From 3346bda4eec034ae64c6b5001658e824a5cf2cc1 Mon Sep 17 00:00:00 2001 From: TQ Zhang <116205967+TQZhang04@users.noreply.github.com> Date: Fri, 22 Mar 2024 00:54:28 -0500 Subject: [PATCH] Add files via upload --- outage2.csv | 1536 + template.ipynb | 83749 +++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 85285 insertions(+) create mode 100644 outage2.csv create mode 100644 template.ipynb diff --git a/outage2.csv b/outage2.csv new file mode 100644 index 0000000..494c7a6 --- /dev/null +++ b/outage2.csv @@ -0,0 +1,1536 @@ +variables,OBS,YEAR,MONTH,U.S._STATE,POSTAL.CODE,NERC.REGION,CLIMATE.REGION,ANOMALY.LEVEL,CLIMATE.CATEGORY,OUTAGE.START.DATE,OUTAGE.START.TIME,OUTAGE.RESTORATION.DATE,OUTAGE.RESTORATION.TIME,CAUSE.CATEGORY,CAUSE.CATEGORY.DETAIL,HURRICANE.NAMES,OUTAGE.DURATION,DEMAND.LOSS.MW,CUSTOMERS.AFFECTED,RES.PRICE,COM.PRICE,IND.PRICE,TOTAL.PRICE,RES.SALES,COM.SALES,IND.SALES,TOTAL.SALES,RES.PERCEN,COM.PERCEN,IND.PERCEN,RES.CUSTOMERS,COM.CUSTOMERS,IND.CUSTOMERS,TOTAL.CUSTOMERS,RES.CUST.PCT,COM.CUST.PCT,IND.CUST.PCT,PC.REALGSP.STATE,PC.REALGSP.USA,PC.REALGSP.REL,PC.REALGSP.CHANGE,UTIL.REALGSP,TOTAL.REALGSP,UTIL.CONTRI,PI.UTIL.OFUSA,POPULATION,POPPCT_URBAN,POPPCT_UC,POPDEN_URBAN,POPDEN_UC,POPDEN_RURAL,AREAPCT_URBAN,AREAPCT_UC,PCT_LAND,PCT_WATER_TOT,PCT_WATER_INLAND +Units,,,,,,,,numeric,,"Day of the week, Month Day, Year",Hour:Minute:Second (AM / PM),"Day of the week, Month Day, Year",Hour:Minute:Second (AM / PM),,,,mins,Megawatt,,cents / kilowatt-hour,cents / kilowatt-hour,cents / kilowatt-hour,cents / kilowatt-hour,Megawatt-hour,Megawatt-hour,Megawatt-hour,Megawatt-hour,%,%,%,,,,,%,%,%,USD,USD,fraction,%,USD,USD,%,%,,%,%,persons per square mile,persons per square mile,persons per square mile,%,%,%,%,% +,1,2011,7,Minnesota,MN,MRO,East North Central,-0.3,normal,"Friday, July 1, 2011",5:00:00 PM,"Sunday, July 3, 2011",8:00:00 PM,severe weather,NA,NA,3060,NA,70000,11.6,9.18,6.81,9.28,2332915,2114774,2113291,6562520,35.54907261,32.22502941,32.20243138,2308736,276286,10673,2595696,88.9448,10.6440,0.4112,51268,47586,1.077375699,1.6,4802,274182,1.751391412,2.2,5348119,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,2,2014,5,Minnesota,MN,MRO,East North Central,-0.1,normal,"Sunday, May 11, 2014",6:38:00 PM,"Sunday, May 11, 2014",6:39:00 PM,intentional attack,vandalism,NA,1,NA,NA,12.12,9.71,6.49,9.28,1586986,1807756,1887927,5284231,30.03248722,34.21038936,35.72756376,2345860,284978,9898,2640737,88.8335,10.7916,0.3748,53499,49091,1.089792426,1.9,5226,291955,1.790001884,2.2,5457125,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,3,2010,10,Minnesota,MN,MRO,East North Central,-1.5,cold,"Tuesday, October 26, 2010",8:00:00 PM,"Thursday, October 28, 2010",10:00:00 PM,severe weather,heavy wind,NA,3000,NA,70000,10.87,8.19,6.07,8.15,1467293,1801683,1951295,5222116,28.09767152,34.50101453,37.36598344,2300291,276463,10150,2586905,88.9206,10.6870,0.3924,50447,47287,1.066825978,2.7,4571,267895,1.706265514,2.1,5310903,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,4,2012,6,Minnesota,MN,MRO,East North Central,-0.1,normal,"Tuesday, June 19, 2012",4:30:00 AM,"Wednesday, June 20, 2012",11:00:00 PM,severe weather,thunderstorm,NA,2550,NA,68200,11.79,9.25,6.71,9.19,1851519,1941174,1993026,5787064,31.99409925,33.54333043,34.43932882,2317336,278466,11010,2606813,88.8954,10.6822,0.4224,51598,48156,1.071476036,0.6,5364,277627,1.932088738,2.2,5380443,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,5,2015,7,Minnesota,MN,MRO,East North Central,1.2,warm,"Saturday, July 18, 2015",2:00:00 AM,"Sunday, July 19, 2015",7:00:00 AM,severe weather,NA,NA,1740,250,250000,13.07,10.16,7.74,10.43,2028875,2161612,1777937,5970339,33.9825762,36.20585029,29.77949828,2374674,289044,9812,2673531,88.8216,10.8113,0.3670,54431,49844,1.092027125,1.7,4873,292023,1.668704177,2.2,5489594,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,6,2010,11,Minnesota,MN,MRO,East North Central,-1.4,cold,"Saturday, November 13, 2010",3:00:00 PM,"Sunday, November 14, 2010",10:00:00 PM,severe weather,winter storm,NA,1860,NA,60000,10.63,8.34,6.15,8.28,1676347,1786144,1909874,5374150,31.19278398,33.23584195,35.53815952,2300291,276463,10150,2586905,88.9206,10.6870,0.3924,50447,47287,1.066825978,2.7,4571,267895,1.706265514,2.1,5310903,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,7,2010,7,Minnesota,MN,MRO,East North Central,-0.9,cold,"Saturday, July 17, 2010",8:30:00 PM,"Monday, July 19, 2010",10:00:00 PM,severe weather,tornadoes,NA,2970,NA,63000,11.41,9.11,6.71,9.12,2187537,2100828,2084709,6374935,34.31465576,32.95450071,32.70165108,2300291,276463,10150,2586905,88.9206,10.6870,0.3924,50447,47287,1.066825978,2.7,4571,267895,1.706265514,2.1,5310903,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,8,2005,6,Minnesota,MN,MRO,East North Central,0.2,normal,"Wednesday, June 8, 2005",4:00:00 AM,"Friday, June 10, 2005",10:00:00 PM,severe weather,thunderstorm,NA,3960,75,3.00E+05,9.1,7.22,5.69,7.36,1883344,1935444,1786652,5607498,33.58617337,34.5152865,31.86183927,2211000,255645,8266,2474912,89.3365,10.3295,0.3340,52445,48090,1.090559368,2,3997,268496,1.488662773,2.1,5119598,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,9,2015,3,Minnesota,MN,MRO,East North Central,0.6,warm,"Monday, March 16, 2015",7:31:00 AM,"Monday, March 16, 2015",10:06:00 AM,intentional attack,sabotage,NA,155,20,5941,11.53,8.89,6.61,9.03,1844298,1956866,1795865,5599486,32.936916,34.94724337,32.07196161,2374674,289044,9812,2673531,88.8216,10.8113,0.3670,54431,49844,1.092027125,1.7,4873,292023,1.668704177,2.2,5489594,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,10,2013,6,Minnesota,MN,MRO,East North Central,-0.2,normal,"Friday, June 21, 2013",5:39:00 PM,"Monday, June 24, 2013",6:00:00 AM,severe weather,hailstorm,NA,3621,NA,4.00E+05,12.71,10.31,7.29,10,1688619,1895099,1905375,5490631,30.75455262,34.51514043,34.7022956,2329734,281187,11383,2622305,88.8430,10.7229,0.4341,52479,48396,1.084366477,1.7,5613,284542,1.972643757,2.3,5420541,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,11,2013,6,Minnesota,MN,MRO,East North Central,-0.2,normal,"Friday, June 21, 2013",3:00:00 AM,"Wednesday, June 26, 2013",12:00:00 PM,severe weather,hailstorm,NA,7740,NA,193000,12.71,10.31,7.29,10,1688619,1895099,1905375,5490631,30.75455262,34.51514043,34.7022956,2329734,281187,11383,2622305,88.8430,10.7229,0.4341,52479,48396,1.084366477,1.7,5613,284542,1.972643757,2.3,5420541,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,12,2005,9,Minnesota,MN,MRO,East North Central,0,normal,"Wednesday, September 21, 2005",7:00:00 PM,"Tuesday, September 27, 2005",11:00:00 PM,severe weather,tornadoes,NA,8880,NA,2.00E+05,8.76,7.58,4.94,7.03,1720089,1884242,1928620,5535009,31.07653483,34.0422572,34.84402645,2211000,255645,8266,2474912,89.3365,10.3295,0.3340,52445,48090,1.090559368,2,3997,268496,1.488662773,2.1,5119598,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,13,2011,7,Minnesota,MN,MRO,East North Central,-0.3,normal,"Friday, July 8, 2011",10:00:00 AM,"Friday, July 8, 2011",10:00:00 AM,intentional attack,vandalism,NA,0,0,0,11.6,9.18,6.81,9.28,2332915,2114774,2113291,6562520,35.54907261,32.22502941,32.20243138,2308736,276286,10673,2595696,88.9448,10.6440,0.4112,51268,47586,1.077375699,1.6,4802,274182,1.751391412,2.2,5348119,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,14,2011,5,Minnesota,MN,MRO,East North Central,-0.4,normal,"Wednesday, May 11, 2011",3:55:00 PM,"Thursday, May 12, 2011",1:57:00 PM,intentional attack,vandalism,NA,1322,0,0,11.23,8.91,6.46,8.7,1568544,1770802,1921812,5262668,29.80511026,33.64836999,36.51782708,2308736,276286,10673,2595696,88.9448,10.6440,0.4112,51268,47586,1.077375699,1.6,4802,274182,1.751391412,2.2,5348119,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,15,2014,6,Minnesota,MN,MRO,East North Central,0,normal,"Sunday, June 15, 2014",12:00:00 AM,"Sunday, June 15, 2014",1:00:00 AM,severe weather,thunderstorm,NA,60,NA,55951,12.73,10.53,6.97,10.02,1753319,1935822,1883117,5574073,31.45489842,34.72903925,33.78350086,2345860,284978,9898,2640737,88.8335,10.7916,0.3748,53499,49091,1.089792426,1.9,5226,291955,1.790001884,2.2,5457125,73.27,15.28,2279,1700.5,18.2,2.14,0.6,91.59266587,8.407334131,5.478742983 +,16,2015,6,Tennessee,TN,SERC,Central,1,warm,"Sunday, June 7, 2015",1:54:00 PM,"Sunday, June 7, 2015",2:13:00 PM,system operability disruption,uncontrolled loss,NA,19,926,NA,10.43,10.36,6.81,9.59,3400800,2993975,1864031,8258806,41.17786518,36.25191099,22.57022383,2783058,476405,1245,3260708,85.3513,14.6105,0.0382,42457,49844,0.851797609,1.2,1692,282752,0.598404255,0.4,6600299,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,17,2012,8,Tennessee,TN,SERC,Central,0.3,normal,"Monday, August 13, 2012",1:15:00 PM,"Monday, August 13, 2012",1:15:00 PM,intentional attack,vandalism,NA,0,NA,NA,10,10.21,7.75,9.47,4401454,2833658,2556236,9791474,44.95190407,28.9400554,26.10675369,2721099,466513,1957,3189570,85.3124,14.6262,0.0614,41469,48156,0.861138799,2.5,1819,267689,0.679519891,0.4,6455469,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,18,2015,6,Tennessee,TN,SERC,Central,1,warm,"Sunday, June 7, 2015",1:52:00 PM,"Sunday, June 7, 2015",2:13:00 PM,system operability disruption,uncontrolled loss,NA,21,NA,NA,10.43,10.36,6.81,9.59,3400800,2993975,1864031,8258806,41.17786518,36.25191099,22.57022383,2783058,476405,1245,3260708,85.3513,14.6105,0.0382,42457,49844,0.851797609,1.2,1692,282752,0.598404255,0.4,6600299,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,19,2011,4,Tennessee,TN,SERC,Central,-0.5,cold,"Tuesday, April 19, 2011",10:44:00 PM,"Wednesday, April 20, 2011",2:00:00 AM,severe weather,NA,NA,196,100,64000,9.98,10.1,6.48,8.91,2789635,2193662,2295490,7278927,38.32481079,30.1371617,31.53610415,2708113,463992,2017,3174123,85.3185,14.6180,0.0635,40465,47586,0.850355146,2,1798,258910,0.694449809,0.4,6398408,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,20,2008,2,Tennessee,TN,SERC,Central,-1.3,cold,"Wednesday, February 6, 2008",9:00:00 AM,"Wednesday, February 6, 2008",11:00:00 PM,severe weather,NA,NA,840,NA,57000,7.81,8.3,5.43,7.23,4104225,2351868,2688165,9144470,44.88204346,25.71901925,29.39661894,2685425,460419,2094,3147939,85.3074,14.6260,0.0665,41201,48401,0.851242743,-0.1,1764,257402,0.68530936,0.5,6247411,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,21,2015,1,Tennessee,TN,SERC,Central,0.6,warm,"Wednesday, January 7, 2015",5:00:00 PM,"Thursday, January 8, 2015",8:35:00 AM,severe weather,winter,NA,935,NA,NA,9.96,10.1,5.94,9.18,4349520,2737860,1839206,8926587,48.72545352,30.67084878,20.60368649,2783058,476405,1245,3260708,85.3513,14.6105,0.0382,42457,49844,0.851797609,1.2,1692,282752,0.598404255,0.4,6600299,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,22,2012,7,Tennessee,TN,SERC,Central,0.1,normal,"Thursday, July 5, 2012",7:00:00 PM,"Friday, July 6, 2012",4:00:00 PM,severe weather,wind storm,NA,1260,NA,50001,10.14,10.48,7.94,9.67,4522619,2835322,2519139,9877219,45.78838436,28.7056711,25.50453726,2721099,466513,1957,3189570,85.3124,14.6262,0.0614,41469,48156,0.861138799,2.5,1819,267689,0.679519891,0.4,6455469,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,23,2015,7,Tennessee,TN,SERC,Central,1.2,warm,"Thursday, July 30, 2015",1:00:00 PM,NA,NA,intentional attack,vandalism,NA,NA,0,0,10.31,10.27,7.31,9.7,4285049,3322562,1891937,9499547,45.10792988,34.97600465,19.916076,2783058,476405,1245,3260708,85.3513,14.6105,0.0382,42457,49844,0.851797609,1.2,1692,282752,0.598404255,0.4,6600299,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,24,2013,4,Tennessee,TN,SERC,Central,-0.2,normal,"Sunday, April 21, 2013",2:11:00 AM,"Sunday, April 21, 2013",12:30:00 PM,intentional attack,NA,NA,619,NA,NA,9.82,9.85,5.64,8.78,3067553,2599461,1916818,7583977,40.44781518,34.2756973,25.2745756,2738547,469382,1191,3209121,85.3364,14.6265,0.0371,41642,48396,0.860443012,0.4,1827,270562,0.675261123,0.4,6496130,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,25,2014,1,Tennessee,TN,SERC,Central,-0.5,cold,"Tuesday, January 7, 2014",6:00:00 AM,"Tuesday, January 7, 2014",8:30:00 AM,severe weather,winter,NA,150,NA,NA,9.73,10.02,6.27,9.13,4795011,2841462,1912538,9549176,50.21387186,29.75609623,20.02830401,2756932,471794,1271,3229998,85.3540,14.6066,0.0393,41955,49091,0.854637306,0.8,1739,274775,0.632881448,0.4,6547779,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,26,2009,7,Tennessee,TN,SERC,Central,0.5,warm,"Monday, July 27, 2009",5:05:00 AM,"Monday, July 27, 2009",5:47:00 PM,equipment failure,computer hardware,NA,762,NA,NA,9.07,9.39,6.69,8.59,4082451,2700144,2167606,8950358,45.61215317,30.16799998,24.21809273,2693821,458054,2040,3153916,85.4119,14.5233,0.0647,39220,46680,0.840188518,-4.8,1598,247321,0.646123863,0.5,6306019,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,27,2011,6,Tennessee,TN,SERC,Central,-0.3,normal,"Wednesday, June 22, 2011",9:46:00 AM,"Wednesday, June 22, 2011",9:46:00 AM,severe weather,NA,NA,0,NA,106300,9.98,10.29,7.71,9.47,3715752,2636536,2311892,8664304,42.88575285,30.42986488,26.68295111,2708113,463992,2017,3174123,85.3185,14.6180,0.0635,40465,47586,0.850355146,2,1798,258910,0.694449809,0.4,6398408,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,28,2011,4,Tennessee,TN,SERC,Central,-0.5,cold,"Monday, April 4, 2011",1:00:00 PM,"Tuesday, April 5, 2011",12:00:00 AM,severe weather,NA,NA,660,300,63000,9.98,10.1,6.48,8.91,2789635,2193662,2295490,7278927,38.32481079,30.1371617,31.53610415,2708113,463992,2017,3174123,85.3185,14.6180,0.0635,40465,47586,0.850355146,2,1798,258910,0.694449809,0.4,6398408,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,29,2014,6,Tennessee,TN,SERC,Central,0,normal,"Thursday, June 5, 2014",1:06:00 PM,"Thursday, June 5, 2014",1:07:00 PM,severe weather,thunderstorm,NA,1,NA,56475,10.85,10.79,7.21,9.93,3362567,2962880,2079166,8404698,40.00818352,35.25266464,24.7381405,2756932,471794,1271,3229998,85.3540,14.6066,0.0393,41955,49091,0.854637306,0.8,1739,274775,0.632881448,0.4,6547779,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,30,2012,6,Tennessee,TN,SERC,Central,-0.1,normal,"Saturday, June 30, 2012",3:00:00 PM,"Monday, July 2, 2012",12:00:00 PM,public appeal,NA,NA,2700,NA,NA,10.24,10.47,7.63,9.55,3426874,2521819,2446188,8395017,40.82033425,30.03947461,29.13857113,2721099,466513,1957,3189570,85.3124,14.6262,0.0614,41469,48156,0.861138799,2.5,1819,267689,0.679519891,0.4,6455469,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,31,2014,6,Tennessee,TN,SERC,Central,0,normal,"Thursday, June 19, 2014",8:47:00 AM,"Thursday, June 19, 2014",8:48:00 AM,intentional attack,vandalism,NA,1,NA,NA,10.85,10.79,7.21,9.93,3362567,2962880,2079166,8404698,40.00818352,35.25266464,24.7381405,2756932,471794,1271,3229998,85.3540,14.6066,0.0393,41955,49091,0.854637306,0.8,1739,274775,0.632881448,0.4,6547779,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,32,2011,4,Tennessee,TN,SERC,Central,-0.5,cold,"Monday, April 4, 2011",2:00:00 PM,"Friday, April 8, 2011",12:01:00 AM,severe weather,NA,NA,4921,300,73000,9.98,10.1,6.48,8.91,2789635,2193662,2295490,7278927,38.32481079,30.1371617,31.53610415,2708113,463992,2017,3174123,85.3185,14.6180,0.0635,40465,47586,0.850355146,2,1798,258910,0.694449809,0.4,6398408,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,33,2015,5,Tennessee,TN,SERC,Central,0.8,warm,"Saturday, May 2, 2015",10:51:00 PM,"Sunday, May 3, 2015",12:26:00 AM,intentional attack,vandalism,NA,95,1,215,10.58,10.15,5.47,9.02,2520710,2612194,1930968,7063873,35.6845317,36.9796286,27.33582554,2783058,476405,1245,3260708,85.3513,14.6105,0.0382,42457,49844,0.851797609,1.2,1692,282752,0.598404255,0.4,6600299,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,34,2015,2,Tennessee,TN,SERC,Central,0.5,warm,"Saturday, February 21, 2015",8:34:00 AM,"Saturday, February 21, 2015",12:45:00 PM,severe weather,winter,NA,251,NA,50000,9.85,10.08,6.14,9.2,4439168,2699413,1709771,8848352,50.16943268,30.50752276,19.32304456,2783058,476405,1245,3260708,85.3513,14.6105,0.0382,42457,49844,0.851797609,1.2,1692,282752,0.598404255,0.4,6600299,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,35,2014,6,Tennessee,TN,SERC,Central,0,normal,"Thursday, June 5, 2014",3:00:00 AM,"Saturday, June 7, 2014",11:45:00 PM,severe weather,thunderstorm,NA,4125,494,38500,10.85,10.79,7.21,9.93,3362567,2962880,2079166,8404698,40.00818352,35.25266464,24.7381405,2756932,471794,1271,3229998,85.3540,14.6066,0.0393,41955,49091,0.854637306,0.8,1739,274775,0.632881448,0.4,6547779,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,36,2011,4,Tennessee,TN,SERC,Central,-0.5,cold,"Tuesday, April 19, 2011",11:02:00 PM,"Thursday, April 21, 2011",5:32:00 PM,severe weather,NA,NA,2550,300,105000,9.98,10.1,6.48,8.91,2789635,2193662,2295490,7278927,38.32481079,30.1371617,31.53610415,2708113,463992,2017,3174123,85.3185,14.6180,0.0635,40465,47586,0.850355146,2,1798,258910,0.694449809,0.4,6398408,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,37,2016,7,Tennessee,TN,SERC,Central,-0.3,normal,"Wednesday, July 13, 2016",3:00:00 PM,NA,NA,system operability disruption,public appeal,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,2812287,480032,1193,3293512,85.3887,14.5751,0.0362,43720,50660,0.863008291,3,1813,290712,0.623641267,0.5,6649404,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,38,2014,1,Tennessee,TN,SERC,Central,-0.5,cold,"Thursday, January 23, 2014",4:00:00 PM,"Friday, January 24, 2014",12:00:00 PM,severe weather,winter,NA,1200,NA,NA,9.73,10.02,6.27,9.13,4795011,2841462,1912538,9549176,50.21387186,29.75609623,20.02830401,2756932,471794,1271,3229998,85.3540,14.6066,0.0393,41955,49091,0.854637306,0.8,1739,274775,0.632881448,0.4,6547779,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,39,2015,3,Tennessee,TN,SERC,Central,0.6,warm,"Wednesday, March 4, 2015",9:05:00 AM,"Wednesday, March 4, 2015",2:15:00 PM,intentional attack,vandalism,NA,310,NA,NA,9.79,10.03,5.82,9.03,4145396,2667288,1818519,8631202,48.02802669,30.90285687,21.06912803,2783058,476405,1245,3260708,85.3513,14.6105,0.0382,42457,49844,0.851797609,1.2,1692,282752,0.598404255,0.4,6600299,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,40,2013,1,Tennessee,TN,SERC,Central,-0.4,normal,"Thursday, January 17, 2013",7:02:00 PM,"Saturday, January 19, 2013",6:00:00 PM,severe weather,winter storm,NA,2818,NA,80000,9.98,10.22,6.27,9.23,4036964,2732219,1938626,8707973,46.3593996,31.37606191,22.26265516,2738547,469382,1191,3209121,85.3364,14.6265,0.0371,41642,48396,0.860443012,0.4,1827,270562,0.675261123,0.4,6496130,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,41,2011,4,Tennessee,TN,SERC,Central,-0.5,cold,"Monday, April 4, 2011",11:47:00 AM,"Friday, April 8, 2011",12:01:00 AM,severe weather,NA,NA,5054,359,63000,9.98,10.1,6.48,8.91,2789635,2193662,2295490,7278927,38.32481079,30.1371617,31.53610415,2708113,463992,2017,3174123,85.3185,14.6180,0.0635,40465,47586,0.850355146,2,1798,258910,0.694449809,0.4,6398408,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,42,2009,6,Tennessee,TN,SERC,Central,0.4,normal,"Friday, June 12, 2009",4:37:00 PM,"Friday, June 12, 2009",6:53:00 PM,severe weather,storm,NA,136,860,136000,9.47,9.64,7.05,8.87,3213878,2478499,2097910,7790440,41.25412685,31.81462151,26.92928769,2693821,458054,2040,3153916,85.4119,14.5233,0.0647,39220,46680,0.840188518,-4.8,1598,247321,0.646123863,0.5,6306019,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,43,2014,3,Tennessee,TN,SERC,Central,-0.4,normal,"Monday, March 