aggRainandAreaperYear.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pymongo\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import curve_fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = 'mongodb://localhost:27017'\n",
    "client = pymongo.MongoClient(conn)\n",
    "\n",
    "db = client.australia_fire_db\n",
    "historicalFires = db.historicalFires.find()\n",
    "temp_rainfall = db.temp_rainfall.find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'_id': ObjectId('5e97bcad58bea3c2bc94d35e'),\n",
       "  'Year': 1956,\n",
       "  'Avg Annual Temp': 23.21666666666667,\n",
       "  'Avg Annual Rainfall': 1337.3833333333334,\n",
       "  'temp_differnce': -0.4770977675134844,\n",
       "  'rainfall_difference': 396.948520249221},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d35f'),\n",
       "  'Year': 1957,\n",
       "  'Avg Annual Temp': 23.916666666666668,\n",
       "  'Avg Annual Rainfall': 845.9499999999999,\n",
       "  'temp_differnce': 0.22290223248651486,\n",
       "  'rainfall_difference': -94.48481308411249},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d360'),\n",
       "  'Year': 1958,\n",
       "  'Avg Annual Temp': 23.86666666666667,\n",
       "  'Avg Annual Rainfall': 1000.8833333333333,\n",
       "  'temp_differnce': 0.1729022324865177,\n",
       "  'rainfall_difference': 60.448520249220905},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d361'),\n",
       "  'Year': 1959,\n",
       "  'Avg Annual Temp': 23.849999999999998,\n",
       "  'Avg Annual Rainfall': 957.7166666666666,\n",
       "  'temp_differnce': 0.15623556581984488,\n",
       "  'rainfall_difference': 17.281853582554163},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d362'),\n",
       "  'Year': 1960,\n",
       "  'Avg Annual Temp': 23.366666666666664,\n",
       "  'Avg Annual Rainfall': 977.3166666666666,\n",
       "  'temp_differnce': -0.3270977675134894,\n",
       "  'rainfall_difference': 36.881853582554186},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d363'),\n",
       "  'Year': 1961,\n",
       "  'Avg Annual Temp': 23.983333333333334,\n",
       "  'Avg Annual Rainfall': 895.0500000000001,\n",
       "  'temp_differnce': 0.2895688991531813,\n",
       "  'rainfall_difference': -45.38481308411235},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d364'),\n",
       "  'Year': 1962,\n",
       "  'Avg Annual Temp': 23.916666666666668,\n",
       "  'Avg Annual Rainfall': 954.0,\n",
       "  'temp_differnce': 0.22290223248651486,\n",
       "  'rainfall_difference': 13.56518691588758},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d365'),\n",
       "  'Year': 1963,\n",
       "  'Avg Annual Temp': 23.483333333333334,\n",
       "  'Avg Annual Rainfall': 1122.0166666666667,\n",
       "  'temp_differnce': -0.2104311008468187,\n",
       "  'rainfall_difference': 181.58185358255423},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d366'),\n",
       "  'Year': 1964,\n",
       "  'Avg Annual Temp': 23.383333333333336,\n",
       "  'Avg Annual Rainfall': 1009.2199999999999,\n",
       "  'temp_differnce': -0.3104311008468166,\n",
       "  'rainfall_difference': 68.7851869158875},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d367'),\n",
       "  'Year': 1965,\n",
       "  'Avg Annual Temp': 23.816666666666666,\n",
       "  'Avg Annual Rainfall': 910.2166666666667,\n",
       "  'temp_differnce': 0.12290223248651344,\n",
       "  'rainfall_difference': -30.218146417445723},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d368'),\n",
       "  'Year': 1966,\n",
       "  'Avg Annual Temp': 23.46666666666667,\n",
       "  'Avg Annual Rainfall': 933.5333333333332,\n",
       "  'temp_differnce': -0.22709776751348443,\n",
       "  'rainfall_difference': -6.901479750779231},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d369'),\n",
       "  'Year': 1967,\n",
       "  'Avg Annual Temp': 23.833333333333332,\n",
       "  'Avg Annual Rainfall': 1110.75,\n",
       "  'temp_differnce': 0.13956889915317916,\n",
       "  'rainfall_difference': 170.31518691588758},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d36a'),\n",
       "  'Year': 1968,\n",
       "  'Avg Annual Temp': 23.61666666666667,\n",
       "  'Avg Annual Rainfall': 954.9833333333332,\n",
       "  'temp_differnce': -0.0770977675134823,\n",
       "  'rainfall_difference': 14.548520249220815},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d36b'),\n",
       "  'Year': 1969,\n",
       "  'Avg Annual Temp': 23.916666666666668,\n",
       "  'Avg Annual Rainfall': 1037.5833333333333,\n",
       "  'temp_differnce': 0.22290223248651486,\n",
       "  'rainfall_difference': 97.14852024922084},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d36c'),\n",
       "  'Year': 1970,\n",
       "  'Avg Annual Temp': 23.78333333333333,\n",
       "  'Avg Annual Rainfall': 1008.4166666666666,\n",
       "  'temp_differnce': 0.08956889915317845,\n",
       "  'rainfall_difference': 67.98185358255421},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d36d'),\n",
       "  'Year': 1971,\n",
       "  'Avg Annual Temp': 22.985714285714284,\n",
       "  'Avg Annual Rainfall': 1073.5714285714287,\n",
       "  'temp_differnce': -0.708050148465869,\n",
       "  'rainfall_difference': 133.13661548731625},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d36e'),\n",
       "  'Year': 1972,\n",
       "  'Avg Annual Temp': 23.699999999999996,\n",
       "  'Avg Annual Rainfall': 986.3,\n",
       "  'temp_differnce': 0.006235565819842748,\n",
       "  'rainfall_difference': 45.865186915887534},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d36f'),\n",
       "  'Year': 1973,\n",
       "  'Avg Annual Temp': 23.557142857142857,\n",
       "  'Avg Annual Rainfall': 1075.7142857142858,\n",
       "  'temp_differnce': -0.13662157703729605,\n",
       "  'rainfall_difference': 135.27947263017336},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d370'),\n",
       "  'Year': 1974,\n",
       "  'Avg Annual Temp': 22.942857142857143,\n",
       "  'Avg Annual Rainfall': 1334.8999999999999,\n",
       "  'temp_differnce': -0.7509072913230099,\n",
       "  'rainfall_difference': 394.46518691588744},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d371'),\n",
       "  'Year': 1975,\n",
       "  'Avg Annual Temp': 23.4,\n",
       "  'Avg Annual Rainfall': 956.4,\n",
       "  'temp_differnce': -0.2937644341801544,\n",
       "  'rainfall_difference': 15.965186915887557},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d372'),\n",
       "  'Year': 1976,\n",
       "  'Avg Annual Temp': 23.22857142857143,\n",
       "  'Avg Annual Rainfall': 974.7714285714285,\n",
       "  'temp_differnce': -0.4651930056087217,\n",
       "  'rainfall_difference': 34.33661548731607},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d373'),\n",
       "  'Year': 1977,\n",
       "  'Avg Annual Temp': 23.542857142857144,\n",
       "  'Avg Annual Rainfall': 861.6714285714287,\n",
       "  'temp_differnce': -0.1509072913230085,\n",
       "  'rainfall_difference': -78.76338451268373},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d374'),\n",
       "  'Year': 1978,\n",
       "  'Avg Annual Temp': 23.12857142857143,\n",
       "  'Avg Annual Rainfall': 1012.3,\n",
       "  'temp_differnce': -0.5651930056087231,\n",
       "  'rainfall_difference': 71.86518691588753},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d375'),\n",
       "  'Year': 1979,\n",
       "  'Avg Annual Temp': 23.599999999999998,\n",
       "  'Avg Annual Rainfall': 680.0571428571428,\n",
       "  'temp_differnce': -0.09376443418015512,\n",
       "  'rainfall_difference': -260.3776702269696},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d376'),\n",
       "  'Year': 1980,\n",
       "  'Avg Annual Temp': 23.814285714285717,\n",
       "  'Avg Annual Rainfall': 820.1428571428572,\n",
       "  'temp_differnce': 0.12052128010556373,\n",
       "  'rainfall_difference': -120.2919559412552},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d377'),\n",
       "  'Year': 1981,\n",
       "  'Avg Annual Temp': 23.442857142857143,\n",
       "  'Avg Annual Rainfall': 1035.8714285714284,\n",
       "  'temp_differnce': -0.25090729132300993,\n",
       "  'rainfall_difference': 95.43661548731598},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d378'),\n",
       "  'Year': 1982,\n",
       "  'Avg Annual Temp': 23.614285714285717,\n",
       "  'Avg Annual Rainfall': 759.6285714285714,\n",
       "  'temp_differnce': -0.07947871989443556,\n",
       "  'rainfall_difference': -180.80624165554104},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d379'),\n",
       "  'Year': 1983,\n",
       "  'Avg Annual Temp': 23.271428571428572,\n",
       "  'Avg Annual Rainfall': 1050.5,\n",
       "  'temp_differnce': -0.42233586275158075,\n",
       "  'rainfall_difference': 110.06518691588758},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d37a'),\n",
       "  'Year': 1984,\n",
       "  'Avg Annual Temp': 22.97142857142857,\n",
       "  'Avg Annual Rainfall': 1009.7857142857143,\n",
       "  'temp_differnce': -0.7223358627515815,\n",
       "  'rainfall_difference': 69.35090120160191},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d37b'),\n",
       "  'Year': 1985,\n",
       "  'Avg Annual Temp': 23.242857142857144,\n",
       "  'Avg Annual Rainfall': 861.8,\n",
       "  'temp_differnce': -0.4509072913230092,\n",
       "  'rainfall_difference': -78.63481308411247},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d37c'),\n",
       "  'Year': 1986,\n",
       "  'Avg Annual Temp': 23.071428571428573,\n",
       "  'Avg Annual Rainfall': 894.5571428571429,\n",
       "  'temp_differnce': -0.62233586275158,\n",
       "  'rainfall_difference': -45.877670226969485},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d37d'),\n",
       "  'Year': 1987,\n",
       "  'Avg Annual Temp': 23.385714285714283,\n",
       "  'Avg Annual Rainfall': 968.6857142857142,\n",
       "  'temp_differnce': -0.3080501484658704,\n",
       "  'rainfall_difference': 28.250901201601778},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d37e'),\n",
       "  'Year': 1988,\n",
       "  'Avg Annual Temp': 23.842857142857138,\n",
       "  'Avg Annual Rainfall': 1119.8142857142857,\n",
       "  'temp_differnce': 0.1490927086769851,\n",
       "  'rainfall_difference': 179.37947263017327},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d37f'),\n",
       "  'Year': 1989,\n",
       "  'Avg Annual Temp': 23.214285714285715,\n",
       "  'Avg Annual Rainfall': 945.9714285714286,\n",
       "  'temp_differnce': -0.4794787198944377,\n",
       "  'rainfall_difference': 5.536615487316226},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d380'),\n",
       "  'Year': 1990,\n",
       "  'Avg Annual Temp': 23.4,\n",
       "  'Avg Annual Rainfall': 986.0142857142857,\n",
       "  'temp_differnce': -0.2937644341801544,\n",
       "  'rainfall_difference': 45.57947263017331},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d381'),\n",
       "  'Year': 1991,\n",
       "  'Avg Annual Temp': 23.628571428571426,\n",
       "  'Avg Annual Rainfall': 921.9571428571428,\n",
       "  'temp_differnce': -0.06519300560872665,\n",
       "  'rainfall_difference': -18.47767022696962},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d382'),\n",
       "  'Year': 1992,\n",
       "  'Avg Annual Temp': 22.8,\n",
       "  'Avg Annual Rainfall': 995.4857142857144,\n",
       "  'temp_differnce': -0.8937644341801523,\n",
       "  'rainfall_difference': 55.05090120160196},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d383'),\n",
       "  'Year': 1993,\n",
       "  'Avg Annual Temp': 23.614285714285717,\n",
       "  'Avg Annual Rainfall': 803.5857142857143,\n",
       "  'temp_differnce': -0.07947871989443556,\n",
       "  'rainfall_difference': -136.84909879839813},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d384'),\n",
       "  'Year': 1994,\n",
       "  'Avg Annual Temp': 23.642857142857142,\n",
       "  'Avg Annual Rainfall': 758.6,\n",
       "  'temp_differnce': -0.05090729132301064,\n",
       "  'rainfall_difference': -181.8348130841124},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d385'),\n",
       "  'Year': 1995,\n",
       "  'Avg Annual Temp': 23.042857142857144,\n",
       "  'Avg Annual Rainfall': 1044.5571428571427,\n",
       "  'temp_differnce': -0.6509072913230085,\n",
       "  'rainfall_difference': 104.12232977303029},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d386'),\n",
       "  'Year': 1996,\n",
       "  'Avg Annual Temp': 23.228571428571428,\n",
       "  'Avg Annual Rainfall': 1029.0857142857142,\n",
       "  'temp_differnce': -0.46519300560872523,\n",
       "  'rainfall_difference': 88.65090120160176},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d387'),\n",
       "  'Year': 1997,\n",
       "  'Avg Annual Temp': 23.571428571428573,\n",
       "  'Avg Annual Rainfall': 919.2714285714286,\n",
       "  'temp_differnce': -0.12233586275158004,\n",
       "  'rainfall_difference': -21.16338451268382},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d388'),\n",
       "  'Year': 1998,\n",
       "  'Avg Annual Temp': 23.771428571428572,\n",
       "  'Avg Annual Rainfall': 1066.2857142857142,\n",
       "  'temp_differnce': 0.07766413724841925,\n",
       "  'rainfall_difference': 125.8509012016018},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d389'),\n",
       "  'Year': 1999,\n",
       "  'Avg Annual Temp': 23.614285714285717,\n",
       "  'Avg Annual Rainfall': 1014.3428571428573,\n",
       "  'temp_differnce': -0.07947871989443556,\n",
       "  'rainfall_difference': 73.90804405874485},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d38a'),\n",
       "  'Year': 2000,\n",
       "  'Avg Annual Temp': 23.814285714285717,\n",
       "  'Avg Annual Rainfall': 825.1142857142858,\n",
       "  'temp_differnce': 0.12052128010556373,\n",
       "  'rainfall_difference': -115.32052736982666},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d38b'),\n",
       "  'Year': 2001,\n",
       "  'Avg Annual Temp': 23.75714285714286,\n",
       "  'Avg Annual Rainfall': 880.7714285714285,\n",
       "  'temp_differnce': 0.06337842296270679,\n",
       "  'rainfall_difference': -59.66338451268393},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d38c'),\n",
       "  'Year': 2002,\n",
       "  'Avg Annual Temp': 24.142857142857142,\n",
       "  'Avg Annual Rainfall': 652.9142857142857,\n",
       "  'temp_differnce': 0.44909270867698936,\n",
       "  'rainfall_difference': -287.5205273698267},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d38d'),\n",
       "  'Year': 2003,\n",
       "  'Avg Annual Temp': 23.82857142857143,\n",
       "  'Avg Annual Rainfall': 920.1571428571427,\n",
       "  'temp_differnce': 0.1348069943912762,\n",
       "  'rainfall_difference': -20.27767022696969},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d38e'),\n",
       "  'Year': 2004,\n",
       "  'Avg Annual Temp': 23.800000000000004,\n",
       "  'Avg Annual Rainfall': 849.9285714285714,\n",
       "  'temp_differnce': 0.10623556581985127,\n",
       "  'rainfall_difference': -90.50624165554098},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d38f'),\n",
       "  'Year': 2005,\n",
       "  'Avg Annual Temp': 24.12857142857143,\n",
       "  'Avg Annual Rainfall': 784.9571428571428,\n",
       "  'temp_differnce': 0.4348069943912769,\n",
       "  'rainfall_difference': -155.47767022696962},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d390'),\n",
       "  'Year': 2006,\n",
       "  'Avg Annual Temp': 23.928571428571427,\n",
       "  'Avg Annual Rainfall': 706.2,\n",
       "  'temp_differnce': 0.23480699439127406,\n",
       "  'rainfall_difference': -234.23481308411237},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d391'),\n",
       "  'Year': 2007,\n",
       "  'Avg Annual Temp': 24.2,\n",
       "  'Avg Annual Rainfall': 871.4857142857145,\n",
       "  'temp_differnce': 0.5062355658198463,\n",
       "  'rainfall_difference': -68.94909879839793},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d392'),\n",
       "  'Year': 2008,\n",
       "  'Avg Annual Temp': 23.7,\n",
       "  'Avg Annual Rainfall': 907.4428571428572,\n",
       "  'temp_differnce': 0.0062355658198463,\n",
       "  'rainfall_difference': -32.99195594125524},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d393'),\n",
       "  'Year': 2009,\n",
       "  'Avg Annual Temp': 24.3,\n",
       "  'Avg Annual Rainfall': 902.6000000000001,\n",
       "  'temp_differnce': 0.6062355658198477,\n",
       "  'rainfall_difference': -37.834813084112284},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d394'),\n",
       "  'Year': 2010,\n",
       "  'Avg Annual Temp': 23.871428571428567,\n",
       "  'Avg Annual Rainfall': 1057.8857142857144,\n",
       "  'temp_differnce': 0.17766413724841357,\n",
       "  'rainfall_difference': 117.45090120160194},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d395'),\n",
       "  'Year': 2011,\n",
       "  'Avg Annual Temp': 23.728571428571428,\n",
       "  'Avg Annual Rainfall': 1137.8857142857144,\n",
       "  'temp_differnce': 0.03480699439127477,\n",
       "  'rainfall_difference': 197.45090120160194},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d396'),\n",
       "  'Year': 2012,\n",
       "  'Avg Annual Temp': 24.0,\n",
       "  'Avg Annual Rainfall': 903.5285714285714,\n",
