1. Where are the fires and are what are the main factors causing wildfires? 0. Heat map to determine...

Question

1. Where are the fires and are what are the main factors causing wildfires? 0. Heat map to determine concentrations of wildfires 0. Four primary drivers: 1. Climate change: as temperatures increase,...

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1. Where are the fires and are what are the main factors causing wildfires?
0. Heat map to determine concentrations of wildfires
0. Four primary drivers:
1. Climate change: as temperatures increase, fires and fire severity increases
0. Linear regression model
1. People
1. Linear regression model or frequency distribution of people vs other factors
1. Fire suppression
2. There have always been fires in California, has a history of suppression resulted in increased vegetation growth related to wildfires
0. Linear regression vegetation growth vs wild fires, heat map
1. The Santa Ana Winds
3. June-Sep: fires are inland, warmer, drier weathe
3. Oct-Apr: since the 1990s Santa Ana Winds – spread 3x faster and are closer to u
an areas
1. Lean on linear regression, frequency distributions, and heat maps for visualizations. Let the results shape the na
ative; possibly construct multivariate regression model on above 4 factors

,OBJECTID,YEAR_,ALARM_DATE,GIS_ACRES,Date_YMD,Date_HMS
2524,23969,2000, XXXXXXXXXX:00:00+00:00,1834.89,9/20/2000,00:00:00+00
2525,23970,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/13/2000,00:00:00+00
4013,25458,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/16/2001,00:00:00+00
6024,27469,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/27/2001,00:00:00+00
6025,27470,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/19/2001,00:00:00+00
6196,27641,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,11/15/2002,00:00:00+00
6197,27642,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,11/24/2002,00:00:00+00
6198,27643,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,10/13/2002,00:00:00+00
6199,27644,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,10/24/2002,00:00:00+00
6200,27645,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/26/2002,00:00:00+00
6201,27646,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/30/2002,00:00:00+00
6202,27647,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,4/21/2002,00:00:00+00
6359,27804,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/13/2002,00:00:00+00
6360,27805,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/9/2002,00:00:00+00
6483,27928,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/30/2001,00:00:00+00
6484,27929,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/17/2001,00:00:00+00
6485,27930,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/13/2001,00:00:00+00
6486,27931,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/2/2001,00:00:00+00
6487,27932,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/8/2001,00:00:00+00
6488,27933,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/13/2001,00:00:00+00
6489,27934,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/19/2001,00:00:00+00
6490,27935,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/5/2001,00:00:00+00
6491,27936,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/6/2001,00:00:00+00
6492,27937,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/7/2001,00:00:00+00
6493,27938,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/6/2001,00:00:00+00
6494,27939,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/24/2001,00:00:00+00
7033,28478,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/25/2002,00:00:00+00
7034,28479,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/15/2002,00:00:00+00
7035,28480,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/3/2001,00:00:00+00
7036,28481,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/31/2001,00:00:00+00
7037,28482,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/18/2001,00:00:00+00
7038,28483,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/4/2000,00:00:00+00
7039,28484,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/23/2000,00:00:00+00
7040,28485,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/4/2001,00:00:00+00
7041,28486,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/5/2001,00:00:00+00
7042,28487,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/7/2001,00:00:00+00
7043,28488,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/5/2001,00:00:00+00
7044,28489,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,10/24/2001,00:00:00+00
7045,28490,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/20/2001,00:00:00+00
7308,28753,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/4/2001,00:00:00+00
7309,28754,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/1/2001,00:00:00+00
7310,28755,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/31/2001,00:00:00+00
7311,28756,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/17/2001,00:00:00+00
7312,28757,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/23/2001,00:00:00+00
7313,28758,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/31/2001,00:00:00+00
7314,28759,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/21/2001,00:00:00+00
7315,28760,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/23/2001,00:00:00+00
7316,28761,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/28/2001,00:00:00+00
7317,28762,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/20/2001,00:00:00+00
7338,28783,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/17/2001,00:00:00+00
7341,28786,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/5/2000,00:00:00+00
7348,28793,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/19/2000,00:00:00+00
7999,29444,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,11/25/2002,00:00:00+00
8000,29445,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/1/2000,00:00:00+00
8001,29446,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/3/2000,00:00:00+00
8169,29614,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/5/2000,00:00:00+00
8170,29615,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/5/2000,00:00:00+00
8248,29693,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/4/2000,00:00:00+00
8249,29694,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/29/2000,00:00:00+00
8250,29695,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/16/2000,00:00:00+00
8251,29696,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/13/2000,00:00:00+00
8839,30285,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/7/2000,00:00:00+00
8846,30292,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/24/2001,00:00:00+00
8847,30293,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/15/2002,00:00:00+00
8848,30294,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/19/2002,00:00:00+00
8849,30295,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/14/2002,00:00:00+00
8850,30296,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/11/2002,00:00:00+00
8851,30297,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/21/2002,00:00:00+00
8852,30298,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,10/1/2002,00:00:00+00
8853,30299,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,3/5/2002,00:00:00+00
8854,30300,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/9/2002,00:00:00+00
8855,30301,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/14/2002,00:00:00+00
9037,30483,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/20/2000,00:00:00+00
9471,30917,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/10/2001,00:00:00+00
9472,30918,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/30/2001,00:00:00+00
10274,31720,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/13/2002,00:00:00+00
10275,31721,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/18/2002,00:00:00+00
10276,31722,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/9/2002,00:00:00+00
10277,31723,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/29/2002,00:00:00+00
10278,31724,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/9/2002,00:00:00+00
10279,31725,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/12/2002,00:00:00+00
10280,31726,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/9/2002,00:00:00+00
10281,31727,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/17/2002,00:00:00+00
10282,31728,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/24/2002,00:00:00+00
10283,31729,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/24/2002,00:00:00+00
10284,31730,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/26/2002,00:00:00+00
10285,31731,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,11/25/2002,00:00:00+00
10286,31732,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,11/25/2002,00:00:00+00
10287,31733,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,11/25/2002,00:00:00+00
10288,31734,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,11/27/2002,00:00:00+00
10289,31735,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,11/27/2002,00:00:00+00
10664,32110,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/11/2000,00:00:00+00
10665,32111,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/6/2000,00:00:00+00
10666,32112,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/24/2000,00:00:00+00