3, 2014",6:40:00 AM,"Monday, March 3, 2014",3:28:00 PM,severe weather,wind storm,NA,528,NA,65904,10.57,10.86,6.41,9.65,3577786,2539592,1962495,8080023,44.27940366,31.43050459,24.28823532,2756932,471794,1271,3229998,85.3540,14.6066,0.0393,41955,49091,0.854637306,0.8,1739,274775,0.632881448,0.4,6547779,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,44,2014,1,Tennessee,TN,SERC,Central,-0.5,cold,"Tuesday, January 7, 2014",6:00:00 AM,"Tuesday, January 7, 2014",8:30:00 AM,severe weather,winter,NA,150,NA,NA,9.73,10.02,6.27,9.13,4795011,2841462,1912538,9549176,50.21387186,29.75609623,20.02830401,2756932,471794,1271,3229998,85.3540,14.6066,0.0393,41955,49091,0.854637306,0.8,1739,274775,0.632881448,0.4,6547779,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,45,2011,4,Tennessee,TN,SERC,Central,-0.5,cold,"Monday, April 25, 2011",4:33:00 PM,"Monday, April 25, 2011",5:19:00 PM,equipment failure,NA,NA,46,140,NA,9.98,10.1,6.48,8.91,2789635,2193662,2295490,7278927,38.32481079,30.1371617,31.53610415,2708113,463992,2017,3174123,85.3185,14.6180,0.0635,40465,47586,0.850355146,2,1798,258910,0.694449809,0.4,6398408,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,46,2014,6,Tennessee,TN,SERC,Central,0,normal,"Tuesday, June 24, 2014",2:54:00 PM,"Tuesday, June 24, 2014",2:55:00 PM,intentional attack,vandalism,NA,1,NA,NA,10.85,10.79,7.21,9.93,3362567,2962880,2079166,8404698,40.00818352,35.25266464,24.7381405,2756932,471794,1271,3229998,85.3540,14.6066,0.0393,41955,49091,0.854637306,0.8,1739,274775,0.632881448,0.4,6547779,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,47,2014,1,Tennessee,TN,SERC,Central,-0.5,cold,"Thursday, January 23, 2014",4:00:00 AM,"Friday, January 24, 2014",12:00:00 PM,severe weather,winter,NA,1920,NA,NA,9.73,10.02,6.27,9.13,4795011,2841462,1912538,9549176,50.21387186,29.75609623,20.02830401,2756932,471794,1271,3229998,85.3540,14.6066,0.0393,41955,49091,0.854637306,0.8,1739,274775,0.632881448,0.4,6547779,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,48,2016,4,Tennessee,TN,SERC,Central,1.1,warm,"Wednesday, April 27, 2016",1:36:00 PM,NA,NA,intentional attack,vandalism,NA,NA,0,0,10.22,9.64,5.39,8.8,2517024,2577433,1681946,6776403,37.14395381,38.03541495,24.82063124,2812287,480032,1193,3293512,85.3887,14.5751,0.0362,43720,50660,0.863008291,3,1813,290712,0.623641267,0.5,6649404,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,49,2009,1,Tennessee,TN,SERC,Central,-0.7,cold,"Tuesday, January 27, 2009",9:45:00 PM,"Tuesday, January 27, 2009",10:17:00 PM,severe weather,winter storm,NA,32,850,NA,9.59,10.13,7.27,9.16,4221811,2337297,2180140,8739380,48.30790056,26.74442581,24.94616323,2693821,458054,2040,3153916,85.4119,14.5233,0.0647,39220,46680,0.840188518,-4.8,1598,247321,0.646123863,0.5,6306019,66.39,12.02,1450.3,1076.2,55.6,7.05,1.72,97.84310934,2.156890661,2.156890661 +,50,2014,6,Wisconsin,WI,MRO,East North Central,0,normal,"Friday, June 27, 2014",1:21:00 PM,NA,NA,fuel supply emergency, Coal,NA,NA,NA,NA,14.38,11.31,7.81,10.98,1706907,2012702,2037837,5757447,29.64694247,34.95823757,35.39480259,2631430,345907,5465,2982802,88.2201,11.5967,0.1832,46676,49091,0.950805647,1.9,4680,268742,1.741447187,1.9,5759432,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,51,2014,1,Wisconsin,WI,MRO,East North Central,-0.5,cold,"Wednesday, January 22, 2014",12:30:00 AM,"Wednesday, January 22, 2014",2:45:00 AM,intentional attack,vandalism,NA,135,NA,NA,12.86,10.24,7.16,10.28,2393637,2089309,1959985,6442931,37.15136791,32.4279276,30.42070449,2631430,345907,5465,2982802,88.2201,11.5967,0.1832,46676,49091,0.950805647,1.9,4680,268742,1.741447187,1.9,5759432,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,52,2005,11,Wisconsin,WI,RFC,East North Central,-0.5,cold,"Saturday, November 12, 2005",4:00:00 PM,"Monday, November 14, 2005",6:00:00 PM,severe weather,thunderstorm,NA,3000,10,48000,9.83,7.71,5.39,7.5,1650676,1739443,2008345,5398464,30.57677147,32.22107251,37.20215602,2526303,311844,7145,2845292,88.7889,10.9600,0.2511,45266,48090,0.941276773,1.5,4656,251054,1.854581086,2.1,5546166,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,53,2013,8,Wisconsin,WI,MRO,East North Central,-0.3,normal,"Thursday, August 29, 2013",2:57:00 PM,"Thursday, August 29, 2013",3:29:00 PM,severe weather,NA,NA,32,15,7000,14.27,11.34,7.92,11.1,1976342,2183235,2131435,6291012,31.41532714,34.7040349,33.88063796,2619676,341657,4725,2966058,88.3218,11.5189,0.1593,45811,48396,0.946586495,0.4,5022,263089,1.908859739,2.1,5743653,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,54,2014,1,Wisconsin,WI,RFC,East North Central,-0.5,cold,"Friday, January 24, 2014",12:00:00 AM,"Wednesday, April 9, 2014",11:53:00 AM,fuel supply emergency, Coal,NA,108653,NA,NA,12.86,10.24,7.16,10.28,2393637,2089309,1959985,6442931,37.15136791,32.4279276,30.42070449,2631430,345907,5465,2982802,88.2201,11.5967,0.1832,46676,49091,0.950805647,1.9,4680,268742,1.741447187,1.9,5759432,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,55,2014,4,Wisconsin,WI,MRO,East North Central,-0.2,normal,"Thursday, April 3, 2014",2:45:00 PM,"Wednesday, April 9, 2014",11:53:00 AM,fuel supply emergency, Coal,NA,8468,NA,NA,13.52,10.69,7.38,10.39,1622026,1844599,1864263,5330888,30.42693825,34.60209631,34.97096544,2631430,345907,5465,2982802,88.2201,11.5967,0.1832,46676,49091,0.950805647,1.9,4680,268742,1.741447187,1.9,5759432,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,56,2003,7,Wisconsin,WI,RFC,East North Central,0.1,normal,"Friday, July 4, 2003",6:00:00 AM,"Friday, July 4, 2003",10:00:00 PM,severe weather,thunderstorm,NA,960,150,52000,8.9,7.2,5.05,6.96,2037308,1857203,2294260,6188772,32.91942246,30.00923285,37.07132853,2446109,301434,5704,2753247,88.8445,10.9483,0.2072,43553,45858,0.949736142,2.4,4616,238635,1.934334863,1.9,5479203,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,57,2014,1,Wisconsin,WI,MRO,East North Central,-0.5,cold,"Wednesday, January 29, 2014",4:00:00 PM,"Wednesday, January 29, 2014",4:44:00 PM,intentional attack,vandalism,NA,44,NA,NA,12.86,10.24,7.16,10.28,2393637,2089309,1959985,6442931,37.15136791,32.4279276,30.42070449,2631430,345907,5465,2982802,88.2201,11.5967,0.1832,46676,49091,0.950805647,1.9,4680,268742,1.741447187,1.9,5759432,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,58,2016,1,Wisconsin,WI,MRO,East North Central,2.2,warm,"Monday, January 4, 2016",5:15:00 AM,"Tuesday, January 5, 2016",8:00:00 AM,intentional attack,sabotage,NA,1605,0,0,13.77,10.71,7.5,10.79,2167342,2011093,1904765,6083211,35.6282562,33.05972783,31.31183515,2662284,349324,5537,3017146,88.2385,11.5780,0.1835,48063,50660,0.948736676,1.4,4900,277464,1.765994868,1.9,5772917,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,59,2005,9,Wisconsin,WI,RFC,East North Central,0,normal,"Tuesday, September 13, 2005",6:30:00 PM,"Friday, September 16, 2005",8:00:00 PM,severe weather,storm,NA,4410,600,110000,9.97,7.99,5.57,7.69,1789121,1958936,2218494,5966551,29.98584945,32.83196607,37.18218448,2526303,311844,7145,2845292,88.7889,10.9600,0.2511,45266,48090,0.941276773,1.5,4656,251054,1.854581086,2.1,5546166,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,60,2010,8,Wisconsin,WI,MRO,East North Central,-1.2,cold,"Thursday, August 12, 2010",3:42:00 PM,"Thursday, August 12, 2010",10:10:00 PM,public appeal,NA,NA,388,30,7600,12.95,10.19,7.18,10.17,2315414,2228648,2172944,6717006,34.4709235,33.17918727,32.34988922,2594698,338406,4496,2937600,88.3271,11.5198,0.1531,44296,47287,0.936747943,2.2,5026,252013,1.994341562,2.1,5690204,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,61,2010,10,Wisconsin,WI,MRO,East North Central,-1.5,cold,"Wednesday, October 27, 2010",4:00:00 AM,"Wednesday, October 27, 2010",12:00:00 PM,severe weather,heavy wind,NA,480,NA,63000,12.88,9.9,6.84,9.63,1536357,1850563,1965117,5352037,28.70602352,34.57679758,36.7171789,2594698,338406,4496,2937600,88.3271,11.5198,0.1531,44296,47287,0.936747943,2.2,5026,252013,1.994341562,2.1,5690204,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,62,2003,4,Wisconsin,WI,MRO,East North Central,0,normal,"Monday, April 28, 2003",3:41:00 PM,"Tuesday, April 29, 2003",12:00:00 PM,intentional attack,vandalism,NA,1219,0,0,8.79,7.15,4.73,6.65,1491193,1504236,2060297,5055727,29.49512503,29.75310969,40.7517455,2446109,301434,5704,2753247,88.8445,10.9483,0.2072,43553,45858,0.949736142,2.4,4616,238635,1.934334863,1.9,5479203,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,63,2014,1,Wisconsin,WI,MRO,East North Central,-0.5,cold,"Friday, January 24, 2014",3:30:00 PM,"Friday, January 24, 2014",5:00:00 PM,intentional attack,vandalism,NA,90,NA,NA,12.86,10.24,7.16,10.28,2393637,2089309,1959985,6442931,37.15136791,32.4279276,30.42070449,2631430,345907,5465,2982802,88.2201,11.5967,0.1832,46676,49091,0.950805647,1.9,4680,268742,1.741447187,1.9,5759432,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,64,2014,3,Wisconsin,WI,MRO,East North Central,-0.4,normal,"Tuesday, March 4, 2014",9:06:00 AM,"Monday, March 17, 2014",9:06:00 AM,fuel supply emergency, Coal,NA,18660,NA,NA,13.09,10.4,7.3,10.26,1935055,2011644,1945608,5892307,32.84036287,34.14017634,33.0194608,2631430,345907,5465,2982802,88.2201,11.5967,0.1832,46676,49091,0.950805647,1.9,4680,268742,1.741447187,1.9,5759432,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,65,2014,6,Wisconsin,WI,MRO,East North Central,0,normal,"Monday, June 30, 2014",5:55:00 PM,"Tuesday, July 1, 2014",2:53:00 AM,severe weather,thunderstorm,NA,538,424,120000,14.38,11.31,7.81,10.98,1706907,2012702,2037837,5757447,29.64694247,34.95823757,35.39480259,2631430,345907,5465,2982802,88.2201,11.5967,0.1832,46676,49091,0.950805647,1.9,4680,268742,1.741447187,1.9,5759432,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,66,2013,8,Wisconsin,WI,MRO,East North Central,-0.3,normal,"Wednesday, August 7, 2013",7:30:00 AM,"Wednesday, August 7, 2013",9:14:00 AM,fuel supply emergency, Natural Gas,NA,104,NA,NA,14.27,11.34,7.92,11.1,1976342,2183235,2131435,6291012,31.41532714,34.7040349,33.88063796,2619676,341657,4725,2966058,88.3218,11.5189,0.1593,45811,48396,0.946586495,0.4,5022,263089,1.908859739,2.1,5743653,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,67,2014,1,Wisconsin,WI,MRO,East North Central,-0.5,cold,"Wednesday, January 22, 2014",1:55:00 PM,"Wednesday, January 22, 2014",2:55:00 PM,intentional attack,vandalism,NA,60,NA,NA,12.86,10.24,7.16,10.28,2393637,2089309,1959985,6442931,37.15136791,32.4279276,30.42070449,2631430,345907,5465,2982802,88.2201,11.5967,0.1832,46676,49091,0.950805647,1.9,4680,268742,1.741447187,1.9,5759432,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,68,2013,8,Wisconsin,WI,MRO,East North Central,-0.3,normal,"Wednesday, August 7, 2013",12:15:00 AM,"Wednesday, August 7, 2013",9:27:00 PM,severe weather,thunderstorm,NA,1272,220,51160,14.27,11.34,7.92,11.1,1976342,2183235,2131435,6291012,31.41532714,34.7040349,33.88063796,2619676,341657,4725,2966058,88.3218,11.5189,0.1593,45811,48396,0.946586495,0.4,5022,263089,1.908859739,2.1,5743653,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,69,2014,1,Wisconsin,WI,MRO,East North Central,-0.5,cold,"Saturday, January 25, 2014",10:00:00 AM,"Saturday, January 25, 2014",11:00:00 AM,intentional attack,vandalism,NA,60,NA,NA,12.86,10.24,7.16,10.28,2393637,2089309,1959985,6442931,37.15136791,32.4279276,30.42070449,2631430,345907,5465,2982802,88.2201,11.5967,0.1832,46676,49091,0.950805647,1.9,4680,268742,1.741447187,1.9,5759432,70.15,14.35,2123.3,1671.5,32.5,3.47,0.9,82.68901918,17.31250763,3.049041163 +,70,2015,3,West Virginia,WV,RFC,Central,0.6,warm,"Sunday, March 22, 2015",4:25:00 PM,"Sunday, March 22, 2015",4:26:00 PM,intentional attack,vandalism,NA,1,24,NA,9.62,8.71,5.98,8.02,1124689,603337,1094142,2822167,39.85196482,21.37850099,38.76956963,861334,141681,11949,1014964,84.8635,13.9592,1.1773,36486,49844,0.732003852,0.4,1841,66661,2.761734747,0.7,1844128,48.72,15.52,1409.9,1326.4,40.6,2.66,0.9,99.20759389,0.792406108,0.792406108 +,71,2014,6,West Virginia,WV,RFC,Central,0,normal,"Tuesday, June 10, 2014",9:50:00 PM,"Wednesday, June 11, 2014",2:30:00 PM,severe weather,thunderstorm,NA,1000,NA,66383,9.57,7.85,5.98,7.65,835700,699274,1042281,2577255,32.42597259,27.13251114,40.44151626,862869,140698,12146,1015713,84.9520,13.8521,1.1958,36337,49091,0.740196777,0.8,1891,67236,2.812481409,0.8,1848751,48.72,15.52,1409.9,1326.4,40.6,2.66,0.9,99.20759389,0.792406108,0.792406108 +,72,2012,10,West Virginia,WV,RFC,Central,0.3,normal,"Monday, October 29, 2012",12:00:00 AM,"Friday, November 9, 2012",11:59:00 PM,severe weather,hurricanes,Sandy,17339,NA,208000,10.18,8.7,6.26,8.1,751358,661754,1067754,2481277,30.28110122,26.66989619,43.03243854,865673,138687,12472,1016833,85.1342,13.6391,1.2266,35479,48156,0.736751391,-1.6,1968,65859,2.988202068,0.8,1856283,48.72,15.52,1409.9,1326.4,40.6,2.66,0.9,99.20759389,0.792406108,0.792406108 +,73,2012,6,West Virginia,WV,RFC,Central,-0.1,normal,"Friday, June 29, 2012",6:24:00 PM,"Friday, July 6, 2012",10:00:00 AM,severe weather,thunderstorm,NA,9576,700,265000,9.92,8.01,6.28,8,810469,685683,910745,2407180,33.66881579,28.48490765,37.83452006,865673,138687,12472,1016833,85.1342,13.6391,1.2266,35479,48156,0.736751391,-1.6,1968,65859,2.988202068,0.8,1856283,48.72,15.52,1409.9,1326.4,40.6,2.66,0.9,99.20759389,0.792406108,0.792406108 +,74,2011,5,Michigan,MI,RFC,East North Central,-0.4,normal,"Sunday, May 29, 2011",6:30:00 PM,"Tuesday, May 31, 2011",10:00:00 PM,severe weather,NA,NA,3090,250,113000,13.37,10.6,7.39,10.36,2378750,3136896,2664590,8180730,29.07747842,38.34493988,32.57154313,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,75,2005,9,Michigan,MI,ECAR,East North Central,0,normal,"Thursday, September 22, 2005",11:00:00 AM,"Monday, September 26, 2005",11:30:00 PM,severe weather,thunderstorm,NA,6510,366,53000,8.58,8.23,5.74,7.54,2953220,3352755,3005415,9311816,31.71475897,36.00538284,32.27528336,4284083,509964,13390,4807438,89.1136,10.6078,0.2785,43081,48090,0.895841131,1.3,7957,433012,1.837593415,3.7,10051137,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,76,2003,11,Michigan,MI,ECAR,East North Central,0.3,normal,"Wednesday, November 12, 2003",5:00:00 PM,"Sunday, November 16, 2003",6:00:00 PM,severe weather,heavy wind,NA,5820,82,245000,8.24,7.55,4.48,6.52,2476750,2729655,3460495,8667198,28.57613268,31.4940884,39.92634067,4216573,483168,14224,4713966,89.4485,10.2497,0.3017,42768,45858,0.932618082,1.7,8288,429436,1.929973267,3.8,10041152,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,77,2011,7,Michigan,MI,RFC,East North Central,-0.3,normal,"Thursday, July 21, 2011",12:32:00 PM,"Friday, July 22, 2011",6:30:00 AM,public appeal,NA,NA,1078,8881,NA,13.93,10.5,7.67,11.04,4008491,4032132,2805315,10846247,36.95740103,37.17536582,25.86438424,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,78,2016,2,Michigan,MI,RFC,East North Central,2,warm,"Friday, February 19, 2016",10:00:00 PM,"Saturday, February 20, 2016",11:13:00 PM,severe weather,NA,NA,1513,NA,145314,14.88,10.59,6.69,10.88,2682579,2964636,2366049,8013690,33.47495349,36.99464292,29.52508769,4311008,538677,6191,4855877,88.7792,11.0933,0.1275,43330,50660,0.855309909,2.6,8303,430412,1.929081903,3.8,9933445,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,79,2007,7,Michigan,MI,RFC,East North Central,-0.4,normal,"Thursday, July 19, 2007",3:00:00 PM,"Sunday, July 22, 2007",11:30:00 PM,severe weather,storm,NA,4830,NA,60000,10.46,8.76,6.66,8.76,3492883,3669540,2839318,10002112,34.92145459,36.68765157,28.38718463,4298455,518058,13227,4829741,88.9997,10.7264,0.2739,42036,49126,0.855677238,-0.9,8589,420411,2.043000778,3.8,10001284,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,80,2003,8,Michigan,MI,ECAR,East North Central,0.2,normal,"Thursday, August 14, 2003",4:09:00 PM,"Saturday, August 16, 2003",7:00:00 PM,system operability disruption,NA,NA,3051,11000,2100000,8.7,7.49,5.31,7.18,3434085,3324140,3327539,10086037,34.04791198,32.95784063,32.99154068,4216573,483168,14224,4713966,89.4485,10.2497,0.3017,42768,45858,0.932618082,1.7,8288,429436,1.929973267,3.8,10041152,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,81,2003,4,Michigan,MI,ECAR,East North Central,0,normal,"Thursday, April 3, 2003",7:00:00 PM,"Sunday, April 6, 2003",5:00:00 PM,severe weather,winter storm,NA,4200,300,425000,8.19,7.52,4.64,6.52,2318668,2654222,3477639,8450792,27.43728635,31.40796744,41.15163407,4216573,483168,14224,4713966,89.4485,10.2497,0.3017,42768,45858,0.932618082,1.7,8288,429436,1.929973267,3.8,10041152,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,82,2011,5,Michigan,MI,RFC,East North Central,-0.4,normal,"Tuesday, May 10, 2011",3:25:00 AM,"Wednesday, May 11, 2011",2:10:00 PM,system operability disruption,NA,NA,2085,585,78213,13.37,10.6,7.39,10.36,2378750,3136896,2664590,8180730,29.07747842,38.34493988,32.57154313,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,83,2010,6,Michigan,MI,RFC,East North Central,-0.4,normal,"Friday, June 18, 2010",8:00:00 PM,"Tuesday, June 22, 2010",7:30:00 PM,severe weather,NA,NA,5730,NA,150000,12.91,10.29,7.3,10.25,2982067,3176045,2749008,8907617,33.47771913,35.65538348,30.8613179,4245158,520233,12827,4778219,88.8439,10.8876,0.2684,38985,47287,0.824433777,5.4,8524,385039,2.213801719,3.7,9877369,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,84,2014,4,Michigan,MI,RFC,East North Central,-0.2,normal,"Saturday, April 12, 2014",8:00:00 PM,"Tuesday, April 15, 2014",7:30:00 PM,severe weather,NA,NA,4290,NA,164000,14.59,10.91,7.37,10.84,2355971,2843318,2600083,7799973,30.20486097,36.45292105,33.33451282,4273126,522422,13289,4808839,88.8598,10.8638,0.2763,41695,49091,0.84934102,1.4,8205,413188,1.985778871,3.7,9916306,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,85,2012,3,Michigan,MI,RFC,East North Central,-0.4,normal,"Friday, March 2, 2012",9:00:00 PM,"Sunday, March 4, 2012",5:30:00 PM,severe weather,winter storm,NA,2670,50,140000,13.63,10.7,7.34,10.56,2608727,3016955,2611453,8237896,31.6673942,36.62288283,31.70048517,4250620,521091,13074,4784786,88.8362,10.8906,0.2732,40537,48156,0.841785032,1.5,8323,400697,2.0771306,3.6,9886879,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,86,2009,4,Michigan,MI,RFC,East North Central,-0.1,normal,"Monday, April 6, 2009",1:00:00 AM,"Wednesday, April 8, 2009",12:00:00 PM,severe weather,winter storm,NA,3540,75,70793,10.67,8.46,6.54,8.6,2393748,2849257,2201667,7445186,32.1516212,38.26978936,29.57168565,4253786,520551,13065,4787403,88.8537,10.8733,0.2729,37004,46680,0.792716367,-7.7,7769,366401,2.120354475,3.7,9901591,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,87,2007,12,Michigan,MI,RFC,East North Central,-1.3,cold,"Sunday, December 23, 2007",5:30:00 AM,"Tuesday, December 25, 2007",6:07:00 PM,severe weather,winter storm,NA,3637,50,134288,10.03,8.64,6.01,8.38,3223427,3191482,2586269,9001598,35.80949738,35.45461595,28.73122083,4298455,518058,13227,4829741,88.9997,10.7264,0.2739,42036,49126,0.855677238,-0.9,8589,420411,2.043000778,3.8,10001284,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,88,2015,11,Michigan,MI,RFC,East North Central,2.2,warm,"Saturday, November 21, 2015",8:30:00 PM,"Monday, November 23, 2015",1:00:00 AM,severe