SurfsUp_Challenge.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib import style\n",
    "style.use('fivethirtyeight')\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dependencies\n",
    "import numpy as np\n",
    "import pandas as pd\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": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime as dt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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": 5,
   "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": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " ('2012-06-15', 74.0),\n",
       " ('2012-06-16', 78.0),\n",
       " ('2012-06-17', 80.0),\n",
       " ('2012-06-18', 75.0),\n",
       " ('2012-06-19', 72.0),\n",
       " ('2012-06-20', 72.0),\n",
       " ('2012-06-21', 74.0),\n",
       " ('2012-06-22', 78.0),\n",
       " ('2012-06-23', 76.0),\n",
       " ('2012-06-24', 77.0),\n",
       " ('2012-06-25', 72.0),\n",
       " ('2012-06-26', 72.0),\n",
       " ('2012-06-27', 73.0),\n",
       " ('2012-06-28', 75.0),\n",
       " ('2012-06-29', 79.0),\n",
       " ('2012-06-30', 81.0),\n",
       " ('2013-06-01', 76.0),\n",
       " ('2013-06-02', 76.0),\n",
       " ('2013-06-03', 77.0),\n",
       " ('2013-06-04', 78.0),\n",
       " ('2013-06-05', 79.0),\n",
       " ('2013-06-06', 79.0),\n",
       " ('2013-06-07', 75.0),\n",
       " ('2013-06-08', 79.0),\n",
       " ('2013-06-09', 79.0),\n",
       " ('2013-06-10', 75.0),\n",
       " ('2013-06-11', 77.0),\n",
       " ('2013-06-12', 81.0),\n",
       " ('2013-06-13', 76.0),\n",
       " ('2013-06-14', 75.0),\n",
       " ('2013-06-15', 78.0),\n",
       " ('2013-06-16', 81.0),\n",
       " ('2013-06-17', 76.0),\n",
       " ('2013-06-18', 76.0),\n",
       " ('2013-06-19', 76.0),\n",
       " ('2013-06-20', 72.0),\n",
       " ('2013-06-21', 73.0),\n",
       " ('2013-06-22', 74.0),\n",
       " ('2013-06-23', 74.0),\n",
       " ('2013-06-24', 75.0),\n",
       " ('2013-06-25', 73.0),\n",
       " ('2013-06-26', 73.0),\n",
       " ('2013-06-27', 76.0),\n",
       " ('2013-06-29', 73.0),\n",
       " ('2013-06-30', 79.0),\n",
       " ('2014-06-01', 78.0),\n",
       " ('2014-06-02', 76.0),\n",
       " ('2014-06-04', 76.0),\n",
       " ('2014-06-05', 76.0),\n",
       " ('2014-06-06', 77.0),\n",
       " ('2014-06-07', 79.0),\n",
       " ('2014-06-08', 80.0),\n",
       " ('2014-06-09', 78.0),\n",
       " ('2014-06-10', 76.0),\n",
       " ('2014-06-11', 78.0),\n",
       " ('2014-06-12', 78.0),\n",
       " ('2014-06-13', 77.0),\n",
       " ('2014-06-14', 79.0),\n",
       " ('2014-06-15', 79.0),\n",
       " ('2014-06-16', 75.0),\n",
       " ('2014-06-18', 76.0),\n",
       " ('2014-06-19', 77.0),\n",
       " ('2014-06-20', 74.0),\n",
       " ('2014-06-21', 77.0),\n",
       " ('2014-06-22', 76.0),\n",
       " ('2014-06-23', 76.0),\n",
       " ('2014-06-24', 75.0),\n",
       " ('2014-06-25', 74.0),\n",
       " ('2014-06-26', 79.0),\n",
       " ('2014-06-28', 76.0),\n",
       " ('2014-06-29', 74.0),\n",
       " ('2014-06-30', 76.0),\n",
       " ('2015-06-01', 77.0),\n",
       " ('2015-06-02', 78.0),\n",
       " ('2015-06-03', 77.0),\n",
       " ('2015-06-04', 75.0),\n",
       " ('2015-06-05', 75.0),\n",
       " ('2015-06-06', 80.0),\n",
       " ('2015-06-07', 77.0),\n",
       " ('2015-06-08', 77.0),\n",
       " ('2015-06-09', 77.0),\n",
       " ('2015-06-10', 80.0),\n",
       " ('2015-06-11', 76.0),\n",
       " ...]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "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",
    "session.query(Measurement.date, Measurement.tobs).filter(extract('month',Measurement.date)==6).all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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), 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('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",
    "results = session.query(Measurement.date, Measurement.tobs).filter(extract('month',Measurement.date)==6).all()\n",
    "print(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  date  temperatures\n",
      "date                                \n",
      "2010-06-01  2010-06-01          78.0\n",
      "2010-06-02  2010-06-02          76.0\n",
      "2010-06-03  2010-06-03          78.0\n",
      "2010-06-04  2010-06-04          76.0\n",
      "2010-06-05  2010-06-05          77.0\n",
      "...                ...           ...\n",
      "2017-06-26  2017-06-26          79.0\n",
      "2017-06-27  2017-06-27          74.0\n",
      "2017-06-28  2017-06-28          74.0\n",
      "2017-06-29  2017-06-29          76.0\n",
      "2017-06-30  2017-06-30          75.0\n",
      "\n",
      "[1700 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "# 4. Create a DataFrame from the list of temperatures for the month of June. \n",
    "df = pd.DataFrame(results, columns=['date','temperatures'])\n",
    "df.set_index(df['date'], inplace=True)\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      date  temperatures\n",
      "2010-06-01          78.0\n",
      "2010-06-01          73.0\n",
      "2010-06-01          77.0\n",
      "2010-06-01          69.0\n",
      "2010-06-01          76.0\n",
      "2010-06-01          71.0\n",
      "2010-06-01          74.0\n",
      "2010-06-01          70.0\n",
      "2010-06-01          74.0\n",
      "2010-06-02          78.0\n",
      "2010-06-02          70.0\n",
      "2010-06-02          76.0\n",
      "2010-06-02          76.0\n",
      "2010-06-02          71.0\n",
      "2010-06-02          76.0\n",
      "2010-06-02          76.0\n",
      "2010-06-02          72.0\n",
      "2010-06-02          76.0\n",
      "2010-06-03          74.0\n",
      "2010-06-03          78.0\n",
      "2010-06-03          73.0\n",
      "2010-06-03          72.0\n",
      "2010-06-03          77.0\n",
      "2010-06-03          76.0\n",
      "2010-06-03          75.0\n",
      "2010-06-03          78.0\n",
      "2010-06-03          67.0\n",
      "2010-06-04          73.0\n",
      "2010-06-04          75.0\n",
      "2010-06-04          75.0\n",
      "2010-06-04          76.0\n",
      "2010-06-04          73.0\n",
      "2010-06-04          68.0\n",
      "2010-06-04          72.0\n",
      "2010-06-04          70.0\n",
      "2010-06-04          74.0\n",
      "2010-06-05          73.0\n",
      "2010-06-05          77.0\n",
      "2010-06-05          78.0\n",
      "2010-06-05          76.0\n",
      "2010-06-05          72.0\n",
      "2010-06-05          79.0\n",
      "2010-06-05          79.0\n",
      "2010-06-05          74.0\n",
      "2010-06-06          79.0\n",
      "2010-06-06          73.0\n",
      "2010-06-06          75.0\n",
      "2010-06-06          74.0\n",
      "2010-06-06          75.0\n",
      "2010-06-06          77.0\n",
      "2010-06-06          77.0\n",
      "2010-06-06          78.0\n",
      "2010-06-07          75.0\n",
      "2010-06-07          77.0\n",
      "2010-06-07          76.0\n",
      "2010-06-07          74.0\n",
      "2010-06-07          71.0\n",
      "2010-06-07          77.0\n",
      "2010-06-07          75.0\n",
      "2010-06-07          69.0\n",
      "2010-06-08          75.0\n",
      "2010-06-08          78.0\n",
      "2010-06-08          77.0\n",
      "2010-06-08          77.0\n",
      "2010-06-08          71.0\n",
      "2010-06-08          73.0\n",
      "2010-06-08          75.0\n",
      "2010-06-08          79.0\n",
      "2010-06-09          78.0\n",
      "2010-06-09          78.0\n",
      "2010-06-09          79.0\n",
      "2010-06-09          75.0\n",
      "2010-06-09          80.0\n",
      "2010-06-09          75.0\n",
      "2010-06-09          73.0\n",
      "2010-06-09          72.0\n",
      "2010-06-09          73.0\n",
      "2010-06-10          72.0\n",
      "2010-06-10          75.0\n",
      "2010-06-10          77.0\n",
      "2010-06-10          79.0\n",
      "2010-06-10          75.0\n",
      "2010-06-10          78.0\n",
      "2010-06-10          75.0\n",
      "2010-06-10          75.0\n",
      "2010-06-11          78.0\n",
      "2010-06-11          83.0\n",
      "2010-06-11          81.0\n",
      "2010-06-11          76.0\n",
      "2010-06-11          76.0\n",
      "2010-06-11          77.0\n",
      "2010-06-11          75.0\n",
      "2010-06-12          70.0\n",
      "2010-06-12          74.0\n",
      "2010-06-12          74.0\n",
      "2010-06-12          78.0\n",
      "2010-06-12          76.0\n",
      "2010-06-12          75.0\n",
      "2010-06-12          78.0\n",
      "2010-06-13          79.0\n",
      "2010-06-13          74.0\n",
      "2010-06-13          76.0\n",
      "2010-06-13          77.0\n",
      "2010-06-13          78.0\n",
      "2010-06-13          78.0\n",
      "2010-06-14          73.0\n",
      "2010-06-14          71.0\n",
      "2010-06-14          77.0\n",
      "2010-06-14          74.0\n",
      "2010-06-14          70.0\n",
      "2010-06-14          76.0\n",
      "2010-06-14          73.0\n",
      "2010-06-15          74.0\n",
      "2010-06-15          78.0\n",