       "  'temp_differnce': 0.306235565819847,\n",
       "  'rainfall_difference': -36.906241655541066},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d397'),\n",
       "  'Year': 2013,\n",
       "  'Avg Annual Temp': 24.45714285714286,\n",
       "  'Avg Annual Rainfall': 961.4,\n",
       "  'temp_differnce': 0.7633784229627061,\n",
       "  'rainfall_difference': 20.965186915887557},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d398'),\n",
       "  'Year': 2014,\n",
       "  'Avg Annual Temp': 24.557142857142857,\n",
       "  'Avg Annual Rainfall': 793.6500000000001,\n",
       "  'temp_differnce': 0.863378422962704,\n",
       "  'rainfall_difference': -146.78481308411233},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d399'),\n",
       "  'Year': 2015,\n",
       "  'Avg Annual Temp': 24.24285714285714,\n",
       "  'Avg Annual Rainfall': 892.0,\n",
       "  'temp_differnce': 0.5490927086769872,\n",
       "  'rainfall_difference': -48.43481308411242},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d39a'),\n",
       "  'Year': 2016,\n",
       "  'Avg Annual Temp': 24.27142857142857,\n",
       "  'Avg Annual Rainfall': 918.0285714285712,\n",
       "  'temp_differnce': 0.5776641372484157,\n",
       "  'rainfall_difference': -22.40624165554118},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d39b'),\n",
       "  'Year': 2017,\n",
       "  'Avg Annual Temp': 24.542857142857144,\n",
       "  'Avg Annual Rainfall': 871.8799999999999,\n",
       "  'temp_differnce': 0.8490927086769915,\n",
       "  'rainfall_difference': -68.55481308411254},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d39c'),\n",
       "  'Year': 2018,\n",
       "  'Avg Annual Temp': 24.47142857142857,\n",
       "  'Avg Annual Rainfall': 838.4499999999999,\n",
       "  'temp_differnce': 0.7776641372484185,\n",
       "  'rainfall_difference': -101.98481308411249},\n",
       " {'_id': ObjectId('5e97bcad58bea3c2bc94d39d'),\n",
       "  'Year': 2019,\n",
       "  'Avg Annual Temp': 24.971428571428568,\n",
       "  'Avg Annual Rainfall': 585.1,\n",
       "  'temp_differnce': 1.277664137248415,\n",
       "  'rainfall_difference': -355.3348130841124}]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_rain_data = []\n",
    "for data in temp_rainfall:\n",
    "    temp_rain_data.append(data)\n",
    "    \n",
    "temp_rain_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Avg Annual Rainfall</th>\n",
       "      <th>Avg Annual Temp</th>\n",
       "      <th>Year</th>\n",
       "      <th>_id</th>\n",
       "      <th>rainfall_difference</th>\n",
       "      <th>temp_differnce</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5e97bcad58bea3c2bc94d35e</th>\n",
       "      <td>1337.383333</td>\n",
       "      <td>23.216667</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>5e97bcad58bea3c2bc94d35e</td>\n",
       "      <td>396.948520</td>\n",
       "      <td>-0.477098</td>\n",
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       "    <tr>\n",
       "      <th>5e97bcad58bea3c2bc94d35f</th>\n",
       "      <td>845.950000</td>\n",
       "      <td>23.916667</td>\n",
       "      <td>1957.0</td>\n",
       "      <td>5e97bcad58bea3c2bc94d35f</td>\n",
       "      <td>-94.484813</td>\n",
       "      <td>0.222902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e97bcad58bea3c2bc94d360</th>\n",
       "      <td>1000.883333</td>\n",
       "      <td>23.866667</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>5e97bcad58bea3c2bc94d360</td>\n",
       "      <td>60.448520</td>\n",
       "      <td>0.172902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e97bcad58bea3c2bc94d361</th>\n",
       "      <td>957.716667</td>\n",
       "      <td>23.850000</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>5e97bcad58bea3c2bc94d361</td>\n",
       "      <td>17.281854</td>\n",
       "      <td>0.156236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e97bcad58bea3c2bc94d362</th>\n",
       "      <td>977.316667</td>\n",
       "      <td>23.366667</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>5e97bcad58bea3c2bc94d362</td>\n",
       "      <td>36.881854</td>\n",
       "      <td>-0.327098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>5e97bcad58bea3c2bc94d399</th>\n",
       "      <td>892.000000</td>\n",
       "      <td>24.242857</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>5e97bcad58bea3c2bc94d399</td>\n",
       "      <td>-48.434813</td>\n",
       "      <td>0.549093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e97bcad58bea3c2bc94d39a</th>\n",
       "      <td>918.028571</td>\n",
       "      <td>24.271429</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>5e97bcad58bea3c2bc94d39a</td>\n",
       "      <td>-22.406242</td>\n",
       "      <td>0.577664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e97bcad58bea3c2bc94d39b</th>\n",
       "      <td>871.880000</td>\n",
       "      <td>24.542857</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>5e97bcad58bea3c2bc94d39b</td>\n",
       "      <td>-68.554813</td>\n",
       "      <td>0.849093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e97bcad58bea3c2bc94d39c</th>\n",
       "      <td>838.450000</td>\n",
       "      <td>24.471429</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>5e97bcad58bea3c2bc94d39c</td>\n",
       "      <td>-101.984813</td>\n",
       "      <td>0.777664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e97bcad58bea3c2bc94d39d</th>\n",
       "      <td>585.100000</td>\n",
       "      <td>24.971429</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>5e97bcad58bea3c2bc94d39d</td>\n",
       "      <td>-355.334813</td>\n",
       "      <td>1.277664</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Avg Annual Rainfall  Avg Annual Temp    Year  \\\n",
       "5e97bcad58bea3c2bc94d35e          1337.383333        23.216667  1956.0   \n",
       "5e97bcad58bea3c2bc94d35f           845.950000        23.916667  1957.0   \n",
       "5e97bcad58bea3c2bc94d360          1000.883333        23.866667  1958.0   \n",
       "5e97bcad58bea3c2bc94d361           957.716667        23.850000  1959.0   \n",
       "5e97bcad58bea3c2bc94d362           977.316667        23.366667  1960.0   \n",
       "...                                       ...              ...     ...   \n",
       "5e97bcad58bea3c2bc94d399           892.000000        24.242857  2015.0   \n",
       "5e97bcad58bea3c2bc94d39a           918.028571        24.271429  2016.0   \n",
       "5e97bcad58bea3c2bc94d39b           871.880000        24.542857  2017.0   \n",
       "5e97bcad58bea3c2bc94d39c           838.450000        24.471429  2018.0   \n",
       "5e97bcad58bea3c2bc94d39d           585.100000        24.971429  2019.0   \n",
       "\n",
       "                                               _id  rainfall_difference  \\\n",
       "5e97bcad58bea3c2bc94d35e  5e97bcad58bea3c2bc94d35e           396.948520   \n",
       "5e97bcad58bea3c2bc94d35f  5e97bcad58bea3c2bc94d35f           -94.484813   \n",
       "5e97bcad58bea3c2bc94d360  5e97bcad58bea3c2bc94d360            60.448520   \n",
       "5e97bcad58bea3c2bc94d361  5e97bcad58bea3c2bc94d361            17.281854   \n",
       "5e97bcad58bea3c2bc94d362  5e97bcad58bea3c2bc94d362            36.881854   \n",
       "...                                            ...                  ...   \n",
       "5e97bcad58bea3c2bc94d399  5e97bcad58bea3c2bc94d399           -48.434813   \n",
       "5e97bcad58bea3c2bc94d39a  5e97bcad58bea3c2bc94d39a           -22.406242   \n",
       "5e97bcad58bea3c2bc94d39b  5e97bcad58bea3c2bc94d39b           -68.554813   \n",
       "5e97bcad58bea3c2bc94d39c  5e97bcad58bea3c2bc94d39c          -101.984813   \n",
       "5e97bcad58bea3c2bc94d39d  5e97bcad58bea3c2bc94d39d          -355.334813   \n",
       "\n",
       "                          temp_differnce  \n",
       "5e97bcad58bea3c2bc94d35e       -0.477098  \n",
       "5e97bcad58bea3c2bc94d35f        0.222902  \n",
       "5e97bcad58bea3c2bc94d360        0.172902  \n",
       "5e97bcad58bea3c2bc94d361        0.156236  \n",
       "5e97bcad58bea3c2bc94d362       -0.327098  \n",
       "...                                  ...  \n",
       "5e97bcad58bea3c2bc94d399        0.549093  \n",
       "5e97bcad58bea3c2bc94d39a        0.577664  \n",
       "5e97bcad58bea3c2bc94d39b        0.849093  \n",
       "5e97bcad58bea3c2bc94d39c        0.777664  \n",
       "5e97bcad58bea3c2bc94d39d        1.277664  \n",
       "\n",
       "[64 rows x 6 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "docs = pd.DataFrame(columns=[])\n",
    "for num, doc in enumerate( temp_rain_data ):\n",
    "    # convert ObjectId() to str \n",
    "    doc[\"_id\"] = str(doc[\"_id\"]) \n",
    "\n",
    "    # get document _id from dict \n",
    "    doc_id = doc[\"_id\"]\n",
    "    \n",
    "    # create a Series obj from the MongoDB dict \n",
    "    series_obj = pd.Series( doc, name=doc_id ) \n",
    "\n",
    "    # append the MongoDB Series obj to the DataFrame obj \n",
    "    docs = docs.append( series_obj )\n",
    "    \n",
    "temp_rain_df = docs.copy()\n",
    "temp_rain_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Avg Annual Rainfall    float64\n",
       "Avg Annual Temp        float64\n",
       "Year                     int64\n",
       "_id                     object\n",
       "rainfall_difference    float64\n",
       "temp_differnce         float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_rain_df = temp_rain_df.astype({\"Year\": \"int\"})\n",
    "temp_rain_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'_id': ObjectId('5e9107520b83894bd178f7da'),\n",
       "  'Date': '6 February 1851',\n",
       "  'Name': 'Black Thursday bushfires',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 5000000,\n",
       "  'AreaBurned(acres)': 12000000,\n",
       "  'Fatalities': 12,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 1851},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7db'),\n",
       "  'Date': '1 February 1898',\n",
       "  'Name': 'Red Tuesday bushfires',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 260000,\n",
       "  'AreaBurned(acres)': 640000,\n",
       "  'Fatalities': 12,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 1898},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7dc'),\n",
       "  'Date': 'February – March 1926',\n",
       "  'Name': '1926 bushfires',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 390000,\n",
       "  'AreaBurned(acres)': 960000,\n",
       "  'Fatalities': 60,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 1000,\n",
       "  'Year': 1926},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7dd'),\n",
       "  'Date': 'December 1938 – January 1939',\n",
       "  'Name': 'Black Friday bushfires',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 2000000,\n",
       "  'AreaBurned(acres)': 4900000,\n",
       "  'Fatalities': 71,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 3700,\n",
       "  'Year': 1938},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7de'),\n",
       "  'Date': '14 January – 14 February 1944',\n",
       "  'Name': '1944 Victorian bushfires',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 1000000,\n",
       "  'AreaBurned(acres)': 2500000,\n",
       "  'Fatalities': 17,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 500,\n",
       "  'Year': 1944},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7df'),\n",
       "  'Date': 'November 1951 – January 1952',\n",
       "  'Name': '1951–52 bushfires',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 4000000,\n",
       "  'AreaBurned(acres)': 9900000,\n",
       "  'Fatalities': 11,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 1951},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7e0'),\n",
       "  'Date': '2 January 1955',\n",
       "  'Name': 'Black Sunday bushfires',\n",
       "  'State(s)/territories': 'South Australia',\n",
       "  'AreaBurned(ha)': 99500,\n",
       "  'AreaBurned(acres)': 245500,\n",
       "  'Fatalities': 2,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 40,\n",
       "  'Year': 1955},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7e1'),\n",
       "  'Date': 'January – March 1961',\n",
       "  'Name': '1961 Western Australian bushfires',\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 1800000,\n",
       "  'AreaBurned(acres)': 4400000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 160,\n",
       "  'Year': 1961},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7e2'),\n",
       "  'Date': '16 February – 13 March 1965',\n",
       "  'Name': '1965 Gippsland bushfires',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 315000,\n",
       "  'AreaBurned(acres)': 780000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 20,\n",
       "  'Year': 1965},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7e3'),\n",
       "  'Date': '5 – 14 March 1965',\n",
       "  'Name': 'Southern Highlands bushfires',\n",
       "  'State(s)/territories': 'New South Wales',\n",
       "  'AreaBurned(ha)': 251000,\n",
       "  'AreaBurned(acres)': 620000,\n",
       "  'Fatalities': 3,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 59,\n",
       "  'Year': 1965},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7e4'),\n",
       "  'Date': '7 February 1967',\n",
       "  'Name': 'Black Tuesday bushfires',\n",
       "  'State(s)/territories': 'Tasmania',\n",
       "  'AreaBurned(ha)': 264000,\n",
       "  'AreaBurned(acres)': 650000,\n",
       "  'Fatalities': 62,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 1293,\n",
       "  'Year': 1967},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7e5'),\n",
       "  'Date': '12 February 1977',\n",
       "  'Name': 'Western Districts bushfires',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 103000,\n",
       "  'AreaBurned(acres)': 250000,\n",
       "  'Fatalities': 4,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 116,\n",
       "  'Year': 1977},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7e6'),\n",
       "  'Date': '17 December 1977',\n",
       "  'Name': 'Blue Mountains Fires 1977',\n",
       "  'State(s)/territories': 'New South Wales',\n",
       "  'AreaBurned(ha)': 54000,\n",
       "  'AreaBurned(acres)': 130000,\n",
       "  'Fatalities': 2,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 49,\n",
       "  'Year': 1977},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7e7'),\n",
       "  'Date': '4 April 1978',\n",
       "  'Name': '1978 Western Australian bushfires',\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 114000,\n",
       "  'AreaBurned(acres)': 280000,\n",
       "  'Fatalities': 2,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 1978},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7e8'),\n",
       "  'Date': '3 November 1980',\n",
       "  'Name': '1980 Waterfall bushfire',\n",
       "  'State(s)/territories': 'New South Wales',\n",
       "  'AreaBurned(ha)': 1000000,\n",
       "  'AreaBurned(acres)': 2500000,\n",
       "  'Fatalities': 5,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 14,\n",
       "  'Year': 1980},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7e9'),\n",
       "  'Date': '16 February 1983',\n",
       "  'Name': 'Ash Wednesday bushfires',\n",
       "  'State(s)/territories': 'South AustraliaVictoria',\n",
       "  'AreaBurned(ha)': 418000,\n",
       "  'AreaBurned(acres)': 1030000,\n",
       "  'Fatalities': 75,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 2400,\n",
       "  'Year': 1983},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7ea'),\n",
       "  'Date': '25 December 1984',\n",
       "  'Name': '1984 Western New South Wales grasslands bushfires',\n",
       "  'State(s)/territories': 'New South Wales',\n",
       "  'AreaBurned(ha)': 500000,\n",
       "  'AreaBurned(acres)': 1200000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 1984},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7eb'),\n",
       "  'Date': '14 January 1985',\n",
       "  'Name': 'Central Victoria bushfires',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 50800,\n",
       "  'AreaBurned(acres)': 126000,\n",
       "  'Fatalities': 3,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 180,\n",
       "  'Year': 1985},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7ec'),\n",
       "  'Date': '27 December 1993 – 16 January 1994',\n",
       "  'Name': '1994 Eastern seaboard fires',\n",
       "  'State(s)/territories': 'New South Wales',\n",
       "  'AreaBurned(ha)': 400000,\n",
       "  'AreaBurned(acres)': 990000,\n",
       "  'Fatalities': 4,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 225,\n",
       "  'Year': 1993},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7ed'),\n",
       "  'Date': '8 January 1997',\n",
       "  'Name': 'Wooroloo bushfire',\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 10500,\n",
       "  'AreaBurned(acres)': 26000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 16,\n",
       "  'Year': 1997},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7ee'),\n",
       "  'Date': '21 January 1997',\n",
       "  'Name': 'Dandenongs bushfire',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 400,\n",
       "  'AreaBurned(acres)': 990,\n",
       "  'Fatalities': 3,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 41,\n",
       "  'Year': 1997},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7ef'),\n",