weather,NA,NA,1710,NA,60000,14.68,10.55,6.92,10.72,2424980,2961865,2392081,7779271,31.17232964,38.0738118,30.74942369,4282858,532858,6041,4821758,88.8236,11.0511,0.1253,42226,49844,0.847163149,1.3,7532,422454,1.78291601,3.6,9922576,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,89,2007,7,Michigan,MI,RFC,East North Central,-0.4,normal,"Thursday, July 5, 2007",7:00:00 PM,"Sunday, July 8, 2007",7:00:00 PM,severe weather,storm,NA,4320,NA,69000,10.46,8.76,6.66,8.76,3492883,3669540,2839318,10002112,34.92145459,36.68765157,28.38718463,4298455,518058,13227,4829741,88.9997,10.7264,0.2739,42036,49126,0.855677238,-0.9,8589,420411,2.043000778,3.8,10001284,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,90,2009,10,Michigan,MI,RFC,East North Central,0.9,warm,"Wednesday, October 7, 2009",5:45:00 AM,"Friday, October 9, 2009",11:00:00 PM,severe weather,storm,NA,3915,NA,75000,12.32,9.01,6.81,9.32,2415296,3167098,2503599,8086396,29.86863369,39.16575443,30.9606282,4253786,520551,13065,4787403,88.8537,10.8733,0.2729,37004,46680,0.792716367,-7.7,7769,366401,2.120354475,3.7,9901591,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,91,2005,6,Michigan,MI,ECAR,East North Central,0.2,normal,"Sunday, June 5, 2005",2:00:00 PM,"Tuesday, June 7, 2005",6:00:00 PM,severe weather,thunderstorm,NA,3120,55,105000,8.73,7.79,5.61,7.47,3332574,3782662,2919573,10034838,33.21004285,37.69529712,29.09437103,4284083,509964,13390,4807438,89.1136,10.6078,0.2785,43081,48090,0.895841131,1.3,7957,433012,1.837593415,3.7,10051137,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,92,2009,6,Michigan,MI,RFC,East North Central,0.4,normal,"Thursday, June 25, 2009",3:30:00 PM,"Sunday, June 28, 2009",8:00:00 PM,severe weather,wind/rain,NA,4590,NA,118000,12.42,9.65,7.45,9.89,2535829,3275140,2306472,8117814,31.23783078,40.34509783,28.41247656,4253786,520551,13065,4787403,88.8537,10.8733,0.2729,37004,46680,0.792716367,-7.7,7769,366401,2.120354475,3.7,9901591,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,93,2005,6,Michigan,MI,ECAR,East North Central,0.2,normal,"Sunday, June 5, 2005",2:00:00 PM,"Friday, June 10, 2005",7:30:00 PM,severe weather,thunderstorm,NA,7530,1826,201580,8.73,7.79,5.61,7.47,3332574,3782662,2919573,10034838,33.21004285,37.69529712,29.09437103,4284083,509964,13390,4807438,89.1136,10.6078,0.2785,43081,48090,0.895841131,1.3,7957,433012,1.837593415,3.7,10051137,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,94,2013,11,Michigan,MI,RFC,East North Central,-0.3,normal,"Sunday, November 17, 2013",7:00:00 AM,"Wednesday, November 20, 2013",6:54:00 PM,severe weather,snow/ice storm,NA,5034,NA,325325,14.59,10.88,7.32,10.93,2605678,2930934,2596980,8134221,32.03352847,36.03214125,31.92659752,4265264,520327,13419,4799011,88.8780,10.8424,0.2796,41117,48396,0.849595008,1.4,8250,406985,2.027101736,3.6,9900506,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,95,2005,11,Michigan,MI,ECAR,East North Central,-0.5,cold,"Sunday, November 6, 2005",7:30:00 AM,"Friday, November 11, 2005",11:30:00 PM,severe weather,thunderstorm,NA,8160,212,118000,8.21,8.07,5.39,7.22,2433426,3148416,2795999,8378192,29.04476288,37.57870433,33.37234334,4284083,509964,13390,4807438,89.1136,10.6078,0.2785,43081,48090,0.895841131,1.3,7957,433012,1.837593415,3.7,10051137,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,96,2003,7,Michigan,MI,ECAR,East North Central,0.1,normal,"Friday, July 4, 2003",9:00:00 AM,"Sunday, July 6, 2003",4:00:00 PM,severe weather,thunderstorm,NA,3300,82,131000,8.71,7.51,4.87,7.01,3424846,3321796,3513348,10260246,33.37976497,32.37540308,34.24233688,4216573,483168,14224,4713966,89.4485,10.2497,0.3017,42768,45858,0.932618082,1.7,8288,429436,1.929973267,3.8,10041152,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,97,2011,2,Michigan,MI,RFC,East North Central,-1,cold,"Sunday, February 20, 2011",4:00:00 PM,"Wednesday, February 23, 2011",4:00:00 PM,severe weather,winter storm,NA,4320,262,160000,12.64,10.2,7.19,10.21,2808904,3023998,2256482,8089925,34.7210141,37.37980266,27.89249591,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,98,2011,1,Michigan,MI,RFC,East North Central,-1.3,cold,"Wednesday, January 26, 2011",9:33:00 AM,"Thursday, January 27, 2011",3:03:00 PM,intentional attack,vandalism,NA,1770,0,0,12.26,9.61,7.04,9.9,3360844,3281973,2449065,9092427,36.96311227,36.0956761,26.93521763,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,99,2013,12,Michigan,MI,RFC,East North Central,-0.3,normal,"Sunday, December 22, 2013",3:28:00 AM,"Saturday, December 28, 2013",11:45:00 PM,severe weather,snow/ice ,NA,9857,NA,50000,14.2,10.72,7.5,11.09,3269201,3196460,2497811,8964092,36.4699626,35.65849168,27.86462923,4265264,520327,13419,4799011,88.8780,10.8424,0.2796,41117,48396,0.849595008,1.4,8250,406985,2.027101736,3.6,9900506,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,100,2012,10,Michigan,MI,RFC,East North Central,0.3,normal,"Tuesday, October 30, 2012",2:00:00 AM,"Thursday, November 1, 2012",10:00:00 PM,severe weather,thunderstorm,NA,4080,NA,133777,14.22,10.9,7.46,10.68,2241926,3295023,2700211,8237593,27.21578986,39.99982762,32.77912614,4250620,521091,13074,4784786,88.8362,10.8906,0.2732,40537,48156,0.841785032,1.5,8323,400697,2.0771306,3.6,9886879,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,101,2009,4,Michigan,MI,RFC,East North Central,-0.1,normal,"Saturday, April 25, 2009",2:30:00 PM,"Wednesday, April 29, 2009",1:00:00 PM,severe weather,wind/rain,NA,5670,NA,125000,10.67,8.46,6.54,8.6,2393748,2849257,2201667,7445186,32.1516212,38.26978936,29.57168565,4253786,520551,13065,4787403,88.8537,10.8733,0.2729,37004,46680,0.792716367,-7.7,7769,366401,2.120354475,3.7,9901591,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,102,2004,5,Michigan,MI,ECAR,East North Central,0.2,normal,"Friday, May 21, 2004",1:00:00 PM,"Tuesday, May 25, 2004",12:00:00 PM,severe weather,thunderstorm,NA,5700,200,248209,8.19,7.54,4.5,6.62,2412598,3182069,3168910,8763874,27.52889875,36.30893142,36.15878092,4248920,504754,14322,4767997,89.1133,10.5863,0.3004,42525,47037,0.904075515,-0.6,8431,427602,1.971693304,3.7,10055315,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,103,2015,8,Michigan,MI,RFC,East North Central,1.4,warm,"Sunday, August 2, 2015",5:45:00 PM,"Tuesday, August 4, 2015",3:00:00 AM,severe weather,NA,NA,1995,NA,162000,15.43,10.94,7.46,11.51,3222972,3488329,2617193,9328886,34.54830512,37.39277123,28.05472165,4282858,532858,6041,4821758,88.8236,11.0511,0.1253,42226,49844,0.847163149,1.3,7532,422454,1.78291601,3.6,9922576,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,104,2016,7,Michigan,MI,RFC,East North Central,-0.3,normal,"Friday, July 8, 2016",7:00:00 PM,"Saturday, July 9, 2016",12:00:00 AM,severe weather,NA,NA,300,NA,160895,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,4311008,538677,6191,4855877,88.7792,11.0933,0.1275,43330,50660,0.855309909,2.6,8303,430412,1.929081903,3.8,9933445,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,105,2008,12,Michigan,MI,RFC,East North Central,-0.7,cold,"Sunday, December 28, 2008",4:45:00 AM,"Wednesday, December 31, 2008",6:00:00 PM,severe weather,heavy wind,NA,5115,NA,210517,10.67,8.97,6.73,9.01,3362572,3220934,2411444,8995326,37.38132448,35.8067512,26.80774438,4290313,518776,12776,4821866,88.9762,10.7588,0.2650,40097,48401,0.828433297,-4.6,8332,398843,2.089042556,3.7,9946889,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,106,2012,7,Michigan,MI,RFC,East North Central,0.1,normal,"Thursday, July 5, 2012",12:00:00 AM,"Friday, July 6, 2012",8:30:00 PM,severe weather,thunderstorm,NA,2670,NA,111000,15.06,11.58,8.4,12.15,4366986,3838309,2796506,11002234,39.69181168,34.88663302,25.41761973,4250620,521091,13074,4784786,88.8362,10.8906,0.2732,40537,48156,0.841785032,1.5,8323,400697,2.0771306,3.6,9886879,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,107,2008,12,Michigan,MI,RFC,East North Central,-0.7,cold,"Saturday, December 27, 2008",4:00:00 PM,"Thursday, January 1, 2009",11:30:00 PM,severe weather,heavy wind,NA,7650,NA,247847,10.67,8.97,6.73,9.01,3362572,3220934,2411444,8995326,37.38132448,35.8067512,26.80774438,4290313,518776,12776,4821866,88.9762,10.7588,0.2650,40097,48401,0.828433297,-4.6,8332,398843,2.089042556,3.7,9946889,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,108,2015,6,Michigan,MI,RFC,East North Central,1,warm,"Saturday, June 27, 2015",5:00:00 PM,"Tuesday, June 30, 2015",5:18:00 PM,severe weather,NA,NA,4338,NA,68000,14.7,10.88,7.42,10.95,2535214,3311943,2634250,8481747,29.8902337,39.04788719,31.05787051,4282858,532858,6041,4821758,88.8236,11.0511,0.1253,42226,49844,0.847163149,1.3,7532,422454,1.78291601,3.6,9922576,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,109,2003,9,Michigan,MI,RFC,East North Central,0.2,normal,"Sunday, September 7, 2003",5:19:00 AM,"Sunday, September 7, 2003",6:00:00 PM,equipment failure,transmission interruption,NA,761,310,NA,8.54,7.38,4.73,6.74,2757722,2970318,3432475,9160788,30.10354568,32.42426307,37.46921116,4216573,483168,14224,4713966,89.4485,10.2497,0.3017,42768,45858,0.932618082,1.7,8288,429436,1.929973267,3.8,10041152,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,110,2013,11,Michigan,MI,RFC,East North Central,-0.3,normal,"Sunday, November 17, 2013",4:45:00 PM,"Thursday, November 21, 2013",4:45:00 PM,severe weather,thunderstorm,NA,5760,NA,50000,14.59,10.88,7.32,10.93,2605678,2930934,2596980,8134221,32.03352847,36.03214125,31.92659752,4265264,520327,13419,4799011,88.8780,10.8424,0.2796,41117,48396,0.849595008,1.4,8250,406985,2.027101736,3.6,9900506,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,111,2010,10,Michigan,MI,RFC,East North Central,-1.5,cold,"Wednesday, October 27, 2010",8:00:00 AM,"Friday, October 29, 2010",7:00:00 AM,severe weather,heavy wind,NA,2820,240,285000,12.62,9.75,6.77,9.54,2181448,3166503,2659883,8008227,27.24008698,39.54062491,33.21438066,4245158,520233,12827,4778219,88.8439,10.8876,0.2684,38985,47287,0.824433777,5.4,8524,385039,2.213801719,3.7,9877369,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,112,2008,1,Michigan,MI,RFC,East North Central,-1.4,cold,"Tuesday, January 29, 2008",10:00:00 PM,"Friday, February 1, 2008",6:30:00 PM,severe weather,winter storm,NA,4110,NA,86915,10.25,8.59,6.35,8.51,3357349,3110518,2838491,9306895,36.07378186,33.42165137,30.49879686,4290313,518776,12776,4821866,88.9762,10.7588,0.2650,40097,48401,0.828433297,-4.6,8332,398843,2.089042556,3.7,9946889,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,113,2004,10,Michigan,MI,ECAR,East North Central,0.7,warm,"Saturday, October 30, 2004",10:00:00 AM,"Monday, November 1, 2004",6:00:00 PM,severe weather,heavy wind,NA,3360,60,122000,8.14,7.83,5.1,6.96,2359085,3179274,3016725,8555330,27.57444774,37.16132516,35.2613517,4248920,504754,14322,4767997,89.1133,10.5863,0.3004,42525,47037,0.904075515,-0.6,8431,427602,1.971693304,3.7,10055315,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,114,2009,12,Michigan,MI,RFC,East North Central,1.3,warm,"Thursday, December 10, 2009",5:45:00 PM,"Saturday, December 12, 2009",8:00:00 PM,severe weather,NA,NA,3015,NA,65562,11.44,9.43,7.48,9.64,3180299,3227447,2362449,8770574,36.26101325,36.79858354,26.93608195,4253786,520551,13065,4787403,88.8537,10.8733,0.2729,37004,46680,0.792716367,-7.7,7769,366401,2.120354475,3.7,9901591,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,115,2015,9,Michigan,MI,RFC,East North Central,1.7,warm,"Thursday, September 3, 2015",2:33:00 AM,"Thursday, September 3, 2015",6:25:00 AM,severe weather,NA,NA,232,NA,50114,14.56,10.42,7.07,10.81,2840358,3318307,2499854,8658859,32.80291318,38.32268201,28.8704782,4282858,532858,6041,4821758,88.8236,11.0511,0.1253,42226,49844,0.847163149,1.3,7532,422454,1.78291601,3.6,9922576,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,116,2011,4,Michigan,MI,RFC,East North Central,-0.5,cold,"Thursday, April 21, 2011",7:00:00 PM,"Friday, April 29, 2011",7:05:00 PM,intentional attack,vandalism,NA,11525,NA,NA,12.69,10.09,7.08,9.95,2454925,2916866,2485816,7858010,31.24105212,37.11965243,31.63416692,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,117,2006,2,Michigan,MI,RFC,East North Central,-0.6,cold,"Thursday, February 16, 2006",12:00:00 PM,"Monday, February 20, 2006",11:00:00 PM,severe weather,winter storm,NA,6420,100,252089,9.21,8.2,5.61,7.62,2622622,2975126,2929955,8528059,30.75285947,34.88632056,34.35664552,4299273,514049,13317,4826640,89.0738,10.6502,0.2759,42429,48909,0.867509047,-1.5,8403,425821,1.973364395,3.8,10036081,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,118,2003,5,Michigan,MI,RFC,East North Central,-0.2,normal,"Thursday, May 15, 2003",2:00:00 PM,"Monday, June 16, 2003",2:00:00 PM,severe weather,flooding,NA,46080,240,2,8.23,7.45,4.95,6.67,2244807,2789455,3273564,8308074,27.0195836,33.57523055,39.4022008,4216573,483168,14224,4713966,89.4485,10.2497,0.3017,42768,45858,0.932618082,1.7,8288,429436,1.929973267,3.8,10041152,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,119,2009,8,Michigan,MI,RFC,East North Central,0.5,warm,"Friday, August 7, 2009",11:00:00 PM,"Tuesday, August 11, 2009",10:00:00 PM,severe weather,wind/rain,NA,5700,NA,137000,12.46,9.64,7.66,10.09,3102790,3444972,2396819,8944946,34.68763255,38.51305531,26.79523163,4253786,520551,13065,4787403,88.8537,10.8733,0.2729,37004,46680,0.792716367,-7.7,7769,366401,2.120354475,3.7,9901591,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,120,2010,8,Michigan,MI,RFC,East North Central,-1.2,cold,"Thursday, August 19, 2010",6:00:00 PM,"Monday, August 23, 2010",3:30:00 PM,severe weather,NA,NA,5610,340,80000,13.55,9.81,7.47,10.59,3865045,3698530,2747670,10311612,37.48245182,35.86762186,26.64636722,4245158,520233,12827,4778219,88.8439,10.8876,0.2684,38985,47287,0.824433777,5.4,8524,385039,2.213801719,3.7,9877369,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,121,2009,3,Michigan,MI,RFC,East North Central,-0.4,normal,"Tuesday, March 3, 2009",6:48:00 AM,"Sunday, April 26, 2009",6:05:00 PM,equipment failure,transformer outage,NA,78377,378,NA,10.66,8.78,6.63,8.84,2825441,3019167,2251830,8096999,34.89491601,37.28748145,27.81067405,4253786,520551,13065,4787403,88.8537,10.8733,0.2729,37004,46680,0.792716367,-7.7,7769,366401,2.120354475,3.7,9901591,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,122,2008,6,Michigan,MI,RFC,East North Central,-0.5,cold,"Thursday, June 26, 2008",5:00:00 PM,"Thursday, June 26, 2008",9:30:00 PM,severe weather,thunderstorm,NA,270,NA,53000,11.06,9.39,6.92,9.14,2846403,3604017,2877158,9327963,30.51473296,38.63669914,30.84444053,4290313,518776,12776,4821866,88.9762,10.7588,0.2650,40097,48401,0.828433297,-4.6,8332,398843,2.089042556,3.7,9946889,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,123,2012,3,Michigan,MI,RFC,East North Central,-0.4,normal,"Friday, March 2, 2012",9:00:00 PM,"Monday, March 5, 2012",4:30:00 PM,severe weather,winter storm,NA,4050,371,130000,13.63,10.7,7.34,10.56,2608727,3016955,2611453,8237896,31.6673942,36.62288283,31.70048517,4250620,521091,13074,4784786,88.8362,10.8906,0.2732,40537,48156,0.841785032,1.5,8323,400697,2.0771306,3.6,9886879,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,124,2011,7,Michigan,MI,RFC,East North Central,-0.3,normal,"Saturday, July 2, 2011",8:15:00 PM,"Wednesday, July 6, 2011",10:00:00 PM,severe weather,NA,NA,5865,NA,182000,13.93,10.5,7.67,11.04,4008491,4032132,2805315,10846247,36.95740103,37.17536582,25.86438424,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,125,2012,3,Michigan,MI,RFC,East North Central,-0.4,normal,"Thursday, March 29, 2012",12:01:00 PM,"Thursday, March 29, 2012",12:02:00 PM,islanding,NA,NA,1,NA,0,13.63,10.7,7.34,10.56,2608727,3016955,2611453,8237896,31.6673942,36.62288283,31.70048517,4250620,521091,13074,4784786,88.8362,10.8906,0.2732,40537,48156,0.841785032,1.5,8323,400697,2.0771306,3.6,9886879,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,126,2014,4,Michigan,MI,RFC,East North Central,-0.2,normal,"Saturday, April 12, 2014",6:15:00 PM,"Monday, April 14, 2014",9:00:00 AM,severe weather,thunderstorm,NA,2325,NA,50000,14.59,10.91,7.37,10.84,2355971,2843318,2600083,7799973,30.20486097,36.45292105,33.33451282,4273126,522422,13289,4808839,88.8598,10.8638,0.2763,41695,49091,0.84934102,1.4,8205,413188,1.985778871,3.7,9916306,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,127,2010,12,Michigan,MI,RFC,East North Central,-1.4,cold,"Sunday, December 12, 2010",4:30:00 PM,"Wednesday, December 15, 2010",2:00:00 PM,severe weather,NA,NA,4170,210,60175,12.05,9.59,6.8,9.54,3199537,2826659,2973217,8999885,35.55086537,31.40772354,33.03616657,4245158,520233,12827,4778219,88.8439,10.8876,0.2684,38985,47287,0.824433777,5.4,8524,385039,2.213801719,3.7,9877369,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,128,2013,1,Michigan,MI,RFC,East North Central,-0.4,normal,"Sunday, January 20, 2013",3:30:00 AM,"Wednesday, January 23, 2013",6:15:00 AM,severe weather,NA,NA,4485,NA,146500,13.65,10.45,7.39,10.79,3350217,3142671,2493001,8986322,37.28129261,34.9717159,27.74217305,4265264,520327,13419,4799011,88.8780,10.8424,0.2796,41117,48396,0.849595008,1.4,8250,406985,2.027101736,3.6,9900506,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,129,2003,8,Michigan,MI,ECAR,East North Central,0.2,normal,"Thursday, August 14, 2003",4:09:00 PM,"Saturday, August 16, 2003",1:03:00 PM,system operability disruption,NA,NA,2694,1007,101000,8.7,7.49,5.31,7.18,3434085,3324140,3327539,10086037,34.04791198,32.95784063,32.99154068,4216573,483168,14224,4713966,89.4485,10.2497,0.3017,42768,45858,0.932618082,1.7,8288,429436,1.929973267,3.8,10041152,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,130,2007,9,Michigan,MI,RFC,East North Central,-0.9,cold,"Monday, September 24, 2007",1:38:00 PM,"Monday, September 24, 2007",4:26:00 PM,equipment failure,generator trip,NA,168,320,NA,10.1,8.27,6.34,8.19,2758717,3272422,2986352,9017849,30.59174089,36.28827673,33.11601248,4298455,518058,13227,4829741,88.9997,10.7264,0.2739,42036,49126,0.855677238,-0.9,8589,420411,2.043000778,3.8,10001284,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,131,2008,7,Michigan,MI,RFC,East North Central,-0.4,normal,"Wednesday, July 2, 2008",3:00:00 PM,"Sunday, July 6, 2008",12:00:00 PM,severe weather,NA,NA,5580,125,239663,11.57,9.86,7.38,9.8,3597866,3606053,2729418,9933745,36.21862651,36.30104256,27.47622372,4290313,518776,12776,4821866,88.9762,10.7588,0.2650,40097,48401,0.828433297,-4.6,8332,398843,2.089042556,3.7,9946889,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,132,2008,12,Michigan,MI,RFC,East North Central,-0.7,cold,"Sunday, December 28, 2008",11:45:00 AM,"Sunday, December 28, 2008",11:30:00 PM,severe weather,heavy wind,NA,705,NA,230000,10.67,8.97,6.73,9.01,3362572,3220934,2411444,8995326,37.38132448,35.8067512,26.80774438,4290313,518776,12776,4821866,88.9762,10.7588,0.2650,40097,48401,0.828433297,-4.6,8332,398843,2.089042556,3.7,9946889,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,133,2008,6,Michigan,MI,RFC,East North Central,-0.5,cold,"Sunday, June 8, 2008",6:00:00 PM,"Monday, June 16, 2008",11:30:00 PM,severe weather,storm,NA,11850,500,150000,11.06,9.39,6.92,9.14,2846403,3604017,2877158,9327963,30.51473296,38.63669914,30.84444053,4290313,518776,12776,4821866,88.9762,10.7588,0.2650,40097,48401,0.828433297,-4.6,8332,398843,2.089042556,3.7,9946889,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,134,2012,4,Michigan,MI,RFC,East North Central,-0.4,normal,"Monday, April 16, 2012",3:46:00 PM,"Thursday, April 19, 2012",2:00:00 