      "2010-06-15          76.0\n",
      "2010-06-15          76.0\n",
      "2010-06-15          69.0\n",
      "2010-06-15          73.0\n",
      "2010-06-15          73.0\n",
      "2010-06-15          75.0\n",
      "2010-06-16          74.0\n",
      "2010-06-16          73.0\n",
      "2010-06-16          76.0\n",
      "2010-06-16          70.0\n",
      "2010-06-16          76.0\n",
      "2010-06-16          78.0\n",
      "2010-06-16          74.0\n",
      "2010-06-16          77.0\n",
      "2010-06-17          76.0\n",
      "2010-06-17          77.0\n",
      "2010-06-17          72.0\n",
      "2010-06-17          75.0\n",
      "2010-06-17          78.0\n",
      "2010-06-17          75.0\n",
      "2010-06-17          73.0\n",
      "2010-06-17          75.0\n",
      "2010-06-17          75.0\n",
      "2010-06-18          72.0\n",
      "2010-06-18          73.0\n",
      "2010-06-18          70.0\n",
      "2010-06-18          70.0\n",
      "2010-06-18          73.0\n",
      "2010-06-18          77.0\n",
      "2010-06-18          70.0\n",
      "2010-06-18          71.0\n",
      "2010-06-19          74.0\n",
      "2010-06-19          82.0\n",
      "2010-06-19          75.0\n",
      "2010-06-19          74.0\n",
      "2010-06-19          76.0\n",
      "2010-06-19          74.0\n",
      "2010-06-19          78.0\n",
      "2010-06-19          77.0\n",
      "2010-06-20          73.0\n",
      "2010-06-20          78.0\n",
      "2010-06-20          85.0\n",
      "2010-06-20          77.0\n",
      "2010-06-20          78.0\n",
      "2010-06-20          75.0\n",
      "2010-06-20          76.0\n",
      "2010-06-21          77.0\n",
      "2010-06-21          78.0\n",
      "2010-06-21          75.0\n",
      "2010-06-21          76.0\n",
      "2010-06-21          74.0\n",
      "2010-06-21          74.0\n",
      "2010-06-21          76.0\n",
      "2010-06-22          75.0\n",
      "2010-06-22          72.0\n",
      "2010-06-22          79.0\n",
      "2010-06-22          74.0\n",
      "2010-06-22          78.0\n",
      "2010-06-22          69.0\n",
      "2010-06-22          74.0\n",
      "2010-06-22          76.0\n",
      "2010-06-22          77.0\n",
      "2010-06-23          72.0\n",
      "2010-06-23          76.0\n",
      "2010-06-23          74.0\n",
      "2010-06-23          75.0\n",
      "2010-06-23          78.0\n",
      "2010-06-23          74.0\n",
      "2010-06-23          73.0\n",
      "2010-06-23          77.0\n",
      "2010-06-23          77.0\n",
      "2010-06-24          73.0\n",
      "2010-06-24          78.0\n",
      "2010-06-24          75.0\n",
      "2010-06-24          74.0\n",
      "2010-06-24          75.0\n",
      "2010-06-24          76.0\n",
      "2010-06-24          78.0\n",
      "2010-06-24          74.0\n",
      "2010-06-24          72.0\n",
      "2010-06-25          77.0\n",
      "2010-06-25          74.0\n",
      "2010-06-25          71.0\n",
      "2010-06-25          77.0\n",
      "2010-06-25          74.0\n",
      "2010-06-25          70.0\n",
      "2010-06-25          74.0\n",
      "2010-06-25          70.0\n",
      "2010-06-25          71.0\n",
      "2010-06-26          70.0\n",
      "2010-06-26          76.0\n",
      "2010-06-26          69.0\n",
      "2010-06-26          75.0\n",
      "2010-06-26          72.0\n",
      "2010-06-26          80.0\n",
      "2010-06-27          78.0\n",
      "2010-06-27          80.0\n",
      "2010-06-27          73.0\n",
      "2010-06-27          75.0\n",
      "2010-06-27          77.0\n",
      "2010-06-27          76.0\n",
      "2010-06-28          73.0\n",
      "2010-06-28          76.0\n",
      "2010-06-28          71.0\n",
      "2010-06-28          73.0\n",
      "2010-06-28          78.0\n",
      "2010-06-28          76.0\n",
      "2010-06-28          74.0\n",
      "2010-06-28          77.0\n",
      "2010-06-28          72.0\n",
      "2010-06-29          70.0\n",
      "2010-06-29          78.0\n",
      "2010-06-29          78.0\n",
      "2010-06-29          73.0\n",
      "2010-06-29          73.0\n",
      "2010-06-29          72.0\n",
      "2010-06-29          75.0\n",
      "2010-06-29          76.0\n",
      "2010-06-29          72.0\n",
      "2010-06-30          76.0\n",
      "2010-06-30          74.0\n",
      "2010-06-30          76.0\n",
      "2010-06-30          72.0\n",
      "2010-06-30          75.0\n",
      "2010-06-30          78.0\n",
      "2010-06-30          73.0\n",
      "2010-06-30          73.0\n",
      "2010-06-30          78.0\n",
      "2011-06-01          74.0\n",
      "2011-06-01          75.0\n",
      "2011-06-01          77.0\n",
      "2011-06-01          79.0\n",
      "2011-06-01          72.0\n",
      "2011-06-01          69.0\n",
      "2011-06-01          73.0\n",
      "2011-06-01          72.0\n",
      "2011-06-02          78.0\n",
      "2011-06-02          76.0\n",
      "2011-06-02          73.0\n",
      "2011-06-02          76.0\n",
      "2011-06-02          73.0\n",
      "2011-06-02          77.0\n",
      "2011-06-02          75.0\n",
      "2011-06-02          72.0\n",
      "2011-06-03          66.0\n",
      "2011-06-03          73.0\n",
      "2011-06-03          70.0\n",
      "2011-06-03          67.0\n",
      "2011-06-03          65.0\n",
      "2011-06-03          71.0\n",
      "2011-06-03          73.0\n",
      "2011-06-03          72.0\n",
      "2011-06-04          69.0\n",
      "2011-06-04          69.0\n",
      "2011-06-04          67.0\n",
      "2011-06-04          71.0\n",
      "2011-06-04          71.0\n",
      "2011-06-04          70.0\n",
      "2011-06-05          80.0\n",
      "2011-06-05          76.0\n",
      "2011-06-05          69.0\n",
      "2011-06-05          71.0\n",
      "2011-06-05          72.0\n",
      "2011-06-05          76.0\n",
      "2011-06-06          73.0\n",
      "2011-06-06          70.0\n",
      "2011-06-06          76.0\n",
      "2011-06-06          77.0\n",
      "2011-06-06          74.0\n",
      "2011-06-06          71.0\n",
      "2011-06-06          76.0\n",
      "2011-06-07          74.0\n",
      "2011-06-07          72.0\n",
      "2011-06-07          68.0\n",
      "2011-06-07          70.0\n",
      "2011-06-07          74.0\n",
      "2011-06-07          71.0\n",
      "2011-06-07          77.0\n",
      "2011-06-08          76.0\n",
      "2011-06-08          72.0\n",
      "2011-06-08          75.0\n",
      "2011-06-08          74.0\n",
      "2011-06-08          77.0\n",
      "2011-06-08          74.0\n",
      "2011-06-08          72.0\n",
      "2011-06-08          77.0\n",
      "2011-06-08          73.0\n",
      "2011-06-09          74.0\n",
      "2011-06-09          77.0\n",
      "2011-06-09          76.0\n",
      "2011-06-09          75.0\n",
      "2011-06-09          76.0\n",
      "2011-06-09          71.0\n",
      "2011-06-09          76.0\n",
      "2011-06-09          74.0\n",
      "2011-06-09          76.0\n",
      "2011-06-10          72.0\n",
      "2011-06-10          75.0\n",
      "2011-06-10          79.0\n",
      "2011-06-10          71.0\n",
      "2011-06-10          77.0\n",
      "2011-06-10          75.0\n",
      "2011-06-10          78.0\n",
      "2011-06-11          77.0\n",
      "2011-06-11          73.0\n",
      "2011-06-11          71.0\n",
      "2011-06-11          78.0\n",
      "2011-06-11          76.0\n",
      "2011-06-11          78.0\n",
      "2011-06-12          69.0\n",
      "2011-06-12          73.0\n",
      "2011-06-12          75.0\n",
      "2011-06-12          82.0\n",
      "2011-06-12          77.0\n",
      "2011-06-12          76.0\n",
      "2011-06-12          74.0\n",
      "2011-06-13          68.0\n",
      "2011-06-13          73.0\n",
      "2011-06-13          69.0\n",
      "2011-06-13          76.0\n",
      "2011-06-13          77.0\n",
      "2011-06-13          76.0\n",
      "2011-06-13          79.0\n",
      "2011-06-13          78.0\n",
      "2011-06-13          72.0\n",
      "2011-06-14          77.0\n",
      "2011-06-14          75.0\n",
      "2011-06-14          78.0\n",
      "2011-06-14          71.0\n",
      "2011-06-14          73.0\n",
      "2011-06-14          76.0\n",
      "2011-06-14          73.0\n",
      "2011-06-14          76.0\n",
      "2011-06-14          75.0\n",
      "2011-06-15          76.0\n",
      "2011-06-15          73.0\n",
      "2011-06-15          76.0\n",
      "2011-06-15          74.0\n",
      "2011-06-15          73.0\n",
      "2011-06-15          76.0\n",
      "2011-06-15          75.0\n",
      "2011-06-15          77.0\n",
      "2011-06-15          76.0\n",
      "2011-06-16          74.0\n",
      "2011-06-16          73.0\n",
      "2011-06-16          77.0\n",
      "2011-06-16          74.0\n",
      "2011-06-16          75.0\n",
      "2011-06-16          72.0\n",
      "2011-06-16          72.0\n",
      "2011-06-16          76.0\n",
      "2011-06-17          74.0\n",
      "2011-06-17          76.0\n",
      "2011-06-17          72.0\n",