10667,32113,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/1/2002,00:00:00+00
10668,32114,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/12/2002,00:00:00+00
10669,32115,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/12/2002,00:00:00+00
10689,32135,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/19/2002,00:00:00+00
10690,32136,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/20/2002,00:00:00+00
10691,32137,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/23/2002,00:00:00+00
10693,32139,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/13/2002,00:00:00+00
10694,32140,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/28/2002,00:00:00+00
10695,32141,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/10/2002,00:00:00+00
10751,32197,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/21/2000,00:00:00+00
10752,32198,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/22/2000,00:00:00+00
10753,32199,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/26/2000,00:00:00+00
10754,32200,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/13/2000,00:00:00+00
10755,32201,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,11/2/2000,00:00:00+00
10756,32202,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/7/2000,00:00:00+00
10764,32210,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/13/2000,00:00:00+00
10765,32211,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/4/2000,00:00:00+00
10769,32215,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/7/2002,00:00:00+00
10770,32216,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/15/2002,00:00:00+00
10771,32217,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/26/2002,00:00:00+00
10772,32218,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/8/2002,00:00:00+00
10773,32219,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/28/2002,00:00:00+00
10856,32302,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/29/2001,00:00:00+00
10857,32303,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/8/2001,00:00:00+00
10858,32304,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/28/2001,00:00:00+00
10859,32305,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/19/2001,00:00:00+00
10860,32306,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/5/2001,00:00:00+00
10861,32307,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/20/2001,00:00:00+00
10862,32308,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/25/2001,00:00:00+00
10863,32309,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/27/2001,00:00:00+00
10865,32311,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/13/2001,00:00:00+00
10866,32312,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/29/2001,00:00:00+00
10867,32313,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/4/2001,00:00:00+00
10868,32314,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/3/2001,00:00:00+00
10869,32315,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/18/2001,00:00:00+00
10870,32316,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/19/2001,00:00:00+00
10871,32317,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,11/25/2002,00:00:00+00
10892,32338,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/2/2001,00:00:00+00
10908,32354,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/27/2001,00:00:00+00
10912,32358,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/12/2002,00:00:00+00
10913,32359,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/14/2002,00:00:00+00
10938,32384,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/15/2002,00:00:00+00
10939,32385,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/10/2002,00:00:00+00
10940,32386,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/11/2002,00:00:00+00
10941,32387,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/26/2002,00:00:00+00
10942,32388,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/12/2002,00:00:00+00
10943,32389,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,3/31/2002,00:00:00+00
10944,32390,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,1/23/2002,00:00:00+00
10945,32391,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,2/9/2002,00:00:00+00
10946,32392,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/13/2002,00:00:00+00
10947,32393,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/19/2002,00:00:00+00
10948,32394,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/24/2002,00:00:00+00
10949,32395,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/4/2002,00:00:00+00
11006,32452,2001, XXXXXXXXXX:00:00+00:00,1788.64,8/27/2001,00:00:00+00
11007,32453,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,10/12/2001,00:00:00+00
11008,32454,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/3/2001,00:00:00+00
11030,32476,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/14/2001,00:00:00+00
11031,32477,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/13/2001,00:00:00+00
11032,32478,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/28/2001,00:00:00+00
11033,32479,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,10/5/2001,00:00:00+00
11034,32480,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/5/2001,00:00:00+00
11035,32481,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/30/2001,00:00:00+00
11036,32482,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/16/2001,00:00:00+00
11037,32483,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/18/2001,00:00:00+00
11071,32517,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/17/2000,00:00:00+00
11078,32524,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/30/2002,00:00:00+00
11088,32534,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,4/2/2000,00:00:00+00
11195,32641,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,10/1/2001,00:00:00+00
11196,32642,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/30/2001,00:00:00+00
11197,32643,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/15/2001,00:00:00+00
11198,32644,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/21/2001,00:00:00+00
11199,32645,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,12/8/2001,00:00:00+00
11200,32646,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/29/2001,00:00:00+00
11201,32647,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/22/2001,00:00:00+00
11231,32677,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/20/2003,00:00:00+00
11236,32682,2001, XXXXXXXXXX:00:00+00:00,25.5823,9/9/2001,00:00:00+00
11237,32683,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/15/2001,00:00:00+00
11251,32697,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/29/2000,00:00:00+00
11252,32698,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/1/2000,00:00:00+00
11253,32699,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/28/2000,00:00:00+00
11255,32701,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/28/2000,00:00:00+00
11262,32708,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/13/2000,00:00:00+00
11263,32709,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/13/2000,00:00:00+00
11278,32724,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/13/2000,00:00:00+00
11279,32725,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/26/2000,00:00:00+00
11322,32768,2000, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/16/2000,00:00:00+00
11539,32985,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/5/2001,00:00:00+00
11540,32986,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,10/27/2001,00:00:00+00
11542,32988,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,11/25/2002,00:00:00+00
11543,32989,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,11/30/2002,00:00:00+00
11544,32990,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/11/2002,00:00:00+00
11545,32991,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/13/2002,00:00:00+00
11546,32992,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/14/2002,00:00:00+00
11547,32993,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/31/2002,00:00:00+00
11548,32994,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/18/2002,00:00:00+00
11549,32995,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,5/16/2002,00:00:00+00
11550,32996,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/22/2002,00:00:00+00
11551,32997,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/22/2002,00:00:00+00
11571,33017,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/24/2001,00:00:00+00
11572,33018,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/13/2001,00:00:00+00
11573,33019,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,7/22/2001,00:00:00+00
11574,33020,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,10/25/2001,00:00:00+00
11575,33021,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/9/2001,00:00:00+00
11576,33022,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,9/15/2001,00:00:00+00
11577,33023,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/18/2001,00:00:00+00
11578,33024,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/17/2001,00:00:00+00
11579,33025,2001, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,8/8/2001,00:00:00+00
11580,33026,2002, XXXXXXXXXX:00:00+00:00, XXXXXXXXXX,6/12/2002,00:00:00+00
11581