       "  'Date': '2 December 1997',\n",
       "  'Name': 'Perth and South-West Region bushfires',\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 23000,\n",
       "  'AreaBurned(acres)': 57000,\n",
       "  'Fatalities': 2,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 1,\n",
       "  'Year': 1997},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7f0'),\n",
       "  'Date': '25 December 2001 – 7 January 2002',\n",
       "  'Name': 'Black Christmas bushfires',\n",
       "  'State(s)/territories': 'New South Wales',\n",
       "  'AreaBurned(ha)': 753314,\n",
       "  'AreaBurned(acres)': 1861480,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 121,\n",
       "  'Year': 2001},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7f1'),\n",
       "  'Date': 'August – November 2002',\n",
       "  'Name': '2002 NT bushfires',\n",
       "  'State(s)/territories': 'Northern Territory',\n",
       "  'AreaBurned(ha)': 38000000,\n",
       "  'AreaBurned(acres)': 94000000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 2002},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7f2'),\n",
       "  'Date': '18 – 22 January 2003',\n",
       "  'Name': '2003 Canberra bushfires',\n",
       "  'State(s)/territories': 'Australian Capital Territory',\n",
       "  'AreaBurned(ha)': 160000,\n",
       "  'AreaBurned(acres)': 400000,\n",
       "  'Fatalities': 4,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 500,\n",
       "  'Year': 2003},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7f3'),\n",
       "  'Date': '8 January – 8 March 2003',\n",
       "  'Name': '2003 Eastern Victorian alpine bushfires',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 1300000,\n",
       "  'AreaBurned(acres)': 3200000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 41,\n",
       "  'Year': 2003},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7f4'),\n",
       "  'Date': 'December 2003',\n",
       "  'Name': 'Tenterden',\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 2110000,\n",
       "  'AreaBurned(acres)': 5200000,\n",
       "  'Fatalities': 2,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 2003},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7f5'),\n",
       "  'Date': '10 – 12 January 2005',\n",
       "  'Name': '2005 Eyre Peninsula bushfire',\n",
       "  'State(s)/territories': 'South Australia',\n",
       "  'AreaBurned(ha)': 77964,\n",
       "  'AreaBurned(acres)': 192650,\n",
       "  'Fatalities': 9,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 93,\n",
       "  'Year': 2005},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7f6'),\n",
       "  'Date': 'New Years Day 2006',\n",
       "  'Name': 'Jail Break Inn Fire, Junee',\n",
       "  'State(s)/territories': 'New South Wales',\n",
       "  'AreaBurned(ha)': 30000,\n",
       "  'AreaBurned(acres)': 74000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 7,\n",
       "  'Year': 2006},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7f7'),\n",
       "  'Date': 'December 2005 – January 2006',\n",
       "  'Name': '2005 Victorian bushfires',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 160000,\n",
       "  'AreaBurned(acres)': 400000,\n",
       "  'Fatalities': 4,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 57,\n",
       "  'Year': 2005},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7f8'),\n",
       "  'Date': 'January 2006',\n",
       "  'Name': 'Grampians bushfire',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 184000,\n",
       "  'AreaBurned(acres)': 450000,\n",
       "  'Fatalities': 2,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 2006},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7f9'),\n",
       "  'Date': '6 February 2006',\n",
       "  'Name': 'Pulletop bushfire, Wagga Wagga',\n",
       "  'State(s)/territories': 'New South Wales',\n",
       "  'AreaBurned(ha)': 9000,\n",
       "  'AreaBurned(acres)': 22000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 2006},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7fa'),\n",
       "  'Date': '1 December 2006 –  March 2007',\n",
       "  'Name': 'The Great Divides bushfire',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 1048000,\n",
       "  'AreaBurned(acres)': 2590000,\n",
       "  'Fatalities': 1,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 51,\n",
       "  'Year': 2006},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7fb'),\n",
       "  'Date': 'September 2006 – January 2007',\n",
       "  'Name': '2006–07 Australian bushfire season',\n",
       "  'State(s)/territories': 'New South WalesSouth AustraliaTasmaniaVictoriaWestern Australia',\n",
       "  'AreaBurned(ha)': 1360000,\n",
       "  'AreaBurned(acres)': 3400000,\n",
       "  'Fatalities': 5,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 83,\n",
       "  'Year': 2006},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7fc'),\n",
       "  'Date': '4 February 2007',\n",
       "  'Name': 'Dwellingup bushfire',\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 12000,\n",
       "  'AreaBurned(acres)': 30000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 16,\n",
       "  'Year': 2007},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7fd'),\n",
       "  'Date': '6 – 14 December 2007',\n",
       "  'Name': '2007 Kangaroo Island bushfires',\n",
       "  'State(s)/territories': 'South Australia',\n",
       "  'AreaBurned(ha)': 95000,\n",
       "  'AreaBurned(acres)': 230000,\n",
       "  'Fatalities': 1,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 2007},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7fe'),\n",
       "  'Date': '30 December 2007',\n",
       "  'Name': 'Boorabbin National Park',\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 40000,\n",
       "  'AreaBurned(acres)': 99000,\n",
       "  'Fatalities': 3,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 2007},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f7ff'),\n",
       "  'Date': '7 February – 14 March 2009',\n",
       "  'Name': 'Black Saturday bushfires',\n",
       "  'State(s)/territories': 'Victoria',\n",
       "  'AreaBurned(ha)': 450000,\n",
       "  'AreaBurned(acres)': 1100000,\n",
       "  'Fatalities': 173,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 2029,\n",
       "  'Year': 2009},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f800'),\n",
       "  'Date': '4 January 2013',\n",
       "  'Name': 'Tasmanian bushfires',\n",
       "  'State(s)/territories': 'Tasmania',\n",
       "  'AreaBurned(ha)': 20000,\n",
       "  'AreaBurned(acres)': 49000,\n",
       "  'Fatalities': 1,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 2013},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f801'),\n",
       "  'Date': '18 January 2013',\n",
       "  'Name': 'Warrumbungle bushfire',\n",
       "  'State(s)/territories': 'New South Wales',\n",
       "  'AreaBurned(ha)': 54000,\n",
       "  'AreaBurned(acres)': 130000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 53,\n",
       "  'Year': 2013},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f802'),\n",
       "  'Date': '17 – 28 October 2013',\n",
       "  'Name': '2013 New South Wales bushfires',\n",
       "  'State(s)/territories': 'New South Wales',\n",
       "  'AreaBurned(ha)': 100000,\n",
       "  'AreaBurned(acres)': 250000,\n",
       "  'Fatalities': 1,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 208,\n",
       "  'Year': 2013},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f803'),\n",
       "  'Date': '27 December 2011 – 3 February 2012',\n",
       "  'Name': 'Carnarvon bushfire complex',\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 800000,\n",
       "  'AreaBurned(acres)': 2000000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 2011},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f804'),\n",
       "  'Date': '2 – 9 January 2015',\n",
       "  'Name': '2015 Sampson Flat bushfires',\n",
       "  'State(s)/territories': 'South Australia',\n",
       "  'AreaBurned(ha)': 20000,\n",
       "  'AreaBurned(acres)': 49000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 27,\n",
       "  'Year': 2015},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f805'),\n",
       "  'Date': '29 January – 20 February 2015',\n",
       "  'Name': \"2015 O'Sullivan bushfire (Northcliffe – Windy Harbour)\",\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 98923,\n",
       "  'AreaBurned(acres)': 244440,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 2,\n",
       "  'Year': 2015},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f806'),\n",
       "  'Date': 'January 2015',\n",
       "  'Name': '2015 Lower Hotham bushfire (Boddington)',\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 52373,\n",
       "  'AreaBurned(acres)': 129420,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 1,\n",
       "  'Year': 2015},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f807'),\n",
       "  'Date': 'October – November 2015',\n",
       "  'Name': '2015 Esperance bushfires',\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 200000,\n",
       "  'AreaBurned(acres)': 490000,\n",
       "  'Fatalities': 4,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 10,\n",
       "  'Year': 2015},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f808'),\n",
       "  'Date': '15 – 24 November 2015',\n",
       "  'Name': 'Perth Hills bushfire complex – Solus Group',\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 10016,\n",
       "  'AreaBurned(acres)': 24750,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 0,\n",
       "  'Year': 2015},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f809'),\n",
       "  'Date': '25 November – 2 December 2015',\n",
       "  'Name': '2015 Pinery bushfire',\n",
       "  'State(s)/territories': 'South Australia',\n",
       "  'AreaBurned(ha)': 85000,\n",
       "  'AreaBurned(acres)': 210000,\n",
       "  'Fatalities': 2,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 91,\n",
       "  'Year': 2015},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f80a'),\n",
       "  'Date': 'January 2016',\n",
       "  'Name': '2016 Murray Road bushfire (Waroona and Harvey)',\n",
       "  'State(s)/territories': 'Western Australia',\n",
       "  'AreaBurned(ha)': 69165,\n",
       "  'AreaBurned(acres)': 170910,\n",
       "  'Fatalities': 2,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 181,\n",
       "  'Year': 2016},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f80b'),\n",
       "  'Date': '11 – 14 February 2017',\n",
       "  'Name': '2017 New South Wales bushfires',\n",
       "  'State(s)/territories': 'New South Wales',\n",
       "  'AreaBurned(ha)': 52000,\n",
       "  'AreaBurned(acres)': 130000,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 35,\n",
       "  'Year': 2017},\n",
       " {'_id': ObjectId('5e9107520b83894bd178f80c'),\n",
       "  'Date': 'early February 2019',\n",
       "  'Name': 'Tingha bushfire',\n",
       "  'State(s)/territories': 'New South Wales',\n",
       "  'AreaBurned(ha)': 23419,\n",
       "  'AreaBurned(acres)': 57870,\n",
       "  'Fatalities': 0,\n",
       "  'PropertiesDamaged(HomesDestroyed)': 19,\n",
       "  'Year': 2019}]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "historical_data = []\n",
    "for data in historicalFires:\n",
    "    historical_data.append(data)\n",
    "    \n",
    "historical_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AreaBurned(acres)</th>\n",
       "      <th>AreaBurned(ha)</th>\n",
       "      <th>Date</th>\n",
       "      <th>Fatalities</th>\n",
       "      <th>Name</th>\n",
       "      <th>PropertiesDamaged(HomesDestroyed)</th>\n",
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       "      <th>Year</th>\n",
       "      <th>_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7da</th>\n",
       "      <td>12000000.0</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>6 February 1851</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Black Thursday bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>1851.0</td>\n",
       "      <td>5e9107520b83894bd178f7da</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7db</th>\n",
       "      <td>640000.0</td>\n",
       "      <td>260000.0</td>\n",
       "      <td>1 February 1898</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Red Tuesday bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>1898.0</td>\n",
       "      <td>5e9107520b83894bd178f7db</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7dc</th>\n",
       "      <td>960000.0</td>\n",
       "      <td>390000.0</td>\n",
       "      <td>February – March 1926</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1926 bushfires</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>1926.0</td>\n",
       "      <td>5e9107520b83894bd178f7dc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7dd</th>\n",
       "      <td>4900000.0</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>December 1938 – January 1939</td>\n",
       "      <td>71.0</td>\n",
       "      <td>Black Friday bushfires</td>\n",
       "      <td>3700.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>1938.0</td>\n",
       "      <td>5e9107520b83894bd178f7dd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7de</th>\n",
       "      <td>2500000.0</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>14 January – 14 February 1944</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1944 Victorian bushfires</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>1944.0</td>\n",
       "      <td>5e9107520b83894bd178f7de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7df</th>\n",
       "      <td>9900000.0</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>November 1951 – January 1952</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1951–52 bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>1951.0</td>\n",
       "      <td>5e9107520b83894bd178f7df</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7e0</th>\n",
       "      <td>245500.0</td>\n",
       "      <td>99500.0</td>\n",
       "      <td>2 January 1955</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Black Sunday bushfires</td>\n",
       "      <td>40.0</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>1955.0</td>\n",
       "      <td>5e9107520b83894bd178f7e0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7e1</th>\n",
       "      <td>4400000.0</td>\n",
       "      <td>1800000.0</td>\n",
       "      <td>January – March 1961</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1961 Western Australian bushfires</td>\n",
       "      <td>160.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>5e9107520b83894bd178f7e1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7e2</th>\n",
       "      <td>780000.0</td>\n",
       "      <td>315000.0</td>\n",
       "      <td>16 February – 13 March 1965</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1965 Gippsland bushfires</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>5e9107520b83894bd178f7e2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7e3</th>\n",
       "      <td>620000.0</td>\n",
       "      <td>251000.0</td>\n",
       "      <td>5 – 14 March 1965</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Southern Highlands bushfires</td>\n",
       "      <td>59.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>5e9107520b83894bd178f7e3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7e4</th>\n",
       "      <td>650000.0</td>\n",
       "      <td>264000.0</td>\n",
       "      <td>7 February 1967</td>\n",
       "      <td>62.0</td>\n",
       "      <td>Black Tuesday bushfires</td>\n",
       "      <td>1293.0</td>\n",
       "      <td>Tasmania</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>5e9107520b83894bd178f7e4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7e5</th>\n",
       "      <td>250000.0</td>\n",
       "      <td>103000.0</td>\n",
       "      <td>12 February 1977</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Western Districts bushfires</td>\n",
       "      <td>116.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>5e9107520b83894bd178f7e5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7e6</th>\n",
       "      <td>130000.0</td>\n",
       "      <td>54000.0</td>\n",
       "      <td>17 December 1977</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Blue Mountains Fires 1977</td>\n",
       "      <td>49.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>5e9107520b83894bd178f7e6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7e7</th>\n",
       "      <td>280000.0</td>\n",
       "      <td>114000.0</td>\n",
       "      <td>4 April 1978</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1978 Western Australian bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>5e9107520b83894bd178f7e7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7e8</th>\n",
       "      <td>2500000.0</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>3 November 1980</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1980 Waterfall bushfire</td>\n",
       "      <td>14.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>5e9107520b83894bd178f7e8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7e9</th>\n",
       "      <td>1030000.0</td>\n",
       "      <td>418000.0</td>\n",