      "2011-06-17          73.0\n",
      "2011-06-17          76.0\n",
      "2011-06-17          78.0\n",
      "2011-06-17          72.0\n",
      "2011-06-17          74.0\n",
      "2011-06-18          79.0\n",
      "2011-06-18          78.0\n",
      "2011-06-18          70.0\n",
      "2011-06-18          76.0\n",
      "2011-06-18          80.0\n",
      "2011-06-18          74.0\n",
      "2011-06-18          75.0\n",
      "2011-06-19          76.0\n",
      "2011-06-19          72.0\n",
      "2011-06-19          74.0\n",
      "2011-06-19          75.0\n",
      "2011-06-19          77.0\n",
      "2011-06-19          79.0\n",
      "2011-06-19          76.0\n",
      "2011-06-20          71.0\n",
      "2011-06-20          76.0\n",
      "2011-06-20          73.0\n",
      "2011-06-20          73.0\n",
      "2011-06-20          74.0\n",
      "2011-06-20          77.0\n",
      "2011-06-20          78.0\n",
      "2011-06-20          71.0\n",
      "2011-06-21          72.0\n",
      "2011-06-21          68.0\n",
      "2011-06-21          72.0\n",
      "2011-06-21          71.0\n",
      "2011-06-21          72.0\n",
      "2011-06-21          73.0\n",
      "2011-06-21          75.0\n",
      "2011-06-21          76.0\n",
      "2011-06-21          74.0\n",
      "2011-06-22          74.0\n",
      "2011-06-22          77.0\n",
      "2011-06-22          71.0\n",
      "2011-06-22          74.0\n",
      "2011-06-22          72.0\n",
      "2011-06-22          75.0\n",
      "2011-06-22          70.0\n",
      "2011-06-22          76.0\n",
      "2011-06-23          70.0\n",
      "2011-06-23          72.0\n",
      "2011-06-23          72.0\n",
      "2011-06-23          74.0\n",
      "2011-06-23          73.0\n",
      "2011-06-23          73.0\n",
      "2011-06-23          70.0\n",
      "2011-06-24          75.0\n",
      "2011-06-24          75.0\n",
      "2011-06-24          74.0\n",
      "2011-06-24          75.0\n",
      "2011-06-24          75.0\n",
      "2011-06-24          74.0\n",
      "2011-06-24          69.0\n",
      "2011-06-24          77.0\n",
      "2011-06-25          74.0\n",
      "2011-06-25          77.0\n",
      "2011-06-25          80.0\n",
      "2011-06-25          74.0\n",
      "2011-06-25          76.0\n",
      "2011-06-25          78.0\n",
      "2011-06-25          76.0\n",
      "2011-06-26          72.0\n",
      "2011-06-26          75.0\n",
      "2011-06-26          74.0\n",
      "2011-06-26          73.0\n",
      "2011-06-26          69.0\n",
      "2011-06-26          76.0\n",
      "2011-06-27          76.0\n",
      "2011-06-27          74.0\n",
      "2011-06-27          74.0\n",
      "2011-06-27          72.0\n",
      "2011-06-27          77.0\n",
      "2011-06-27          73.0\n",
      "2011-06-27          74.0\n",
      "2011-06-27          74.0\n",
      "2011-06-28          75.0\n",
      "2011-06-28          74.0\n",
      "2011-06-28          75.0\n",
      "2011-06-28          72.0\n",
      "2011-06-28          74.0\n",
      "2011-06-28          70.0\n",
      "2011-06-28          74.0\n",
      "2011-06-28          71.0\n",
      "2011-06-29          72.0\n",
      "2011-06-29          69.0\n",
      "2011-06-29          76.0\n",
      "2011-06-29          74.0\n",
      "2011-06-29          75.0\n",
      "2011-06-29          77.0\n",
      "2011-06-29          72.0\n",
      "2011-06-30          70.0\n",
      "2011-06-30          74.0\n",
      "2011-06-30          75.0\n",
      "2011-06-30          75.0\n",
      "2011-06-30          72.0\n",
      "2011-06-30          67.0\n",
      "2012-06-01          71.0\n",
      "2012-06-01          71.0\n",
      "2012-06-01          74.0\n",
      "2012-06-01          69.0\n",
      "2012-06-01          76.0\n",
      "2012-06-01          74.0\n",
      "2012-06-01          73.0\n",
      "2012-06-01          75.0\n",
      "2012-06-02          75.0\n",
      "2012-06-02          71.0\n",
      "2012-06-02          73.0\n",
      "2012-06-02          76.0\n",
      "2012-06-02          73.0\n",
      "2012-06-02          76.0\n",
      "2012-06-03          71.0\n",
      "2012-06-03          78.0\n",
      "2012-06-03          75.0\n",
      "2012-06-03          76.0\n",
      "2012-06-03          75.0\n",
      "2012-06-03          77.0\n",
      "2012-06-04          74.0\n",
      "2012-06-04          71.0\n",
      "2012-06-04          72.0\n",
      "2012-06-04          77.0\n",
      "2012-06-04          75.0\n",
      "2012-06-04          72.0\n",
      "2012-06-04          74.0\n",
      "2012-06-05          72.0\n",
      "2012-06-05          71.0\n",
      "2012-06-05          74.0\n",
      "2012-06-05          74.0\n",
      "2012-06-05          71.0\n",
      "2012-06-05          77.0\n",
      "2012-06-05          72.0\n",
      "2012-06-06          72.0\n",
      "2012-06-06          76.0\n",
      "2012-06-06          73.0\n",
      "2012-06-06          72.0\n",
      "2012-06-06          75.0\n",
      "2012-06-06          70.0\n",
      "2012-06-06          74.0\n",
      "2012-06-07          72.0\n",
      "2012-06-07          78.0\n",
      "2012-06-07          71.0\n",
      "2012-06-07          74.0\n",
      "2012-06-07          76.0\n",
      "2012-06-07          73.0\n",
      "2012-06-07          73.0\n",
      "2012-06-08          77.0\n",
      "2012-06-08          73.0\n",
      "2012-06-08          74.0\n",
      "2012-06-08          76.0\n",
      "2012-06-08          73.0\n",
      "2012-06-08          75.0\n",
      "2012-06-08          77.0\n",
      "2012-06-09          73.0\n",
      "2012-06-09          76.0\n",
      "2012-06-09          74.0\n",
      "2012-06-09          74.0\n",
      "2012-06-09          74.0\n",
      "2012-06-09          77.0\n",
      "2012-06-10          75.0\n",
      "2012-06-10          77.0\n",
      "2012-06-10          75.0\n",
      "2012-06-10          77.0\n",
      "2012-06-10          81.0\n",
      "2012-06-10          73.0\n",
      "2012-06-11          72.0\n",
      "2012-06-11          76.0\n",
      "2012-06-11          69.0\n",
      "2012-06-11          72.0\n",
      "2012-06-11          76.0\n",
      "2012-06-11          79.0\n",
      "2012-06-12          77.0\n",
      "2012-06-12          76.0\n",
      "2012-06-12          77.0\n",
      "2012-06-12          76.0\n",
      "2012-06-12          75.0\n",
      "2012-06-12          77.0\n",
      "2012-06-12          72.0\n",
      "2012-06-13          77.0\n",
      "2012-06-13          76.0\n",
      "2012-06-13          77.0\n",
      "2012-06-13          70.0\n",
      "2012-06-13          69.0\n",
      "2012-06-13          77.0\n",
      "2012-06-13          70.0\n",
      "2012-06-14          79.0\n",
      "2012-06-14          77.0\n",
      "2012-06-14          73.0\n",
      "2012-06-14          72.0\n",
      "2012-06-14          78.0\n",
      "2012-06-14          73.0\n",
      "2012-06-14          69.0\n",
      "2012-06-14          78.0\n",
      "2012-06-15          72.0\n",
      "2012-06-15          72.0\n",
      "2012-06-15          74.0\n",
      "2012-06-15          73.0\n",
      "2012-06-15          69.0\n",
      "2012-06-15          78.0\n",
      "2012-06-16          70.0\n",
      "2012-06-16          78.0\n",
      "2012-06-16          78.0\n",
      "2012-06-16          77.0\n",
      "2012-06-16          72.0\n",
      "2012-06-16          78.0\n",
      "2012-06-17          73.0\n",
      "2012-06-17          80.0\n",
      "2012-06-17          77.0\n",
      "2012-06-17          74.0\n",
      "2012-06-17          78.0\n",
      "2012-06-17          81.0\n",
      "2012-06-18          71.0\n",
      "2012-06-18          76.0\n",
      "2012-06-18          77.0\n",
      "2012-06-18          73.0\n",
      "2012-06-18          73.0\n",
      "2012-06-18          75.0\n",
      "2012-06-18          75.0\n",
      "2012-06-19          73.0\n",
      "2012-06-19          72.0\n",
      "2012-06-19          72.0\n",
      "2012-06-19          76.0\n",
      "2012-06-19          72.0\n",
      "2012-06-19          70.0\n",
      "2012-06-19          74.0\n",
      "2012-06-20          69.0\n",
      "2012-06-20          70.0\n",
      "2012-06-20          76.0\n",
      "2012-06-20          75.0\n",
      "2012-06-20          71.0\n",
      "2012-06-20          72.0\n",
      "2012-06-20          71.0\n",
      "2012-06-21          76.0\n",
      "2012-06-21          76.0\n",
      "2012-06-21          71.0\n",
      "2012-06-21          75.0\n",
      "2012-06-21          73.0\n",
      "2012-06-21          74.0\n",
      "2012-06-21          76.0\n",
      "2012-06-21          78.0\n",
      "2012-06-21          72.0\n",
      "2012-06-22          76.0\n",
      "2012-06-22          78.0\n",
      "2012-06-22          73.0\n",
      "2012-06-22          72.0\n",
      "2012-06-22          71.0\n",
      "2012-06-22          75.0\n",
      "2012-06-22          72.0\n",
      "2012-06-23          68.0\n",
      "2012-06-23          76.0\n",
      "2012-06-23          76.0\n",
      "2012-06-23          77.0\n",