AM,severe weather,heavy wind,NA,3494,218,111393,13.69,10.52,7.16,10.27,2190003,2891427,2642415,7724563,28.35115721,37.43159322,34.20795455,4250620,521091,13074,4784786,88.8362,10.8906,0.2732,40537,48156,0.841785032,1.5,8323,400697,2.0771306,3.6,9886879,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,135,2004,5,Michigan,MI,ECAR,East North Central,0.2,normal,"Friday, May 21, 2004",4:00:00 PM,"Monday, May 24, 2004",8:00:00 PM,severe weather,thunderstorm,NA,4560,630,250000,8.19,7.54,4.5,6.62,2412598,3182069,3168910,8763874,27.52889875,36.30893142,36.15878092,4248920,504754,14322,4767997,89.1133,10.5863,0.3004,42525,47037,0.904075515,-0.6,8431,427602,1.971693304,3.7,10055315,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,136,2014,6,Michigan,MI,RFC,East North Central,0,normal,"Wednesday, June 18, 2014",5:00:00 PM,"Friday, June 20, 2014",3:00:00 PM,severe weather,thunderstorm,NA,2760,NA,138802,14.96,11.25,7.98,11.42,2838947,3350469,2760767,8950183,31.71942965,37.4346424,30.84592795,4273126,522422,13289,4808839,88.8598,10.8638,0.2763,41695,49091,0.84934102,1.4,8205,413188,1.985778871,3.7,9916306,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,137,2013,9,Michigan,MI,RFC,East North Central,-0.2,normal,"Wednesday, September 11, 2013",4:00:00 PM,"Sunday, September 15, 2013",4:00:00 PM,severe weather,thunderstorm,NA,5760,400,75000,14.98,10.97,7.43,11.05,2492462,3132022,2642249,8267271,30.148546,37.88459336,31.96035306,4265264,520327,13419,4799011,88.8780,10.8424,0.2796,41117,48396,0.849595008,1.4,8250,406985,2.027101736,3.6,9900506,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,138,2008,6,Michigan,MI,RFC,East North Central,-0.5,cold,"Friday, June 6, 2008",3:18:00 PM,"Thursday, June 12, 2008",8:00:00 PM,severe weather,thunderstorm,NA,8922,100,358000,11.06,9.39,6.92,9.14,2846403,3604017,2877158,9327963,30.51473296,38.63669914,30.84444053,4290313,518776,12776,4821866,88.9762,10.7588,0.2650,40097,48401,0.828433297,-4.6,8332,398843,2.089042556,3.7,9946889,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,139,2010,7,Michigan,MI,RFC,East North Central,-0.9,cold,"Thursday, July 15, 2010",7:00:00 PM,"Monday, July 19, 2010",11:30:00 PM,severe weather,NA,NA,6030,540,127534,12.93,9.95,7.62,10.51,3989490,3770482,2608063,10368366,38.47751902,36.36524791,25.15404067,4245158,520233,12827,4778219,88.8439,10.8876,0.2684,38985,47287,0.824433777,5.4,8524,385039,2.213801719,3.7,9877369,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,140,2004,5,Michigan,MI,ECAR,East North Central,0.2,normal,"Friday, May 21, 2004",11:00:00 AM,"Wednesday, May 26, 2004",9:00:00 PM,severe weather,thunderstorm,NA,7800,303,122600,8.19,7.54,4.5,6.62,2412598,3182069,3168910,8763874,27.52889875,36.30893142,36.15878092,4248920,504754,14322,4767997,89.1133,10.5863,0.3004,42525,47037,0.904075515,-0.6,8431,427602,1.971693304,3.7,10055315,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,141,2013,12,Michigan,MI,RFC,East North Central,-0.3,normal,"Sunday, December 22, 2013",6:30:00 AM,"Wednesday, December 25, 2013",5:12:00 AM,severe weather,snow/ice ,NA,4242,350,140735,14.2,10.72,7.5,11.09,3269201,3196460,2497811,8964092,36.4699626,35.65849168,27.86462923,4265264,520327,13419,4799011,88.8780,10.8424,0.2796,41117,48396,0.849595008,1.4,8250,406985,2.027101736,3.6,9900506,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,142,2007,5,Michigan,MI,RFC,East North Central,-0.2,normal,"Tuesday, May 15, 2007",3:00:00 PM,"Thursday, May 17, 2007",7:00:00 PM,severe weather,thunderstorm,NA,3120,500,66000,10.12,9.07,6.37,8.46,2455135,3217165,2875783,8548464,28.7201888,37.63442181,33.64093245,4298455,518058,13227,4829741,88.9997,10.7264,0.2739,42036,49126,0.855677238,-0.9,8589,420411,2.043000778,3.8,10001284,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,143,2003,11,Michigan,MI,ECAR,East North Central,0.3,normal,"Wednesday, November 12, 2003",6:00:00 PM,"Sunday, November 16, 2003",5:00:00 PM,severe weather,heavy wind,NA,5700,75,160000,8.24,7.55,4.48,6.52,2476750,2729655,3460495,8667198,28.57613268,31.4940884,39.92634067,4216573,483168,14224,4713966,89.4485,10.2497,0.3017,42768,45858,0.932618082,1.7,8288,429436,1.929973267,3.8,10041152,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,144,2013,7,Michigan,MI,RFC,East North Central,-0.3,normal,"Friday, July 19, 2013",6:00:00 PM,"Saturday, July 20, 2013",9:00:00 AM,severe weather,thunderstorm,NA,900,NA,156627,15.06,11.45,8.25,11.95,3662429,3499103,2614616,9776717,37.46072429,35.79016351,26.74329225,4265264,520327,13419,4799011,88.8780,10.8424,0.2796,41117,48396,0.849595008,1.4,8250,406985,2.027101736,3.6,9900506,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,145,2011,12,Michigan,MI,RFC,East North Central,-0.9,cold,"Tuesday, December 6, 2011",5:38:00 PM,"Wednesday, December 7, 2011",11:04:00 AM,intentional attack,vandalism,NA,1046,0,0,13.32,10.19,7.32,10.5,3208353,3060526,2558523,8828035,36.34277617,34.66825856,28.98179493,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,146,2005,6,Michigan,MI,ECAR,East North Central,0.2,normal,"Wednesday, June 29, 2005",4:30:00 PM,"Monday, July 4, 2005",11:30:00 PM,severe weather,thunderstorm,NA,7620,1000,114711,8.73,7.79,5.61,7.47,3332574,3782662,2919573,10034838,33.21004285,37.69529712,29.09437103,4284083,509964,13390,4807438,89.1136,10.6078,0.2785,43081,48090,0.895841131,1.3,7957,433012,1.837593415,3.7,10051137,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,147,2013,4,Michigan,MI,RFC,East North Central,-0.2,normal,"Thursday, April 18, 2013",3:00:00 PM,"Sunday, April 21, 2013",3:30:00 AM,severe weather,heavy wind,NA,3630,NA,99188,14.37,10.84,7.54,10.84,2408335,2838310,2576170,7823228,30.78441533,36.28054813,32.92975738,4265264,520327,13419,4799011,88.8780,10.8424,0.2796,41117,48396,0.849595008,1.4,8250,406985,2.027101736,3.6,9900506,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,148,2011,7,Michigan,MI,RFC,East North Central,-0.3,normal,"Monday, July 11, 2011",11:15:00 AM,"Tuesday, July 12, 2011",8:15:00 AM,severe weather,NA,NA,1260,NA,85000,13.93,10.5,7.67,11.04,4008491,4032132,2805315,10846247,36.95740103,37.17536582,25.86438424,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,149,2004,10,Michigan,MI,ECAR,East North Central,0.7,warm,"Saturday, October 30, 2004",12:30:00 PM,"Wednesday, November 3, 2004",1:50:00 PM,severe weather,heavy wind,NA,5840,700,159870,8.14,7.83,5.1,6.96,2359085,3179274,3016725,8555330,27.57444774,37.16132516,35.2613517,4248920,504754,14322,4767997,89.1133,10.5863,0.3004,42525,47037,0.904075515,-0.6,8431,427602,1.971693304,3.7,10055315,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,150,2007,8,Michigan,MI,RFC,East North Central,-0.6,cold,"Friday, August 24, 2007",6:00:00 PM,"Tuesday, August 28, 2007",6:30:00 PM,severe weather,storm,NA,5790,NA,75000,10.69,8.93,6.81,9.03,4036726,3834726,2836664,10708773,37.69550442,35.80920055,26.48915987,4298455,518058,13227,4829741,88.9997,10.7264,0.2739,42036,49126,0.855677238,-0.9,8589,420411,2.043000778,3.8,10001284,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,151,2015,8,Michigan,MI,RFC,East North Central,1.4,warm,"Monday, August 3, 2015",1:00:00 AM,"Wednesday, August 5, 2015",12:00:00 AM,severe weather,NA,NA,2820,NA,72520,15.43,10.94,7.46,11.51,3222972,3488329,2617193,9328886,34.54830512,37.39277123,28.05472165,4282858,532858,6041,4821758,88.8236,11.0511,0.1253,42226,49844,0.847163149,1.3,7532,422454,1.78291601,3.6,9922576,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,152,2010,6,Michigan,MI,RFC,East North Central,-0.4,normal,"Friday, June 18, 2010",7:00:00 PM,"Saturday, June 19, 2010",5:00:00 AM,severe weather,thunderstorm,NA,600,NA,1.00E+05,12.91,10.29,7.3,10.25,2982067,3176045,2749008,8907617,33.47771913,35.65538348,30.8613179,4245158,520233,12827,4778219,88.8439,10.8876,0.2684,38985,47287,0.824433777,5.4,8524,385039,2.213801719,3.7,9877369,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,153,2009,6,Michigan,MI,RFC,East North Central,0.4,normal,"Friday, June 19, 2009",12:01:00 AM,"Sunday, June 21, 2009",11:00:00 PM,severe weather,storm,NA,4259,75,99000,12.42,9.65,7.45,9.89,2535829,3275140,2306472,8117814,31.23783078,40.34509783,28.41247656,4253786,520551,13065,4787403,88.8537,10.8733,0.2729,37004,46680,0.792716367,-7.7,7769,366401,2.120354475,3.7,9901591,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,154,2005,11,Michigan,MI,ECAR,East North Central,-0.5,cold,"Saturday, November 12, 2005",11:00:00 PM,"Monday, November 14, 2005",11:59:00 PM,severe weather,thunderstorm,NA,2939,408,272355,8.21,8.07,5.39,7.22,2433426,3148416,2795999,8378192,29.04476288,37.57870433,33.37234334,4284083,509964,13390,4807438,89.1136,10.6078,0.2785,43081,48090,0.895841131,1.3,7957,433012,1.837593415,3.7,10051137,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,155,2006,7,Michigan,MI,RFC,East North Central,0.1,normal,"Sunday, July 16, 2006",2:00:00 PM,"Friday, July 21, 2006",12:00:00 PM,severe weather,thunderstorm,NA,7080,150,315000,10.25,8.72,6.41,8.65,3958571,3719418,2961038,10639207,37.20738773,34.95954163,27.83137879,4299273,514049,13317,4826640,89.0738,10.6502,0.2759,42429,48909,0.867509047,-1.5,8403,425821,1.973364395,3.8,10036081,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,156,2002,3,Michigan,MI,ECAR,East North Central,0.1,normal,"Saturday, March 9, 2002",12:00:00 AM,"Monday, March 11, 2002",12:00:00 PM,severe weather,NA,NA,3600,190,190000,8.04,7.98,4.91,6.98,2649011,2782173,2834428,8355044,31.70553022,33.29932194,33.92475252,4188117,471509,13442,4682478,89.4423,10.0696,0.2871,42054,45097,0.932523228,2.6,8392,421199,1.992407389,3.6,10015710,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,157,2009,8,Michigan,MI,RFC,East North Central,0.5,warm,"Sunday, August 9, 2009",7:31:00 PM,"Monday, August 10, 2009",9:59:00 PM,severe weather,thunderstorm,NA,1588,NA,58156,12.46,9.64,7.66,10.09,3102790,3444972,2396819,8944946,34.68763255,38.51305531,26.79523163,4253786,520551,13065,4787403,88.8537,10.8733,0.2729,37004,46680,0.792716367,-7.7,7769,366401,2.120354475,3.7,9901591,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,158,2010,7,Michigan,MI,RFC,East North Central,-0.9,cold,"Friday, July 23, 2010",7:30:00 PM,"Monday, July 26, 2010",6:30:00 PM,severe weather,NA,NA,4260,400,82000,12.93,9.95,7.62,10.51,3989490,3770482,2608063,10368366,38.47751902,36.36524791,25.15404067,4245158,520233,12827,4778219,88.8439,10.8876,0.2684,38985,47287,0.824433777,5.4,8524,385039,2.213801719,3.7,9877369,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,159,2015,12,Michigan,MI,RFC,East North Central,2.3,warm,"Thursday, December 24, 2015",3:00:00 AM,"Saturday, December 26, 2015",12:00:00 AM,severe weather,NA,NA,2700,NA,168000,14.58,10.38,6.94,10.83,2886743,3129839,2414614,8431533,34.2374631,37.12063986,28.63790013,4282858,532858,6041,4821758,88.8236,11.0511,0.1253,42226,49844,0.847163149,1.3,7532,422454,1.78291601,3.6,9922576,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,160,2011,5,Michigan,MI,RFC,East North Central,-0.4,normal,"Wednesday, May 4, 2011",12:20:00 PM,"Wednesday, May 4, 2011",3:40:00 PM,intentional attack,vandalism,NA,200,0,0,13.37,10.6,7.39,10.36,2378750,3136896,2664590,8180730,29.07747842,38.34493988,32.57154313,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,161,2011,7,Michigan,MI,RFC,East North Central,-0.3,normal,"Monday, July 18, 2011",5:00:00 PM,"Sunday, July 24, 2011",1:30:00 PM,severe weather,NA,NA,8430,NA,197166,13.93,10.5,7.67,11.04,4008491,4032132,2805315,10846247,36.95740103,37.17536582,25.86438424,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,162,2011,7,Michigan,MI,RFC,East North Central,-0.3,normal,"Monday, July 11, 2011",9:00:00 AM,"Monday, July 11, 2011",10:25:00 AM,severe weather,NA,NA,85,254,103000,13.93,10.5,7.67,11.04,4008491,4032132,2805315,10846247,36.95740103,37.17536582,25.86438424,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,163,2007,1,Michigan,MI,RFC,East North Central,0.7,warm,"Saturday, January 13, 2007",7:30:00 AM,"Friday, January 19, 2007",4:00:00 PM,severe weather,winter storm,NA,9150,500,129607,9.92,8.52,6.34,8.38,3232344,3257044,2632823,9122606,35.43224381,35.70299978,28.86042651,4298455,518058,13227,4829741,88.9997,10.7264,0.2739,42036,49126,0.855677238,-0.9,8589,420411,2.043000778,3.8,10001284,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,164,2010,9,Michigan,MI,RFC,East North Central,-1.4,cold,"Tuesday, September 21, 2010",9:31:00 PM,"Wednesday, September 22, 2010",2:30:00 PM,severe weather,thunderstorm,NA,1019,NA,138000,12.67,10.15,7.35,10.13,2496853,3153873,2309782,7960881,31.36402868,39.61713534,29.01415057,4245158,520233,12827,4778219,88.8439,10.8876,0.2684,38985,47287,0.824433777,5.4,8524,385039,2.213801719,3.7,9877369,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,165,2013,6,Michigan,MI,RFC,East North Central,-0.2,normal,"Thursday, June 27, 2013",5:00:00 PM,"Friday, June 28, 2013",12:00:00 AM,severe weather,thunderstorm,NA,420,NA,138000,15.47,11.56,8.19,11.7,2608792,3324964,2678509,8612724,30.28997562,38.60525427,31.09944078,4265264,520327,13419,4799011,88.8780,10.8424,0.2796,41117,48396,0.849595008,1.4,8250,406985,2.027101736,3.6,9900506,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,166,2008,7,Michigan,MI,RFC,East North Central,-0.4,normal,"Wednesday, July 2, 2008",8:00:00 PM,"Thursday, July 3, 2008",3:00:00 PM,severe weather,thunderstorm,NA,1140,NA,56000,11.57,9.86,7.38,9.8,3597866,3606053,2729418,9933745,36.21862651,36.30104256,27.47622372,4290313,518776,12776,4821866,88.9762,10.7588,0.2650,40097,48401,0.828433297,-4.6,8332,398843,2.089042556,3.7,9946889,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,167,2011,9,Michigan,MI,RFC,East North Central,-0.8,cold,"Saturday, September 3, 2011",2:00:00 PM,"Thursday, September 8, 2011",6:00:00 PM,severe weather,NA,NA,7440,NA,105000,13.5,10.24,7.21,10.12,2355484,3059022,2865545,8280337,28.4467166,36.94320654,34.60662289,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,168,2011,8,Michigan,MI,RFC,East North Central,-0.6,cold,"Saturday, August 20, 2011",5:42:00 PM,"Tuesday, August 23, 2011",8:00:00 PM,severe weather,NA,NA,4458,254,65000,14.13,10.71,7.9,11.24,3663378,3634060,2589126,9886881,37.05291891,36.75638455,26.18749027,4249136,521322,12961,4783420,88.8305,10.8985,0.2710,39953,47586,0.839595679,2.5,8716,394564,2.20902059,3.6,9876589,74.57,8.19,2034.1,1390.4,47.5,6.41,1.03,58.45999545,41.54000455,2.06898691 +,169,2015,7,Texas,TX,TRE,South,1.2,warm,"Friday, July 3, 2015",5:17:00 PM,"Friday, July 3, 2015",11:30:00 PM,system operability disruption,uncontrolled loss,NA,373,350,30000,11.58,7.73,5.7,8.84,16452344,13820027,9452405,39740458,41.39948261,34.77571144,23.7853449,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,170,2011,2,Texas,TX,TRE,South,-1,cold,"Wednesday, February 9, 2011",4:30:00 PM,"Thursday, February 10, 2011",12:33:00 PM,severe weather,winter,NA,1203,NA,NA,10.65,8.93,6.3,8.94,11584010,8904180,7451484,27945669,41.45189725,31.86246856,26.66418185,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,171,2011,2,Texas,TX,TRE,South,-1,cold,"Thursday, February 3, 2011",10:04:00 PM,"Friday, February 4, 2011",12:32:00 PM,system operability disruption,NA,NA,868,400,86013,10.65,8.93,6.3,8.94,11584010,8904180,7451484,27945669,41.45189725,31.86246856,26.66418185,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,172,2016,7,Texas,TX,TRE,South,-0.3,normal,"Tuesday, July 5, 2016",2:45:00 AM,"Wednesday, July 6, 2016",3:00:00 AM,severe weather,NA,NA,1455,NA,52000,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,10521732,1447247,105552,12074534,87.1399,11.9859,0.8742,53104,50660,1.04824319,-1.1,31136,1481866,2.101134651,8.5,27904862,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,173,2012,8,Texas,TX,WECC,South,0.3,normal,"Sunday, August 19, 2012",8:42:00 AM,"Sunday, August 19, 2012",12:08:00 PM,intentional attack,vandalism,NA,206,12,3314,10.96,8.15,5.9,8.87,16932276,13644552,8643338,39226454,43.16545156,34.7840567,22.03446174,9802110,1355155,92377,11249644,87.1326,12.0462,0.8212,50356,48156,1.045684858,3.6,29058,1314004,2.211408793,10.6,26089741,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,174,2014,2,Texas,TX,TRE,South,-0.5,cold,"Thursday, February 6, 2014",3:35:00 PM,"Friday, February 7, 2014",11:30:00 AM,public appeal,NA,NA,1195,NA,NA,11.25,8.04,6.35,8.85,11797374,10282524,7987546,30082500,39.21673398,34.18108202,26.55213496,10138874,1432478,101641,11672996,86.8575,12.2717,0.8707,52742,49091,1.074372084,2,28121,1421759,1.977902021,10.9,26979078,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,175,2014,1,Texas,TX,TRE,South,-0.5,cold,"Monday, January 6, 2014",7:01:00 AM,"Tuesday, January 7, 2014",9:00:00 AM,severe weather,winter,NA,1559,NA,NA,11.22,8.02,5.83,8.75,13580936,11215845,8680503,33491405,40.55051139,33.48872644,25.91859912,10138874,1432478,101641,11672996,86.8575,12.2717,0.8707,52742,49091,1.074372084,2,28121,1421759,1.977902021,10.9,26979078,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,176,2004,11,Texas,TX,TRE,South,0.6,warm,"Tuesday, November 23, 2004",10:00:00 PM,"Wednesday, November 24, 2004",1:00:00 PM,severe weather,thunderstorm,NA,900,150,119000,9.37,7.94,5.97,7.76,7994374,7826958,8025723,23854318,33.51332031,32.8114935,33.64473887,8562931,1443587,132084,10138864,84.4565,14.2382,1.3027,46396,47037,0.98637243,3.2,26846,1039001,2.58382812,10,22394023,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,177,2015,4,Texas,TX,TRE,South,0.7,warm,"Friday, April 24, 2015",7:10:00 PM,"Sunday, April 26, 2015",4:00:00 PM,severe weather,NA,NA,2690,NA,57000,12.17,7.63,5.53,8.38,8412451,10944120,8284029,27654566,30.41975419,39.57436902,29.95537518,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,178,2015,5,Texas,TX,TRE,South,0.8,warm,"Monday, May 25, 2015",6:00:00 PM,"Friday, May 29, 2015",7:15:00 AM,severe weather,NA,NA,5115,NA,454000,12.11,7.86,5.52,8.55,9401256,10922445,8556373,28893988,32.53706619,37.80179115,29.61298731,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,179,2014,6,Texas,TX,TRE,South,0,normal,"Tuesday, June 3, 2014",1:38:00 AM,"Tuesday, June 3, 2014",1:43:00 AM,intentional attack,vandalism,NA,5,NA,NA,12.17,8.26,6.34,9.2,12861137,12571521,9260108,34707247,37.05605633,36.22160236,26.68061803,10138874,1432478,101641,11672996,86.8575,12.2717,0.8707,52742,49091,1.074372084,2,28121,1421759,1.977902021,10.9,26979078,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,180,2006,4,Texas,TX,TRE,South,-0.2,normal,"Monday, April 17, 2006",4:11:00 PM,"Monday, April 17, 2006",7:20:00 PM,system operability disruption,NA,NA,189,380,489478,12.72,9.9,7.66,10.06,8485536,8371184,8809138,25670267,33.05589303,32.61042824,34.31650321,9102596,1489895,139100,10731627,84.8203,13.8832,1.2962,47876,48909,0.978879143,3.1,28157,1118368,2.517686486,10.7,23359580,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,181,2010,6,Texas,TX,TRE,South,-0.4,normal,"Wednesday, June 2, 2010",8:18:00 PM,"Friday, June 4, 2010",8:00:00 AM,severe weather,NA,NA,2142,NA,126000,11.85,9.21,6.48,9.57,13596012,11208953,8742282,33553242,40.52071034,33.40646785,26.05495469,9536778,1459667,127608,11124056,85.7311,13.1217,1.1471,47746,47287,1.009706685,1.1,28030,1205374,2.32541933,10.6,25244363,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,182,2010,6,Texas,TX,TRE,South,-0.4,normal,"Tuesday, June 8, 2010",11:00:00 AM,"Tuesday, June 8, 2010",5:00:00 PM,severe