2012-12-05', 72.0), ('2012-12-06', 64.0), ('2012-12-07', 75.0), ('2012-12-08', 69.0), ('2012-12-09', 80.0), ('2012-12-10', 73.0), ('2012-12-11', 73.0), ('2012-12-12', 73.0), ('2012-12-13', 72.0), ('2012-12-14', 73.0), ('2012-12-15', 75.0), ('2012-12-16', 76.0), ('2012-12-17', 74.0), ('2012-12-18', 72.0), ('2012-12-19', 72.0), ('2012-12-20', 70.0), ('2012-12-21', 70.0), ('2012-12-22', 71.0), ('2012-12-23', 61.0), ('2012-12-24', 65.0), ('2012-12-25', 74.0), ('2012-12-26', 71.0), ('2012-12-27', 63.0), ('2012-12-28', 64.0), ('2012-12-29', 66.0), ('2012-12-30', 68.0), ('2012-12-31', 66.0), ('2013-12-01', 70.0), ('2013-12-02', 68.0), ('2013-12-03', 68.0), ('2013-12-04', 66.0), ('2013-12-05', 75.0), ('2013-12-06', 67.0), ('2013-12-07', 70.0), ('2013-12-08', 72.0), ('2013-12-09', 69.0), ('2013-12-10', 72.0), ('2013-12-11', 69.0), ('2013-12-12', 65.0), ('2013-12-13', 71.0), ('2013-12-14', 73.0), ('2013-12-15', 69.0), ('2013-12-16', 69.0), ('2013-12-17', 63.0), ('2013-12-18', 63.0), ('2013-12-19', 71.0), ('2013-12-20', 79.0), ('2013-12-21', 67.0), ('2013-12-22', 67.0), ('2013-12-23', 64.0), ('2013-12-24', 63.0), ('2013-12-25', 68.0), ('2013-12-26', 77.0), ('2013-12-27', 79.0), ('2013-12-28', 74.0), ('2013-12-29', 68.0), ('2013-12-30', 64.0), ('2014-12-01', 70.0), ('2014-12-02', 62.0), ('2014-12-03', 68.0), ('2014-12-04', 67.0), ('2014-12-05', 70.0), ('2014-12-06', 66.0), ('2014-12-07', 64.0), ('2014-12-08', 62.0), ('2014-12-09', 64.0), ('2014-12-10', 63.0), ('2014-12-11', 69.0), ('2014-12-12', 64.0), ('2014-12-14', 70.0), ('2014-12-15', 72.0), ('2014-12-16', 72.0), ('2014-12-17', 64.0), ('2014-12-18', 71.0), ('2014-12-19', 68.0), ('2014-12-20', 81.0), ('2014-12-21', 78.0), ('2014-12-22', 69.0), ('2014-12-23', 72.0), ('2014-12-24', 70.0), ('2014-12-25', 62.0), ('2014-12-26', 76.0), ('2014-12-27', 72.0), ('2014-12-28', 76.0), ('2014-12-29', 57.0), ('2014-12-30', 64.0), ('2014-12-31', 57.0), ('2010-12-01', 71.0), ('2010-12-02', 70.0), ('2010-12-03', 67.0), ('2010-12-04', 77.0), ('2010-12-05', 69.0), ('2010-12-06', 61.0), ('2010-12-07', 62.0), ('2010-12-08', 63.0), ('2010-12-09', 73.0), ('2010-12-10', 64.0), ('2010-12-11', 67.0), ('2010-12-12', 69.0), ('2010-12-13', 80.0), ('2010-12-14', 71.0), ('2010-12-15', 73.0), ('2010-12-16', 65.0), ('2010-12-17', 68.0), ('2010-12-18', 68.0), ('2010-12-19', 69.0), ('2010-12-20', 72.0), ('2010-12-21', 69.0), ('2010-12-22', 69.0), ('2010-12-23', 67.0), ('2010-12-24', 69.0), ('2010-12-25', 73.0), ('2010-12-26', 71.0), ('2010-12-27', 71.0), ('2010-12-28', 70.0), ('2010-12-29', 71.0), ('2010-12-30', 70.0), ('2010-12-31', 75.0), ('2011-12-01', 71.0), ('2011-12-02', 73.0), ('2011-12-03', 71.0), ('2011-12-04', 71.0), ('2011-12-05', 68.0), ('2011-12-06', 67.0), ('2011-12-07', 70.0), ('2011-12-08', 67.0), ('2011-12-10', 69.0), ('2011-12-11', 71.0), ('2011-12-12', 69.0), ('2011-12-13', 69.0), ('2011-12-14', 68.0), ('2011-12-15', 69.0), ('2011-12-16', 69.0), ('2011-12-17', 67.0), ('2011-12-18', 69.0), ('2011-12-19', 68.0), ('2011-12-20', 70.0), ('2011-12-21', 68.0), ('2011-12-22', 69.0), ('2011-12-23', 71.0), ('2011-12-24', 65.0), ('2011-12-25', 69.0), ('2011-12-26', 69.0), ('2011-12-27', 69.0), ('2011-12-28', 69.0), ('2011-12-29', 70.0), ('2011-12-30', 73.0), ('2011-12-31', 67.0), ('2012-12-01', 74.0), ('2012-12-02', 77.0), ('2012-12-03', 74.0), ('2012-12-04', 73.0), ('2012-12-05', 71.0), ('2012-12-06', 73.0), ('2012-12-07', 68.0), ('2012-12-08', 69.0), ('2012-12-09', 71.0), ('2012-12-10', 72.0), ('2012-12-11', 72.0), ('2012-12-12', 67.0), ('2012-12-13', 67.0), ('2012-12-14', 69.0), ('2012-12-15', 66.0), ('2012-12-16', 66.0), ('2012-12-17', 69.0), ('2012-12-18', 66.0), ('2012-12-19', 68.0), ('2012-12-20', 65.0), ('2012-12-21', 68.0), ('2012-12-22', 67.0), ('2012-12-23', 71.0), ('2012-12-24', 65.0), ('2012-12-25', 71.0), ('2012-12-26', 69.0), ('2012-12-27', 69.0), ('2012-12-28', 62.0), ('2012-12-29', 62.0), ('2012-12-30', 67.0), ('2012-12-31', 65.0), ('2013-12-01', 68.0), ('2013-12-02', 67.0), ('2013-12-03', 75.0), ('2013-12-04', 68.0), ('2013-12-05', 68.0), ('2013-12-06', 70.0), ('2013-12-08', 83.0), ('2013-12-09', 68.0), ('2013-12-10', 70.0), ('2013-12-11', 