      "2012-06-23          73.0\n",
      "2012-06-23          73.0\n",
      "2012-06-24          77.0\n",
      "2012-06-24          71.0\n",
      "2012-06-24          76.0\n",
      "2012-06-24          68.0\n",
      "2012-06-24          69.0\n",
      "2012-06-24          81.0\n",
      "2012-06-24          76.0\n",
      "2012-06-25          70.0\n",
      "2012-06-25          74.0\n",
      "2012-06-25          72.0\n",
      "2012-06-25          72.0\n",
      "2012-06-25          77.0\n",
      "2012-06-25          68.0\n",
      "2012-06-25          73.0\n",
      "2012-06-25          73.0\n",
      "2012-06-26          69.0\n",
      "2012-06-26          75.0\n",
      "2012-06-26          72.0\n",
      "2012-06-26          71.0\n",
      "2012-06-26          71.0\n",
      "2012-06-26          71.0\n",
      "2012-06-26          72.0\n",
      "2012-06-26          73.0\n",
      "2012-06-26          72.0\n",
      "2012-06-27          71.0\n",
      "2012-06-27          72.0\n",
      "2012-06-27          75.0\n",
      "2012-06-27          68.0\n",
      "2012-06-27          73.0\n",
      "2012-06-27          74.0\n",
      "2012-06-27          69.0\n",
      "2012-06-27          76.0\n",
      "2012-06-28          76.0\n",
      "2012-06-28          72.0\n",
      "2012-06-28          74.0\n",
      "2012-06-28          75.0\n",
      "2012-06-28          73.0\n",
      "2012-06-28          69.0\n",
      "2012-06-28          77.0\n",
      "2012-06-28          75.0\n",
      "2012-06-29          71.0\n",
      "2012-06-29          76.0\n",
      "2012-06-29          71.0\n",
      "2012-06-29          73.0\n",
      "2012-06-29          79.0\n",
      "2012-06-29          76.0\n",
      "2012-06-29          72.0\n",
      "2012-06-29          76.0\n",
      "2012-06-29          71.0\n",
      "2012-06-30          78.0\n",
      "2012-06-30          79.0\n",
      "2012-06-30          72.0\n",
      "2012-06-30          77.0\n",
      "2012-06-30          78.0\n",
      "2012-06-30          81.0\n",
      "2013-06-01          80.0\n",
      "2013-06-01          76.0\n",
      "2013-06-01          79.0\n",
      "2013-06-01          78.0\n",
      "2013-06-01          75.0\n",
      "2013-06-01          81.0\n",
      "2013-06-02          76.0\n",
      "2013-06-02          78.0\n",
      "2013-06-02          81.0\n",
      "2013-06-02          75.0\n",
      "2013-06-02          72.0\n",
      "2013-06-02          74.0\n",
      "2013-06-03          74.0\n",
      "2013-06-03          77.0\n",
      "2013-06-03          73.0\n",
      "2013-06-03          78.0\n",
      "2013-06-03          78.0\n",
      "2013-06-03          79.0\n",
      "2013-06-03          75.0\n",
      "2013-06-03          75.0\n",
      "2013-06-04          78.0\n",
      "2013-06-04          73.0\n",
      "2013-06-04          76.0\n",
      "2013-06-04          78.0\n",
      "2013-06-04          78.0\n",
      "2013-06-04          80.0\n",
      "2013-06-04          71.0\n",
      "2013-06-04          75.0\n",
      "2013-06-05          73.0\n",
      "2013-06-05          73.0\n",
      "2013-06-05          78.0\n",
      "2013-06-05          78.0\n",
      "2013-06-05          74.0\n",
      "2013-06-05          78.0\n",
      "2013-06-05          79.0\n",
      "2013-06-05          72.0\n",
      "2013-06-06          79.0\n",
      "2013-06-06          72.0\n",
      "2013-06-06          72.0\n",
      "2013-06-06          78.0\n",
      "2013-06-06          79.0\n",
      "2013-06-06          76.0\n",
      "2013-06-06          74.0\n",
      "2013-06-06          74.0\n",
      "2013-06-07          77.0\n",
      "2013-06-07          75.0\n",
      "2013-06-07          73.0\n",
      "2013-06-07          71.0\n",
      "2013-06-07          74.0\n",
      "2013-06-07          75.0\n",
      "2013-06-07          76.0\n",
      "2013-06-07          73.0\n",
      "2013-06-08          77.0\n",
      "2013-06-08          75.0\n",
      "2013-06-08          78.0\n",
      "2013-06-08          77.0\n",
      "2013-06-08          74.0\n",
      "2013-06-08          79.0\n",
      "2013-06-08          81.0\n",
      "2013-06-09          73.0\n",
      "2013-06-09          79.0\n",
      "2013-06-09          71.0\n",
      "2013-06-09          79.0\n",
      "2013-06-09          79.0\n",
      "2013-06-09          75.0\n",
      "2013-06-09          77.0\n",
      "2013-06-10          74.0\n",
      "2013-06-10          77.0\n",
      "2013-06-10          77.0\n",
      "2013-06-10          73.0\n",
      "2013-06-10          78.0\n",
      "2013-06-10          77.0\n",
      "2013-06-10          72.0\n",
      "2013-06-10          75.0\n",
      "2013-06-11          77.0\n",
      "2013-06-11          74.0\n",
      "2013-06-11          72.0\n",
      "2013-06-11          77.0\n",
      "2013-06-11          75.0\n",
      "2013-06-11          75.0\n",
      "2013-06-11          76.0\n",
      "2013-06-12          74.0\n",
      "2013-06-12          73.0\n",
      "2013-06-12          72.0\n",
      "2013-06-12          77.0\n",
      "2013-06-12          75.0\n",
      "2013-06-12          78.0\n",
      "2013-06-12          81.0\n",
      "2013-06-12          74.0\n",
      "2013-06-13          72.0\n",
      "2013-06-13          77.0\n",
      "2013-06-13          76.0\n",
      "2013-06-13          77.0\n",
      "2013-06-13          73.0\n",
      "2013-06-13          72.0\n",
      "2013-06-13          74.0\n",
      "2013-06-13          78.0\n",
      "2013-06-14          75.0\n",
      "2013-06-14          76.0\n",
      "2013-06-14          75.0\n",
      "2013-06-14          69.0\n",
      "2013-06-14          76.0\n",
      "2013-06-14          72.0\n",
      "2013-06-14          73.0\n",
      "2013-06-14          73.0\n",
      "2013-06-15          78.0\n",
      "2013-06-15          78.0\n",
      "2013-06-15          73.0\n",
      "2013-06-15          77.0\n",
      "2013-06-15          70.0\n",
      "2013-06-15          74.0\n",
      "2013-06-16          75.0\n",
      "2013-06-16          76.0\n",
      "2013-06-16          78.0\n",
      "2013-06-16          78.0\n",
      "2013-06-16          74.0\n",
      "2013-06-16          81.0\n",
      "2013-06-16          77.0\n",
      "2013-06-17          74.0\n",
      "2013-06-17          76.0\n",
      "2013-06-17          74.0\n",
      "2013-06-17          76.0\n",
      "2013-06-17          72.0\n",
      "2013-06-17          70.0\n",
      "2013-06-17          73.0\n",
      "2013-06-17          77.0\n",
      "2013-06-18          76.0\n",
      "2013-06-18          73.0\n",
      "2013-06-18          74.0\n",
      "2013-06-18          73.0\n",
      "2013-06-18          71.0\n",
      "2013-06-18          77.0\n",
      "2013-06-18          76.0\n",
      "2013-06-18          78.0\n",
      "2013-06-19          70.0\n",
      "2013-06-19          78.0\n",
      "2013-06-19          76.0\n",
      "2013-06-19          74.0\n",
      "2013-06-19          73.0\n",
      "2013-06-19          70.0\n",
      "2013-06-19          80.0\n",
      "2013-06-19          77.0\n",
      "2013-06-20          71.0\n",
      "2013-06-20          69.0\n",
      "2013-06-20          72.0\n",
      "2013-06-20          68.0\n",
      "2013-06-20          70.0\n",
      "2013-06-20          73.0\n",
      "2013-06-20          69.0\n",
      "2013-06-20          72.0\n",
      "2013-06-21          73.0\n",
      "2013-06-21          76.0\n",
      "2013-06-21          68.0\n",
      "2013-06-21          68.0\n",
      "2013-06-21          78.0\n",
      "2013-06-21          72.0\n",
      "2013-06-21          70.0\n",
      "2013-06-22          77.0\n",
      "2013-06-22          75.0\n",
      "2013-06-22          74.0\n",
      "2013-06-22          79.0\n",
      "2013-06-22          75.0\n",
      "2013-06-22          69.0\n",
      "2013-06-23          77.0\n",
      "2013-06-23          74.0\n",
      "2013-06-23          74.0\n",
      "2013-06-23          74.0\n",
      "2013-06-23          75.0\n",
      "2013-06-23          70.0\n",
      "2013-06-24          73.0\n",
      "2013-06-24          75.0\n",
      "2013-06-24          71.0\n",
      "2013-06-24          76.0\n",
      "2013-06-24          69.0\n",
      "2013-06-24          70.0\n",
      "2013-06-25          72.0\n",
      "2013-06-25          69.0\n",
      "2013-06-25          71.0\n",
      "2013-06-25          74.0\n",
      "2013-06-25          74.0\n",
      "2013-06-25          70.0\n",
      "2013-06-25          71.0\n",
      "2013-06-25          73.0\n",
      "2013-06-26          70.0\n",
      "2013-06-26          67.0\n",
      "2013-06-26          72.0\n",
      "2013-06-26          73.0\n",
      "2013-06-26          70.0\n",
      "2013-06-26          78.0\n",
      "2013-06-26          75.0\n",
      "2013-06-26          70.0\n",
      "2013-06-27          73.0\n",
      "2013-06-27          66.0\n",
      "2013-06-27          77.0\n",
      "2013-06-27          72.0\n",
      "2013-06-27          71.0\n",
      "2013-06-27          77.0\n",
      "2013-06-27          71.0\n",