       "      <td>16 February 1983</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Ash Wednesday bushfires</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>South AustraliaVictoria</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>5e9107520b83894bd178f7e9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7ea</th>\n",
       "      <td>1200000.0</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>25 December 1984</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1984 Western New South Wales grasslands bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>5e9107520b83894bd178f7ea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7eb</th>\n",
       "      <td>126000.0</td>\n",
       "      <td>50800.0</td>\n",
       "      <td>14 January 1985</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Central Victoria bushfires</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>5e9107520b83894bd178f7eb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7ec</th>\n",
       "      <td>990000.0</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>27 December 1993 – 16 January 1994</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1994 Eastern seaboard fires</td>\n",
       "      <td>225.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>5e9107520b83894bd178f7ec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7ed</th>\n",
       "      <td>26000.0</td>\n",
       "      <td>10500.0</td>\n",
       "      <td>8 January 1997</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Wooroloo bushfire</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>5e9107520b83894bd178f7ed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7ee</th>\n",
       "      <td>990.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>21 January 1997</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Dandenongs bushfire</td>\n",
       "      <td>41.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>5e9107520b83894bd178f7ee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7ef</th>\n",
       "      <td>57000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>2 December 1997</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Perth and South-West Region bushfires</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>5e9107520b83894bd178f7ef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7f0</th>\n",
       "      <td>1861480.0</td>\n",
       "      <td>753314.0</td>\n",
       "      <td>25 December 2001 – 7 January 2002</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Black Christmas bushfires</td>\n",
       "      <td>121.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>5e9107520b83894bd178f7f0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7f1</th>\n",
       "      <td>94000000.0</td>\n",
       "      <td>38000000.0</td>\n",
       "      <td>August – November 2002</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2002 NT bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Northern Territory</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>5e9107520b83894bd178f7f1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7f2</th>\n",
       "      <td>400000.0</td>\n",
       "      <td>160000.0</td>\n",
       "      <td>18 – 22 January 2003</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2003 Canberra bushfires</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Australian Capital Territory</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>5e9107520b83894bd178f7f2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7f3</th>\n",
       "      <td>3200000.0</td>\n",
       "      <td>1300000.0</td>\n",
       "      <td>8 January – 8 March 2003</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2003 Eastern Victorian alpine bushfires</td>\n",
       "      <td>41.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>5e9107520b83894bd178f7f3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7f4</th>\n",
       "      <td>5200000.0</td>\n",
       "      <td>2110000.0</td>\n",
       "      <td>December 2003</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Tenterden</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>5e9107520b83894bd178f7f4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7f5</th>\n",
       "      <td>192650.0</td>\n",
       "      <td>77964.0</td>\n",
       "      <td>10 – 12 January 2005</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2005 Eyre Peninsula bushfire</td>\n",
       "      <td>93.0</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>5e9107520b83894bd178f7f5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7f6</th>\n",
       "      <td>74000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>New Years Day 2006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Jail Break Inn Fire, Junee</td>\n",
       "      <td>7.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5e9107520b83894bd178f7f6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7f7</th>\n",
       "      <td>400000.0</td>\n",
       "      <td>160000.0</td>\n",
       "      <td>December 2005 – January 2006</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2005 Victorian bushfires</td>\n",
       "      <td>57.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>5e9107520b83894bd178f7f7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7f8</th>\n",
       "      <td>450000.0</td>\n",
       "      <td>184000.0</td>\n",
       "      <td>January 2006</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Grampians bushfire</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5e9107520b83894bd178f7f8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7f9</th>\n",
       "      <td>22000.0</td>\n",
       "      <td>9000.0</td>\n",
       "      <td>6 February 2006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pulletop bushfire, Wagga Wagga</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5e9107520b83894bd178f7f9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7fa</th>\n",
       "      <td>2590000.0</td>\n",
       "      <td>1048000.0</td>\n",
       "      <td>1 December 2006 –  March 2007</td>\n",
       "      <td>1.0</td>\n",
       "      <td>The Great Divides bushfire</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5e9107520b83894bd178f7fa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7fb</th>\n",
       "      <td>3400000.0</td>\n",
       "      <td>1360000.0</td>\n",
       "      <td>September 2006 – January 2007</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2006–07 Australian bushfire season</td>\n",
       "      <td>83.0</td>\n",
       "      <td>New South WalesSouth AustraliaTasmaniaVictoria...</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5e9107520b83894bd178f7fb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7fc</th>\n",
       "      <td>30000.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>4 February 2007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Dwellingup bushfire</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5e9107520b83894bd178f7fc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7fd</th>\n",
       "      <td>230000.0</td>\n",
       "      <td>95000.0</td>\n",
       "      <td>6 – 14 December 2007</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007 Kangaroo Island bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5e9107520b83894bd178f7fd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7fe</th>\n",
       "      <td>99000.0</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>30 December 2007</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Boorabbin National Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5e9107520b83894bd178f7fe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f7ff</th>\n",
       "      <td>1100000.0</td>\n",
       "      <td>450000.0</td>\n",
       "      <td>7 February – 14 March 2009</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Black Saturday bushfires</td>\n",
       "      <td>2029.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>5e9107520b83894bd178f7ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f800</th>\n",
       "      <td>49000.0</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>4 January 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Tasmanian bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tasmania</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>5e9107520b83894bd178f800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f801</th>\n",
       "      <td>130000.0</td>\n",
       "      <td>54000.0</td>\n",
       "      <td>18 January 2013</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Warrumbungle bushfire</td>\n",
       "      <td>53.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>5e9107520b83894bd178f801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f802</th>\n",
       "      <td>250000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>17 – 28 October 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2013 New South Wales bushfires</td>\n",
       "      <td>208.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>5e9107520b83894bd178f802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f803</th>\n",
       "      <td>2000000.0</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>27 December 2011 – 3 February 2012</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Carnarvon bushfire complex</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>5e9107520b83894bd178f803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f804</th>\n",
       "      <td>49000.0</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>2 – 9 January 2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2015 Sampson Flat bushfires</td>\n",
       "      <td>27.0</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>5e9107520b83894bd178f804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f805</th>\n",
       "      <td>244440.0</td>\n",
       "      <td>98923.0</td>\n",
       "      <td>29 January – 20 February 2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2015 O'Sullivan bushfire (Northcliffe – Windy ...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>5e9107520b83894bd178f805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f806</th>\n",
       "      <td>129420.0</td>\n",
       "      <td>52373.0</td>\n",
       "      <td>January 2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2015 Lower Hotham bushfire (Boddington)</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>5e9107520b83894bd178f806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f807</th>\n",
       "      <td>490000.0</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>October – November 2015</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2015 Esperance bushfires</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>5e9107520b83894bd178f807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f808</th>\n",
       "      <td>24750.0</td>\n",
       "      <td>10016.0</td>\n",
       "      <td>15 – 24 November 2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Perth Hills bushfire complex – Solus Group</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>5e9107520b83894bd178f808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f809</th>\n",
       "      <td>210000.0</td>\n",
       "      <td>85000.0</td>\n",
       "      <td>25 November – 2 December 2015</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2015 Pinery bushfire</td>\n",
       "      <td>91.0</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>5e9107520b83894bd178f809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f80a</th>\n",
       "      <td>170910.0</td>\n",
       "      <td>69165.0</td>\n",
       "      <td>January 2016</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2016 Murray Road bushfire (Waroona and Harvey)</td>\n",
       "      <td>181.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>5e9107520b83894bd178f80a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f80b</th>\n",
       "      <td>130000.0</td>\n",
       "      <td>52000.0</td>\n",
       "      <td>11 – 14 February 2017</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2017 New South Wales bushfires</td>\n",
       "      <td>35.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>5e9107520b83894bd178f80b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e9107520b83894bd178f80c</th>\n",
       "      <td>57870.0</td>\n",
       "      <td>23419.0</td>\n",
       "      <td>early February 2019</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tingha bushfire</td>\n",
       "      <td>19.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>5e9107520b83894bd178f80c</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          AreaBurned(acres)  AreaBurned(ha)  \\\n",
       "5e9107520b83894bd178f7da         12000000.0       5000000.0   \n",
       "5e9107520b83894bd178f7db           640000.0        260000.0   \n",
       "5e9107520b83894bd178f7dc           960000.0        390000.0   \n",
       "5e9107520b83894bd178f7dd          4900000.0       2000000.0   \n",
       "5e9107520b83894bd178f7de          2500000.0       1000000.0   \n",
       "5e9107520b83894bd178f7df          9900000.0       4000000.0   \n",
       "5e9107520b83894bd178f7e0           245500.0         99500.0   \n",
       "5e9107520b83894bd178f7e1          4400000.0       1800000.0   \n",
       "5e9107520b83894bd178f7e2           780000.0        315000.0   \n",
       "5e9107520b83894bd178f7e3           620000.0        251000.0   \n",
       "5e9107520b83894bd178f7e4           650000.0        264000.0   \n",
       "5e9107520b83894bd178f7e5           250000.0        103000.0   \n",
       "5e9107520b83894bd178f7e6           130000.0         54000.0   \n",
       "5e9107520b83894bd178f7e7           280000.0        114000.0   \n",
       "5e9107520b83894bd178f7e8          2500000.0       1000000.0   \n",
       "5e9107520b83894bd178f7e9          1030000.0        418000.0   \n",
       "5e9107520b83894bd178f7ea          1200000.0        500000.0   \n",
       "5e9107520b83894bd178f7eb           126000.0         50800.0   \n",
       "5e9107520b83894bd178f7ec           990000.0        400000.0   \n",
       "5e9107520b83894bd178f7ed            26000.0         10500.0   \n",
       "5e9107520b83894bd178f7ee              990.0           400.0   \n",
       "5e9107520b83894bd178f7ef            57000.0         23000.0   \n",
       "5e9107520b83894bd178f7f0          1861480.0        753314.0   \n",
       "5e9107520b83894bd178f7f1         94000000.0      38000000.0   \n",
       "5e9107520b83894bd178f7f2           400000.0        160000.0   \n",
       "5e9107520b83894bd178f7f3          3200000.0       1300000.0   \n",
       "5e9107520b83894bd178f7f4          5200000.0       2110000.0   \n",
       "5e9107520b83894bd178f7f5           192650.0         77964.0   \n",
       "5e9107520b83894bd178f7f6            74000.0         30000.0   \n",
       "5e9107520b83894bd178f7f7           400000.0        160000.0   \n",
       "5e9107520b83894bd178f7f8           450000.0        184000.0   \n",
       "5e9107520b83894bd178f7f9            22000.0          9000.0   \n",
       "5e9107520b83894bd178f7fa          2590000.0       1048000.0   \n",
       "5e9107520b83894bd178f7fb          3400000.0       1360000.0   \n",
       "5e9107520b83894bd178f7fc            30000.0         12000.0   \n",
       "5e9107520b83894bd178f7fd           230000.0         95000.0   \n",
       "5e9107520b83894bd178f7fe            99000.0         40000.0   \n",
       "5e9107520b83894bd178f7ff          1100000.0        450000.0   \n",
       "5e9107520b83894bd178f800            49000.0         20000.0   \n",
       "5e9107520b83894bd178f801           130000.0         54000.0   \n",
       "5e9107520b83894bd178f802           250000.0        100000.0   \n",
       "5e9107520b83894bd178f803          2000000.0        800000.0   \n",
       "5e9107520b83894bd178f804            49000.0         20000.0   \n",
       "5e9107520b83894bd178f805           244440.0         98923.0   \n",
       "5e9107520b83894bd178f806           129420.0         52373.0   \n",
       "5e9107520b83894bd178f807           490000.0        200000.0   \n",
       "5e9107520b83894bd178f808            24750.0         10016.0   \n",
       "5e9107520b83894bd178f809           210000.0         85000.0   \n",
       "5e9107520b83894bd178f80a           170910.0         69165.0   \n",
       "5e9107520b83894bd178f80b           130000.0         52000.0   \n",
       "5e9107520b83894bd178f80c            57870.0         23419.0   \n",
       "\n",
       "                                                        Date  Fatalities  \\\n",
       "5e9107520b83894bd178f7da                     6 February 1851        12.0   \n",
       "5e9107520b83894bd178f7db                     1 February 1898        12.0   \n",
       "5e9107520b83894bd178f7dc               February – March 1926        60.0   \n",
       "5e9107520b83894bd178f7dd        December 1938 – January 1939        71.0   \n",
       "5e9107520b83894bd178f7de       14 January – 14 February 1944        17.0   \n",
       "5e9107520b83894bd178f7df        November 1951 – January 1952        11.0   \n",
       "5e9107520b83894bd178f7e0                      2 January 1955         2.0   \n",
       "5e9107520b83894bd178f7e1                January – March 1961         0.0   \n",
       "5e9107520b83894bd178f7e2         16 February – 13 March 1965         0.0   \n",
       "5e9107520b83894bd178f7e3                   5 – 14 March 1965         3.0   \n",
       "5e9107520b83894bd178f7e4                     7 February 1967        62.0   \n",
       "5e9107520b83894bd178f7e5                    12 February 1977         4.0   \n",