70.0), ('2013-12-12', 68.0), ('2013-12-13', 76.0), ('2013-12-14', 72.0), ('2013-12-15', 68.0), ('2013-12-16', 64.0), ('2013-12-17', 72.0), ('2013-12-18', 72.0), ('2013-12-19', 68.0), ('2013-12-20', 70.0), ('2013-12-21', 69.0), ('2013-12-23', 68.0), ('2013-12-24', 70.0), ('2013-12-25', 67.0), ('2013-12-26', 70.0), ('2013-12-27', 70.0), ('2013-12-28', 71.0), ('2013-12-29', 70.0), ('2013-12-30', 69.0), ('2013-12-31', 71.0), ('2014-12-01', 68.0), ('2014-12-02', 70.0), ('2014-12-03', 67.0), ('2014-12-04', 70.0), ('2014-12-05', 73.0), ('2014-12-06', 70.0), ('2014-12-07', 66.0), ('2014-12-09', 70.0), ('2014-12-10', 72.0), ('2014-12-11', 71.0), ('2014-12-12', 68.0), ('2014-12-13', 71.0), ('2014-12-14', 67.0), ('2014-12-15', 65.0), ('2014-12-16', 66.0), ('2014-12-17', 70.0), ('2014-12-18', 69.0), ('2014-12-19', 70.0), ('2014-12-21', 72.0), ('2014-12-22', 67.0), ('2014-12-23', 68.0), ('2014-12-24', 64.0), ('2014-12-25', 66.0), ('2014-12-26', 65.0), ('2014-12-27', 62.0), ('2014-12-28', 68.0), ('2014-12-29', 67.0), ('2015-12-01', 73.0), ('2015-12-02', 70.0), ('2015-12-03', 71.0), ('2015-12-04', 71.0), ('2015-12-05', 70.0), ('2015-12-06', 71.0), ('2015-12-07', 69.0), ('2015-12-08', 70.0), ('2015-12-09', 73.0), ('2015-12-10', 70.0), ('2015-12-11', 72.0), ('2015-12-12', 71.0), ('2015-12-13', 69.0), ('2015-12-15', 74.0), ('2015-12-16', 73.0), ('2015-12-17', 69.0), ('2015-12-18', 71.0), ('2015-12-19', 68.0), ('2015-12-20', 72.0), ('2015-12-22', 71.0), ('2015-12-23', 70.0), ('2015-12-24', 72.0), ('2015-12-25', 71.0), ('2015-12-26', 69.0), ('2015-12-27', 71.0), ('2015-12-29', 67.0), ('2015-12-30', 71.0), ('2015-12-31', 69.0), ('2016-12-01', 71.0), ('2016-12-02', 71.0), ('2016-12-03', 67.0), ('2016-12-04', 76.0), ('2016-12-05', 67.0), ('2016-12-06', 67.0), ('2016-12-07', 68.0), ('2016-12-08', 71.0), ('2016-12-09', 68.0), ('2016-12-10', 68.0), ('2016-12-11', 69.0), ('2016-12-12', 65.0), ('2016-12-13', 70.0), ('2016-12-14', 69.0), ('2016-12-15', 64.0), ('2016-12-16', 60.0), ('2016-12-18', 67.0), ('2016-12-19', 72.0), ('2016-12-20', 73.0), ('2016-12-21', 70.0), ('2016-12-22', 68.0), ('2016-12-23', 69.0), ('2016-12-24', 69.0), ('2016-12-25', 69.0), ('2016-12-26', 71.0), ('2016-12-27', 71.0), ('2016-12-28', 71.0), ('2016-12-29', 69.0), ('2016-12-30', 65.0), ('2016-12-31', 65.0)]\n"
     ]
    }
   ],
   "source": [
    "# 7. Convert the December temperatures to a list.\n",
    "dec = session.query(Measurement.date, Measurement.tobs).\\\n",
    "    filter(extract('month', Measurement.date)==12).all()\n",
    "print(dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 8. Create a DataFrame from the list of temperatures for the month of December. \n",
    "dec_df = pd.DataFrame(dec, columns = ['Date', 'Temperature'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Temperature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1517.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>71.041529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.745920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>56.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>69.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>71.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>74.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>83.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Temperature\n",
       "count  1517.000000\n",
       "mean     71.041529\n",
       "std       3.745920\n",
       "min      56.000000\n",
       "25%      69.000000\n",
       "50%      71.000000\n",
       "75%      74.000000\n",
       "max      83.000000"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 9. Calculate and print out the summary statistics for the Decemeber temperature DataFrame.\n",
    "dec_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extra Queries and whatnot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "june_df.plot.box()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dec_df.plot.box()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'Temperature'}>]], dtype=object)"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dec_df.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'Temperature'}>]], dtype=object)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "june_df.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['id', 'station', 'date', 'prcp', 'tobs']"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[column.key for column in Measurement.__table__.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "dec_prcp = session.query(Measurement.date, Measurement.prcp).\\\n",