      "2013-06-27          76.0\n",
      "2013-06-28          78.0\n",
      "2013-06-28          78.0\n",
      "2013-06-28          70.0\n",
      "2013-06-28          70.0\n",
      "2013-06-28          71.0\n",
      "2013-06-28          76.0\n",
      "2013-06-29          70.0\n",
      "2013-06-29          77.0\n",
      "2013-06-29          80.0\n",
      "2013-06-29          67.0\n",
      "2013-06-29          71.0\n",
      "2013-06-29          73.0\n",
      "2013-06-30          75.0\n",
      "2013-06-30          78.0\n",
      "2013-06-30          79.0\n",
      "2013-06-30          80.0\n",
      "2013-06-30          77.0\n",
      "2013-06-30          72.0\n",
      "2014-06-01          77.0\n",
      "2014-06-01          79.0\n",
      "2014-06-01          74.0\n",
      "2014-06-01          77.0\n",
      "2014-06-01          78.0\n",
      "2014-06-01          72.0\n",
      "2014-06-01          79.0\n",
      "2014-06-02          74.0\n",
      "2014-06-02          76.0\n",
      "2014-06-02          78.0\n",
      "2014-06-02          68.0\n",
      "2014-06-02          77.0\n",
      "2014-06-02          77.0\n",
      "2014-06-02          75.0\n",
      "2014-06-02          72.0\n",
      "2014-06-03          73.0\n",
      "2014-06-03          73.0\n",
      "2014-06-03          74.0\n",
      "2014-06-03          77.0\n",
      "2014-06-03          78.0\n",
      "2014-06-03          79.0\n",
      "2014-06-03          67.0\n",
      "2014-06-04          77.0\n",
      "2014-06-04          76.0\n",
      "2014-06-04          79.0\n",
      "2014-06-04          73.0\n",
      "2014-06-04          73.0\n",
      "2014-06-04          75.0\n",
      "2014-06-04          77.0\n",
      "2014-06-04          71.0\n",
      "2014-06-05          78.0\n",
      "2014-06-05          72.0\n",
      "2014-06-05          78.0\n",
      "2014-06-05          76.0\n",
      "2014-06-05          76.0\n",
      "2014-06-05          75.0\n",
      "2014-06-05          73.0\n",
      "2014-06-06          74.0\n",
      "2014-06-06          71.0\n",
      "2014-06-06          74.0\n",
      "2014-06-06          77.0\n",
      "2014-06-06          75.0\n",
      "2014-06-06          78.0\n",
      "2014-06-06          70.0\n",
      "2014-06-06          72.0\n",
      "2014-06-07          77.0\n",
      "2014-06-07          78.0\n",
      "2014-06-07          79.0\n",
      "2014-06-07          74.0\n",
      "2014-06-07          73.0\n",
      "2014-06-07          79.0\n",
      "2014-06-07          79.0\n",
      "2014-06-08          73.0\n",
      "2014-06-08          75.0\n",
      "2014-06-08          75.0\n",
      "2014-06-08          80.0\n",
      "2014-06-08          78.0\n",
      "2014-06-08          80.0\n",
      "2014-06-09          78.0\n",
      "2014-06-09          73.0\n",
      "2014-06-09          75.0\n",
      "2014-06-09          72.0\n",
      "2014-06-09          79.0\n",
      "2014-06-09          79.0\n",
      "2014-06-09          70.0\n",
      "2014-06-09          75.0\n",
      "2014-06-10          79.0\n",
      "2014-06-10          69.0\n",
      "2014-06-10          73.0\n",
      "2014-06-10          68.0\n",
      "2014-06-10          79.0\n",
      "2014-06-10          76.0\n",
      "2014-06-10          70.0\n",
      "2014-06-10          72.0\n",
      "2014-06-11          74.0\n",
      "2014-06-11          78.0\n",
      "2014-06-11          82.0\n",
      "2014-06-11          80.0\n",
      "2014-06-11          84.0\n",
      "2014-06-11          76.0\n",
      "2014-06-11          76.0\n",
      "2014-06-12          80.0\n",
      "2014-06-12          72.0\n",
      "2014-06-12          78.0\n",
      "2014-06-12          79.0\n",
      "2014-06-12          76.0\n",
      "2014-06-12          78.0\n",
      "2014-06-12          73.0\n",
      "2014-06-12          82.0\n",
      "2014-06-13          72.0\n",
      "2014-06-13          79.0\n",
      "2014-06-13          77.0\n",
      "2014-06-13          79.0\n",
      "2014-06-13          77.0\n",
      "2014-06-13          73.0\n",
      "2014-06-13          79.0\n",
      "2014-06-13          76.0\n",
      "2014-06-14          78.0\n",
      "2014-06-14          77.0\n",
      "2014-06-14          78.0\n",
      "2014-06-14          80.0\n",
      "2014-06-14          79.0\n",
      "2014-06-14          75.0\n",
      "2014-06-14          79.0\n",
      "2014-06-15          75.0\n",
      "2014-06-15          80.0\n",
      "2014-06-15          78.0\n",
      "2014-06-15          79.0\n",
      "2014-06-15          81.0\n",
      "2014-06-15          73.0\n",
      "2014-06-16          70.0\n",
      "2014-06-16          77.0\n",
      "2014-06-16          69.0\n",
      "2014-06-16          75.0\n",
      "2014-06-16          77.0\n",
      "2014-06-16          74.0\n",
      "2014-06-16          76.0\n",
      "2014-06-16          78.0\n",
      "2014-06-17          68.0\n",
      "2014-06-17          75.0\n",
      "2014-06-17          70.0\n",
      "2014-06-17          79.0\n",
      "2014-06-17          72.0\n",
      "2014-06-17          71.0\n",
      "2014-06-17          77.0\n",
      "2014-06-18          78.0\n",
      "2014-06-18          74.0\n",
      "2014-06-18          69.0\n",
      "2014-06-18          78.0\n",
      "2014-06-18          76.0\n",
      "2014-06-18          76.0\n",
      "2014-06-18          69.0\n",
      "2014-06-18          69.0\n",
      "2014-06-19          75.0\n",
      "2014-06-19          77.0\n",
      "2014-06-19          77.0\n",
      "2014-06-19          73.0\n",
      "2014-06-19          72.0\n",
      "2014-06-19          78.0\n",
      "2014-06-19          70.0\n",
      "2014-06-19          80.0\n",
      "2014-06-20          74.0\n",
      "2014-06-20          70.0\n",
      "2014-06-20          68.0\n",
      "2014-06-20          73.0\n",
      "2014-06-20          74.0\n",
      "2014-06-20          68.0\n",
      "2014-06-20          70.0\n",
      "2014-06-20          81.0\n",
      "2014-06-21          71.0\n",
      "2014-06-21          74.0\n",
      "2014-06-21          75.0\n",
      "2014-06-21          78.0\n",
      "2014-06-21          75.0\n",
      "2014-06-21          77.0\n",
      "2014-06-21          73.0\n",
      "2014-06-22          70.0\n",
      "2014-06-22          79.0\n",
      "2014-06-22          76.0\n",
      "2014-06-22          75.0\n",
      "2014-06-22          75.0\n",
      "2014-06-22          72.0\n",
      "2014-06-23          76.0\n",
      "2014-06-23          77.0\n",
      "2014-06-23          76.0\n",
      "2014-06-23          71.0\n",
      "2014-06-23          70.0\n",
      "2014-06-23          69.0\n",
      "2014-06-23          70.0\n",
      "2014-06-24          75.0\n",
      "2014-06-24          84.0\n",
      "2014-06-24          70.0\n",
      "2014-06-24          73.0\n",
      "2014-06-24          71.0\n",
      "2014-06-24          70.0\n",
      "2014-06-24          77.0\n",
      "2014-06-25          79.0\n",
      "2014-06-25          72.0\n",
      "2014-06-25          73.0\n",
      "2014-06-25          74.0\n",
      "2014-06-25          70.0\n",
      "2014-06-25          74.0\n",
      "2014-06-25          74.0\n",
      "2014-06-26          72.0\n",
      "2014-06-26          74.0\n",
      "2014-06-26          76.0\n",
      "2014-06-26          71.0\n",
      "2014-06-26          71.0\n",
      "2014-06-26          70.0\n",
      "2014-06-26          79.0\n",
      "2014-06-27          68.0\n",
      "2014-06-27          79.0\n",
      "2014-06-27          72.0\n",
      "2014-06-27          78.0\n",
      "2014-06-27          81.0\n",
      "2014-06-27          74.0\n",
      "2014-06-27          70.0\n",
      "2014-06-28          79.0\n",
      "2014-06-28          76.0\n",
      "2014-06-28          71.0\n",
      "2014-06-28          76.0\n",
      "2014-06-28          77.0\n",
      "2014-06-29          79.0\n",
      "2014-06-29          78.0\n",
      "2014-06-29          70.0\n",
      "2014-06-29          77.0\n",
      "2014-06-29          73.0\n",
      "2014-06-29          72.0\n",
      "2014-06-29          74.0\n",
      "2014-06-30          79.0\n",
      "2014-06-30          69.0\n",
      "2014-06-30          79.0\n",
      "2014-06-30          76.0\n",
      "2014-06-30          75.0\n",
      "2014-06-30          71.0\n",
      "2015-06-01          70.0\n",
      "2015-06-01          77.0\n",
      "2015-06-01          78.0\n",
      "2015-06-01          76.0\n",
      "2015-06-01          69.0\n",
      "2015-06-01          78.0\n",
      "2015-06-02          67.0\n",
      "2015-06-02          72.0\n",
      "2015-06-02          68.0\n",
      "2015-06-02          78.0\n",
      "2015-06-02          78.0\n",
      "2015-06-03          75.0\n",
      "2015-06-03          72.0\n",
      "2015-06-03          71.0\n",
      "2015-06-03          75.0\n",
      "2015-06-03          79.0\n",
      "2015-06-03          77.0\n",
      "2015-06-03          68.0\n",
      "2015-06-04          70.0\n",
      "2015-06-04          76.0\n",