       "5e9107520b83894bd178f7e6                    17 December 1977         2.0   \n",
       "5e9107520b83894bd178f7e7                        4 April 1978         2.0   \n",
       "5e9107520b83894bd178f7e8                     3 November 1980         5.0   \n",
       "5e9107520b83894bd178f7e9                    16 February 1983        75.0   \n",
       "5e9107520b83894bd178f7ea                    25 December 1984         0.0   \n",
       "5e9107520b83894bd178f7eb                     14 January 1985         3.0   \n",
       "5e9107520b83894bd178f7ec  27 December 1993 – 16 January 1994         4.0   \n",
       "5e9107520b83894bd178f7ed                      8 January 1997         0.0   \n",
       "5e9107520b83894bd178f7ee                     21 January 1997         3.0   \n",
       "5e9107520b83894bd178f7ef                     2 December 1997         2.0   \n",
       "5e9107520b83894bd178f7f0   25 December 2001 – 7 January 2002         0.0   \n",
       "5e9107520b83894bd178f7f1              August – November 2002         0.0   \n",
       "5e9107520b83894bd178f7f2                18 – 22 January 2003         4.0   \n",
       "5e9107520b83894bd178f7f3            8 January – 8 March 2003         0.0   \n",
       "5e9107520b83894bd178f7f4                       December 2003         2.0   \n",
       "5e9107520b83894bd178f7f5                10 – 12 January 2005         9.0   \n",
       "5e9107520b83894bd178f7f6                  New Years Day 2006         0.0   \n",
       "5e9107520b83894bd178f7f7        December 2005 – January 2006         4.0   \n",
       "5e9107520b83894bd178f7f8                        January 2006         2.0   \n",
       "5e9107520b83894bd178f7f9                     6 February 2006         0.0   \n",
       "5e9107520b83894bd178f7fa       1 December 2006 –  March 2007         1.0   \n",
       "5e9107520b83894bd178f7fb       September 2006 – January 2007         5.0   \n",
       "5e9107520b83894bd178f7fc                     4 February 2007         0.0   \n",
       "5e9107520b83894bd178f7fd                6 – 14 December 2007         1.0   \n",
       "5e9107520b83894bd178f7fe                    30 December 2007         3.0   \n",
       "5e9107520b83894bd178f7ff          7 February – 14 March 2009       173.0   \n",
       "5e9107520b83894bd178f800                      4 January 2013         1.0   \n",
       "5e9107520b83894bd178f801                     18 January 2013         0.0   \n",
       "5e9107520b83894bd178f802                17 – 28 October 2013         1.0   \n",
       "5e9107520b83894bd178f803  27 December 2011 – 3 February 2012         0.0   \n",
       "5e9107520b83894bd178f804                  2 – 9 January 2015         0.0   \n",
       "5e9107520b83894bd178f805       29 January – 20 February 2015         0.0   \n",
       "5e9107520b83894bd178f806                        January 2015         0.0   \n",
       "5e9107520b83894bd178f807             October – November 2015         4.0   \n",
       "5e9107520b83894bd178f808               15 – 24 November 2015         0.0   \n",
       "5e9107520b83894bd178f809       25 November – 2 December 2015         2.0   \n",
       "5e9107520b83894bd178f80a                        January 2016         2.0   \n",
       "5e9107520b83894bd178f80b               11 – 14 February 2017         0.0   \n",
       "5e9107520b83894bd178f80c                 early February 2019         0.0   \n",
       "\n",
       "                                                                       Name  \\\n",
       "5e9107520b83894bd178f7da                           Black Thursday bushfires   \n",
       "5e9107520b83894bd178f7db                              Red Tuesday bushfires   \n",
       "5e9107520b83894bd178f7dc                                     1926 bushfires   \n",
       "5e9107520b83894bd178f7dd                             Black Friday bushfires   \n",
       "5e9107520b83894bd178f7de                           1944 Victorian bushfires   \n",
       "5e9107520b83894bd178f7df                                  1951–52 bushfires   \n",
       "5e9107520b83894bd178f7e0                             Black Sunday bushfires   \n",
       "5e9107520b83894bd178f7e1                  1961 Western Australian bushfires   \n",
       "5e9107520b83894bd178f7e2                           1965 Gippsland bushfires   \n",
       "5e9107520b83894bd178f7e3                       Southern Highlands bushfires   \n",
       "5e9107520b83894bd178f7e4                            Black Tuesday bushfires   \n",
       "5e9107520b83894bd178f7e5                        Western Districts bushfires   \n",
       "5e9107520b83894bd178f7e6                          Blue Mountains Fires 1977   \n",
       "5e9107520b83894bd178f7e7                  1978 Western Australian bushfires   \n",
       "5e9107520b83894bd178f7e8                            1980 Waterfall bushfire   \n",
       "5e9107520b83894bd178f7e9                            Ash Wednesday bushfires   \n",
       "5e9107520b83894bd178f7ea  1984 Western New South Wales grasslands bushfires   \n",
       "5e9107520b83894bd178f7eb                         Central Victoria bushfires   \n",
       "5e9107520b83894bd178f7ec                        1994 Eastern seaboard fires   \n",
       "5e9107520b83894bd178f7ed                                  Wooroloo bushfire   \n",
       "5e9107520b83894bd178f7ee                                Dandenongs bushfire   \n",
       "5e9107520b83894bd178f7ef              Perth and South-West Region bushfires   \n",
       "5e9107520b83894bd178f7f0                          Black Christmas bushfires   \n",
       "5e9107520b83894bd178f7f1                                  2002 NT bushfires   \n",
       "5e9107520b83894bd178f7f2                            2003 Canberra bushfires   \n",
       "5e9107520b83894bd178f7f3            2003 Eastern Victorian alpine bushfires   \n",
       "5e9107520b83894bd178f7f4                                          Tenterden   \n",
       "5e9107520b83894bd178f7f5                       2005 Eyre Peninsula bushfire   \n",
       "5e9107520b83894bd178f7f6                         Jail Break Inn Fire, Junee   \n",
       "5e9107520b83894bd178f7f7                           2005 Victorian bushfires   \n",
       "5e9107520b83894bd178f7f8                                 Grampians bushfire   \n",
       "5e9107520b83894bd178f7f9                     Pulletop bushfire, Wagga Wagga   \n",
       "5e9107520b83894bd178f7fa                         The Great Divides bushfire   \n",
       "5e9107520b83894bd178f7fb                 2006–07 Australian bushfire season   \n",
       "5e9107520b83894bd178f7fc                                Dwellingup bushfire   \n",
       "5e9107520b83894bd178f7fd                     2007 Kangaroo Island bushfires   \n",
       "5e9107520b83894bd178f7fe                            Boorabbin National Park   \n",
       "5e9107520b83894bd178f7ff                           Black Saturday bushfires   \n",
       "5e9107520b83894bd178f800                                Tasmanian bushfires   \n",
       "5e9107520b83894bd178f801                              Warrumbungle bushfire   \n",
       "5e9107520b83894bd178f802                     2013 New South Wales bushfires   \n",
       "5e9107520b83894bd178f803                         Carnarvon bushfire complex   \n",
       "5e9107520b83894bd178f804                        2015 Sampson Flat bushfires   \n",
       "5e9107520b83894bd178f805  2015 O'Sullivan bushfire (Northcliffe – Windy ...   \n",
       "5e9107520b83894bd178f806            2015 Lower Hotham bushfire (Boddington)   \n",
       "5e9107520b83894bd178f807                           2015 Esperance bushfires   \n",
       "5e9107520b83894bd178f808         Perth Hills bushfire complex – Solus Group   \n",
       "5e9107520b83894bd178f809                               2015 Pinery bushfire   \n",
       "5e9107520b83894bd178f80a     2016 Murray Road bushfire (Waroona and Harvey)   \n",
       "5e9107520b83894bd178f80b                     2017 New South Wales bushfires   \n",
       "5e9107520b83894bd178f80c                                    Tingha bushfire   \n",
       "\n",
       "                          PropertiesDamaged(HomesDestroyed)  \\\n",
       "5e9107520b83894bd178f7da                                0.0   \n",
       "5e9107520b83894bd178f7db                                0.0   \n",
       "5e9107520b83894bd178f7dc                             1000.0   \n",
       "5e9107520b83894bd178f7dd                             3700.0   \n",
       "5e9107520b83894bd178f7de                              500.0   \n",
       "5e9107520b83894bd178f7df                                0.0   \n",
       "5e9107520b83894bd178f7e0                               40.0   \n",
       "5e9107520b83894bd178f7e1                              160.0   \n",
       "5e9107520b83894bd178f7e2                               20.0   \n",
       "5e9107520b83894bd178f7e3                               59.0   \n",
       "5e9107520b83894bd178f7e4                             1293.0   \n",
       "5e9107520b83894bd178f7e5                              116.0   \n",
       "5e9107520b83894bd178f7e6                               49.0   \n",
       "5e9107520b83894bd178f7e7                                0.0   \n",
       "5e9107520b83894bd178f7e8                               14.0   \n",
       "5e9107520b83894bd178f7e9                             2400.0   \n",
       "5e9107520b83894bd178f7ea                                0.0   \n",
       "5e9107520b83894bd178f7eb                              180.0   \n",
       "5e9107520b83894bd178f7ec                              225.0   \n",
       "5e9107520b83894bd178f7ed                               16.0   \n",
       "5e9107520b83894bd178f7ee                               41.0   \n",
       "5e9107520b83894bd178f7ef                                1.0   \n",
       "5e9107520b83894bd178f7f0                              121.0   \n",
       "5e9107520b83894bd178f7f1                                0.0   \n",
       "5e9107520b83894bd178f7f2                              500.0   \n",
       "5e9107520b83894bd178f7f3                               41.0   \n",
       "5e9107520b83894bd178f7f4                                0.0   \n",
       "5e9107520b83894bd178f7f5                               93.0   \n",
       "5e9107520b83894bd178f7f6                                7.0   \n",
       "5e9107520b83894bd178f7f7                               57.0   \n",
       "5e9107520b83894bd178f7f8                                0.0   \n",
       "5e9107520b83894bd178f7f9                                0.0   \n",
       "5e9107520b83894bd178f7fa                               51.0   \n",
       "5e9107520b83894bd178f7fb                               83.0   \n",
       "5e9107520b83894bd178f7fc                               16.0   \n",
       "5e9107520b83894bd178f7fd                                0.0   \n",
       "5e9107520b83894bd178f7fe                                0.0   \n",
       "5e9107520b83894bd178f7ff                             2029.0   \n",
       "5e9107520b83894bd178f800                                0.0   \n",
       "5e9107520b83894bd178f801                               53.0   \n",
       "5e9107520b83894bd178f802                              208.0   \n",
       "5e9107520b83894bd178f803                                0.0   \n",
       "5e9107520b83894bd178f804                               27.0   \n",
       "5e9107520b83894bd178f805                                2.0   \n",
       "5e9107520b83894bd178f806                                1.0   \n",
       "5e9107520b83894bd178f807                               10.0   \n",
       "5e9107520b83894bd178f808                                0.0   \n",
       "5e9107520b83894bd178f809                               91.0   \n",
       "5e9107520b83894bd178f80a                              181.0   \n",
       "5e9107520b83894bd178f80b                               35.0   \n",
       "5e9107520b83894bd178f80c                               19.0   \n",
       "\n",
       "                                                       State(s)/territories  \\\n",
       "5e9107520b83894bd178f7da                                           Victoria   \n",
       "5e9107520b83894bd178f7db                                           Victoria   \n",
       "5e9107520b83894bd178f7dc                                           Victoria   \n",
       "5e9107520b83894bd178f7dd                                           Victoria   \n",
       "5e9107520b83894bd178f7de                                           Victoria   \n",
       "5e9107520b83894bd178f7df                                           Victoria   \n",
       "5e9107520b83894bd178f7e0                                    South Australia   \n",
       "5e9107520b83894bd178f7e1                                  Western Australia   \n",
       "5e9107520b83894bd178f7e2                                           Victoria   \n",
       "5e9107520b83894bd178f7e3                                    New South Wales   \n",
       "5e9107520b83894bd178f7e4                                           Tasmania   \n",
       "5e9107520b83894bd178f7e5                                           Victoria   \n",
       "5e9107520b83894bd178f7e6                                    New South Wales   \n",
       "5e9107520b83894bd178f7e7                                  Western Australia   \n",
       "5e9107520b83894bd178f7e8                                    New South Wales   \n",
       "5e9107520b83894bd178f7e9                            South AustraliaVictoria   \n",
       "5e9107520b83894bd178f7ea                                    New South Wales   \n",
       "5e9107520b83894bd178f7eb                                           Victoria   \n",
       "5e9107520b83894bd178f7ec                                    New South Wales   \n",
       "5e9107520b83894bd178f7ed                                  Western Australia   \n",
       "5e9107520b83894bd178f7ee                                           Victoria   \n",
       "5e9107520b83894bd178f7ef                                  Western Australia   \n",
       "5e9107520b83894bd178f7f0                                    New South Wales   \n",
       "5e9107520b83894bd178f7f1                                 Northern Territory   \n",
       "5e9107520b83894bd178f7f2                       Australian Capital Territory   \n",
       "5e9107520b83894bd178f7f3                                           Victoria   \n",
       "5e9107520b83894bd178f7f4                                  Western Australia   \n",
       "5e9107520b83894bd178f7f5                                    South Australia   \n",
       "5e9107520b83894bd178f7f6                                    New South Wales   \n",
       "5e9107520b83894bd178f7f7                                           Victoria   \n",
       "5e9107520b83894bd178f7f8                                           Victoria   \n",
       "5e9107520b83894bd178f7f9                                    New South Wales   \n",
       "5e9107520b83894bd178f7fa                                           Victoria   \n",
       "5e9107520b83894bd178f7fb  New South WalesSouth AustraliaTasmaniaVictoria...   \n",
       "5e9107520b83894bd178f7fc                                  Western Australia   \n",
       "5e9107520b83894bd178f7fd                                    South Australia   \n",
       "5e9107520b83894bd178f7fe                                  Western Australia   \n",
       "5e9107520b83894bd178f7ff                                           Victoria   \n",
       "5e9107520b83894bd178f800                                           Tasmania   \n",
       "5e9107520b83894bd178f801                                    New South Wales   \n",
       "5e9107520b83894bd178f802                                    New South Wales   \n",
       "5e9107520b83894bd178f803                                  Western Australia   \n",
       "5e9107520b83894bd178f804                                    South Australia   \n",
       "5e9107520b83894bd178f805                                  Western Australia   \n",
       "5e9107520b83894bd178f806                                  Western Australia   \n",
       "5e9107520b83894bd178f807                                  Western Australia   \n",
       "5e9107520b83894bd178f808                                  Western Australia   \n",
       "5e9107520b83894bd178f809                                    South Australia   \n",
       "5e9107520b83894bd178f80a                                  Western Australia   \n",
       "5e9107520b83894bd178f80b                                    New South Wales   \n",
       "5e9107520b83894bd178f80c                                    New South Wales   \n",
       "\n",
       "                            Year                       _id  \n",
       "5e9107520b83894bd178f7da  1851.0  5e9107520b83894bd178f7da  \n",
       "5e9107520b83894bd178f7db  1898.0  5e9107520b83894bd178f7db  \n",
       "5e9107520b83894bd178f7dc  1926.0  5e9107520b83894bd178f7dc  \n",
       "5e9107520b83894bd178f7dd  1938.0  5e9107520b83894bd178f7dd  \n",
       "5e9107520b83894bd178f7de  1944.0  5e9107520b83894bd178f7de  \n",
       "5e9107520b83894bd178f7df  1951.0  5e9107520b83894bd178f7df  \n",
       "5e9107520b83894bd178f7e0  1955.0  5e9107520b83894bd178f7e0  \n",
       "5e9107520b83894bd178f7e1  1961.0  5e9107520b83894bd178f7e1  \n",
       "5e9107520b83894bd178f7e2  1965.0  5e9107520b83894bd178f7e2  \n",
       "5e9107520b83894bd178f7e3  1965.0  5e9107520b83894bd178f7e3  \n",