    "    filter(extract('month', Measurement.date)==12).all()\n",
    "dec_prcp_df = pd.DataFrame(dec_prcp, columns = [\"Date\", \"Precipitation\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Precipitation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1405.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.216819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.541399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6.420000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Precipitation\n",
       "count    1405.000000\n",
       "mean        0.216819\n",
       "std         0.541399\n",
       "min         0.000000\n",
       "25%         0.000000\n",
       "50%         0.030000\n",
       "75%         0.150000\n",
       "max         6.420000"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dec_prcp_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Precipitation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1574.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.136360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.335731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.020000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.120000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4.430000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Precipitation\n",
       "count    1574.000000\n",
       "mean        0.136360\n",
       "std         0.335731\n",
       "min         0.000000\n",
       "25%         0.000000\n",
       "50%         0.020000\n",
       "75%         0.120000\n",
       "max         4.430000"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "june_prcp = session.query(Measurement.date, Measurement.prcp).\\\n",
    "    filter(extract('month', Measurement.date)==6).all()\n",
    "june_prcp_df = pd.DataFrame(june_prcp, columns = [\"Date\", \"Precipitation\"])\n",
    "june_prcp_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "june_prcp_df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dec_prcp_df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "june_df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Temperature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>2014-12-29</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1310</th>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>948</th>\n",
       "      <td>2010-12-07</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1096</th>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1502</th>\n",
       "      <td>2016-12-16</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1090</th>\n",
       "      <td>2014-12-25</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>949</th>\n",
       "      <td>2010-12-08</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>2014-12-25</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1242</th>\n",
       "      <td>2012-12-23</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1075</th>\n",
       "      <td>2014-12-10</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316</th>\n",
       "      <td>2010-12-06</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>2010-12-06</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>2010-12-06</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Date  Temperature\n",
       "147   2014-12-31         56.0\n",
       "885   2014-12-31         56.0\n",
       "1308  2014-12-29         57.0\n",
       "1310  2014-12-31         57.0\n",
       "948   2010-12-07         58.0\n",
       "1096  2014-12-31         59.0\n",
       "1502  2016-12-16         60.0\n",
       "1090  2014-12-25         60.0\n",
       "949   2010-12-08         60.0\n",
       "141   2014-12-25         61.0\n",
       "1242  2012-12-23         61.0\n",