      "2015-06-04          72.0\n",
      "2015-06-04          68.0\n",
      "2015-06-04          77.0\n",
      "2015-06-04          71.0\n",
      "2015-06-04          75.0\n",
      "2015-06-05          79.0\n",
      "2015-06-05          70.0\n",
      "2015-06-05          71.0\n",
      "2015-06-05          76.0\n",
      "2015-06-05          75.0\n",
      "2015-06-05          68.0\n",
      "2015-06-05          78.0\n",
      "2015-06-06          78.0\n",
      "2015-06-06          76.0\n",
      "2015-06-06          80.0\n",
      "2015-06-06          78.0\n",
      "2015-06-06          79.0\n",
      "2015-06-06          71.0\n",
      "2015-06-07          75.0\n",
      "2015-06-07          72.0\n",
      "2015-06-07          78.0\n",
      "2015-06-07          78.0\n",
      "2015-06-07          77.0\n",
      "2015-06-08          77.0\n",
      "2015-06-08          74.0\n",
      "2015-06-08          70.0\n",
      "2015-06-08          72.0\n",
      "2015-06-08          74.0\n",
      "2015-06-08          71.0\n",
      "2015-06-08          78.0\n",
      "2015-06-09          79.0\n",
      "2015-06-09          72.0\n",
      "2015-06-09          69.0\n",
      "2015-06-09          78.0\n",
      "2015-06-09          77.0\n",
      "2015-06-09          74.0\n",
      "2015-06-09          69.0\n",
      "2015-06-10          77.0\n",
      "2015-06-10          78.0\n",
      "2015-06-10          77.0\n",
      "2015-06-10          72.0\n",
      "2015-06-10          74.0\n",
      "2015-06-10          80.0\n",
      "2015-06-10          71.0\n",
      "2015-06-11          76.0\n",
      "2015-06-11          72.0\n",
      "2015-06-11          72.0\n",
      "2015-06-11          69.0\n",
      "2015-06-11          78.0\n",
      "2015-06-11          76.0\n",
      "2015-06-12          66.0\n",
      "2015-06-12          71.0\n",
      "2015-06-12          71.0\n",
      "2015-06-12          77.0\n",
      "2015-06-12          69.0\n",
      "2015-06-12          78.0\n",
      "2015-06-12          78.0\n",
      "2015-06-12          78.0\n",
      "2015-06-13          72.0\n",
      "2015-06-13          77.0\n",
      "2015-06-13          78.0\n",
      "2015-06-13          79.0\n",
      "2015-06-13          72.0\n",
      "2015-06-14          78.0\n",
      "2015-06-14          78.0\n",
      "2015-06-14          79.0\n",
      "2015-06-14          75.0\n",
      "2015-06-14          79.0\n",
      "2015-06-14          69.0\n",
      "2015-06-15          78.0\n",
      "2015-06-15          71.0\n",
      "2015-06-15          78.0\n",
      "2015-06-15          79.0\n",
      "2015-06-15          79.0\n",
      "2015-06-15          67.0\n",
      "2015-06-15          76.0\n",
      "2015-06-15          70.0\n",
      "2015-06-16          77.0\n",
      "2015-06-16          78.0\n",
      "2015-06-16          79.0\n",
      "2015-06-16          69.0\n",
      "2015-06-16          72.0\n",
      "2015-06-16          75.0\n",
      "2015-06-16          79.0\n",
      "2015-06-16          73.0\n",
      "2015-06-17          77.0\n",
      "2015-06-17          77.0\n",
      "2015-06-17          70.0\n",
      "2015-06-17          70.0\n",
      "2015-06-17          74.0\n",
      "2015-06-17          72.0\n",
      "2015-06-17          75.0\n",
      "2015-06-17          72.0\n",
      "2015-06-18          72.0\n",
      "2015-06-18          71.0\n",
      "2015-06-18          79.0\n",
      "2015-06-18          72.0\n",
      "2015-06-18          79.0\n",
      "2015-06-18          76.0\n",
      "2015-06-18          74.0\n",
      "2015-06-18          78.0\n",
      "2015-06-19          78.0\n",
      "2015-06-19          72.0\n",
      "2015-06-19          77.0\n",
      "2015-06-19          72.0\n",
      "2015-06-19          80.0\n",
      "2015-06-19          72.0\n",
      "2015-06-19          78.0\n",
      "2015-06-19          76.0\n",
      "2015-06-20          75.0\n",
      "2015-06-20          78.0\n",
      "2015-06-20          71.0\n",
      "2015-06-20          76.0\n",
      "2015-06-20          78.0\n",
      "2015-06-20          73.0\n",
      "2015-06-21          73.0\n",
      "2015-06-21          75.0\n",
      "2015-06-21          80.0\n",
      "2015-06-21          77.0\n",
      "2015-06-21          79.0\n",
      "2015-06-21          79.0\n",
      "2015-06-22          78.0\n",
      "2015-06-22          79.0\n",
      "2015-06-22          79.0\n",
      "2015-06-22          70.0\n",
      "2015-06-22          75.0\n",
      "2015-06-22          71.0\n",
      "2015-06-22          79.0\n",
      "2015-06-22          72.0\n",
      "2015-06-23          75.0\n",
      "2015-06-23          78.0\n",
      "2015-06-23          73.0\n",
      "2015-06-23          79.0\n",
      "2015-06-23          73.0\n",
      "2015-06-23          76.0\n",
      "2015-06-23          77.0\n",
      "2015-06-23          78.0\n",
      "2015-06-24          75.0\n",
      "2015-06-24          72.0\n",
      "2015-06-24          79.0\n",
      "2015-06-24          73.0\n",
      "2015-06-24          79.0\n",
      "2015-06-24          79.0\n",
      "2015-06-24          77.0\n",
      "2015-06-24          71.0\n",
      "2015-06-25          70.0\n",
      "2015-06-25          77.0\n",
      "2015-06-25          75.0\n",
      "2015-06-25          79.0\n",
      "2015-06-25          71.0\n",
      "2015-06-25          78.0\n",
      "2015-06-25          71.0\n",
      "2015-06-25          79.0\n",
      "2015-06-26          70.0\n",
      "2015-06-26          78.0\n",
      "2015-06-26          79.0\n",
      "2015-06-26          77.0\n",
      "2015-06-26          74.0\n",
      "2015-06-26          71.0\n",
      "2015-06-26          76.0\n",
      "2015-06-27          80.0\n",
      "2015-06-27          75.0\n",
      "2015-06-27          81.0\n",
      "2015-06-27          76.0\n",
      "2015-06-27          81.0\n",
      "2015-06-27          74.0\n",
      "2015-06-28          78.0\n",
      "2015-06-28          80.0\n",
      "2015-06-28          72.0\n",
      "2015-06-28          76.0\n",
      "2015-06-29          74.0\n",
      "2015-06-29          80.0\n",
      "2015-06-29          70.0\n",
      "2015-06-29          72.0\n",
      "2015-06-29          75.0\n",
      "2015-06-29          79.0\n",
      "2015-06-29          79.0\n",
      "2015-06-30          72.0\n",
      "2015-06-30          72.0\n",
      "2015-06-30          74.0\n",
      "2015-06-30          78.0\n",
      "2015-06-30          81.0\n",
      "2015-06-30          69.0\n",
      "2016-06-01          64.0\n",
      "2016-06-01          70.0\n",
      "2016-06-01          76.0\n",
      "2016-06-01          69.0\n",
      "2016-06-01          75.0\n",
      "2016-06-01          71.0\n",
      "2016-06-01          70.0\n",
      "2016-06-02          75.0\n",
      "2016-06-02          67.0\n",
      "2016-06-02          74.0\n",
      "2016-06-02          71.0\n",
      "2016-06-02          69.0\n",
      "2016-06-02          65.0\n",
      "2016-06-02          71.0\n",
      "2016-06-03          70.0\n",
      "2016-06-03          75.0\n",
      "2016-06-03          68.0\n",
      "2016-06-03          75.0\n",
      "2016-06-03          70.0\n",
      "2016-06-03          75.0\n",
      "2016-06-03          71.0\n",
      "2016-06-04          68.0\n",
      "2016-06-04          65.0\n",
      "2016-06-04          75.0\n",
      "2016-06-04          74.0\n",
      "2016-06-05          73.0\n",
      "2016-06-05          76.0\n",
      "2016-06-05          70.0\n",
      "2016-06-05          70.0\n",
      "2016-06-05          73.0\n",
      "2016-06-06          78.0\n",
      "2016-06-06          72.0\n",
      "2016-06-06          74.0\n",
      "2016-06-06          78.0\n",
      "2016-06-06          72.0\n",
      "2016-06-06          76.0\n",
      "2016-06-07          77.0\n",
      "2016-06-07          75.0\n",
      "2016-06-07          78.0\n",
      "2016-06-07          71.0\n",
      "2016-06-07          77.0\n",
      "2016-06-07          74.0\n",
      "2016-06-07          75.0\n",
      "2016-06-08          80.0\n",
      "2016-06-08          77.0\n",
      "2016-06-08          74.0\n",
      "2016-06-08          73.0\n",
      "2016-06-08          77.0\n",
      "2016-06-08          74.0\n",
      "2016-06-08          71.0\n",
      "2016-06-09          73.0\n",
      "2016-06-09          71.0\n",
      "2016-06-09          72.0\n",
      "2016-06-09          69.0\n",
      "2016-06-09          76.0\n",
      "2016-06-09          71.0\n",
      "2016-06-09          75.0\n",
      "2016-06-10          70.0\n",
      "2016-06-10          78.0\n",
      "2016-06-10          77.0\n",
      "2016-06-10          75.0\n",
      "2016-06-10          73.0\n",
      "2016-06-10          75.0\n",
      "2016-06-11          72.0\n",
      "2016-06-11          75.0\n",
      "2016-06-11          78.0\n",
      "2016-06-11          73.0\n",
      "2016-06-11          77.0\n",
      "2016-06-11          78.0\n",
      "2016-06-12          75.0\n",
      "2016-06-12          74.0\n",
      "2016-06-12          77.0\n",