       "5e9107520b83894bd178f7e4  1967.0  5e9107520b83894bd178f7e4  \n",
       "5e9107520b83894bd178f7e5  1977.0  5e9107520b83894bd178f7e5  \n",
       "5e9107520b83894bd178f7e6  1977.0  5e9107520b83894bd178f7e6  \n",
       "5e9107520b83894bd178f7e7  1978.0  5e9107520b83894bd178f7e7  \n",
       "5e9107520b83894bd178f7e8  1980.0  5e9107520b83894bd178f7e8  \n",
       "5e9107520b83894bd178f7e9  1983.0  5e9107520b83894bd178f7e9  \n",
       "5e9107520b83894bd178f7ea  1984.0  5e9107520b83894bd178f7ea  \n",
       "5e9107520b83894bd178f7eb  1985.0  5e9107520b83894bd178f7eb  \n",
       "5e9107520b83894bd178f7ec  1993.0  5e9107520b83894bd178f7ec  \n",
       "5e9107520b83894bd178f7ed  1997.0  5e9107520b83894bd178f7ed  \n",
       "5e9107520b83894bd178f7ee  1997.0  5e9107520b83894bd178f7ee  \n",
       "5e9107520b83894bd178f7ef  1997.0  5e9107520b83894bd178f7ef  \n",
       "5e9107520b83894bd178f7f0  2001.0  5e9107520b83894bd178f7f0  \n",
       "5e9107520b83894bd178f7f1  2002.0  5e9107520b83894bd178f7f1  \n",
       "5e9107520b83894bd178f7f2  2003.0  5e9107520b83894bd178f7f2  \n",
       "5e9107520b83894bd178f7f3  2003.0  5e9107520b83894bd178f7f3  \n",
       "5e9107520b83894bd178f7f4  2003.0  5e9107520b83894bd178f7f4  \n",
       "5e9107520b83894bd178f7f5  2005.0  5e9107520b83894bd178f7f5  \n",
       "5e9107520b83894bd178f7f6  2006.0  5e9107520b83894bd178f7f6  \n",
       "5e9107520b83894bd178f7f7  2005.0  5e9107520b83894bd178f7f7  \n",
       "5e9107520b83894bd178f7f8  2006.0  5e9107520b83894bd178f7f8  \n",
       "5e9107520b83894bd178f7f9  2006.0  5e9107520b83894bd178f7f9  \n",
       "5e9107520b83894bd178f7fa  2006.0  5e9107520b83894bd178f7fa  \n",
       "5e9107520b83894bd178f7fb  2006.0  5e9107520b83894bd178f7fb  \n",
       "5e9107520b83894bd178f7fc  2007.0  5e9107520b83894bd178f7fc  \n",
       "5e9107520b83894bd178f7fd  2007.0  5e9107520b83894bd178f7fd  \n",
       "5e9107520b83894bd178f7fe  2007.0  5e9107520b83894bd178f7fe  \n",
       "5e9107520b83894bd178f7ff  2009.0  5e9107520b83894bd178f7ff  \n",
       "5e9107520b83894bd178f800  2013.0  5e9107520b83894bd178f800  \n",
       "5e9107520b83894bd178f801  2013.0  5e9107520b83894bd178f801  \n",
       "5e9107520b83894bd178f802  2013.0  5e9107520b83894bd178f802  \n",
       "5e9107520b83894bd178f803  2011.0  5e9107520b83894bd178f803  \n",
       "5e9107520b83894bd178f804  2015.0  5e9107520b83894bd178f804  \n",
       "5e9107520b83894bd178f805  2015.0  5e9107520b83894bd178f805  \n",
       "5e9107520b83894bd178f806  2015.0  5e9107520b83894bd178f806  \n",
       "5e9107520b83894bd178f807  2015.0  5e9107520b83894bd178f807  \n",
       "5e9107520b83894bd178f808  2015.0  5e9107520b83894bd178f808  \n",
       "5e9107520b83894bd178f809  2015.0  5e9107520b83894bd178f809  \n",
       "5e9107520b83894bd178f80a  2016.0  5e9107520b83894bd178f80a  \n",
       "5e9107520b83894bd178f80b  2017.0  5e9107520b83894bd178f80b  \n",
       "5e9107520b83894bd178f80c  2019.0  5e9107520b83894bd178f80c  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "docs = pd.DataFrame(columns=[])\n",
    "for num, doc in enumerate( historical_data ):\n",
    "    # convert ObjectId() to str \n",
    "    doc[\"_id\"] = str(doc[\"_id\"]) \n",
    "\n",
    "    # get document _id from dict \n",
    "    doc_id = doc[\"_id\"]\n",
    "    \n",
    "    # create a Series obj from the MongoDB dict \n",
    "    series_obj = pd.Series( doc, name=doc_id ) \n",
    "\n",
    "    # append the MongoDB Series obj to the DataFrame obj \n",
    "    docs = docs.append( series_obj )\n",
    "    \n",
    "historical_df = docs.copy()\n",
    "historical_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AreaBurned(acres)                    float64\n",
       "AreaBurned(ha)                       float64\n",
       "Date                                  object\n",
       "Fatalities                           float64\n",
       "Name                                  object\n",
       "PropertiesDamaged(HomesDestroyed)    float64\n",
       "State(s)/territories                  object\n",
       "Year                                   int64\n",
       "_id                                   object\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "historical_df = historical_df.astype({\"Year\": \"int\"})\n",
    "historical_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Avg Annual Rainfall</th>\n",
       "      <th>Avg Annual Temp</th>\n",
       "      <th>Year</th>\n",
       "      <th>_id_x</th>\n",
       "      <th>rainfall_difference</th>\n",
       "      <th>temp_differnce</th>\n",
       "      <th>AreaBurned(acres)</th>\n",
       "      <th>AreaBurned(ha)</th>\n",
       "      <th>Date</th>\n",
       "      <th>Fatalities</th>\n",
       "      <th>Name</th>\n",
       "      <th>PropertiesDamaged(HomesDestroyed)</th>\n",
       "      <th>State(s)/territories</th>\n",
       "      <th>_id_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>895.050000</td>\n",
       "      <td>23.983333</td>\n",
       "      <td>1961</td>\n",
       "      <td>5e97bcad58bea3c2bc94d363</td>\n",
       "      <td>-45.384813</td>\n",
       "      <td>0.289569</td>\n",
       "      <td>4400000.0</td>\n",
       "      <td>1800000.0</td>\n",
       "      <td>January – March 1961</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1961 Western Australian bushfires</td>\n",
       "      <td>160.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f7e1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>910.216667</td>\n",
       "      <td>23.816667</td>\n",
       "      <td>1965</td>\n",
       "      <td>5e97bcad58bea3c2bc94d367</td>\n",
       "      <td>-30.218146</td>\n",
       "      <td>0.122902</td>\n",
       "      <td>780000.0</td>\n",
       "      <td>315000.0</td>\n",
       "      <td>16 February – 13 March 1965</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1965 Gippsland bushfires</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>5e9107520b83894bd178f7e2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>910.216667</td>\n",
       "      <td>23.816667</td>\n",
       "      <td>1965</td>\n",
       "      <td>5e97bcad58bea3c2bc94d367</td>\n",
       "      <td>-30.218146</td>\n",
       "      <td>0.122902</td>\n",
       "      <td>620000.0</td>\n",
       "      <td>251000.0</td>\n",
       "      <td>5 – 14 March 1965</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Southern Highlands bushfires</td>\n",
       "      <td>59.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>5e9107520b83894bd178f7e3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1110.750000</td>\n",
       "      <td>23.833333</td>\n",
       "      <td>1967</td>\n",
       "      <td>5e97bcad58bea3c2bc94d369</td>\n",
       "      <td>170.315187</td>\n",
       "      <td>0.139569</td>\n",
       "      <td>650000.0</td>\n",
       "      <td>264000.0</td>\n",
       "      <td>7 February 1967</td>\n",
       "      <td>62.0</td>\n",
       "      <td>Black Tuesday bushfires</td>\n",
       "      <td>1293.0</td>\n",
       "      <td>Tasmania</td>\n",
       "      <td>5e9107520b83894bd178f7e4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>861.671429</td>\n",
       "      <td>23.542857</td>\n",
       "      <td>1977</td>\n",
       "      <td>5e97bcad58bea3c2bc94d373</td>\n",
       "      <td>-78.763385</td>\n",
       "      <td>-0.150907</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>103000.0</td>\n",
       "      <td>12 February 1977</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Western Districts bushfires</td>\n",
       "      <td>116.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>5e9107520b83894bd178f7e5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>861.671429</td>\n",
       "      <td>23.542857</td>\n",
       "      <td>1977</td>\n",
       "      <td>5e97bcad58bea3c2bc94d373</td>\n",
       "      <td>-78.763385</td>\n",
       "      <td>-0.150907</td>\n",
       "      <td>130000.0</td>\n",
       "      <td>54000.0</td>\n",
       "      <td>17 December 1977</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Blue Mountains Fires 1977</td>\n",
       "      <td>49.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>5e9107520b83894bd178f7e6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1012.300000</td>\n",
       "      <td>23.128571</td>\n",
       "      <td>1978</td>\n",
       "      <td>5e97bcad58bea3c2bc94d374</td>\n",
       "      <td>71.865187</td>\n",
       "      <td>-0.565193</td>\n",
       "      <td>280000.0</td>\n",
       "      <td>114000.0</td>\n",
       "      <td>4 April 1978</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1978 Western Australian bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f7e7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>820.142857</td>\n",
       "      <td>23.814286</td>\n",
       "      <td>1980</td>\n",
       "      <td>5e97bcad58bea3c2bc94d376</td>\n",
       "      <td>-120.291956</td>\n",
       "      <td>0.120521</td>\n",
       "      <td>2500000.0</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>3 November 1980</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1980 Waterfall bushfire</td>\n",
       "      <td>14.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>5e9107520b83894bd178f7e8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1050.500000</td>\n",
       "      <td>23.271429</td>\n",
       "      <td>1983</td>\n",
       "      <td>5e97bcad58bea3c2bc94d379</td>\n",
       "      <td>110.065187</td>\n",
       "      <td>-0.422336</td>\n",
       "      <td>1030000.0</td>\n",
       "      <td>418000.0</td>\n",
       "      <td>16 February 1983</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Ash Wednesday bushfires</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>South AustraliaVictoria</td>\n",
       "      <td>5e9107520b83894bd178f7e9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1009.785714</td>\n",
       "      <td>22.971429</td>\n",
       "      <td>1984</td>\n",
       "      <td>5e97bcad58bea3c2bc94d37a</td>\n",
       "      <td>69.350901</td>\n",
       "      <td>-0.722336</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>25 December 1984</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1984 Western New South Wales grasslands bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>5e9107520b83894bd178f7ea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>861.800000</td>\n",
       "      <td>23.242857</td>\n",
       "      <td>1985</td>\n",
       "      <td>5e97bcad58bea3c2bc94d37b</td>\n",
       "      <td>-78.634813</td>\n",
       "      <td>-0.450907</td>\n",
       "      <td>126000.0</td>\n",
       "      <td>50800.0</td>\n",
       "      <td>14 January 1985</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Central Victoria bushfires</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>5e9107520b83894bd178f7eb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>803.585714</td>\n",
       "      <td>23.614286</td>\n",
       "      <td>1993</td>\n",
       "      <td>5e97bcad58bea3c2bc94d383</td>\n",
       "      <td>-136.849099</td>\n",
       "      <td>-0.079479</td>\n",
       "      <td>990000.0</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>27 December 1993 – 16 January 1994</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1994 Eastern seaboard fires</td>\n",
       "      <td>225.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>5e9107520b83894bd178f7ec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>919.271429</td>\n",
       "      <td>23.571429</td>\n",
       "      <td>1997</td>\n",
       "      <td>5e97bcad58bea3c2bc94d387</td>\n",
       "      <td>-21.163385</td>\n",
       "      <td>-0.122336</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>10500.0</td>\n",
       "      <td>8 January 1997</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Wooroloo bushfire</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f7ed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>919.271429</td>\n",
       "      <td>23.571429</td>\n",
       "      <td>1997</td>\n",
       "      <td>5e97bcad58bea3c2bc94d387</td>\n",
       "      <td>-21.163385</td>\n",
       "      <td>-0.122336</td>\n",
       "      <td>990.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>21 January 1997</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Dandenongs bushfire</td>\n",
       "      <td>41.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>5e9107520b83894bd178f7ee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>919.271429</td>\n",
       "      <td>23.571429</td>\n",
       "      <td>1997</td>\n",
       "      <td>5e97bcad58bea3c2bc94d387</td>\n",
       "      <td>-21.163385</td>\n",
       "      <td>-0.122336</td>\n",
       "      <td>57000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>2 December 1997</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Perth and South-West Region bushfires</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f7ef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>880.771429</td>\n",
       "      <td>23.757143</td>\n",
       "      <td>2001</td>\n",
       "      <td>5e97bcad58bea3c2bc94d38b</td>\n",
       "      <td>-59.663385</td>\n",
       "      <td>0.063378</td>\n",
       "      <td>1861480.0</td>\n",
       "      <td>753314.0</td>\n",
       "      <td>25 December 2001 – 7 January 2002</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Black Christmas bushfires</td>\n",
       "      <td>121.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>5e9107520b83894bd178f7f0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>652.914286</td>\n",
       "      <td>24.142857</td>\n",
       "      <td>2002</td>\n",
       "      <td>5e97bcad58bea3c2bc94d38c</td>\n",
       "      <td>-287.520527</td>\n",
       "      <td>0.449093</td>\n",
       "      <td>94000000.0</td>\n",
       "      <td>38000000.0</td>\n",
       "      <td>August – November 2002</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2002 NT bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Northern Territory</td>\n",
       "      <td>5e9107520b83894bd178f7f1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>920.157143</td>\n",
       "      <td>23.828571</td>\n",
       "      <td>2003</td>\n",
       "      <td>5e97bcad58bea3c2bc94d38d</td>\n",
       "      <td>-20.277670</td>\n",
       "      <td>0.134807</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>160000.0</td>\n",
       "      <td>18 – 22 January 2003</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2003 Canberra bushfires</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Australian Capital Territory</td>\n",
       "      <td>5e9107520b83894bd178f7f2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>920.157143</td>\n",
       "      <td>23.828571</td>\n",
       "      <td>2003</td>\n",
       "      <td>5e97bcad58bea3c2bc94d38d</td>\n",
       "      <td>-20.277670</td>\n",
       "      <td>0.134807</td>\n",
       "      <td>3200000.0</td>\n",
       "      <td>1300000.0</td>\n",
       "      <td>8 January – 8 March 2003</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2003 Eastern Victorian alpine bushfires</td>\n",
       "      <td>41.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>5e9107520b83894bd178f7f3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>920.157143</td>\n",
       "      <td>23.828571</td>\n",
       "      <td>2003</td>\n",
       "      <td>5e97bcad58bea3c2bc94d38d</td>\n",
       "      <td>-20.277670</td>\n",
       "      <td>0.134807</td>\n",
       "      <td>5200000.0</td>\n",
       "      <td>2110000.0</td>\n",
       "      <td>December 2003</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Tenterden</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f7f4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>784.957143</td>\n",
       "      <td>24.128571</td>\n",
       "      <td>2005</td>\n",
       "      <td>5e97bcad58bea3c2bc94d38f</td>\n",
       "      <td>-155.477670</td>\n",
       "      <td>0.434807</td>\n",
       "      <td>192650.0</td>\n",
       "      <td>77964.0</td>\n",
       "      <td>10 – 12 January 2005</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2005 Eyre Peninsula bushfire</td>\n",
       "      <td>93.0</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>5e9107520b83894bd178f7f5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>784.957143</td>\n",
       "      <td>24.128571</td>\n",
       "      <td>2005</td>\n",
       "      <td>5e97bcad58bea3c2bc94d38f</td>\n",
       "      <td>-155.477670</td>\n",
       "      <td>0.434807</td>\n",
       "      <td>400000.0</td>\n",
       "      <td>160000.0</td>\n",
       "      <td>December 2005 – January 2006</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2005 Victorian bushfires</td>\n",
       "      <td>57.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>5e9107520b83894bd178f7f7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>706.200000</td>\n",
       "      <td>23.928571</td>\n",
       "      <td>2006</td>\n",
       "      <td>5e97bcad58bea3c2bc94d390</td>\n",
       "      <td>-234.234813</td>\n",
       "      <td>0.234807</td>\n",
       "      <td>74000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>New Years Day 2006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Jail Break Inn Fire, Junee</td>\n",
       "      <td>7.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>5e9107520b83894bd178f7f6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>706.200000</td>\n",