weather,thunderstorm,NA,360,NA,79741,11.85,9.21,6.48,9.57,13596012,11208953,8742282,33553242,40.52071034,33.40646785,26.05495469,9536778,1459667,127608,11124056,85.7311,13.1217,1.1471,47746,47287,1.009706685,1.1,28030,1205374,2.32541933,10.6,25244363,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,183,2007,9,Texas,TX,WECC,South,-0.9,cold,"Thursday, September 6, 2007",8:00:00 PM,NA,NA,fuel supply emergency,NA,NA,NA,NA,NA,12.44,9.88,7.76,10.3,13316662,10376502,9494213,33193019,40.11886355,31.2610974,28.6030415,9166849,1413358,168586,10748834,85.2823,13.1489,1.5684,49068,49126,0.998819362,2.5,27695,1169399,2.36831056,10.9,23831983,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,184,2015,8,Texas,TX,TRE,South,1.4,warm,"Thursday, August 13, 2015",3:15:00 PM,"Thursday, August 13, 2015",7:00:00 PM,public appeal,NA,NA,225,NA,NA,11.51,7.76,5.78,8.9,17143154,14046972,9150486,40357061,42.47869784,34.80672688,22.67381661,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,185,2007,9,Texas,TX,SPP,South,-0.9,cold,"Thursday, September 13, 2007",4:00:00 AM,"Friday, September 14, 2007",7:00:00 PM,severe weather,hurricanes,Humberto,2340,NA,118000,12.44,9.88,7.76,10.3,13316662,10376502,9494213,33193019,40.11886355,31.2610974,28.6030415,9166849,1413358,168586,10748834,85.2823,13.1489,1.5684,49068,49126,0.998819362,2.5,27695,1169399,2.36831056,10.9,23831983,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,186,2011,7,Texas,TX,TRE,South,-0.3,normal,"Thursday, July 14, 2011",11:00:00 AM,"Thursday, July 14, 2011",7:00:00 PM,public appeal,NA,NA,480,0,0,11.16,8.84,6.47,9.34,17285918,12431799,8816931,38540463,44.85135013,32.25648587,22.87707597,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,187,2003,7,Texas,TX,TRE,South,0.1,normal,"Tuesday, July 15, 2003",8:24:00 AM,"Monday, July 21, 2003",10:30:00 PM,severe weather,hurricanes,Claudette,9486,265,108000,9.97,8.6,5.73,8.38,13868724,9444322,9137832,32458960,42.7269512,29.09619409,28.15195558,8493309,1501389,119168,10114100,83.9749,14.8445,1.1782,44959,45858,0.980396005,-0.9,25528,990481,2.577333639,9.8,22030931,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,188,2000,5,Texas,TX,TRE,South,-0.7,cold,"Tuesday, May 2, 2000",4:00:00 AM,"Tuesday, May 2, 2000",12:00:00 PM,severe weather,NA,NA,480,NA,238000,7.69,6.8,4.31,6.23,7866767,6736409,8227506,24043000,32.71957326,28.01817161,34.21996423,8023266,1093414,61280,9299829,86.2733,11.7574,0.6589,45102,44745,1.007978545,1.7,30908,944631,3.271965455,10.3,20944499,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,189,2015,6,Texas,TX,TRE,South,1,warm,"Wednesday, June 3, 2015",3:00:00 PM,"Friday, June 5, 2015",5:00:00 PM,system operability disruption,NA,NA,3000,NA,NA,11.85,7.89,5.56,8.75,12814773,12620597,9015464,34465581,37.18136363,36.61797258,26.15787617,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,190,2012,3,Texas,TX,TRE,South,-0.4,normal,"Tuesday, March 20, 2012",8:00:00 AM,"Tuesday, March 20, 2012",1:00:00 PM,severe weather,thunderstorm,NA,300,NA,96000,11.01,8.27,5.41,8.31,8584699,9706687,7868186,26164763,32.81015387,37.09831807,30.0716884,9802110,1355155,92377,11249644,87.1326,12.0462,0.8212,50356,48156,1.045684858,3.6,29058,1314004,2.211408793,10.6,26089741,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,191,2015,4,Texas,TX,TRE,South,0.7,warm,"Friday, April 17, 2015",9:30:00 PM,"Sunday, April 19, 2015",11:50:00 PM,severe weather,NA,NA,3020,NA,280982,12.17,7.63,5.53,8.38,8412451,10944120,8284029,27654566,30.41975419,39.57436902,29.95537518,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,192,2007,6,Texas,TX,WECC,South,-0.3,normal,"Friday, June 29, 2007",9:23:00 AM,"Friday, June 29, 2007",10:09:00 PM,system operability disruption,NA,NA,766,399,98700,12.73,10.03,8.03,10.41,11163139,9739017,9344087,30251814,36.90072602,32.19316699,30.88769156,9166849,1413358,168586,10748834,85.2823,13.1489,1.5684,49068,49126,0.998819362,2.5,27695,1169399,2.36831056,10.9,23831983,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,193,2014,4,Texas,TX,TRE,South,-0.2,normal,"Thursday, April 3, 2014",12:00:00 AM,NA,NA,fuel supply emergency, Coal,NA,NA,NA,NA,12.06,8.21,5.86,8.55,8199586,10173132,9461319,27846934,29.44520212,36.53232345,33.97616054,10138874,1432478,101641,11672996,86.8575,12.2717,0.8707,52742,49091,1.074372084,2,28121,1421759,1.977902021,10.9,26979078,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,194,2011,8,Texas,TX,TRE,South,-0.6,cold,"Wednesday, August 24, 2011",7:45:00 AM,"Thursday, August 25, 2011",6:00:00 AM,severe weather,NA,NA,1335,485,79000,11.15,9.14,7.27,9.62,18620657,13643813,9396647,41667168,44.6890391,32.74475722,22.55168146,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,195,2011,8,Texas,TX,TRE,South,-0.6,cold,"Tuesday, August 23, 2011",3:43:00 PM,"Tuesday, August 23, 2011",7:00:00 PM,public appeal,NA,NA,197,0,0,11.15,9.14,7.27,9.62,18620657,13643813,9396647,41667168,44.6890391,32.74475722,22.55168146,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,196,2006,4,Texas,TX,TRE,South,-0.2,normal,"Monday, April 17, 2006",3:25:00 PM,"Monday, April 17, 2006",7:30:00 PM,system operability disruption,NA,NA,245,1000,2.00E+05,12.72,9.9,7.66,10.06,8485536,8371184,8809138,25670267,33.05589303,32.61042824,34.31650321,9102596,1489895,139100,10731627,84.8203,13.8832,1.2962,47876,48909,0.978879143,3.1,28157,1118368,2.517686486,10.7,23359580,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,197,2016,5,Texas,TX,TRE,South,0.6,warm,"Tuesday, May 10, 2016",8:45:00 PM,"Friday, May 13, 2016",3:00:00 AM,system operability disruption,transmission interruption,NA,3255,NA,85000,11.11,7.73,5.08,8.08,9807571,10856247,8646635,29324642,33.44481068,37.02090208,29.48590131,10521732,1447247,105552,12074534,87.1399,11.9859,0.8742,53104,50660,1.04824319,-1.1,31136,1481866,2.101134651,8.5,27904862,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,198,2005,9,Texas,TX,TRE,South,0,normal,"Saturday, September 24, 2005",6:00:00 AM,"Sunday, October 2, 2005",5:00:00 PM,severe weather,hurricanes,Rita,12180,260,2.00E+05,11.66,9.52,8.25,10.13,14574387,11120667,8278815,33978964,42.89238189,32.72809318,24.36453036,8823252,1461530,113955,10398774,84.8490,14.0548,1.0959,46451,48090,0.96591807,0.1,25391,1058069,2.399748977,9.7,22778123,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,199,2011,3,Texas,TX,TRE,South,-0.7,cold,"Thursday, March 10, 2011",12:03:00 PM,"Friday, March 11, 2011",6:00:00 AM,intentional attack,vandalism,NA,1077,NA,NA,11.13,8.92,6.08,8.75,8617852,9555390,8287010,26464992,32.56321408,36.10577324,31.31310223,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,200,2004,8,Texas,TX,SPP,South,0.6,warm,"Monday, August 2, 2004",10:00:00 AM,"Monday, August 2, 2004",8:00:00 PM,equipment failure,generator trip,NA,600,NA,NA,10.71,8.48,6.36,8.85,13494633,9824217,8676415,32002502,42.16743116,30.6982779,27.11167708,8562931,1443587,132084,10138864,84.4565,14.2382,1.3027,46396,47037,0.98637243,3.2,26846,1039001,2.58382812,10,22394023,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,201,2003,4,Texas,TX,TRE,South,0,normal,"Tuesday, April 15, 2003",11:00:00 AM,"Tuesday, April 15, 2003",2:06:00 PM,equipment failure,relaying malfunction,NA,186,212,68530,9.03,7.7,5.35,7.26,7343050,6933903,8462773,22746099,32.28267845,30.48392166,37.2053819,8493309,1501389,119168,10114100,83.9749,14.8445,1.1782,44959,45858,0.980396005,-0.9,25528,990481,2.577333639,9.8,22030931,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,202,2007,3,Texas,TX,TRE,South,0.1,normal,"Saturday, March 31, 2007",7:30:00 AM,"Saturday, March 31, 2007",7:00:00 PM,severe weather,thunderstorm,NA,690,179,67000,12.46,10.06,7.85,10.1,8307248,8148338,8536926,24998018,33.2316266,32.59593621,34.15041144,9166849,1413358,168586,10748834,85.2823,13.1489,1.5684,49068,49126,0.998819362,2.5,27695,1169399,2.36831056,10.9,23831983,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,203,2008,9,Texas,TX,TRE,South,-0.3,normal,"Friday, September 12, 2008",6:21:00 PM,"Wednesday, October 1, 2008",11:59:00 PM,severe weather,hurricanes,Ike,27698,8087,2142678,13.51,10.78,8.93,11.33,11987612,10022219,8564730,30580544,39.20012672,32.77318742,28.00712113,9461508,1418297,161115,11040962,85.6946,12.8458,1.4592,48322,48401,0.998367802,-1.5,27438,1174672,2.335800973,11.8,24309039,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,204,2014,2,Texas,TX,TRE,South,-0.5,cold,"Thursday, February 6, 2014",1:58:00 PM,"Thursday, February 6, 2014",8:40:00 PM,public appeal,NA,NA,402,NA,NA,11.25,8.04,6.35,8.85,11797374,10282524,7987546,30082500,39.21673398,34.18108202,26.55213496,10138874,1432478,101641,11672996,86.8575,12.2717,0.8707,52742,49091,1.074372084,2,28121,1421759,1.977902021,10.9,26979078,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,205,2015,10,Texas,TX,TRE,South,2,warm,"Saturday, October 31, 2015",12:45:00 AM,"Sunday, November 1, 2015",4:05:00 PM,severe weather,NA,NA,2420,NA,130252,11.41,7.59,5.3,8.28,11498763,12542914,9187325,33245579,34.58734468,37.72806604,27.63472701,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,206,2011,2,Texas,TX,TRE,South,-1,cold,"Wednesday, February 9, 2011",3:45:00 AM,"Wednesday, February 9, 2011",9:12:00 AM,severe weather,winter storm,NA,327,399,60000,10.65,8.93,6.3,8.94,11584010,8904180,7451484,27945669,41.45189725,31.86246856,26.66418185,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,207,2015,1,Texas,TX,SERC,South,0.6,warm,"Tuesday, January 27, 2015",10:30:00 AM,"Tuesday, January 27, 2015",10:31:00 AM,intentional attack,sabotage,NA,1,0,0,11.55,8.06,5.93,8.97,13069070,10665711,7889344,31637886,41.30829095,33.71183207,24.93638165,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,208,2012,12,Texas,TX,TRE,South,-0.2,normal,"Tuesday, December 25, 2012",9:28:00 AM,"Wednesday, December 26, 2012",4:28:00 PM,severe weather,winter storm,NA,1860,294,262000,10.99,7.97,5.54,8.38,9581718,9947344,7432945,26967196,35.53101331,36.88683095,27.56291385,9802110,1355155,92377,11249644,87.1326,12.0462,0.8212,50356,48156,1.045684858,3.6,29058,1314004,2.211408793,10.6,26089741,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,209,2014,2,Texas,TX,TRE,South,-0.5,cold,"Friday, February 7, 2014",4:50:00 PM,"Friday, February 7, 2014",8:30:00 PM,public appeal,NA,NA,220,NA,NA,11.25,8.04,6.35,8.85,11797374,10282524,7987546,30082500,39.21673398,34.18108202,26.55213496,10138874,1432478,101641,11672996,86.8575,12.2717,0.8707,52742,49091,1.074372084,2,28121,1421759,1.977902021,10.9,26979078,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,210,2015,10,Texas,TX,TRE,South,2,warm,"Tuesday, October 13, 2015",10:25:00 AM,"Tuesday, October 13, 2015",6:00:00 PM,public appeal,NA,NA,455,NA,NA,11.41,7.59,5.3,8.28,11498763,12542914,9187325,33245579,34.58734468,37.72806604,27.63472701,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,211,2007,9,Texas,TX,TRE,South,-0.9,cold,"Wednesday, September 5, 2007",7:53:00 AM,"Wednesday, September 5, 2007",1:11:00 PM,equipment failure,transmission trip,NA,318,1084,NA,12.44,9.88,7.76,10.3,13316662,10376502,9494213,33193019,40.11886355,31.2610974,28.6030415,9166849,1413358,168586,10748834,85.2823,13.1489,1.5684,49068,49126,0.998819362,2.5,27695,1169399,2.36831056,10.9,23831983,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,212,2003,5,Texas,TX,TRE,South,-0.2,normal,"Thursday, May 15, 2003",2:52:00 AM,"Thursday, May 15, 2003",3:29:00 PM,system operability disruption,NA,NA,757,476,192000,9.35,8.06,5.23,7.62,9934323,8229871,8708966,26880571,36.95726181,30.61642924,32.39873885,8493309,1501389,119168,10114100,83.9749,14.8445,1.1782,44959,45858,0.980396005,-0.9,25528,990481,2.577333639,9.8,22030931,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,213,2008,8,Texas,TX,TRE,South,-0.3,normal,"Saturday, August 16, 2008",5:23:00 AM,"Saturday, August 16, 2008",7:30:00 PM,severe weather,lightning,NA,847,153,71823,13.84,11.29,9.54,11.9,14971420,11288641,9367099,35633215,42.01535,31.68010801,26.28754941,9461508,1418297,161115,11040962,85.6946,12.8458,1.4592,48322,48401,0.998367802,-1.5,27438,1174672,2.335800973,11.8,24309039,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,214,2012,1,Texas,TX,TRE,South,-0.7,cold,"Tuesday, January 17, 2012",10:31:00 AM,"Tuesday, January 17, 2012",5:21:00 PM,intentional attack,vandalism,NA,410,NA,0,10.77,8.41,5.58,8.56,10866402,9841451,7616837,28330456,38.35590221,34.73806069,26.88568444,9802110,1355155,92377,11249644,87.1326,12.0462,0.8212,50356,48156,1.045684858,3.6,29058,1314004,2.211408793,10.6,26089741,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,215,2009,8,Texas,TX,TRE,South,0.5,warm,"Wednesday, August 12, 2009",6:25:00 PM,"Wednesday, August 12, 2009",10:00:00 PM,severe weather,thunderstorm,NA,215,491,73000,12.15,9.45,6.37,9.85,15595465,11809339,8864590,36275885,42.99127368,32.55424092,24.43659197,9491971,1435745,136221,11063939,85.7920,12.9768,1.2312,47233,46680,1.011846615,-2.3,25406,1171474,2.168720774,10.3,24801761,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,216,2016,4,Texas,TX,TRE,South,1.1,warm,"Wednesday, April 27, 2016",6:00:00 PM,"Wednesday, April 27, 2016",6:05:00 PM,intentional attack,sabotage,NA,5,0,0,11.28,7.37,4.82,7.74,8353969,10574632,8846832,27789572,30.06152452,38.05251841,31.83507828,10521732,1447247,105552,12074534,87.1399,11.9859,0.8742,53104,50660,1.04824319,-1.1,31136,1481866,2.101134651,8.5,27904862,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,217,2009,2,Texas,TX,TRE,South,-0.6,cold,"Wednesday, February 11, 2009",2:30:00 AM,"Wednesday, February 11, 2009",12:00:00 PM,severe weather,heavy wind,NA,570,350,64801,12.84,10.4,7.47,10.41,8912346,8025280,7294751,24237577,36.77077952,33.11090048,30.09686571,9491971,1435745,136221,11063939,85.7920,12.9768,1.2312,47233,46680,1.011846615,-2.3,25406,1171474,2.168720774,10.3,24801761,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,218,2008,7,Texas,TX,TRE,South,-0.4,normal,"Wednesday, July 23, 2008",5:56:00 AM,"Thursday, July 31, 2008",4:00:00 PM,severe weather,hurricanes,Dolly,12124,703,211266,14.06,11.58,10.15,12.22,14723672,11531259,9523528,35785373,41.144386,32.22338635,26.6129069,9461508,1418297,161115,11040962,85.6946,12.8458,1.4592,48322,48401,0.998367802,-1.5,27438,1174672,2.335800973,11.8,24309039,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,219,2016,7,Texas,TX,TRE,South,-0.3,normal,"Saturday, July 9, 2016",5:45:00 PM,"Monday, July 11, 2016",2:00:00 PM,severe weather,NA,NA,2655,NA,62000,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,10521732,1447247,105552,12074534,87.1399,11.9859,0.8742,53104,50660,1.04824319,-1.1,31136,1481866,2.101134651,8.5,27904862,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,220,2013,12,Texas,TX,TRE,South,-0.3,normal,"Friday, December 13, 2013",11:00:00 AM,"Friday, December 27, 2013",11:00:00 AM,fuel supply emergency, Coal,NA,20160,NA,NA,11.27,8,5.79,8.67,11901122,10736864,8269474,30908046,38.50493169,34.73808729,26.75508507,9954303,1366825,95881,11417012,87.1883,11.9718,0.8398,51695,48396,1.068166791,2.7,28880,1370216,2.107696889,10.5,26500674,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,221,2012,11,Texas,TX,TRE,South,0.1,normal,"Saturday, November 17, 2012",10:00:00 AM,"Sunday, November 18, 2012",10:00:00 AM,fuel supply emergency,NA,NA,1440,1231,NA,11.11,7.96,5.49,8.27,8519968,10293160,7565394,26384824,32.29116859,39.01166822,28.67327825,9802110,1355155,92377,11249644,87.1326,12.0462,0.8212,50356,48156,1.045684858,3.6,29058,1314004,2.211408793,10.6,26089741,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,222,2006,11,Texas,TX,TRE,South,0.9,warm,"Wednesday, November 15, 2006",10:00:00 AM,"Wednesday, November 15, 2006",8:00:00 PM,severe weather,heavy wind,NA,600,221,83000,12.52,9.53,7.69,9.85,7511314,8363319,8023024,23901974,31.42549649,34.99007655,33.56636569,9102596,1489895,139100,10731627,84.8203,13.8832,1.2962,47876,48909,0.978879143,3.1,28157,1118368,2.517686486,10.7,23359580,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,223,2004,3,Texas,TX,WECC,South,0.2,normal,"Wednesday, March 17, 2004",1:27:00 PM,"Wednesday, March 17, 2004",2:06:00 PM,equipment failure,switching,NA,39,300,1.00E+05,8.93,7.58,5.47,7.27,7807744,7134814,8430110,23378775,33.39671989,30.51833982,36.05881831,8562931,1443587,132084,10138864,84.4565,14.2382,1.3027,46396,47037,0.98637243,3.2,26846,1039001,2.58382812,10,22394023,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,224,2012,7,Texas,TX,SPP,South,0.1,normal,"Saturday, July 21, 2012",2:19:00 AM,"Saturday, July 21, 2012",5:20:00 AM,severe weather,NA,NA,181,220,70000,10.87,8.08,5.87,8.78,16050086,13131072,8320952,37508391,42.7906545,35.00835853,22.18424139,9802110,1355155,92377,11249644,87.1326,12.0462,0.8212,50356,48156,1.045684858,3.6,29058,1314004,2.211408793,10.6,26089741,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,225,2016,4,Texas,TX,TRE,South,1.1,warm,"Wednesday, April 27, 2016",5:50:00 AM,"Thursday, April 28, 2016",1:35:00 AM,severe weather,NA,NA,1185,NA,214864,11.28,7.37,4.82,7.74,8353969,10574632,8846832,27789572,30.06152452,38.05251841,31.83507828,10521732,1447247,105552,12074534,87.1399,11.9859,0.8742,53104,50660,1.04824319,-1.1,31136,1481866,2.101134651,8.5,27904862,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,226,2009,8,Texas,TX,TRE,South,0.5,warm,"Friday, August 21, 2009",7:00:00 PM,"Saturday, August 22, 2009",8:00:00 PM,severe weather,thunderstorm,NA,1500,544,80000,12.15,9.45,6.37,9.85,15595465,11809339,8864590,36275885,42.99127368,32.55424092,24.43659197,9491971,1435745,136221,11063939,85.7920,12.9768,1.2312,47233,46680,1.011846615,-2.3,25406,1171474,2.168720774,10.3,24801761,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,227,2012,1,Texas,TX,TRE,South,-0.7,cold,"Tuesday, January 10, 2012",9:30:00 PM,"Tuesday, January 10, 2012",9:30:00 PM,system operability disruption,NA,NA,0,NA,NA,10.77,8.41,5.58,8.56,10866402,9841451,7616837,28330456,38.35590221,34.73806069,26.88568444,9802110,1355155,92377,11249644,87.1326,12.0462,0.8212,50356,48156,1.045684858,3.6,29058,1314004,2.211408793,10.6,26089741,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,228,2006,10,Texas,TX,TRE,South,0.7,warm,"Tuesday, October 3, 2006",5:28:00 PM,"Tuesday, October 3, 2006",9:59:00 PM,system operability disruption,NA,NA,271,339,NA,13.18,9.76,7.55,10.22,9520466,9650581,8908916,28085863,33.89771573,34.36099151,31.72028575,9102596,1489895,139100,10731627,84.8203,13.8832,1.2962,47876,48909,0.978879143,3.1,28157,1118368,2.517686486,10.7,23359580,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,229,2013,8,Texas,TX,TRE,South,-0.3,normal,"Friday, August 16, 2013",4:58:00 PM,"Saturday, August 17, 2013",11:58:00 PM,severe weather,thunderstorm,NA,1860,NA,219681,11.45,7.98,6.14,9,16446018,13664829,9210130,39328028,41.81755058,34.74577724,23.4187435,9954303,1366825,95881,11417012,87.1883,11.9718,0.8398,51695,48396,1.068166791,2.7,28880,1370216,2.107696889,10.5,26500674,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,230,2011,6,Texas,TX,TRE,South,-0.3,normal,"Sunday, June 5, 2011",5:30:00 AM,"Monday, June 6, 2011",1:30:00 AM,severe weather,thunderstorm,NA,1200,473,78000,11.25,8.95,6.44,9.28,14819563,11965151,8939921,35730168,41.47633171,33.48753076,25.02065202,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,231,2000,5,Texas,TX,SPP,South,-0.7,cold,"Wednesday, May 24, 2000",10:15:00 AM,"Thursday, May 25, 2000",10:14:00 PM,system