      "2016-06-12          75.0\n",
      "2016-06-12          77.0\n",
      "2016-06-12          78.0\n",
      "2016-06-13          78.0\n",
      "2016-06-13          80.0\n",
      "2016-06-13          76.0\n",
      "2016-06-13          76.0\n",
      "2016-06-13          78.0\n",
      "2016-06-13          73.0\n",
      "2016-06-13          79.0\n",
      "2016-06-14          76.0\n",
      "2016-06-14          79.0\n",
      "2016-06-14          81.0\n",
      "2016-06-14          75.0\n",
      "2016-06-14          79.0\n",
      "2016-06-14          79.0\n",
      "2016-06-14          72.0\n",
      "2016-06-15          80.0\n",
      "2016-06-15          78.0\n",
      "2016-06-15          76.0\n",
      "2016-06-15          78.0\n",
      "2016-06-15          78.0\n",
      "2016-06-15          70.0\n",
      "2016-06-15          76.0\n",
      "2016-06-16          76.0\n",
      "2016-06-16          70.0\n",
      "2016-06-16          76.0\n",
      "2016-06-16          79.0\n",
      "2016-06-16          77.0\n",
      "2016-06-16          75.0\n",
      "2016-06-17          71.0\n",
      "2016-06-17          75.0\n",
      "2016-06-17          69.0\n",
      "2016-06-17          73.0\n",
      "2016-06-17          73.0\n",
      "2016-06-17          76.0\n",
      "2016-06-17          76.0\n",
      "2016-06-18          73.0\n",
      "2016-06-18          75.0\n",
      "2016-06-18          78.0\n",
      "2016-06-18          77.0\n",
      "2016-06-18          75.0\n",
      "2016-06-18          77.0\n",
      "2016-06-19          79.0\n",
      "2016-06-19          75.0\n",
      "2016-06-19          77.0\n",
      "2016-06-19          79.0\n",
      "2016-06-19          74.0\n",
      "2016-06-19          75.0\n",
      "2016-06-20          74.0\n",
      "2016-06-20          74.0\n",
      "2016-06-20          80.0\n",
      "2016-06-20          72.0\n",
      "2016-06-20          79.0\n",
      "2016-06-20          72.0\n",
      "2016-06-20          78.0\n",
      "2016-06-21          80.0\n",
      "2016-06-21          72.0\n",
      "2016-06-21          76.0\n",
      "2016-06-21          77.0\n",
      "2016-06-21          76.0\n",
      "2016-06-21          73.0\n",
      "2016-06-21          71.0\n",
      "2016-06-22          76.0\n",
      "2016-06-22          73.0\n",
      "2016-06-22          79.0\n",
      "2016-06-22          78.0\n",
      "2016-06-22          75.0\n",
      "2016-06-22          79.0\n",
      "2016-06-22          79.0\n",
      "2016-06-23          80.0\n",
      "2016-06-23          73.0\n",
      "2016-06-23          74.0\n",
      "2016-06-23          72.0\n",
      "2016-06-23          79.0\n",
      "2016-06-23          79.0\n",
      "2016-06-23          79.0\n",
      "2016-06-24          78.0\n",
      "2016-06-24          77.0\n",
      "2016-06-24          77.0\n",
      "2016-06-24          76.0\n",
      "2016-06-24          78.0\n",
      "2016-06-24          80.0\n",
      "2016-06-25          77.0\n",
      "2016-06-25          71.0\n",
      "2016-06-25          73.0\n",
      "2016-06-25          74.0\n",
      "2016-06-25          78.0\n",
      "2016-06-25          80.0\n",
      "2016-06-26          74.0\n",
      "2016-06-26          79.0\n",
      "2016-06-26          79.0\n",
      "2016-06-26          79.0\n",
      "2016-06-26          77.0\n",
      "2016-06-26          75.0\n",
      "2016-06-27          72.0\n",
      "2016-06-27          81.0\n",
      "2016-06-27          72.0\n",
      "2016-06-27          72.0\n",
      "2016-06-27          80.0\n",
      "2016-06-27          78.0\n",
      "2016-06-27          75.0\n",
      "2016-06-28          78.0\n",
      "2016-06-28          78.0\n",
      "2016-06-28          71.0\n",
      "2016-06-28          76.0\n",
      "2016-06-28          74.0\n",
      "2016-06-28          78.0\n",
      "2016-06-28          74.0\n",
      "2016-06-29          77.0\n",
      "2016-06-29          80.0\n",
      "2016-06-29          79.0\n",
      "2016-06-29          79.0\n",
      "2016-06-29          72.0\n",
      "2016-06-29          76.0\n",
      "2016-06-29          80.0\n",
      "2016-06-30          77.0\n",
      "2016-06-30          81.0\n",
      "2016-06-30          78.0\n",
      "2016-06-30          77.0\n",
      "2016-06-30          79.0\n",
      "2016-06-30          80.0\n",
      "2017-06-01          74.0\n",
      "2017-06-01          81.0\n",
      "2017-06-01          79.0\n",
      "2017-06-01          76.0\n",
      "2017-06-01          79.0\n",
      "2017-06-01          80.0\n",
      "2017-06-02          76.0\n",
      "2017-06-02          79.0\n",
      "2017-06-02          78.0\n",
      "2017-06-02          81.0\n",
      "2017-06-02          79.0\n",
      "2017-06-02          76.0\n",
      "2017-06-03          74.0\n",
      "2017-06-03          79.0\n",
      "2017-06-03          76.0\n",
      "2017-06-03          79.0\n",
      "2017-06-03          80.0\n",
      "2017-06-03          76.0\n",
      "2017-06-04          77.0\n",
      "2017-06-04          78.0\n",
      "2017-06-04          77.0\n",
      "2017-06-04          79.0\n",
      "2017-06-04          79.0\n",
      "2017-06-04          81.0\n",
      "2017-06-05          78.0\n",
      "2017-06-05          76.0\n",
      "2017-06-05          74.0\n",
      "2017-06-05          80.0\n",
      "2017-06-05          81.0\n",
      "2017-06-05          75.0\n",
      "2017-06-05          78.0\n",
      "2017-06-06          78.0\n",
      "2017-06-06          75.0\n",
      "2017-06-06          79.0\n",
      "2017-06-06          80.0\n",
      "2017-06-06          80.0\n",
      "2017-06-06          75.0\n",
      "2017-06-06          74.0\n",
      "2017-06-07          79.0\n",
      "2017-06-07          79.0\n",
      "2017-06-07          75.0\n",
      "2017-06-07          81.0\n",
      "2017-06-07          78.0\n",
      "2017-06-07          80.0\n",
      "2017-06-07          75.0\n",
      "2017-06-08          75.0\n",
      "2017-06-08          79.0\n",
      "2017-06-08          76.0\n",
      "2017-06-08          78.0\n",
      "2017-06-08          75.0\n",
      "2017-06-08          80.0\n",
      "2017-06-08          77.0\n",
      "2017-06-09          80.0\n",
      "2017-06-09          81.0\n",
      "2017-06-09          72.0\n",
      "2017-06-09          78.0\n",
      "2017-06-09          80.0\n",
      "2017-06-09          78.0\n",
      "2017-06-10          75.0\n",
      "2017-06-10          72.0\n",
      "2017-06-10          74.0\n",
      "2017-06-10          75.0\n",
      "2017-06-10          77.0\n",
      "2017-06-10          78.0\n",
      "2017-06-11          81.0\n",
      "2017-06-11          79.0\n",
      "2017-06-11          76.0\n",
      "2017-06-11          74.0\n",
      "2017-06-11          73.0\n",
      "2017-06-11          79.0\n",
      "2017-06-12          74.0\n",
      "2017-06-12          76.0\n",
      "2017-06-12          83.0\n",
      "2017-06-12          79.0\n",
      "2017-06-12          80.0\n",
      "2017-06-12          74.0\n",
      "2017-06-13          73.0\n",
      "2017-06-13          76.0\n",
      "2017-06-13          77.0\n",
      "2017-06-13          80.0\n",
      "2017-06-13          81.0\n",
      "2017-06-13          75.0\n",
      "2017-06-13          76.0\n",
      "2017-06-14          79.0\n",
      "2017-06-14          76.0\n",
      "2017-06-14          80.0\n",
      "2017-06-14          74.0\n",
      "2017-06-14          74.0\n",
      "2017-06-14          78.0\n",
      "2017-06-14          80.0\n",
      "2017-06-15          75.0\n",
      "2017-06-15          78.0\n",
      "2017-06-15          77.0\n",
      "2017-06-15          77.0\n",
      "2017-06-15          78.0\n",
      "2017-06-15          78.0\n",
      "2017-06-15          77.0\n",
      "2017-06-16          73.0\n",
      "2017-06-16          76.0\n",
      "2017-06-16          80.0\n",
      "2017-06-16          74.0\n",
      "2017-06-16          80.0\n",
      "2017-06-16          79.0\n",
      "2017-06-16          78.0\n",
      "2017-06-17          79.0\n",
      "2017-06-17          72.0\n",
      "2017-06-17          78.0\n",
      "2017-06-17          80.0\n",
      "2017-06-17          77.0\n",
      "2017-06-17          77.0\n",
      "2017-06-18          72.0\n",
      "2017-06-18          77.0\n",
      "2017-06-18          75.0\n",
      "2017-06-18          77.0\n",
      "2017-06-18          77.0\n",
      "2017-06-18          78.0\n",
      "2017-06-19          80.0\n",
      "2017-06-19          78.0\n",
      "2017-06-19          72.0\n",
      "2017-06-19          78.0\n",
      "2017-06-19          78.0\n",
      "2017-06-19          76.0\n",
      "2017-06-19          77.0\n",
      "2017-06-20          77.0\n",
      "2017-06-20          72.0\n",
      "2017-06-20          78.0\n",
      "2017-06-20          79.0\n",
      "2017-06-20          74.0\n",
      "2017-06-20          75.0\n",
      "2017-06-21          75.0\n",
      "2017-06-21          80.0\n",
      "2017-06-21          76.0\n",