       "      <td>23.928571</td>\n",
       "      <td>2006</td>\n",
       "      <td>5e97bcad58bea3c2bc94d390</td>\n",
       "      <td>-234.234813</td>\n",
       "      <td>0.234807</td>\n",
       "      <td>450000.0</td>\n",
       "      <td>184000.0</td>\n",
       "      <td>January 2006</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Grampians bushfire</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>5e9107520b83894bd178f7f8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>706.200000</td>\n",
       "      <td>23.928571</td>\n",
       "      <td>2006</td>\n",
       "      <td>5e97bcad58bea3c2bc94d390</td>\n",
       "      <td>-234.234813</td>\n",
       "      <td>0.234807</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>9000.0</td>\n",
       "      <td>6 February 2006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pulletop bushfire, Wagga Wagga</td>\n",
       "      <td>0.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>5e9107520b83894bd178f7f9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>706.200000</td>\n",
       "      <td>23.928571</td>\n",
       "      <td>2006</td>\n",
       "      <td>5e97bcad58bea3c2bc94d390</td>\n",
       "      <td>-234.234813</td>\n",
       "      <td>0.234807</td>\n",
       "      <td>2590000.0</td>\n",
       "      <td>1048000.0</td>\n",
       "      <td>1 December 2006 –  March 2007</td>\n",
       "      <td>1.0</td>\n",
       "      <td>The Great Divides bushfire</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>5e9107520b83894bd178f7fa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>706.200000</td>\n",
       "      <td>23.928571</td>\n",
       "      <td>2006</td>\n",
       "      <td>5e97bcad58bea3c2bc94d390</td>\n",
       "      <td>-234.234813</td>\n",
       "      <td>0.234807</td>\n",
       "      <td>3400000.0</td>\n",
       "      <td>1360000.0</td>\n",
       "      <td>September 2006 – January 2007</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2006–07 Australian bushfire season</td>\n",
       "      <td>83.0</td>\n",
       "      <td>New South WalesSouth AustraliaTasmaniaVictoria...</td>\n",
       "      <td>5e9107520b83894bd178f7fb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>871.485714</td>\n",
       "      <td>24.200000</td>\n",
       "      <td>2007</td>\n",
       "      <td>5e97bcad58bea3c2bc94d391</td>\n",
       "      <td>-68.949099</td>\n",
       "      <td>0.506236</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>4 February 2007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Dwellingup bushfire</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f7fc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>871.485714</td>\n",
       "      <td>24.200000</td>\n",
       "      <td>2007</td>\n",
       "      <td>5e97bcad58bea3c2bc94d391</td>\n",
       "      <td>-68.949099</td>\n",
       "      <td>0.506236</td>\n",
       "      <td>230000.0</td>\n",
       "      <td>95000.0</td>\n",
       "      <td>6 – 14 December 2007</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007 Kangaroo Island bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>5e9107520b83894bd178f7fd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>871.485714</td>\n",
       "      <td>24.200000</td>\n",
       "      <td>2007</td>\n",
       "      <td>5e97bcad58bea3c2bc94d391</td>\n",
       "      <td>-68.949099</td>\n",
       "      <td>0.506236</td>\n",
       "      <td>99000.0</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>30 December 2007</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Boorabbin National Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f7fe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>902.600000</td>\n",
       "      <td>24.300000</td>\n",
       "      <td>2009</td>\n",
       "      <td>5e97bcad58bea3c2bc94d393</td>\n",
       "      <td>-37.834813</td>\n",
       "      <td>0.606236</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>450000.0</td>\n",
       "      <td>7 February – 14 March 2009</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Black Saturday bushfires</td>\n",
       "      <td>2029.0</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>5e9107520b83894bd178f7ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1137.885714</td>\n",
       "      <td>23.728571</td>\n",
       "      <td>2011</td>\n",
       "      <td>5e97bcad58bea3c2bc94d395</td>\n",
       "      <td>197.450901</td>\n",
       "      <td>0.034807</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>800000.0</td>\n",
       "      <td>27 December 2011 – 3 February 2012</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Carnarvon bushfire complex</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>961.400000</td>\n",
       "      <td>24.457143</td>\n",
       "      <td>2013</td>\n",
       "      <td>5e97bcad58bea3c2bc94d397</td>\n",
       "      <td>20.965187</td>\n",
       "      <td>0.763378</td>\n",
       "      <td>49000.0</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>4 January 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Tasmanian bushfires</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tasmania</td>\n",
       "      <td>5e9107520b83894bd178f800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>961.400000</td>\n",
       "      <td>24.457143</td>\n",
       "      <td>2013</td>\n",
       "      <td>5e97bcad58bea3c2bc94d397</td>\n",
       "      <td>20.965187</td>\n",
       "      <td>0.763378</td>\n",
       "      <td>130000.0</td>\n",
       "      <td>54000.0</td>\n",
       "      <td>18 January 2013</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Warrumbungle bushfire</td>\n",
       "      <td>53.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>5e9107520b83894bd178f801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>961.400000</td>\n",
       "      <td>24.457143</td>\n",
       "      <td>2013</td>\n",
       "      <td>5e97bcad58bea3c2bc94d397</td>\n",
       "      <td>20.965187</td>\n",
       "      <td>0.763378</td>\n",
       "      <td>250000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>17 – 28 October 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2013 New South Wales bushfires</td>\n",
       "      <td>208.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>5e9107520b83894bd178f802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>892.000000</td>\n",
       "      <td>24.242857</td>\n",
       "      <td>2015</td>\n",
       "      <td>5e97bcad58bea3c2bc94d399</td>\n",
       "      <td>-48.434813</td>\n",
       "      <td>0.549093</td>\n",
       "      <td>49000.0</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>2 – 9 January 2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2015 Sampson Flat bushfires</td>\n",
       "      <td>27.0</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>5e9107520b83894bd178f804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>892.000000</td>\n",
       "      <td>24.242857</td>\n",
       "      <td>2015</td>\n",
       "      <td>5e97bcad58bea3c2bc94d399</td>\n",
       "      <td>-48.434813</td>\n",
       "      <td>0.549093</td>\n",
       "      <td>244440.0</td>\n",
       "      <td>98923.0</td>\n",
       "      <td>29 January – 20 February 2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2015 O'Sullivan bushfire (Northcliffe – Windy ...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>892.000000</td>\n",
       "      <td>24.242857</td>\n",
       "      <td>2015</td>\n",
       "      <td>5e97bcad58bea3c2bc94d399</td>\n",
       "      <td>-48.434813</td>\n",
       "      <td>0.549093</td>\n",
       "      <td>129420.0</td>\n",
       "      <td>52373.0</td>\n",
       "      <td>January 2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2015 Lower Hotham bushfire (Boddington)</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>892.000000</td>\n",
       "      <td>24.242857</td>\n",
       "      <td>2015</td>\n",
       "      <td>5e97bcad58bea3c2bc94d399</td>\n",
       "      <td>-48.434813</td>\n",
       "      <td>0.549093</td>\n",
       "      <td>490000.0</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>October – November 2015</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2015 Esperance bushfires</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>892.000000</td>\n",
       "      <td>24.242857</td>\n",
       "      <td>2015</td>\n",
       "      <td>5e97bcad58bea3c2bc94d399</td>\n",
       "      <td>-48.434813</td>\n",
       "      <td>0.549093</td>\n",
       "      <td>24750.0</td>\n",
       "      <td>10016.0</td>\n",
       "      <td>15 – 24 November 2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Perth Hills bushfire complex – Solus Group</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>892.000000</td>\n",
       "      <td>24.242857</td>\n",
       "      <td>2015</td>\n",
       "      <td>5e97bcad58bea3c2bc94d399</td>\n",
       "      <td>-48.434813</td>\n",
       "      <td>0.549093</td>\n",
       "      <td>210000.0</td>\n",
       "      <td>85000.0</td>\n",
       "      <td>25 November – 2 December 2015</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2015 Pinery bushfire</td>\n",
       "      <td>91.0</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>5e9107520b83894bd178f809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>918.028571</td>\n",
       "      <td>24.271429</td>\n",
       "      <td>2016</td>\n",
       "      <td>5e97bcad58bea3c2bc94d39a</td>\n",
       "      <td>-22.406242</td>\n",
       "      <td>0.577664</td>\n",
       "      <td>170910.0</td>\n",
       "      <td>69165.0</td>\n",
       "      <td>January 2016</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2016 Murray Road bushfire (Waroona and Harvey)</td>\n",
       "      <td>181.0</td>\n",
       "      <td>Western Australia</td>\n",
       "      <td>5e9107520b83894bd178f80a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>871.880000</td>\n",
       "      <td>24.542857</td>\n",
       "      <td>2017</td>\n",
       "      <td>5e97bcad58bea3c2bc94d39b</td>\n",
       "      <td>-68.554813</td>\n",
       "      <td>0.849093</td>\n",
       "      <td>130000.0</td>\n",
       "      <td>52000.0</td>\n",
       "      <td>11 – 14 February 2017</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2017 New South Wales bushfires</td>\n",
       "      <td>35.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>5e9107520b83894bd178f80b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>585.100000</td>\n",
       "      <td>24.971429</td>\n",
       "      <td>2019</td>\n",
       "      <td>5e97bcad58bea3c2bc94d39d</td>\n",
       "      <td>-355.334813</td>\n",
       "      <td>1.277664</td>\n",
       "      <td>57870.0</td>\n",
       "      <td>23419.0</td>\n",
       "      <td>early February 2019</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tingha bushfire</td>\n",
       "      <td>19.0</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>5e9107520b83894bd178f80c</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Avg Annual Rainfall  Avg Annual Temp  Year                     _id_x  \\\n",
       "0            895.050000        23.983333  1961  5e97bcad58bea3c2bc94d363   \n",
       "1            910.216667        23.816667  1965  5e97bcad58bea3c2bc94d367   \n",
       "2            910.216667        23.816667  1965  5e97bcad58bea3c2bc94d367   \n",
       "3           1110.750000        23.833333  1967  5e97bcad58bea3c2bc94d369   \n",
       "4            861.671429        23.542857  1977  5e97bcad58bea3c2bc94d373   \n",
       "5            861.671429        23.542857  1977  5e97bcad58bea3c2bc94d373   \n",
       "6           1012.300000        23.128571  1978  5e97bcad58bea3c2bc94d374   \n",
       "7            820.142857        23.814286  1980  5e97bcad58bea3c2bc94d376   \n",
       "8           1050.500000        23.271429  1983  5e97bcad58bea3c2bc94d379   \n",
       "9           1009.785714        22.971429  1984  5e97bcad58bea3c2bc94d37a   \n",
       "10           861.800000        23.242857  1985  5e97bcad58bea3c2bc94d37b   \n",
       "11           803.585714        23.614286  1993  5e97bcad58bea3c2bc94d383   \n",
       "12           919.271429        23.571429  1997  5e97bcad58bea3c2bc94d387   \n",
       "13           919.271429        23.571429  1997  5e97bcad58bea3c2bc94d387   \n",
       "14           919.271429        23.571429  1997  5e97bcad58bea3c2bc94d387   \n",
       "15           880.771429        23.757143  2001  5e97bcad58bea3c2bc94d38b   \n",
       "16           652.914286        24.142857  2002  5e97bcad58bea3c2bc94d38c   \n",
       "17           920.157143        23.828571  2003  5e97bcad58bea3c2bc94d38d   \n",
       "18           920.157143        23.828571  2003  5e97bcad58bea3c2bc94d38d   \n",
       "19           920.157143        23.828571  2003  5e97bcad58bea3c2bc94d38d   \n",
       "20           784.957143        24.128571  2005  5e97bcad58bea3c2bc94d38f   \n",
       "21           784.957143        24.128571  2005  5e97bcad58bea3c2bc94d38f   \n",
       "22           706.200000        23.928571  2006  5e97bcad58bea3c2bc94d390   \n",
       "23           706.200000        23.928571  2006  5e97bcad58bea3c2bc94d390   \n",
       "24           706.200000        23.928571  2006  5e97bcad58bea3c2bc94d390   \n",
       "25           706.200000        23.928571  2006  5e97bcad58bea3c2bc94d390   \n",
       "26           706.200000        23.928571  2006  5e97bcad58bea3c2bc94d390   \n",
       "27           871.485714        24.200000  2007  5e97bcad58bea3c2bc94d391   \n",
       "28           871.485714        24.200000  2007  5e97bcad58bea3c2bc94d391   \n",
       "29           871.485714        24.200000  2007  5e97bcad58bea3c2bc94d391   \n",
       "30           902.600000        24.300000  2009  5e97bcad58bea3c2bc94d393   \n",
       "31          1137.885714        23.728571  2011  5e97bcad58bea3c2bc94d395   \n",
       "32           961.400000        24.457143  2013  5e97bcad58bea3c2bc94d397   \n",
       "33           961.400000        24.457143  2013  5e97bcad58bea3c2bc94d397   \n",
       "34           961.400000        24.457143  2013  5e97bcad58bea3c2bc94d397   \n",
       "35           892.000000        24.242857  2015  5e97bcad58bea3c2bc94d399   \n",
       "36           892.000000        24.242857  2015  5e97bcad58bea3c2bc94d399   \n",
       "37           892.000000        24.242857  2015  5e97bcad58bea3c2bc94d399   \n",
       "38           892.000000        24.242857  2015  5e97bcad58bea3c2bc94d399   \n",
       "39           892.000000        24.242857  2015  5e97bcad58bea3c2bc94d399   \n",
       "40           892.000000        24.242857  2015  5e97bcad58bea3c2bc94d399   \n",
       "41           918.028571        24.271429  2016  5e97bcad58bea3c2bc94d39a   \n",
       "42           871.880000        24.542857  2017  5e97bcad58bea3c2bc94d39b   \n",
       "43           585.100000        24.971429  2019  5e97bcad58bea3c2bc94d39d   \n",
       "\n",
       "    rainfall_difference  temp_differnce  AreaBurned(acres)  AreaBurned(ha)  \\\n",
       "0            -45.384813        0.289569          4400000.0       1800000.0   \n",
       "1            -30.218146        0.122902           780000.0        315000.0   \n",
       "2            -30.218146        0.122902           620000.0        251000.0   \n",
       "3            170.315187        0.139569           650000.0        264000.0   \n",
       "4            -78.763385       -0.150907           250000.0        103000.0   \n",
       "5            -78.763385       -0.150907           130000.0         54000.0   \n",
       "6             71.865187       -0.565193           280000.0        114000.0   \n",
       "7           -120.291956        0.120521          2500000.0       1000000.0   \n",
       "8            110.065187       -0.422336          1030000.0        418000.0   \n",
       "9             69.350901       -0.722336          1200000.0        500000.0   \n",
       "10           -78.634813       -0.450907           126000.0         50800.0   \n",
       "11          -136.849099       -0.079479           990000.0        400000.0   \n",
       "12           -21.163385       -0.122336            26000.0         10500.0   \n",
       "13           -21.163385       -0.122336              990.0           400.0   \n",
       "14           -21.163385       -0.122336            57000.0         23000.0   \n",
       "15           -59.663385        0.063378          1861480.0        753314.0   \n",
       "16          -287.520527        0.449093         94000000.0      38000000.0   \n",
       "17           -20.277670        0.134807           400000.0        160000.0   \n",
       "18           -20.277670        0.134807          3200000.0       1300000.0   \n",
       "19           -20.277670        0.134807          5200000.0       2110000.0   \n",
       "20          -155.477670        0.434807           192650.0         77964.0   \n",
       "21          -155.477670        0.434807           400000.0        160000.0   \n",
       "22          -234.234813        0.234807            74000.0         30000.0   \n",
       "23          -234.234813        0.234807           450000.0        184000.0   \n",
       "24          -234.234813        0.234807            22000.0          9000.0   \n",
       "25          -234.234813        0.234807          2590000.0       1048000.0   \n",
       "26          -234.234813        0.234807          3400000.0       1360000.0   \n",