operability disruption,NA,NA,2159,NA,2.00E+06,7.69,6.8,4.31,6.23,7866767,6736409,8227506,24043000,32.71957326,28.01817161,34.21996423,8023266,1093414,61280,9299829,86.2733,11.7574,0.6589,45102,44745,1.007978545,1.7,30908,944631,3.271965455,10.3,20944499,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,232,2010,2,Texas,TX,TRE,South,1.2,warm,"Thursday, February 11, 2010",12:00:00 PM,"Monday, February 15, 2010",9:00:00 PM,severe weather,winter storm,NA,6300,NA,5.00E+05,11.34,9.52,6.68,9.49,10656540,8715714,7139925,26517691,40.18653057,32.86754492,26.92513839,9536778,1459667,127608,11124056,85.7311,13.1217,1.1471,47746,47287,1.009706685,1.1,28030,1205374,2.32541933,10.6,25244363,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,233,2014,6,Texas,TX,TRE,South,0,normal,"Friday, June 6, 2014",1:00:00 PM,NA,NA,fuel supply emergency, Coal,NA,NA,NA,NA,12.17,8.26,6.34,9.2,12861137,12571521,9260108,34707247,37.05605633,36.22160236,26.68061803,10138874,1432478,101641,11672996,86.8575,12.2717,0.8707,52742,49091,1.074372084,2,28121,1421759,1.977902021,10.9,26979078,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,234,2005,9,Texas,TX,TRE,South,0,normal,"Friday, September 23, 2005",5:00:00 PM,"Saturday, September 24, 2005",8:00:00 PM,severe weather,hurricanes,Rita,1620,1950,715000,11.66,9.52,8.25,10.13,14574387,11120667,8278815,33978964,42.89238189,32.72809318,24.36453036,8823252,1461530,113955,10398774,84.8490,14.0548,1.0959,46451,48090,0.96591807,0.1,25391,1058069,2.399748977,9.7,22778123,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,235,2009,6,Texas,TX,TRE,South,0.4,normal,"Thursday, June 25, 2009",3:16:00 PM,"Thursday, June 25, 2009",7:00:00 PM,public appeal,NA,NA,224,NA,NA,12.66,10.06,6.74,10.27,12820217,10682228,8017142,31525789,40.66580855,33.88409407,25.4304246,9491971,1435745,136221,11063939,85.7920,12.9768,1.2312,47233,46680,1.011846615,-2.3,25406,1171474,2.168720774,10.3,24801761,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,236,2000,3,Texas,TX,TRE,South,-1.1,cold,"Saturday, March 18, 2000",4:00:00 PM,"Saturday, March 18, 2000",5:10:00 PM,system operability disruption,transmission interruption,NA,70,400,1.00E+05,7.43,6.8,4.01,5.91,6507440,5925328,8359654,21870637,29.75423167,27.09261738,38.22318481,8023266,1093414,61280,9299829,86.2733,11.7574,0.6589,45102,44745,1.007978545,1.7,30908,944631,3.271965455,10.3,20944499,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,237,2011,2,Texas,TX,TRE,South,-1,cold,"Wednesday, February 2, 2011",5:43:00 AM,"Thursday, February 3, 2011",10:00:00 AM,system operability disruption,NA,NA,1697,4000,1069730,10.65,8.93,6.3,8.94,11584010,8904180,7451484,27945669,41.45189725,31.86246856,26.66418185,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,238,2006,4,Texas,TX,TRE,South,-0.2,normal,"Monday, April 17, 2006",4:35:00 PM,"Monday, April 17, 2006",6:10:00 PM,system operability disruption,NA,NA,95,108,51404,12.72,9.9,7.66,10.06,8485536,8371184,8809138,25670267,33.05589303,32.61042824,34.31650321,9102596,1489895,139100,10731627,84.8203,13.8832,1.2962,47876,48909,0.978879143,3.1,28157,1118368,2.517686486,10.7,23359580,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,239,2012,6,Texas,TX,TRE,South,-0.1,normal,"Tuesday, June 12, 2012",3:57:00 PM,"Thursday, June 14, 2012",4:57:00 AM,severe weather,thunderstorm,NA,2220,920,175000,10.97,8.15,5.6,8.71,13993383,12050558,8037946,34088196,41.05052376,35.35111685,23.57985151,9802110,1355155,92377,11249644,87.1326,12.0462,0.8212,50356,48156,1.045684858,3.6,29058,1314004,2.211408793,10.6,26089741,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,240,2000,NA,Texas,TX,FRCC,South,NA,NA,NA,NA,NA,NA,equipment failure,transformer outage,NA,NA,46,43000,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,8023266,1093414,61280,9299829,86.2733,11.7574,0.6589,45102,44745,1.007978545,1.7,30908,944631,3.271965455,10.3,20944499,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,241,2013,12,Texas,TX,TRE,South,-0.3,normal,"Friday, December 6, 2013",1:51:00 AM,"Wednesday, December 11, 2013",12:00:00 PM,severe weather,snow/ice ,NA,7809,NA,881000,11.27,8,5.79,8.67,11901122,10736864,8269474,30908046,38.50493169,34.73808729,26.75508507,9954303,1366825,95881,11417012,87.1883,11.9718,0.8398,51695,48396,1.068166791,2.7,28880,1370216,2.107696889,10.5,26500674,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,242,2004,4,Texas,TX,TRE,South,0.1,normal,"Saturday, April 10, 2004",8:00:00 PM,"Sunday, April 11, 2004",4:00:00 PM,severe weather,thunderstorm,NA,1200,100,85000,9.39,7.77,5.71,7.52,7252481,7433824,8472458,23166947,31.30529456,32.08806063,36.57131861,8562931,1443587,132084,10138864,84.4565,14.2382,1.3027,46396,47037,0.98637243,3.2,26846,1039001,2.58382812,10,22394023,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,243,2006,4,Texas,TX,TRE,South,-0.2,normal,"Monday, April 17, 2006",4:10:00 PM,"Monday, April 17, 2006",6:11:00 PM,system operability disruption,NA,NA,121,260,68000,12.72,9.9,7.66,10.06,8485536,8371184,8809138,25670267,33.05589303,32.61042824,34.31650321,9102596,1489895,139100,10731627,84.8203,13.8832,1.2962,47876,48909,0.978879143,3.1,28157,1118368,2.517686486,10.7,23359580,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,244,2015,7,Texas,TX,SPP,South,1.2,warm,"Thursday, July 16, 2015",4:45:00 PM,"Thursday, July 16, 2015",5:48:00 PM,system operability disruption,NA,NA,63,117,17311,11.58,7.73,5.7,8.84,16452344,13820027,9452405,39740458,41.39948261,34.77571144,23.7853449,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,245,2008,4,Texas,TX,TRE,South,-0.9,cold,"Wednesday, April 9, 2008",4:00:00 PM,"Sunday, April 13, 2008",1:15:00 PM,severe weather,NA,NA,5595,NA,488689,12.53,10.52,8.73,10.52,7964564,8471717,8958318,25400068,31.35646723,33.35312724,35.26887408,9461508,1418297,161115,11040962,85.6946,12.8458,1.4592,48322,48401,0.998367802,-1.5,27438,1174672,2.335800973,11.8,24309039,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,246,2015,2,Texas,TX,TRE,South,0.5,warm,"Monday, February 2, 2015",9:40:00 AM,"Monday, February 2, 2015",9:41:00 AM,intentional attack,sabotage,NA,1,NA,NA,11.7,8.1,5.89,8.88,10844990,10257073,7527874,28644756,37.86029806,35.80785607,26.28011214,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,247,2012,2,Texas,TX,TRE,South,-0.5,cold,"Thursday, February 23, 2012",5:45:00 AM,"Thursday, February 23, 2012",3:02:00 PM,intentional attack,vandalism,NA,557,0,0,11.05,8.51,5.58,8.59,9164531,9340342,7218483,25728887,35.61961697,36.30293841,28.05594739,9802110,1355155,92377,11249644,87.1326,12.0462,0.8212,50356,48156,1.045684858,3.6,29058,1314004,2.211408793,10.6,26089741,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,248,2011,6,Texas,TX,TRE,South,-0.3,normal,"Monday, June 27, 2011",3:00:00 PM,"Monday, June 27, 2011",7:00:00 PM,public appeal,NA,NA,240,0,0,11.25,8.95,6.44,9.28,14819563,11965151,8939921,35730168,41.47633171,33.48753076,25.02065202,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,249,2008,9,Texas,TX,TRE,South,-0.3,normal,"Saturday, September 13, 2008",12:00:00 PM,"Monday, September 15, 2008",8:00:00 PM,severe weather,hurricanes,Ike,3360,NA,238392,13.51,10.78,8.93,11.33,11987612,10022219,8564730,30580544,39.20012672,32.77318742,28.00712113,9461508,1418297,161115,11040962,85.6946,12.8458,1.4592,48322,48401,0.998367802,-1.5,27438,1174672,2.335800973,11.8,24309039,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,250,2010,9,Texas,TX,TRE,South,-1.4,cold,"Tuesday, September 7, 2010",2:02:00 PM,"Wednesday, September 8, 2010",1:27:00 AM,severe weather,hurricanes,NA,685,NA,340350,11.58,9.12,6.19,9.35,13939145,11689057,9020325,34655355,40.22219654,33.72943951,26.02866137,9536778,1459667,127608,11124056,85.7311,13.1217,1.1471,47746,47287,1.009706685,1.1,28030,1205374,2.32541933,10.6,25244363,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,251,2014,3,Texas,TX,TRE,South,-0.4,normal,"Sunday, March 2, 2014",7:00:00 PM,"Tuesday, March 4, 2014",9:00:00 AM,severe weather,winter,NA,2280,NA,NA,11.75,8.35,6.08,8.79,9811568,10200148,8983048,29007544,33.82419415,35.16377671,30.96797164,10138874,1432478,101641,11672996,86.8575,12.2717,0.8707,52742,49091,1.074372084,2,28121,1421759,1.977902021,10.9,26979078,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,252,2009,7,Texas,TX,TRE,South,0.5,warm,"Tuesday, July 7, 2009",3:30:00 PM,"Tuesday, July 7, 2009",7:00:00 PM,public appeal,NA,NA,210,NA,NA,12.38,9.48,6.23,10.02,16354219,12037833,8418628,36817135,44.42012938,32.69627851,22.86605951,9491971,1435745,136221,11063939,85.7920,12.9768,1.2312,47233,46680,1.011846615,-2.3,25406,1171474,2.168720774,10.3,24801761,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,253,2001,6,Texas,TX,TRE,South,-0.1,normal,"Wednesday, June 6, 2001",4:22:00 PM,"Wednesday, June 6, 2001",7:09:00 PM,system operability disruption,NA,NA,167,350,24506,9.63,8,5.65,7.9,10686071,7947008,8602330,28531900,37.45306482,27.85306271,30.14986734,8302025,1143697,65290,9635092,86.1645,11.8701,0.6776,45462,44719,1.016614862,0.8,28505,969236,2.940976192,10.9,21319622,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,254,2009,4,Texas,TX,TRE,South,-0.1,normal,"Monday, April 27, 2009",3:30:00 PM,"Tuesday, April 28, 2009",11:30:00 PM,severe weather,heavy wind,NA,1920,176,158000,12.88,9.56,7.06,9.74,7732389,9086770,8405220,25230186,30.64737216,36.01546972,33.31414204,9491971,1435745,136221,11063939,85.7920,12.9768,1.2312,47233,46680,1.011846615,-2.3,25406,1171474,2.168720774,10.3,24801761,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,255,2008,6,Texas,TX,TRE,South,-0.5,cold,"Tuesday, June 17, 2008",9:01:00 AM,"Thursday, June 19, 2008",8:30:00 PM,severe weather,thunderstorm,NA,3569,NA,234393,13.43,11.81,9.9,11.92,13425608,10791315,9433901,33656686,39.88986913,32.06291612,28.0297977,9461508,1418297,161115,11040962,85.6946,12.8458,1.4592,48322,48401,0.998367802,-1.5,27438,1174672,2.335800973,11.8,24309039,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,256,2015,4,Texas,TX,TRE,South,0.7,warm,"Saturday, April 18, 2015",9:00:00 PM,"Tuesday, April 21, 2015",4:00:00 AM,severe weather,NA,NA,3300,NA,89000,12.17,7.63,5.53,8.38,8412451,10944120,8284029,27654566,30.41975419,39.57436902,29.95537518,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,257,2011,1,Texas,TX,WECC,South,-1.3,cold,"Monday, January 24, 2011",1:20:00 PM,"Monday, January 24, 2011",1:30:00 PM,intentional attack,vandalism,NA,10,0,0,10.7,8.69,5.81,8.7,12088465,9543138,8356268,29993367,40.3037945,31.81749485,27.8603866,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,258,2009,7,Texas,TX,TRE,South,0.5,warm,"Saturday, July 18, 2009",7:00:00 PM,"Sunday, July 19, 2009",9:00:00 PM,severe weather,thunderstorm,NA,1560,51,73000,12.38,9.48,6.23,10.02,16354219,12037833,8418628,36817135,44.42012938,32.69627851,22.86605951,9491971,1435745,136221,11063939,85.7920,12.9768,1.2312,47233,46680,1.011846615,-2.3,25406,1171474,2.168720774,10.3,24801761,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,259,2012,4,Texas,TX,TRE,South,-0.4,normal,"Friday, April 20, 2012",2:27:00 PM,"Saturday, April 21, 2012",4:27:00 AM,severe weather,thunderstorm,NA,840,NA,120377,11.02,8.18,5.23,8.26,8666929,9982141,7684047,26338924,32.90540267,37.89881849,29.17373162,9802110,1355155,92377,11249644,87.1326,12.0462,0.8212,50356,48156,1.045684858,3.6,29058,1314004,2.211408793,10.6,26089741,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,260,2009,8,Texas,TX,TRE,South,0.5,warm,"Wednesday, August 5, 2009",3:00:00 PM,"Wednesday, August 5, 2009",7:00:00 PM,public appeal,NA,NA,240,NA,NA,12.15,9.45,6.37,9.85,15595465,11809339,8864590,36275885,42.99127368,32.55424092,24.43659197,9491971,1435745,136221,11063939,85.7920,12.9768,1.2312,47233,46680,1.011846615,-2.3,25406,1171474,2.168720774,10.3,24801761,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,261,2014,2,Texas,TX,TRE,South,-0.5,cold,"Friday, February 7, 2014",4:30:00 PM,"Saturday, February 8, 2014",9:00:00 AM,public appeal,NA,NA,990,NA,NA,11.25,8.04,6.35,8.85,11797374,10282524,7987546,30082500,39.21673398,34.18108202,26.55213496,10138874,1432478,101641,11672996,86.8575,12.2717,0.8707,52742,49091,1.074372084,2,28121,1421759,1.977902021,10.9,26979078,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,262,2011,8,Texas,TX,TRE,South,-0.6,cold,"Monday, August 1, 2011",3:00:00 PM,"Friday, August 5, 2011",7:00:00 PM,public appeal,NA,NA,6000,0,0,11.15,9.14,7.27,9.62,18620657,13643813,9396647,41667168,44.6890391,32.74475722,22.55168146,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,263,2004,3,Texas,TX,TRE,South,0.2,normal,"Thursday, March 4, 2004",5:00:00 AM,"Tuesday, March 16, 2004",2:45:00 PM,severe weather,heavy wind,NA,17865,300,63000,8.93,7.58,5.47,7.27,7807744,7134814,8430110,23378775,33.39671989,30.51833982,36.05881831,8562931,1443587,132084,10138864,84.4565,14.2382,1.3027,46396,47037,0.98637243,3.2,26846,1039001,2.58382812,10,22394023,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,264,2012,3,Texas,TX,SERC,South,-0.4,normal,"Sunday, March 4, 2012",1:38:00 PM,"Monday, March 5, 2012",11:00:00 AM,intentional attack,vandalism,NA,1282,NA,NA,11.01,8.27,5.41,8.31,8584699,9706687,7868186,26164763,32.81015387,37.09831807,30.0716884,9802110,1355155,92377,11249644,87.1326,12.0462,0.8212,50356,48156,1.045684858,3.6,29058,1314004,2.211408793,10.6,26089741,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,265,2013,10,Texas,TX,TRE,South,-0.3,normal,"Sunday, October 27, 2013",4:27:00 AM,"Sunday, October 27, 2013",10:27:00 PM,severe weather,hailstorm,NA,1080,NA,171117,11.68,8,5.74,8.63,10925087,12133629,8890336,31956045,34.1878571,37.96974563,27.82051408,9954303,1366825,95881,11417012,87.1883,11.9718,0.8398,51695,48396,1.068166791,2.7,28880,1370216,2.107696889,10.5,26500674,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,266,2011,8,Texas,TX,TRE,South,-0.6,cold,"Wednesday, August 24, 2011",1:20:00 PM,"Monday, August 29, 2011",7:00:00 PM,public appeal,NA,NA,7540,0,0,11.15,9.14,7.27,9.62,18620657,13643813,9396647,41667168,44.6890391,32.74475722,22.55168146,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,267,2015,5,Texas,TX,SPP,South,0.8,warm,"Monday, May 25, 2015",8:30:00 PM,"Tuesday, May 26, 2015",6:30:00 PM,severe weather,NA,NA,1320,NA,57531,12.11,7.86,5.52,8.55,9401256,10922445,8556373,28893988,32.53706619,37.80179115,29.61298731,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,268,2005,5,Texas,TX,TRE,South,0.3,normal,"Sunday, May 29, 2005",8:00:00 PM,"Monday, May 30, 2005",2:30:00 PM,severe weather,thunderstorm,NA,1110,328,123000,10.72,8.34,6.46,8.51,8411597,8743667,8301649,25461708,33.03626371,34.34045744,32.60444665,8823252,1461530,113955,10398774,84.8490,14.0548,1.0959,46451,48090,0.96591807,0.1,25391,1058069,2.399748977,9.7,22778123,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,269,2008,9,Texas,TX,TRE,South,-0.3,normal,"Friday, September 12, 2008",6:21:00 PM,"Wednesday, October 1, 2008",11:59:00 PM,severe weather,hurricanes,Ike,27698,NA,2504366,13.51,10.78,8.93,11.33,11987612,10022219,8564730,30580544,39.20012672,32.77318742,28.00712113,9461508,1418297,161115,11040962,85.6946,12.8458,1.4592,48322,48401,0.998367802,-1.5,27438,1174672,2.335800973,11.8,24309039,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,270,2006,4,Texas,TX,TRE,South,-0.2,normal,"Monday, April 17, 2006",4:20:00 PM,"Monday, April 17, 2006",6:30:00 PM,system operability disruption,shed load,NA,130,40,9000,12.72,9.9,7.66,10.06,8485536,8371184,8809138,25670267,33.05589303,32.61042824,34.31650321,9102596,1489895,139100,10731627,84.8203,13.8832,1.2962,47876,48909,0.978879143,3.1,28157,1118368,2.517686486,10.7,23359580,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,271,2015,5,Texas,TX,TRE,South,0.8,warm,"Monday, May 25, 2015",10:45:00 PM,"Thursday, May 28, 2015",1:25:00 AM,severe weather,NA,NA,3040,NA,61000,12.11,7.86,5.52,8.55,9401256,10922445,8556373,28893988,32.53706619,37.80179115,29.61298731,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,272,2011,6,Texas,TX,SPP,South,-0.3,normal,"Wednesday, June 29, 2011",11:30:00 AM,"Wednesday, June 29, 2011",6:04:00 PM,public appeal,NA,NA,394,0,0,11.25,8.95,6.44,9.28,14819563,11965151,8939921,35730168,41.47633171,33.48753076,25.02065202,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,273,2001,6,Texas,TX,TRE,South,-0.1,normal,"Friday, June 8, 2001",7:00:00 PM,"Friday, June 15, 2001",8:00:00 PM,severe weather,flooding,NA,10140,NA,36073,9.63,8,5.65,7.9,10686071,7947008,8602330,28531900,37.45306482,27.85306271,30.14986734,8302025,1143697,65290,9635092,86.1645,11.8701,0.6776,45462,44719,1.016614862,0.8,28505,969236,2.940976192,10.9,21319622,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,274,2013,12,Texas,TX,TRE,South,-0.3,normal,"Friday, December 13, 2013",11:00:00 AM,"Friday, December 27, 2013",11:00:00 AM,fuel supply emergency, Coal,NA,20160,NA,NA,11.27,8,5.79,8.67,11901122,10736864,8269474,30908046,38.50493169,34.73808729,26.75508507,9954303,1366825,95881,11417012,87.1883,11.9718,0.8398,51695,48396,1.068166791,2.7,28880,1370216,2.107696889,10.5,26500674,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,275,2008,9,Texas,TX,TRE,South,-0.3,normal,"Friday, September 12, 2008",8:00:00 PM,"Saturday, September 27, 2008",7:00:00 PM,severe weather,hurricanes,Ike,21540,650,113247,13.51,10.78,8.93,11.33,11987612,10022219,8564730,30580544,39.20012672,32.77318742,28.00712113,9461508,1418297,161115,11040962,85.6946,12.8458,1.4592,48322,48401,0.998367802,-1.5,27438,1174672,2.335800973,11.8,24309039,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,276,2014,1,Texas,TX,TRE,South,-0.5,cold,"Saturday, January 18, 2014",9:00:00 AM,"Saturday, January 18, 2014",9:45:00 AM,public appeal,NA,NA,45,NA,NA,11.22,8.02,5.83,8.75,13580936,11215845,8680503,33491405,40.55051139,33.48872644,25.91859912,10138874,1432478,101641,11672996,86.8575,12.2717,0.8707,52742,49091,1.074372084,2,28121,1421759,1.977902021,10.9,26979078,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,277,2014,6,Texas,TX,TRE,South,0,normal,"Thursday, June 12, 2014",9:10:00 AM,"Thursday, June 12, 2014",9:11:00 AM,intentional attack,NA,NA,1,NA,NA,12.17,8.26,6.34,9.2,12861137,12571521,9260108,34707247,37.05605633,36.22160236,26.68061803,10138874,1432478,101641,11672996,86.8575,12.2717,0.8707,52742,49091,1.074372084,2,28121,1421759,1.977902021,10.9,26979078,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,278,2004,6,Texas,TX,TRE,South,0.3,normal,"Tuesday, June 1, 2004",5:00:00 PM,"Wednesday, June 2, 2004",1:00:00 PM,severe weather,heavy wind,NA,1200,1900,5.00E+05,10.44,8.25,6.24,8.55,11855394,9110529,8526175,29499229,40.18882663,30.88395632,28.90304353,8562931,1443587,132084,10138864,84.4565,14.2382,1.3027,46396,47037,0.98637243,3.2,26846,1039001,2.58382812,10,22394023,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,279,2015,7,Texas,TX,TRE,South,1.2,warm,"Thursday, July 30, 2015",9:50:00 AM,"Thursday, July 30, 2015",7:00:00 PM,system operability disruption,NA,NA,550,NA,NA,11.58,7.73,5.7,8.84,16452344,13820027,9452405,39740458,41.39948261,34.77571144,23.7853449,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,280,2006,4,Texas,TX,TRE,South,-0.2,normal,"Friday, April 21, 2006",7:00:00 AM,"Friday, April 21, 2006",10:00:00 PM,severe