      "2017-06-21          79.0\n",
      "2017-06-21          82.0\n",
      "2017-06-21          74.0\n",
      "2017-06-22          80.0\n",
      "2017-06-22          80.0\n",
      "2017-06-22          81.0\n",
      "2017-06-22          77.0\n",
      "2017-06-22          76.0\n",
      "2017-06-22          72.0\n",
      "2017-06-23          72.0\n",
      "2017-06-23          76.0\n",
      "2017-06-23          76.0\n",
      "2017-06-23          79.0\n",
      "2017-06-23          76.0\n",
      "2017-06-23          78.0\n",
      "2017-06-23          71.0\n",
      "2017-06-24          77.0\n",
      "2017-06-24          74.0\n",
      "2017-06-24          82.0\n",
      "2017-06-24          73.0\n",
      "2017-06-24          80.0\n",
      "2017-06-25          79.0\n",
      "2017-06-25          73.0\n",
      "2017-06-25          80.0\n",
      "2017-06-25          80.0\n",
      "2017-06-25          71.0\n",
      "2017-06-26          77.0\n",
      "2017-06-26          81.0\n",
      "2017-06-26          73.0\n",
      "2017-06-26          79.0\n",
      "2017-06-26          80.0\n",
      "2017-06-26          82.0\n",
      "2017-06-26          81.0\n",
      "2017-06-27          76.0\n",
      "2017-06-27          81.0\n",
      "2017-06-27          80.0\n",
      "2017-06-27          77.0\n",
      "2017-06-27          74.0\n",
      "2017-06-27          80.0\n",
      "2017-06-28          79.0\n",
      "2017-06-28          74.0\n",
      "2017-06-28          80.0\n",
      "2017-06-28          77.0\n",
      "2017-06-28          77.0\n",
      "2017-06-28          79.0\n",
      "2017-06-29          76.0\n",
      "2017-06-29          76.0\n",
      "2017-06-29          79.0\n",
      "2017-06-29          76.0\n",
      "2017-06-29          78.0\n",
      "2017-06-29          76.0\n",
      "2017-06-29          79.0\n",
      "2017-06-30          74.0\n",
      "2017-06-30          81.0\n",
      "2017-06-30          76.0\n",
      "2017-06-30          75.0\n",
      "2017-06-30          75.0\n",
      "2017-06-30          74.0\n",
      "2017-06-30          75.0\n"
     ]
    }
   ],
   "source": [
    "df = df.sort_index()\n",
    "print(df.to_string(index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  date  temperatures\n",
      "date                                \n",
      "2010-06-01  2010-06-01          78.0\n",
      "2010-06-01  2010-06-01          73.0\n",
      "2010-06-01  2010-06-01          77.0\n",
      "2010-06-01  2010-06-01          69.0\n",
      "2010-06-01  2010-06-01          76.0\n",
      "...                ...           ...\n",
      "2017-06-30  2017-06-30          76.0\n",
      "2017-06-30  2017-06-30          75.0\n",
      "2017-06-30  2017-06-30          75.0\n",
      "2017-06-30  2017-06-30          74.0\n",
      "2017-06-30  2017-06-30          75.0\n",
      "\n",
      "[1700 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "# 5. Calculate and print out the summary statistics for the June temperature DataFrame.\n",
    "df.describe()\n",
    "print (df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram\n",
    "df.plot.hist(bins=12)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1_list = []\n",
    "def df_to_df1(df1_list):\n",
    "\n",
    "# make a list of dataframes\n",
    "    for df1 in df_list:\n",
    "        df1_list.append(pd.read_df(y, header=None,names=['Date', 'Temp'],  delimiter='\\t'))\n",
    "        print(df1_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## D2: Determine the Summary Statistics for December"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 6. Write a query that filters the Measurement table to retrieve the temperatures for the month of December.\n",
    "results = session.query(Measurement.date, Measurement.tobs).filter(extract('month',Measurement.date)==12).all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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), 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('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",
    "results = session.query(Measurement.date, Measurement.tobs).filter(extract('month',Measurement.date)==12).all()\n",
    "print(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 8. Create a DataFrame from the list of temperatures for the month of December. \n",
    "df = pd.DataFrame(results, columns=['date','temperature'])\n",
    "df.set_index(df['date'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  date  temperature\n",
      "date                               \n",
      "2010-12-01  2010-12-01         76.0\n",
      "2010-12-03  2010-12-03         74.0\n",
      "2010-12-04  2010-12-04         74.0\n",
      "2010-12-06  2010-12-06         64.0\n",
      "2010-12-07  2010-12-07         64.0\n",
      "...                ...          ...\n",
      "2016-12-27  2016-12-27         71.0\n",
      "2016-12-28  2016-12-28         71.0\n",
      "2016-12-29  2016-12-29         69.0\n",
      "2016-12-30  2016-12-30         65.0\n",
      "2016-12-31  2016-12-31         65.0\n",
      "\n",
      "[1517 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "# 9. Calculate and print out the summary statistics for the Decemeber temperature DataFrame.\n",
    "df.describe()\n",
    "print (df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            date  temperature\n",
      "0     2010-12-01         76.0\n",
      "1     2010-12-03         74.0\n",
      "2     2010-12-04         74.0\n",
      "3     2010-12-06         64.0\n",
      "4     2010-12-07         64.0\n",
      "...          ...          ...\n",
      "1512  2016-12-27         71.0\n",
      "1513  2016-12-28         71.0\n",
      "1514  2016-12-29         69.0\n",
      "1515  2016-12-30         65.0\n",
      "1516  2016-12-31         65.0\n",
      "\n",
      "[1517 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame(results, columns = ['date','temperature'])\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram\n",
    "df.plot.hist(bins=12)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2_list = []\n",
    "def df_to_df2(df2_list):\n",
    "\n",
    "# make a list of dataframes\n",
    "    \n",
    "    for df2 in df_list:\n",
    "        df2_list.append(pd.read_df(y, header=None,names=['Date', 'Temp'],  delimiter='\\t'))\n",
    "        df2 = df2.sort_index()\n",
    "        print(df2.to_string(index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df1' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-25-f3251519f356>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# Add all ride count box-and-whisker plots to the same graph.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mx_labels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m\"June\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"December\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mdf_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mdf1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdf2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m6\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'June and December Temperature Statistics (2010-2016)'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mfontsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'df1' is not defined"
     ]
    }
   ],
   "source": [
    "# Add all ride count box-and-whisker plots to the same graph.\n",
    "x_labels = [\"June\", \"December\"]\n",
    "df_data = [df1, df2]\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.set_title('June and December Temperature Statistics (2010-2016)',fontsize=20)\n",
    "ax.set_ylabel('Temperature',fontsize=14)\n",
    "ax.set_xlabel(\"Months\",fontsize=14)\n",
    "ax.boxplot(df_data, labels=x_labels)\n",
    "ax.set_yticks(np.arange(50, 90, step=5.0))\n",
    "ax.grid()\n",
    "# Save the figure.\n",
    "plt.savefig(\"June and December Temperature Statistics.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'date' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-26-e0b403a2fbd3>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mx_labels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m\"Date\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mboxplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mx_labels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;31m# Add the title, y-axis label and grid.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'date' is not defined"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a box-and-whisker plot for the urban cities ride count.\n",
    "x_labels = [\"Date\"]\n",
    "fig, ax = plt.subplots()\n",
    "x=range(len(date))\n",
    "ax.boxplot(df,labels=x_labels)\n",
    "# Add the title, y-axis label and grid.\n",
    "ax.set_title('Stats for Dec(2010-2016)')\n",
    "ax.set_ylabel('Temperature')\n",
    "ax.set_yticks(np.arange(65, 78, step=2.0))\n",
    "ax.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram\n",
    "df.plot.hist(bins=12)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "5d07544c9c018717bf047b57b34f49cda79aa7a54a87ad29f47baa9c8f53f8e7"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}