       "27           -68.949099        0.506236            30000.0         12000.0   \n",
       "28           -68.949099        0.506236           230000.0         95000.0   \n",
       "29           -68.949099        0.506236            99000.0         40000.0   \n",
       "30           -37.834813        0.606236          1100000.0        450000.0   \n",
       "31           197.450901        0.034807          2000000.0        800000.0   \n",
       "32            20.965187        0.763378            49000.0         20000.0   \n",
       "33            20.965187        0.763378           130000.0         54000.0   \n",
       "34            20.965187        0.763378           250000.0        100000.0   \n",
       "35           -48.434813        0.549093            49000.0         20000.0   \n",
       "36           -48.434813        0.549093           244440.0         98923.0   \n",
       "37           -48.434813        0.549093           129420.0         52373.0   \n",
       "38           -48.434813        0.549093           490000.0        200000.0   \n",
       "39           -48.434813        0.549093            24750.0         10016.0   \n",
       "40           -48.434813        0.549093           210000.0         85000.0   \n",
       "41           -22.406242        0.577664           170910.0         69165.0   \n",
       "42           -68.554813        0.849093           130000.0         52000.0   \n",
       "43          -355.334813        1.277664            57870.0         23419.0   \n",
       "\n",
       "                                  Date  Fatalities  \\\n",
       "0                 January – March 1961         0.0   \n",
       "1          16 February – 13 March 1965         0.0   \n",
       "2                    5 – 14 March 1965         3.0   \n",
       "3                      7 February 1967        62.0   \n",
       "4                     12 February 1977         4.0   \n",
       "5                     17 December 1977         2.0   \n",
       "6                         4 April 1978         2.0   \n",
       "7                      3 November 1980         5.0   \n",
       "8                     16 February 1983        75.0   \n",
       "9                     25 December 1984         0.0   \n",
       "10                     14 January 1985         3.0   \n",
       "11  27 December 1993 – 16 January 1994         4.0   \n",
       "12                      8 January 1997         0.0   \n",
       "13                     21 January 1997         3.0   \n",
       "14                     2 December 1997         2.0   \n",
       "15   25 December 2001 – 7 January 2002         0.0   \n",
       "16              August – November 2002         0.0   \n",
       "17                18 – 22 January 2003         4.0   \n",
       "18            8 January – 8 March 2003         0.0   \n",
       "19                       December 2003         2.0   \n",
       "20                10 – 12 January 2005         9.0   \n",
       "21        December 2005 – January 2006         4.0   \n",
       "22                  New Years Day 2006         0.0   \n",
       "23                        January 2006         2.0   \n",
       "24                     6 February 2006         0.0   \n",
       "25       1 December 2006 –  March 2007         1.0   \n",
       "26       September 2006 – January 2007         5.0   \n",
       "27                     4 February 2007         0.0   \n",
       "28                6 – 14 December 2007         1.0   \n",
       "29                    30 December 2007         3.0   \n",
       "30          7 February – 14 March 2009       173.0   \n",
       "31  27 December 2011 – 3 February 2012         0.0   \n",
       "32                      4 January 2013         1.0   \n",
       "33                     18 January 2013         0.0   \n",
       "34                17 – 28 October 2013         1.0   \n",
       "35                  2 – 9 January 2015         0.0   \n",
       "36       29 January – 20 February 2015         0.0   \n",
       "37                        January 2015         0.0   \n",
       "38             October – November 2015         4.0   \n",
       "39               15 – 24 November 2015         0.0   \n",
       "40       25 November – 2 December 2015         2.0   \n",
       "41                        January 2016         2.0   \n",
       "42               11 – 14 February 2017         0.0   \n",
       "43                 early February 2019         0.0   \n",
       "\n",
       "                                                 Name  \\\n",
       "0                   1961 Western Australian bushfires   \n",
       "1                            1965 Gippsland bushfires   \n",
       "2                        Southern Highlands bushfires   \n",
       "3                             Black Tuesday bushfires   \n",
       "4                         Western Districts bushfires   \n",
       "5                           Blue Mountains Fires 1977   \n",
       "6                   1978 Western Australian bushfires   \n",
       "7                             1980 Waterfall bushfire   \n",
       "8                             Ash Wednesday bushfires   \n",
       "9   1984 Western New South Wales grasslands bushfires   \n",
       "10                         Central Victoria bushfires   \n",
       "11                        1994 Eastern seaboard fires   \n",
       "12                                  Wooroloo bushfire   \n",
       "13                                Dandenongs bushfire   \n",
       "14              Perth and South-West Region bushfires   \n",
       "15                          Black Christmas bushfires   \n",
       "16                                  2002 NT bushfires   \n",
       "17                            2003 Canberra bushfires   \n",
       "18            2003 Eastern Victorian alpine bushfires   \n",
       "19                                          Tenterden   \n",
       "20                       2005 Eyre Peninsula bushfire   \n",
       "21                           2005 Victorian bushfires   \n",
       "22                         Jail Break Inn Fire, Junee   \n",
       "23                                 Grampians bushfire   \n",
       "24                     Pulletop bushfire, Wagga Wagga   \n",
       "25                         The Great Divides bushfire   \n",
       "26                 2006–07 Australian bushfire season   \n",
       "27                                Dwellingup bushfire   \n",
       "28                     2007 Kangaroo Island bushfires   \n",
       "29                            Boorabbin National Park   \n",
       "30                           Black Saturday bushfires   \n",
       "31                         Carnarvon bushfire complex   \n",
       "32                                Tasmanian bushfires   \n",
       "33                              Warrumbungle bushfire   \n",
       "34                     2013 New South Wales bushfires   \n",
       "35                        2015 Sampson Flat bushfires   \n",
       "36  2015 O'Sullivan bushfire (Northcliffe – Windy ...   \n",
       "37            2015 Lower Hotham bushfire (Boddington)   \n",
       "38                           2015 Esperance bushfires   \n",
       "39         Perth Hills bushfire complex – Solus Group   \n",
       "40                               2015 Pinery bushfire   \n",
       "41     2016 Murray Road bushfire (Waroona and Harvey)   \n",
       "42                     2017 New South Wales bushfires   \n",
       "43                                    Tingha bushfire   \n",
       "\n",
       "    PropertiesDamaged(HomesDestroyed)  \\\n",
       "0                               160.0   \n",
       "1                                20.0   \n",
       "2                                59.0   \n",
       "3                              1293.0   \n",
       "4                               116.0   \n",
       "5                                49.0   \n",
       "6                                 0.0   \n",
       "7                                14.0   \n",
       "8                              2400.0   \n",
       "9                                 0.0   \n",
       "10                              180.0   \n",
       "11                              225.0   \n",
       "12                               16.0   \n",
       "13                               41.0   \n",
       "14                                1.0   \n",
       "15                              121.0   \n",
       "16                                0.0   \n",
       "17                              500.0   \n",
       "18                               41.0   \n",
       "19                                0.0   \n",
       "20                               93.0   \n",
       "21                               57.0   \n",
       "22                                7.0   \n",
       "23                                0.0   \n",
       "24                                0.0   \n",
       "25                               51.0   \n",
       "26                               83.0   \n",
       "27                               16.0   \n",
       "28                                0.0   \n",
       "29                                0.0   \n",
       "30                             2029.0   \n",
       "31                                0.0   \n",
       "32                                0.0   \n",
       "33                               53.0   \n",
       "34                              208.0   \n",
       "35                               27.0   \n",
       "36                                2.0   \n",
       "37                                1.0   \n",
       "38                               10.0   \n",
       "39                                0.0   \n",
       "40                               91.0   \n",
       "41                              181.0   \n",
       "42                               35.0   \n",
       "43                               19.0   \n",
       "\n",
       "                                 State(s)/territories  \\\n",
       "0                                   Western Australia   \n",
       "1                                            Victoria   \n",
       "2                                     New South Wales   \n",
       "3                                            Tasmania   \n",
       "4                                            Victoria   \n",
       "5                                     New South Wales   \n",
       "6                                   Western Australia   \n",
       "7                                     New South Wales   \n",
       "8                             South AustraliaVictoria   \n",
       "9                                     New South Wales   \n",
       "10                                           Victoria   \n",
       "11                                    New South Wales   \n",
       "12                                  Western Australia   \n",
       "13                                           Victoria   \n",
       "14                                  Western Australia   \n",
       "15                                    New South Wales   \n",
       "16                                 Northern Territory   \n",
       "17                       Australian Capital Territory   \n",
       "18                                           Victoria   \n",
       "19                                  Western Australia   \n",
       "20                                    South Australia   \n",
       "21                                           Victoria   \n",
       "22                                    New South Wales   \n",
       "23                                           Victoria   \n",
       "24                                    New South Wales   \n",
       "25                                           Victoria   \n",
       "26  New South WalesSouth AustraliaTasmaniaVictoria...   \n",
       "27                                  Western Australia   \n",
       "28                                    South Australia   \n",
       "29                                  Western Australia   \n",
       "30                                           Victoria   \n",
       "31                                  Western Australia   \n",
       "32                                           Tasmania   \n",
       "33                                    New South Wales   \n",
       "34                                    New South Wales   \n",
       "35                                    South Australia   \n",
       "36                                  Western Australia   \n",
       "37                                  Western Australia   \n",
       "38                                  Western Australia   \n",
       "39                                  Western Australia   \n",
       "40                                    South Australia   \n",
       "41                                  Western Australia   \n",
       "42                                    New South Wales   \n",
       "43                                    New South Wales   \n",
       "\n",
       "                       _id_y  \n",
       "0   5e9107520b83894bd178f7e1  \n",
       "1   5e9107520b83894bd178f7e2  \n",
       "2   5e9107520b83894bd178f7e3  \n",
       "3   5e9107520b83894bd178f7e4  \n",
       "4   5e9107520b83894bd178f7e5  \n",
       "5   5e9107520b83894bd178f7e6  \n",
       "6   5e9107520b83894bd178f7e7  \n",
       "7   5e9107520b83894bd178f7e8  \n",
       "8   5e9107520b83894bd178f7e9  \n",
       "9   5e9107520b83894bd178f7ea  \n",
       "10  5e9107520b83894bd178f7eb  \n",
       "11  5e9107520b83894bd178f7ec  \n",
       "12  5e9107520b83894bd178f7ed  \n",
       "13  5e9107520b83894bd178f7ee  \n",
       "14  5e9107520b83894bd178f7ef  \n",
       "15  5e9107520b83894bd178f7f0  \n",
       "16  5e9107520b83894bd178f7f1  \n",
       "17  5e9107520b83894bd178f7f2  \n",
       "18  5e9107520b83894bd178f7f3  \n",
       "19  5e9107520b83894bd178f7f4  \n",
       "20  5e9107520b83894bd178f7f5  \n",
       "21  5e9107520b83894bd178f7f7  \n",
       "22  5e9107520b83894bd178f7f6  \n",
       "23  5e9107520b83894bd178f7f8  \n",
       "24  5e9107520b83894bd178f7f9  \n",
       "25  5e9107520b83894bd178f7fa  \n",
       "26  5e9107520b83894bd178f7fb  \n",
       "27  5e9107520b83894bd178f7fc  \n",
       "28  5e9107520b83894bd178f7fd  \n",
       "29  5e9107520b83894bd178f7fe  \n",
       "30  5e9107520b83894bd178f7ff  \n",
       "31  5e9107520b83894bd178f803  \n",
       "32  5e9107520b83894bd178f800  \n",
       "33  5e9107520b83894bd178f801  \n",
       "34  5e9107520b83894bd178f802  \n",
       "35  5e9107520b83894bd178f804  \n",
       "36  5e9107520b83894bd178f805  \n",
       "37  5e9107520b83894bd178f806  \n",
       "38  5e9107520b83894bd178f807  \n",
       "39  5e9107520b83894bd178f808  \n",
       "40  5e9107520b83894bd178f809  \n",
       "41  5e9107520b83894bd178f80a  \n",
       "42  5e9107520b83894bd178f80b  \n",
       "43  5e9107520b83894bd178f80c  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist_temp_df = temp_rain_df.merge(historical_df, on =\"Year\", how=\"inner\")\n",
    "hist_temp_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "removed data point with area burned = 38000000.0\n"
     ]
    }
   ],
   "source": [
    "# remove outlier\n",
    "\n",
    "for areaBurned in hist_temp_df[\"AreaBurned(ha)\"]:\n",
    "    if areaBurned > 10000000:\n",
    "        hist_temp_df = hist_temp_df[hist_temp_df[\"AreaBurned(ha)\"]!=areaBurned]\n",
    "        print(f\"removed data point with area burned = {areaBurned}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_temp_df = hist_temp_df.sort_values(\"AreaBurned(ha)\")\n",
    "rainfall = hist_temp_df[\"Avg Annual Rainfall\"]\n",
    "temp = hist_temp_df[\"Avg Annual Temp\"]\n",
    "x = hist_temp_df[\"AreaBurned(ha)\"]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "plt.xlabel(\"Area Burned (hectares)\")\n",
    "\n",
    "ax.scatter(x, rainfall, c='b', marker='o')\n",
    "plt.ylabel(\"Average Annual Rainfall\")\n",
    "\n",
    "def func(x, a, b, c):\n",
    "    return a * np.log(b + x) + c\n",
    "\n",
    "popt, pcov = curve_fit(func, x, rainfall)\n",
    "plt.plot(x, func(x, *popt), 'r-', label='fit: a=%5.3f, b=%5.3f, c=%5.3f' % tuple(popt))\n",
    "# scipy.optimize.curve_fit(lambda t,a,b: a+b*numpy.log(t),  x,  rainfall)\n",
    "# p = np.polyfit(x, np.log(rainfall), 1)\n",
    "# p = np.poly1d(np.polyfit(x, rainfall, 2))\n",
    "\n",
    "# ax2=ax.twinx()\n",
    "\n",
    "# ax2.scatter(x, temp, c='r', marker='^')\n",
    "# plt.ylabel(\"Average Annual Temperature\")\n",
    "# p2 = p = np.poly1d(np.polyfit(x, temp, 3))\n",
    "\n",
    "# xp = np.linspace(np.min(x), np.max(x), 1000)\n",
    "# _ = plt.plot(x, rainfall, '.', xp, p(xp), '-')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rainfall = hist_temp_df[\"Avg Annual Rainfall\"]\n",
    "temp = hist_temp_df[\"Avg Annual Temp\"]\n",
    "x = hist_temp_df[\"AreaBurned(ha)\"]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "plt.xlabel(\"Area Burned (hectares)\")\n",
    "\n",
    "rain = ax.scatter(x, rainfall, c='b', marker='o', label=\"Rainfall\")\n",
    "plt.ylabel(\"Average Annual Rainfall\")\n",
    "\n",
    "ax2=ax.twinx()\n",
    "\n",
    "temp = ax2.scatter(x, temp, c='r', marker='^', label=\"Temperature\")\n",
    "plt.ylabel(\"Average Annual Temperature\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.legend([rain, temp], (\"Rainfall\", \"Temperature\"))\n",
    "plt.savefig(\"images/rainTempAreaBurned.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}