weather,NA,NA,900,219,82000,12.72,9.9,7.66,10.06,8485536,8371184,8809138,25670267,33.05589303,32.61042824,34.31650321,9102596,1489895,139100,10731627,84.8203,13.8832,1.2962,47876,48909,0.978879143,3.1,28157,1118368,2.517686486,10.7,23359580,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,281,2009,3,Texas,TX,WECC,South,-0.4,normal,"Sunday, March 1, 2009",12:15:00 AM,"Sunday, March 1, 2009",3:00:00 PM,equipment failure,transmission trip,NA,885,250,132000,12.93,9.8,7.25,10.02,8389591,8881343,8103648,25380423,33.05536318,34.99288802,31.92873499,9491971,1435745,136221,11063939,85.7920,12.9768,1.2312,47233,46680,1.011846615,-2.3,25406,1171474,2.168720774,10.3,24801761,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,282,2010,8,Texas,TX,TRE,South,-1.2,cold,"Monday, August 23, 2010",5:50:00 PM,"Tuesday, August 24, 2010",9:30:00 AM,severe weather,NA,NA,940,746,81586,11.7,9.15,6.68,9.63,16560190,12576293,9588951,38732076,42.75575107,32.46996882,24.75713153,9536778,1459667,127608,11124056,85.7311,13.1217,1.1471,47746,47287,1.009706685,1.1,28030,1205374,2.32541933,10.6,25244363,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,283,2015,12,Texas,TX,TRE,South,2.3,warm,"Saturday, December 26, 2015",7:30:00 PM,NA,NA,severe weather,NA,NA,NA,NA,70000,11.33,7.59,5.28,8.2,9873550,10401668,8456633,28745852,34.34773824,36.18493548,29.41862012,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,284,2016,4,Texas,TX,TRE,South,1.1,warm,"Monday, April 18, 2016",5:05:00 AM,"Wednesday, April 20, 2016",7:55:00 AM,severe weather,NA,NA,3050,NA,415103,11.28,7.37,4.82,7.74,8353969,10574632,8846832,27789572,30.06152452,38.05251841,31.83507828,10521732,1447247,105552,12074534,87.1399,11.9859,0.8742,53104,50660,1.04824319,-1.1,31136,1481866,2.101134651,8.5,27904862,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,285,2007,5,Texas,TX,TRE,South,-0.2,normal,"Wednesday, May 2, 2007",1:30:00 PM,"Thursday, May 3, 2007",8:00:00 PM,severe weather,storm,NA,1830,NA,3.00E+05,12.62,9.85,7.87,10.1,8897783,8983184,8996509,26883068,33.09809357,33.41576936,33.46533588,9166849,1413358,168586,10748834,85.2823,13.1489,1.5684,49068,49126,0.998819362,2.5,27695,1169399,2.36831056,10.9,23831983,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,286,2009,6,Texas,TX,TRE,South,0.4,normal,"Wednesday, June 10, 2009",6:00:00 PM,"Sunday, June 14, 2009",10:00:00 PM,severe weather,storm,NA,6000,NA,8.00E+05,12.66,10.06,6.74,10.27,12820217,10682228,8017142,31525789,40.66580855,33.88409407,25.4304246,9491971,1435745,136221,11063939,85.7920,12.9768,1.2312,47233,46680,1.011846615,-2.3,25406,1171474,2.168720774,10.3,24801761,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,287,2011,9,Texas,TX,TRE,South,-0.8,cold,"Thursday, September 29, 2011",5:00:00 AM,"Friday, September 30, 2011",6:00:00 AM,severe weather,NA,NA,1500,NA,65000,11.16,9.03,6.69,9.34,15104071,12619255,8870960,36600689,41.26717669,34.47818974,24.23713936,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,288,2004,5,Texas,TX,TRE,South,0.2,normal,"Tuesday, May 11, 2004",3:30:00 PM,"Tuesday, May 11, 2004",6:00:00 PM,severe weather,thunderstorm,NA,150,85,62500,9.76,7.8,5.94,7.86,8669602,8061188,8394655,25132126,34.49609476,32.07523311,33.40208863,8562931,1443587,132084,10138864,84.4565,14.2382,1.3027,46396,47037,0.98637243,3.2,26846,1039001,2.58382812,10,22394023,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,289,2015,8,Texas,TX,TRE,South,1.4,warm,"Tuesday, August 11, 2015",7:30:00 PM,"Thursday, August 13, 2015",4:05:00 AM,severe weather,NA,NA,1955,NA,1.00E+05,11.51,7.76,5.78,8.9,17143154,14046972,9150486,40357061,42.47869784,34.80672688,22.67381661,10318006,1425780,105936,11849725,87.0738,12.0322,0.8940,53707,49844,1.077501806,1.8,31256,1488049,2.100468466,11,27469114,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,290,2009,1,Texas,TX,TRE,South,-0.7,cold,"Monday, January 5, 2009",5:00:00 AM,"Tuesday, January 6, 2009",6:00:00 PM,severe weather,storm,NA,2220,NA,157019,12.6,9.98,7.84,10.41,11093741,9352844,7879244,28331887,39.15637882,33.0117228,27.81051612,9491971,1435745,136221,11063939,85.7920,12.9768,1.2312,47233,46680,1.011846615,-2.3,25406,1171474,2.168720774,10.3,24801761,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,291,2009,7,Texas,TX,TRE,South,0.5,warm,"Wednesday, July 8, 2009",1:30:00 PM,"Wednesday, July 8, 2009",7:00:00 PM,public appeal,NA,NA,330,NA,NA,12.38,9.48,6.23,10.02,16354219,12037833,8418628,36817135,44.42012938,32.69627851,22.86605951,9491971,1435745,136221,11063939,85.7920,12.9768,1.2312,47233,46680,1.011846615,-2.3,25406,1171474,2.168720774,10.3,24801761,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,292,2011,3,Texas,TX,TRE,South,-0.7,cold,"Tuesday, March 15, 2011",6:00:00 PM,"Tuesday, March 15, 2011",7:14:00 PM,intentional attack,vandalism,NA,74,NA,NA,11.13,8.92,6.08,8.75,8617852,9555390,8287010,26464992,32.56321408,36.10577324,31.31310223,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,293,2005,5,Texas,TX,TRE,South,0.3,normal,"Sunday, May 8, 2005",3:00:00 PM,"Sunday, May 8, 2005",10:00:00 PM,severe weather,thunderstorm,NA,420,672,243000,10.72,8.34,6.46,8.51,8411597,8743667,8301649,25461708,33.03626371,34.34045744,32.60444665,8823252,1461530,113955,10398774,84.8490,14.0548,1.0959,46451,48090,0.96591807,0.1,25391,1058069,2.399748977,9.7,22778123,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,294,2001,3,Texas,TX,TRE,South,-0.4,normal,"Wednesday, March 14, 2001",3:00:00 PM,"Thursday, March 15, 2001",3:00:00 PM,system operability disruption,NA,NA,1440,NA,114000,8.39,7.83,5.1,7.02,7293281,6120021,7947384,22424411,32.52384645,27.29178037,35.44077033,8302025,1143697,65290,9635092,86.1645,11.8701,0.6776,45462,44719,1.016614862,0.8,28505,969236,2.940976192,10.9,21319622,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,295,2011,12,Texas,TX,TRE,South,-0.9,cold,"Friday, December 2, 2011",4:15:00 PM,"Friday, December 2, 2011",8:30:00 PM,intentional attack,vandalism,NA,255,NA,NA,10.89,8.49,5.82,8.61,10249018,9506503,7965841,27726661,36.964487,34.28650496,28.72989647,9621481,1363629,99033,11084145,86.8040,12.3025,0.8935,48595,47586,1.021203715,1.8,28045,1246833,2.249298823,10.2,25654464,84.7,9.35,2435.3,1539.9,15.2,3.35,0.58,97.25833594,2.742036367,2.090872537 +,296,2014,6,Indiana,IN,RFC,Central,0,normal,"Monday, June 30, 2014",11:20:00 PM,"Tuesday, July 1, 2014",5:00:00 PM,severe weather,thunderstorm,NA,1060,NA,127000,11.71,9.84,7.04,9.11,2771413,2133179,4204757,9110926,30.41856558,23.41341594,46.1507096,2784660,348699,18106,3151466,88.3608,11.0647,0.5745,44539,49091,0.907274246,1.7,5224,293817,1.777977449,2.2,6597880,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,297,2009,1,Indiana,IN,RFC,Central,-0.7,cold,"Saturday, January 17, 2009",8:00:00 AM,"Sunday, January 25, 2009",8:00:00 PM,fuel supply emergency,NA,NA,12240,NA,NA,8.78,8.21,5.85,7.58,3874521,2084470,3468739,9430041,41.08700058,22.10456985,36.78392278,2733611,341437,18264,3093313,88.3716,11.0379,0.5904,40775,46680,0.873500428,-6.8,5315,263380,2.017996811,2.3,6459325,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,298,2004,7,Indiana,IN,ECAR,Central,0.5,warm,"Tuesday, July 13, 2004",4:30:00 PM,"Saturday, July 17, 2004",8:00:00 AM,severe weather,thunderstorm,NA,5250,600,135000,7.37,6.32,4.36,5.8,3007566,2135701,4060712,9205202,32.67246064,23.20102264,44.11323076,2654030,322880,18739,2995650,88.5961,10.7783,0.6255,43489,47037,0.924570019,3,5715,271068,2.108327062,2.2,6233007,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,299,2013,11,Indiana,IN,RFC,Central,-0.3,normal,"Sunday, November 17, 2013",4:47:00 PM,"Wednesday, November 20, 2013",4:47:00 PM,severe weather,thunderstorm,NA,4320,NA,61705,11.18,9.71,6.72,8.74,2445378,1853663,3839392,8139959,30.04165009,22.77238743,47.16721546,2771260,346933,18162,3136356,88.3592,11.0617,0.5791,43774,48396,0.904496239,1.7,5500,287628,1.912192137,2.2,6570518,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,300,2015,11,Indiana,IN,RFC,Central,2.2,warm,"Tuesday, November 10, 2015",12:00:00 PM,"Tuesday, November 10, 2015",2:00:00 PM,intentional attack,sabotage,NA,120,0,0,11.64,9.62,6.67,8.79,2078915,1784781,3506604,7371969,28.2002678,24.21037039,47.566722,2804861,350474,18213,3173549,88.3825,11.0436,0.5739,45136,49844,0.905545301,1.3,5447,295632,1.84249337,2.2,6619680,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,301,2008,5,Indiana,IN,RFC,Central,-0.7,cold,"Sunday, May 11, 2008",4:50:00 PM,"Sunday, May 11, 2008",8:43:00 PM,islanding,NA,NA,233,47,9700,9.68,7.76,5.2,6.89,1930280,1921936,4163972,8017586,24.07557587,23.97150464,51.93548282,2733128,341154,18099,3092382,88.3826,11.0321,0.5853,43760,48401,0.904113551,-1.3,5689,281148,2.023489408,2.2,6424806,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,302,2000,8,Indiana,IN,ECAR,Central,-0.5,cold,"Monday, August 28, 2000",11:00:00 PM,NA,NA,equipment failure,line fault,NA,NA,15,124000,6.97,6.02,3.94,5.39,2873955,1992006,4165333,9080103,31.65112775,21.93814321,45.87319109,2545743,290737,19058,2865343,88.8460,10.1467,0.6651,41302,44745,0.923052855,2.3,6964,251606,2.767819527,2.3,6091866,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,303,2009,1,Indiana,IN,RFC,Central,-0.7,cold,"Thursday, January 22, 2009",4:00:00 PM,"Thursday, January 22, 2009",5:05:00 PM,system operability disruption,NA,NA,65,50,9700,8.78,8.21,5.85,7.58,3874521,2084470,3468739,9430041,41.08700058,22.10456985,36.78392278,2733611,341437,18264,3093313,88.3716,11.0379,0.5904,40775,46680,0.873500428,-6.8,5315,263380,2.017996811,2.3,6459325,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,304,2008,12,Indiana,IN,RFC,Central,-0.7,cold,"Friday, December 19, 2008",9:00:00 AM,"Saturday, December 20, 2008",8:20:00 PM,severe weather,winter storm,NA,2120,NA,50000,8.63,8,5.55,7.28,3526552,2006800,3589313,9124826,38.64788216,21.99274814,39.33568706,2733128,341154,18099,3092382,88.3826,11.0321,0.5853,43760,48401,0.904113551,-1.3,5689,281148,2.023489408,2.2,6424806,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,305,2008,6,Indiana,IN,RFC,Central,-0.5,cold,"Sunday, June 15, 2008",7:06:00 PM,"Sunday, June 15, 2008",8:42:00 PM,islanding,NA,NA,96,57,9700,9.03,7.68,5.35,7.03,2776497,2132198,4116899,9027043,30.75754707,23.62011569,45.60628547,2733128,341154,18099,3092382,88.3826,11.0321,0.5853,43760,48401,0.904113551,-1.3,5689,281148,2.023489408,2.2,6424806,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,306,2014,5,Indiana,IN,RFC,Central,-0.1,normal,"Thursday, May 15, 2014",12:10:00 PM,"Thursday, May 15, 2014",12:13:00 PM,intentional attack,NA,NA,3,NA,NA,11.98,9.94,6.77,8.88,2166752,1943642,4175690,8287573,26.14459022,23.45248724,50.38495589,2784660,348699,18106,3151466,88.3608,11.0647,0.5745,44539,49091,0.907274246,1.7,5224,293817,1.777977449,2.2,6597880,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,307,2013,11,Indiana,IN,RFC,Central,-0.3,normal,"Sunday, November 17, 2013",1:06:00 PM,"Wednesday, November 20, 2013",1:06:00 PM,severe weather,thunderstorm,NA,4320,NA,75065,11.18,9.71,6.72,8.74,2445378,1853663,3839392,8139959,30.04165009,22.77238743,47.16721546,2771260,346933,18162,3136356,88.3592,11.0617,0.5791,43774,48396,0.904496239,1.7,5500,287628,1.912192137,2.2,6570518,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,308,2013,11,Indiana,IN,RFC,Central,-0.3,normal,"Sunday, November 17, 2013",12:35:00 PM,"Sunday, November 17, 2013",1:40:00 PM,system operability disruption,NA,NA,65,38,7500,11.18,9.71,6.72,8.74,2445378,1853663,3839392,8139959,30.04165009,22.77238743,47.16721546,2771260,346933,18162,3136356,88.3592,11.0617,0.5791,43774,48396,0.904496239,1.7,5500,287628,1.912192137,2.2,6570518,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,309,2011,7,Indiana,IN,RFC,Central,-0.3,normal,"Thursday, July 28, 2011",12:14:00 AM,"Friday, July 29, 2011",12:00:00 PM,severe weather,NA,NA,2146,NA,201000,10,8.79,6.37,8.31,3971034,2461570,4069938,10504000,37.80496954,23.43459634,38.74655369,2744879,343626,17891,3106397,88.3621,11.0619,0.5759,43109,47586,0.905917707,0,5928,280925,2.110171754,2.2,6516845,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,310,2011,10,Indiana,IN,RFC,Central,-0.9,cold,"Thursday, October 27, 2011",1:00:00 AM,"Thursday, October 27, 2011",2:36:00 AM,intentional attack,vandalism,NA,96,NA,NA,11.08,9.03,6.3,8.16,2059581,1944850,4119071,8125037,25.3485738,23.93650638,50.6960276,2744879,343626,17891,3106397,88.3621,11.0619,0.5759,43109,47586,0.905917707,0,5928,280925,2.110171754,2.2,6516845,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,311,2013,11,Indiana,IN,RFC,Central,-0.3,normal,"Sunday, November 17, 2013",4:47:00 PM,"Wednesday, November 20, 2013",11:59:00 AM,severe weather,tornadoes,NA,4032,535,61705,11.18,9.71,6.72,8.74,2445378,1853663,3839392,8139959,30.04165009,22.77238743,47.16721546,2771260,346933,18162,3136356,88.3592,11.0617,0.5791,43774,48396,0.904496239,1.7,5500,287628,1.912192137,2.2,6570518,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,312,2014,5,Indiana,IN,RFC,Central,-0.1,normal,"Friday, May 9, 2014",6:00:00 PM,"Sunday, May 11, 2014",1:00:00 PM,severe weather,heavy wind,NA,2580,NA,56000,11.98,9.94,6.77,8.88,2166752,1943642,4175690,8287573,26.14459022,23.45248724,50.38495589,2784660,348699,18106,3151466,88.3608,11.0647,0.5745,44539,49091,0.907274246,1.7,5224,293817,1.777977449,2.2,6597880,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,313,2012,10,Indiana,IN,RFC,Central,0.3,normal,"Tuesday, October 23, 2012",9:10:00 AM,"Tuesday, October 23, 2012",9:16:00 AM,system operability disruption,transmission interruption,NA,6,49,9800,11.09,8.99,6.21,8.16,2105254,1924783,3981686,8013425,26.27158799,24.01947981,49.68769284,2755595,344453,18525,3118574,88.3607,11.0452,0.5940,43056,48156,0.894094194,-0.1,5380,281487,1.911278318,2.2,6538283,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,314,2012,7,Indiana,IN,RFC,Central,0.1,normal,"Tuesday, July 24, 2012",7:01:00 AM,"Tuesday, July 24, 2012",4:30:00 PM,severe weather,thunderstorm,NA,569,NA,82621,9.94,8.92,6.36,8.31,4049005,2456343,4137384,10644457,38.03862423,23.07626401,38.86890614,2755595,344453,18525,3118574,88.3607,11.0452,0.5940,43056,48156,0.894094194,-0.1,5380,281487,1.911278318,2.2,6538283,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,315,2011,11,Indiana,IN,RFC,Central,-1,cold,"Tuesday, November 22, 2011",11:16:00 PM,"Tuesday, November 22, 2011",11:16:00 PM,intentional attack,vandalism,NA,0,0,0,10.29,8.67,6.14,7.91,2287538,1808806,3836616,7934607,28.82988408,22.79641575,48.352943,2744879,343626,17891,3106397,88.3621,11.0619,0.5759,43109,47586,0.905917707,0,5928,280925,2.110171754,2.2,6516845,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,316,2005,1,Indiana,IN,ECAR,Central,0.7,warm,"Wednesday, January 5, 2005",9:10:00 PM,"Sunday, January 16, 2005",11:00:00 PM,severe weather,winter storm,NA,15950,545,114791,6.78,6.21,4.21,5.57,3367147,1950501,3955277,9274798,36.30426237,21.03011839,42.64542473,2690394,328735,19057,3038187,88.5526,10.8201,0.6272,43159,48090,0.89746309,-0.8,5585,270982,2.061022503,2.2,6278616,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,317,2012,8,Indiana,IN,RFC,Central,0.3,normal,"Saturday, August 4, 2012",4:00:00 AM,"Saturday, August 4, 2012",7:20:00 AM,severe weather,thunderstorm,NA,200,NA,61413,10.44,8.96,6.2,8.27,3288694,2265246,4210886,9766472,33.67330598,23.19410735,43.11573309,2755595,344453,18525,3118574,88.3607,11.0452,0.5940,43056,48156,0.894094194,-0.1,5380,281487,1.911278318,2.2,6538283,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,318,2010,6,Indiana,IN,RFC,Central,-0.4,normal,"Friday, June 18, 2010",3:30:00 PM,"Sunday, June 20, 2010",12:30:00 AM,severe weather,thunderstorm,NA,1980,NA,94345,9.47,8.18,5.77,7.59,3044801,2221596,3854047,9121925,33.37893043,24.35446466,42.2503693,2742789,341727,18796,3103313,88.3826,11.0117,0.6057,43130,47287,0.912090004,5.8,5955,279927,2.127340342,2.3,6490590,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,319,2006,4,Indiana,IN,RFC,Central,-0.2,normal,"Sunday, April 2, 2006",9:00:00 PM,"Wednesday, April 5, 2006",4:25:00 PM,severe weather,tornadoes,NA,4045,1000,186000,8.96,7.64,5.12,6.69,2079240,1754380,4079770,7914725,26.2705274,22.16602598,51.54657932,2710178,332336,19147,3061662,88.5198,10.8548,0.6254,43639,48909,0.89224887,1.1,5825,276354,2.107803759,2.2,6332669,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,320,2013,6,Indiana,IN,RFC,Central,-0.2,normal,"Monday, June 24, 2013",7:30:00 PM,"Wednesday, June 26, 2013",5:00:00 PM,severe weather,thunderstorm,NA,2730,NA,86615,11.32,9.57,6.71,8.79,2617255,2082067,3997477,8698240,30.08947787,23.93664695,45.9573086,2771260,346933,18162,3136356,88.3592,11.0617,0.5791,43774,48396,0.904496239,1.7,5500,287628,1.912192137,2.2,6570518,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,321,2011,5,Indiana,IN,RFC,Central,-0.4,normal,"Monday, May 23, 2011",4:45:00 PM,"Wednesday, May 25, 2011",11:59:00 PM,severe weather,NA,NA,3314,1024,215387,10.52,8.75,6.08,7.94,2273077,1986781,4010162,8271642,27.48036001,24.01918507,48.48084576,2744879,343626,17891,3106397,88.3621,11.0619,0.5759,43109,47586,0.905917707,0,5928,280925,2.110171754,2.2,6516845,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,322,2008,5,Indiana,IN,RFC,Central,-0.7,cold,"Friday, May 30, 2008",10:00:00 PM,"Wednesday, June 4, 2008",11:59:00 PM,severe weather,thunderstorm,NA,7319,NA,70000,9.68,7.76,5.2,6.89,1930280,1921936,4163972,8017586,24.07557587,23.97150464,51.93548282,2733128,341154,18099,3092382,88.3826,11.0321,0.5853,43760,48401,0.904113551,-1.3,5689,281148,2.023489408,2.2,6424806,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,323,2008,6,Indiana,IN,RFC,Central,-0.5,cold,"Monday, June 23, 2008",1:44:00 PM,"Monday, June 23, 2008",1:45:00 PM,equipment failure,breaker trip,NA,1,425,NA,9.03,7.68,5.35,7.03,2776497,2132198,4116899,9027043,30.75754707,23.62011569,45.60628547,2733128,341154,18099,3092382,88.3826,11.0321,0.5853,43760,48401,0.904113551,-1.3,5689,281148,2.023489408,2.2,6424806,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,324,2007,9,Indiana,IN,RFC,Central,-0.9,cold,"Monday, September 17, 2007",7:01:00 PM,"Monday, September 17, 2007",7:48:00 PM,islanding,NA,NA,47,50,9600,8.55,7.47,5.17,6.8,3000095,2207150,4155078,9363617,32.03991577,23.5715536,44.37471118,2727752,336379,19684,3083816,88.4538,10.9079,0.6383,44344,49126,0.90265847,1.6,5483,282897,1.938161239,2.2,6379599,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,325,2012,7,Indiana,IN,RFC,Central,0.1,normal,"Friday, July 27, 2012",5:19:00 PM,"Saturday, July 28, 2012",5:19:00 PM,severe weather,thunderstorm,NA,1440,NA,52702,9.94,8.92,6.36,8.31,4049005,2456343,4137384,10644457,38.03862423,23.07626401,38.86890614,2755595,344453,18525,3118574,88.3607,11.0452,0.5940,43056,48156,0.894094194,-0.1,5380,281487,1.911278318,2.2,6538283,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,326,2012,4,Indiana,IN,RFC,Central,-0.4,normal,"Monday, April 23, 2012",8:11:00 AM,"Monday, April 23, 2012",12:47:00 PM,intentional attack,vandalism,NA,276,NA,NA,11.56,9.49,6.55,8.47,1882905,1806744,3978306,7669655,24.55006125,23.55704396,51.87072952,2755595,344453,18525,3118574,88.3607,11.0452,0.5940,43056,48156,0.894094194,-0.1,5380,281487,1.911278318,2.2,6538283,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,327,2012,8,Indiana,IN,RFC,Central,0.3,normal,"Thursday, August 16, 2012",1:13:00 PM,"Thursday, August 16, 2012",1:13:00 PM,intentional