file1-rxka5pdi.docx csv-1-jy1arwxj.csv csv-2-yiu0tbs0.csv csv-3-iqmkl0yh.csv csv-4-aln4oh4r.csv

Answered Same Day Oct 29, 2021

Solution

Uttam answered on Oct 30 2021

122 Votes

{
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Uttam · Accepted Answer

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    "import numpy as np
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   "id": "ea0ce9d5",
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   "source": [
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    "import matplotlib.pyplot as plt
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   ]
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   "id": "0a86b28b",
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
",
      "text/plain": [
       ""
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,10)) 
",
    "sn.heatmap(df[['None','D0',"D1",'D2','D3','D4']], ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "6c5a3c92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       ""
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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
",
      "text/plain": [
       ""
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.dates as mdates
",
    "
",
    "sn.regplot(x=mdates.date2num(df.index), y=df['D0'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "65605962",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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
",
      "text/plain": [
       ""
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 10))
",
    "
",
    "# Add x-axis and y-axis
",
    "ax.plot(df['Date'],
",
    "        df['D0'],
",
    "        color='purple')
",
    "
",
    "# Set title and labels for axes
",
    "ax.set(xlabel="Date",
",
    "       ylabel="Precipitation (inches)",
",
    "       title="Daily Total Precipitation")
",
    "
",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "09025769",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png":