       "1075  2014-12-10         61.0\n",
       "1316  2010-12-06         61.0\n",
       "947   2010-12-06         61.0\n",
       "737   2010-12-06         61.0"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dec_df.sort_values(by = \"Temperature\").head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "dec_cols_as_np = dec_df[dec_df.columns[1:]].to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[76.]\n",
      " [74.]\n",
      " [74.]\n",
      " ...\n",
      " [69.]\n",
      " [65.]\n",
      " [65.]]\n"
     ]
    }
   ],
   "source": [
    "dec_cols_as_np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "june_cols_as_np = june_df[june_df.columns[1:]].to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "f,p = scipy.stats.f_oneway(dec_cols_as_np, june_cols_as_np)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1.39651522e-28])"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan])"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Precipitation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>2011-12-13</td>\n",
       "      <td>6.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1330</th>\n",
       "      <td>2010-12-20</td>\n",
       "      <td>5.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>2010-12-20</td>\n",
       "      <td>4.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>2010-12-20</td>\n",
       "      <td>4.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>2014-12-23</td>\n",
       "      <td>4.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1177</th>\n",
       "      <td>2010-12-19</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>2010-12-19</td>\n",
       "      <td>3.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>2010-12-25</td>\n",
       "      <td>3.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>2010-12-20</td>\n",
       "      <td>3.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1178</th>\n",
       "      <td>2010-12-20</td>\n",
       "      <td>3.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1184</th>\n",
       "      <td>2010-12-26</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>2010-12-25</td>\n",
       "      <td>2.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>2010-12-19</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>2011-12-13</td>\n",
       "      <td>2.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>2010-12-19</td>\n",
       "      <td>2.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>2010-12-20</td>\n",
       "      <td>2.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>2010-12-10</td>\n",
       "      <td>2.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>967</th>\n",
       "      <td>2010-12-26</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>2010-12-19</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266</th>\n",
       "      <td>2013-12-16</td>\n",
       "      <td>2.40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Date  Precipitation\n",
       "1353  2011-12-13           6.42\n",
       "1330  2010-12-20           5.04\n",
       "751   2010-12-20           4.95\n",
       "229   2010-12-20           4.94\n",
       "1452  2014-12-23           4.03\n",
       "1177  2010-12-19           4.00\n",
       "228   2010-12-19           3.18\n",
       "966   2010-12-25           3.14\n",
       "961   2010-12-20           3.06\n",
       "1178  2010-12-20           3.05\n",
       "1184  2010-12-26           3.00\n",
       "234   2010-12-25           2.95\n",
       "750   2010-12-19           2.86\n",
       "624   2011-12-13           2.80\n",
       "960   2010-12-19           2.77\n",
       "445   2010-12-20           2.55\n",
       "720   2010-12-10           2.50\n",
       "967   2010-12-26           2.49\n",
       "444   2010-12-19           2.43\n",
       "1266  2013-12-16           2.40"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dec_prcp_df.sort_values(by = \"Precipitation\", ascending = False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PythonData",
   "language": "python",
   "name": "pythondata"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}