attack,vandalism,NA,0,0,0,10.44,8.96,6.2,8.27,3288694,2265246,4210886,9766472,33.67330598,23.19410735,43.11573309,2755595,344453,18525,3118574,88.3607,11.0452,0.5940,43056,48156,0.894094194,-0.1,5380,281487,1.911278318,2.2,6538283,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,328,2011,7,Indiana,IN,RFC,Central,-0.3,normal,"Thursday, July 28, 2011",1:32:00 PM,"Thursday, July 28, 2011",1:32:00 PM,intentional attack,vandalism,NA,0,NA,NA,10,8.79,6.37,8.31,3971034,2461570,4069938,10504000,37.80496954,23.43459634,38.74655369,2744879,343626,17891,3106397,88.3621,11.0619,0.5759,43109,47586,0.905917707,0,5928,280925,2.110171754,2.2,6516845,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,329,2011,5,Indiana,IN,RFC,Central,-0.4,normal,"Wednesday, May 25, 2011",10:14:00 PM,"Saturday, May 28, 2011",11:00:00 AM,severe weather,NA,NA,3646,200,141000,10.52,8.75,6.08,7.94,2273077,1986781,4010162,8271642,27.48036001,24.01918507,48.48084576,2744879,343626,17891,3106397,88.3621,11.0619,0.5759,43109,47586,0.905917707,0,5928,280925,2.110171754,2.2,6516845,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,330,2008,8,Indiana,IN,RFC,Central,-0.3,normal,"Tuesday, August 5, 2008",3:00:00 AM,"Tuesday, August 5, 2008",9:50:00 PM,severe weather,storm,NA,1130,NA,63000,9.21,8.16,5.79,7.48,3199870,2284029,4162640,9647930,33.16638906,23.67377251,43.14542083,2733128,341154,18099,3092382,88.3826,11.0321,0.5853,43760,48401,0.904113551,-1.3,5689,281148,2.023489408,2.2,6424806,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,331,2013,11,Indiana,IN,RFC,Central,-0.3,normal,"Tuesday, November 5, 2013",10:10:00 AM,"Thursday, November 7, 2013",10:10:00 AM,intentional attack,NA,NA,2880,NA,NA,11.18,9.71,6.72,8.74,2445378,1853663,3839392,8139959,30.04165009,22.77238743,47.16721546,2771260,346933,18162,3136356,88.3592,11.0617,0.5791,43774,48396,0.904496239,1.7,5500,287628,1.912192137,2.2,6570518,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,332,2010,6,Indiana,IN,RFC,Central,-0.4,normal,"Wednesday, June 23, 2010",5:48:00 PM,"Thursday, June 24, 2010",2:21:00 AM,severe weather,thunderstorm,NA,513,NA,53000,9.47,8.18,5.77,7.59,3044801,2221596,3854047,9121925,33.37893043,24.35446466,42.2503693,2742789,341727,18796,3103313,88.3826,11.0117,0.6057,43130,47287,0.912090004,5.8,5955,279927,2.127340342,2.3,6490590,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,333,2008,12,Indiana,IN,RFC,Central,-0.7,cold,"Tuesday, December 30, 2008",4:02:00 PM,"Tuesday, December 30, 2008",4:37:00 PM,system operability disruption,NA,NA,35,41,9700,8.63,8,5.55,7.28,3526552,2006800,3589313,9124826,38.64788216,21.99274814,39.33568706,2733128,341154,18099,3092382,88.3826,11.0321,0.5853,43760,48401,0.904113551,-1.3,5689,281148,2.023489408,2.2,6424806,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,334,2009,1,Indiana,IN,RFC,Central,-0.7,cold,"Wednesday, January 28, 2009",7:50:00 AM,"Friday, February 13, 2009",8:03:00 PM,severe weather,winter storm,NA,23773,NA,53700,8.78,8.21,5.85,7.58,3874521,2084470,3468739,9430041,41.08700058,22.10456985,36.78392278,2733611,341437,18264,3093313,88.3716,11.0379,0.5904,40775,46680,0.873500428,-6.8,5315,263380,2.017996811,2.3,6459325,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,335,2008,6,Indiana,IN,RFC,Central,-0.5,cold,"Sunday, June 22, 2008",4:55:00 PM,"Sunday, June 22, 2008",5:05:00 PM,severe weather,thunderstorm,NA,10,650,NA,9.03,7.68,5.35,7.03,2776497,2132198,4116899,9027043,30.75754707,23.62011569,45.60628547,2733128,341154,18099,3092382,88.3826,11.0321,0.5853,43760,48401,0.904113551,-1.3,5689,281148,2.023489408,2.2,6424806,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,336,2008,7,Indiana,IN,RFC,Central,-0.4,normal,"Tuesday, July 22, 2008",3:00:00 AM,"Thursday, July 24, 2008",7:32:00 PM,severe weather,thunderstorm,NA,3872,NA,58000,9.16,8.05,5.64,7.4,3345607,2325328,4180769,9853190,33.95455685,23.5997479,42.43061384,2733128,341154,18099,3092382,88.3826,11.0321,0.5853,43760,48401,0.904113551,-1.3,5689,281148,2.023489408,2.2,6424806,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,337,2010,6,Indiana,IN,RFC,Central,-0.4,normal,"Tuesday, June 1, 2010",10:03:00 PM,"Friday, June 18, 2010",12:30:00 AM,system operability disruption,NA,NA,23187,500,NA,9.47,8.18,5.77,7.59,3044801,2221596,3854047,9121925,33.37893043,24.35446466,42.2503693,2742789,341727,18796,3103313,88.3826,11.0117,0.6057,43130,47287,0.912090004,5.8,5955,279927,2.127340342,2.3,6490590,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,338,2009,1,Indiana,IN,RFC,Central,-0.7,cold,"Wednesday, January 28, 2009",6:00:00 AM,"Thursday, February 5, 2009",6:00:00 PM,severe weather,winter storm,NA,12240,506,75000,8.78,8.21,5.85,7.58,3874521,2084470,3468739,9430041,41.08700058,22.10456985,36.78392278,2733611,341437,18264,3093313,88.3716,11.0379,0.5904,40775,46680,0.873500428,-6.8,5315,263380,2.017996811,2.3,6459325,72.44,13.27,1860,1646.9,53.7,7.05,1.46,98.36902801,1.628226249,0.991213619 +,339,2014,6,Alabama,AL,SERC,Southeast,0,normal,"Saturday, June 7, 2014",11:00:00 PM,"Sunday, June 8, 2014",5:30:00 AM,severe weather,thunderstorm,NA,390,217,65000,11.82,10.98,6.89,9.75,2865261,2073532,2968669,7907462,36.23490065,26.22247189,37.54262746,2169790,360901,7236,2537927,85.4946,14.2203,0.2851,37083,49091,0.755393046,0.6,5048,179832,2.807064371,2.2,4846411,59.04,10.39,1278.5,988.7,40.4,4.36,0.99,96.61388783,3.386112171,2.018313621 +,340,2000,NA,Alabama,AL,SERC,Southeast,NA,NA,NA,NA,NA,NA,severe weather,thunderstorm,NA,NA,NA,160000,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,1930037,313017,6252,2262753,85.2960,13.8335,0.2763,33712,44745,0.753424964,1.1,5704,150090,3.800386435,2.2,4452173,59.04,10.39,1278.5,988.7,40.4,4.36,0.99,96.61388783,3.386112171,2.018313621 +,341,2000,12,Alabama,AL,SERC,Southeast,-0.8,cold,"Saturday, December 16, 2000",11:36:00 AM,"Monday, December 18, 2000",6:00:00 PM,severe weather,tornadoes,NA,3264,NA,60000,6.62,6.64,3.72,5.51,2748170,1518728,2715622,7038185,39.04657238,21.57840409,38.58412361,1930037,313017,6252,2262753,85.2960,13.8335,0.2763,33712,44745,0.753424964,1.1,5704,150090,3.800386435,2.2,4452173,59.04,10.39,1278.5,988.7,40.4,4.36,0.99,96.61388783,3.386112171,2.018313621 +,342,2000,8,Alabama,AL,SERC,Southeast,-0.5,cold,"Thursday, August 10, 2000",9:30:00 PM,"Friday, August 11, 2000",6:00:00 PM,severe weather,NA,NA,1230,NA,75000,7.49,6.95,4.48,6.24,3209690,1906356,3084250,8257127,38.87175285,23.08740074,37.35258038,1930037,313017,6252,2262753,85.2960,13.8335,0.2763,33712,44745,0.753424964,1.1,5704,150090,3.800386435,2.2,4452173,59.04,10.39,1278.5,988.7,40.4,4.36,0.99,96.61388783,3.386112171,2.018313621 +,343,2015,7,Alabama,AL,SERC,Southeast,1.2,warm,"Tuesday, July 14, 2015",8:00:00 PM,"Wednesday, July 15, 2015",9:23:00 AM,severe weather,NA,NA,803,366,111644,11.9,10.98,6.82,9.91,3575447,2274727,3084203,8934377,40.0189851,25.46038745,34.52062746,2182616,362871,7254,2552741,85.5009,14.2150,0.2842,37597,49844,0.754293395,1.4,4924,178600,2.75699888,2.3,4858979,59.04,10.39,1278.5,988.7,40.4,4.36,0.99,96.61388783,3.386112171,2.018313621 +,344,2013,4,Alabama,AL,SERC,Southeast,-0.2,normal,"Wednesday, April 17, 2013",3:36:00 PM,"Wednesday, April 17, 2013",4:53:00 PM,intentional attack,NA,NA,77,NA,NA,11.39,10.31,5.41,8.56,2013734,1702449,2762984,6479167,31.08013731,26.27573884,42.64412385,2158898,358712,7029,2524639,85.5131,14.2084,0.2784,36865,48396,0.761736507,0.5,5199,178205,2.917426559,2.2,4830533,59.04,10.39,1278.5,988.7,40.4,4.36,0.99,96.61388783,3.386112171,2.018313621 +,345,2014,6,Mississippi,MS,SERC,South,0,normal,"Wednesday, June 11, 2014",4:00:00 PM,"Wednesday, June 11, 2014",4:30:00 PM,intentional attack,vandalism,NA,30,NA,NA,11.65,10.76,7.22,9.95,1547047,1259674,1344819,4151539,37.2644217,30.34233811,32.39326428,1263583,230416,10922,1504921,83.9634,15.3108,0.7258,31651,49091,0.644741399,-0.4,2807,94766,2.962032797,1,2993443,49.35,21.73,1324,1301.4,32.8,2.36,1.06,96.88429138,3.115708622,1.587793195 +,346,2011,5,Mississippi,MS,SERC,South,-0.4,normal,"Thursday, May 26, 2011",1:00:00 AM,"Thursday, May 26, 2011",6:00:00 AM,system operability disruption,transmission interruption,NA,300,30,10000,10.7,9.74,6.22,8.81,1270836,1105576,1323377,3699788,34.34888702,29.8821446,35.76899541,1251640,226136,6931,1484707,84.3022,15.2310,0.4668,31111,47586,0.653784727,-0.9,2773,92662,2.992596749,1,2977999,49.35,21.73,1324,1301.4,32.8,2.36,1.06,96.88429138,3.115708622,1.587793195 +,347,2014,5,Mississippi,MS,SERC,South,-0.1,normal,"Thursday, May 8, 2014",1:00:00 AM,"Thursday, May 8, 2014",1:01:00 AM,intentional attack,NA,NA,1,NA,NA,11.92,10.84,6.22,9.44,1160700,1104818,1375455,3640973,31.87884118,30.34403166,37.77712716,1263583,230416,10922,1504921,83.9634,15.3108,0.7258,31651,49091,0.644741399,-0.4,2807,94766,2.962032797,1,2993443,49.35,21.73,1324,1301.4,32.8,2.36,1.06,96.88429138,3.115708622,1.587793195 +,348,2015,5,Mississippi,MS,SERC,South,0.8,warm,"Tuesday, May 12, 2015",12:40:00 AM,"Tuesday, May 12, 2015",12:45:00 AM,intentional attack,sabotage,NA,5,0,0,12.2,10.96,6.31,9.61,1163386,1082136,1356705,3602227,32.29629893,30.04074979,37.66295128,1270397,231388,10860,1512645,83.9851,15.2969,0.7179,31894,49844,0.639876414,0.8,2760,94675,2.915236335,1,2992333,49.35,21.73,1324,1301.4,32.8,2.36,1.06,96.88429138,3.115708622,1.587793195 +,349,2011,5,Illinois,IL,RFC,Central,-0.4,normal,"Tuesday, May 24, 2011",9:00:00 AM,"Wednesday, May 25, 2011",9:10:00 AM,intentional attack,vandalism,NA,1450,0,0,12.37,8.84,6.35,9.03,3107957,3935978,3577850,10661657,29.15078772,36.91713211,33.55810452,5089449,587337,5843,5682632,89.5615,10.3357,0.1028,51172,47586,1.075358299,1.8,12062,658012,1.833097269,4.6,12861882,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,350,2010,6,Illinois,IL,RFC,Central,-0.4,normal,"Wednesday, June 23, 2010",5:00:00 PM,"Friday, June 25, 2010",1:40:00 PM,severe weather,NA,NA,2680,NA,3.00E+05,12.7,9.19,6.66,9.64,4327167,4393958,3751808,12512370,34.58311255,35.1169123,29.98479105,5070056,578768,5991,5654819,89.6590,10.2350,0.1059,50290,47287,1.063505826,0.6,11860,645733,1.836672433,4.4,12841249,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,351,2000,5,Illinois,IL,SERC,Central,-0.7,cold,"Thursday, May 18, 2000",6:00:00 PM,NA,NA,severe weather,heavy wind,NA,NA,NA,101830,9.23,7.38,5.2,6.94,2700772,3589025,3310657,10513961,25.68748353,34.13580286,31.48819936,4748863,493670,5009,5282401,89.8997,9.3456,0.0948,49276,44745,1.101262711,2.8,15815,612709,2.581160061,5.8,12434161,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,352,2007,8,Illinois,IL,RFC,Central,-0.6,cold,"Thursday, August 23, 2007",4:00:00 PM,"Tuesday, August 28, 2007",10:49:00 PM,severe weather,storm,NA,7609,NA,629590,10.29,8.75,7.11,8.9,5602646,5049910,3890321,14587244,38.40784455,34.61867094,26.66933521,5065123,579121,5889,5650142,89.6459,10.2497,0.1042,53015,49126,1.079163783,0.6,12146,673075,1.804553727,4.6,12695866,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,353,2012,6,Illinois,IL,RFC,Central,-0.1,normal,"Friday, June 29, 2012",11:30:00 PM,"Saturday, June 30, 2012",2:00:00 AM,severe weather,thunderstorm,NA,150,NA,109000,11.24,7.76,5.67,8.36,4530627,4486977,3818273,12880287,35.17489168,34.83600171,29.64431616,5098647,590142,6042,5694834,89.5311,10.3628,0.1061,52264,48156,1.085306089,2.1,12277,672840,1.824653707,4.7,12875167,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,354,2010,10,Illinois,IL,RFC,Central,-1.5,cold,"Tuesday, October 26, 2010",9:00:00 AM,"Thursday, October 28, 2010",11:00:00 AM,severe weather,thunderstorm,NA,3000,NA,192106,12.22,8.87,6.61,9.02,2957068,4102193,3644454,10746745,27.51594087,38.17149286,33.91216596,5070056,578768,5991,5654819,89.6590,10.2350,0.1059,50290,47287,1.063505826,0.6,11860,645733,1.836672433,4.4,12841249,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,355,2012,7,Illinois,IL,RFC,Central,0.1,normal,"Wednesday, July 18, 2012",11:00:00 PM,"Thursday, July 19, 2012",6:00:00 AM,severe weather,thunderstorm,NA,420,NA,181000,10.81,7.98,5.85,8.55,6329758,5057892,4200105,15636182,40.48148071,32.34735948,26.86144866,5098647,590142,6042,5694834,89.5311,10.3628,0.1061,52264,48156,1.085306089,2.1,12277,672840,1.824653707,4.7,12875167,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,356,2013,11,Illinois,IL,RFC,Central,-0.3,normal,"Sunday, November 17, 2013",2:31:00 PM,"Sunday, November 17, 2013",10:30:00 PM,severe weather,thunderstorm,NA,479,NA,190000,10.61,8.04,5.79,8.12,3492923,3872093,3551225,10953971,31.88727631,35.34876074,32.41952165,5120607,596672,6498,5723781,89.4620,10.4244,0.1135,51812,48396,1.070584346,-0.9,12161,667880,1.820836078,4.6,12889580,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,357,2006,10,Illinois,IL,RFC,Central,0.7,warm,"Monday, October 2, 2006",2:00:00 PM,"Tuesday, October 3, 2006",6:00:00 PM,severe weather,thunderstorm,NA,1680,NA,471932,8.73,8.1,4.72,7.15,3179371,4196418,3672797,11093533,28.65967947,37.82760641,33.10755014,5020608,568400,6513,5595528,89.7254,10.1581,0.1164,52683,48909,1.077163712,2.4,11611,666120,1.743079325,4.6,12643955,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,358,2010,6,Illinois,IL,RFC,Central,-0.4,normal,"Friday, June 18, 2010",4:00:00 PM,"Sunday, June 20, 2010",1:00:00 PM,severe weather,NA,NA,2700,NA,4.00E+05,12.7,9.19,6.66,9.64,4327167,4393958,3751808,12512370,34.58311255,35.1169123,29.98479105,5070056,578768,5991,5654819,89.6590,10.2350,0.1059,50290,47287,1.063505826,0.6,11860,645733,1.836672433,4.4,12841249,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,359,2005,6,Illinois,IL,RFC,Central,0.2,normal,"Friday, June 24, 2005",8:37:00 PM,"Friday, June 24, 2005",11:06:00 PM,equipment failure,transmission interruption,NA,149,350,51500,8.88,8.24,4.68,7.31,4465607,4688796,4282795,13479208,33.12959485,34.78539689,31.77334306,5008031,566595,6786,5581420,89.7268,10.1514,0.1216,51447,48090,1.069806613,1.5,11637,648737,1.79379317,4.7,12609903,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,360,2011,6,Illinois,IL,RFC,Central,-0.3,normal,"Thursday, June 30, 2011",10:30:00 PM,"Friday, July 1, 2011",5:00:00 PM,severe weather,NA,NA,1110,NA,121000,12.06,9,6.68,9.3,4055735,4307399,3750037,12154984,33.36684771,35.43730703,30.85184645,5089449,587337,5843,5682632,89.5615,10.3357,0.1028,51172,47586,1.075358299,1.8,12062,658012,1.833097269,4.6,12861882,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,361,2014,6,Illinois,IL,RFC,Central,0,normal,"Monday, June 30, 2014",8:00:00 PM,"Wednesday, July 2, 2014",6:30:00 PM,severe weather,thunderstorm,NA,2790,NA,420000,12.15,9.45,6.74,9.51,4095842,4364200,3721963,12223612,33.50762442,35.70303115,30.44896222,5145022,600246,6098,5751369,89.4573,10.4366,0.1060,52359,49091,1.066570247,1.1,11765,674419,1.744464495,4.7,12882189,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,362,2009,6,Illinois,IL,SERC,Central,0.4,normal,"Friday, June 19, 2009",1:00:00 PM,"Friday, June 19, 2009",11:59:00 PM,severe weather,storm,NA,659,NA,245000,11.4,9.12,7,9.28,4063311,4394984,3443122,11937603,34.03791364,36.81630223,28.84265794,5074861,575801,5893,5656559,89.7164,10.1794,0.1042,50010,46680,1.071336761,-3.1,11136,639965,1.740095161,4.6,12796778,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,363,2004,8,Illinois,IL,RFC,Central,0.6,warm,"Tuesday, August 3, 2004",9:00:00 PM,"Wednesday, August 4, 2004",7:00:00 PM,severe weather,storm,NA,1320,127,127000,9.05,8.23,5.4,7.56,4084075,4166782,4099850,12389743,32.96335525,33.63089937,33.09067831,4921448,544459,18318,5484232,89.7381,9.9277,0.3340,50674,47037,1.077322108,2.2,12400,637979,1.943637643,4.6,12589773,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,364,2011,7,Illinois,IL,RFC,Central,-0.3,normal,"Saturday, July 23, 2011",2:30:00 AM,"Sunday, July 24, 2011",9:00:00 AM,severe weather,NA,NA,1830,NA,169000,11.91,8.8,6.5,9.43,5911006,4889514,3912961,14759220,40.04958257,33.12853931,26.51197692,5089449,587337,5843,5682632,89.5615,10.3357,0.1028,51172,47586,1.075358299,1.8,12062,658012,1.833097269,4.6,12861882,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,365,2012,7,Illinois,IL,RFC,Central,0.1,normal,"Sunday, July 1, 2012",1:00:00 PM,"Tuesday, July 3, 2012",3:00:00 PM,severe weather,thunderstorm,NA,3000,NA,320000,10.81,7.98,5.85,8.55,6329758,5057892,4200105,15636182,40.48148071,32.34735948,26.86144866,5098647,590142,6042,5694834,89.5311,10.3628,0.1061,52264,48156,1.085306089,2.1,12277,672840,1.824653707,4.7,12875167,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,366,2000,NA,Illinois,IL,SERC,Central,NA,NA,NA,NA,NA,NA,severe weather,wildfire,NA,NA,NA,11000,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,4748863,493670,5009,5282401,89.8997,9.3456,0.0948,49276,44745,1.101262711,2.8,15815,612709,2.581160061,5.8,12434161,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,367,2012,7,Illinois,IL,RFC,Central,0.1,normal,"Tuesday, July 24, 2012",7:30:00 AM,"Tuesday, July 24, 2012",10:00:00 PM,severe weather,thunderstorm,NA,870,NA,330000,10.81,7.98,5.85,8.55,6329758,5057892,4200105,15636182,40.48148071,32.34735948,26.86144866,5098647,590142,6042,5694834,89.5311,10.3628,0.1061,52264,48156,1.085306089,2.1,12277,672840,1.824653707,4.7,12875167,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,368,2008,5,Illinois,IL,RFC,Central,-0.7,cold,"Friday, May 30, 2008",9:30:00 AM,"Friday, May 30, 2008",11:00:00 PM,severe weather,storm,NA,810,NA,109000,11.6,9.12,7.01,9.04,2902619,4005532,3752726,10700552,27.12588098,37.43294738,35.07039637,5098579,586611,6016,5691210,89.5869,10.3073,0.1057,51621,48401,1.066527551,-2.6,12400,658018,1.88444693,4.5,12747038,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,369,2013,6,Illinois,IL,RFC,Central,-0.2,normal,"Monday, June 24, 2013",7:30:00 PM,"Tuesday, June 25, 2013",5:46:00 PM,severe weather,thunderstorm,NA,1336,NA,283451,10.57,8.03,6.03,8.24,3819583,4257938,3567989,11688135,32.67914856,36.4295758,30.52658957,5120607,596672,6498,5723781,89.4620,10.4244,0.1135,51812,48396,1.070584346,-0.9,12161,667880,1.820836078,4.6,12889580,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,370,2011,6,Illinois,IL,RFC,Central,-0.3,normal,"Tuesday, June 21, 2011",9:45:00 PM,"Thursday, June 23, 2011",2:00:00 AM,severe weather,thunderstorm,NA,1695,NA,3.00E+05,12.06,9,6.68,9.3,4055735,4307399,3750037,12154984,33.36684771,35.43730703,30.85184645,5089449,587337,5843,5682632,89.5615,10.3357,0.1028,51172,47586,1.075358299,1.8,12062,658012,1.833097269,4.6,12861882,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,371,2003,7,Illinois,IL,SERC,Central,0.1,normal,"Monday, July 7, 2003",9:00:00 AM,"Monday, July 7, 2003",3:00:00 PM,severe weather,thunderstorm,NA,360,NA,72000,9.06,7.95,5.31,7.61,4797690,4666089,3673394,13175400,36.41399882,35.41516007,27.88070191,4900412,550038,7347,5457799,89.7873,10.0780,0.1346,49579,45858,1.081141786,1.3,11973,622516,1.923324059,4.7,12556006,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,372,2013,8,Illinois,IL,RFC,Central,-0.3,normal,"Friday, August 30, 2013",7:30:00 PM,"Saturday, August 31, 2013",1:30:00 AM,severe weather,thunderstorm,NA,360,NA,157000,10.73,8.42,6.1,8.54,4703031,4646543,3939018,13339394,35.25670656,34.83323905,29.5292125,5120607,596672,6498,5723781,89.4620,10.4244,0.1135,51812,48396,1.070584346,-0.9,12161,667880,1.820836078,4.6,12889580,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,373,2011,4,Illinois,IL,SERC,Central,-0.5,cold,"Tuesday, April 19, 2011",8:00:00 PM,"Tuesday, April 19, 2011",10:00:00 PM,severe weather,NA,NA,120,NA,80000,11.88,8.65,6.33,8.78,3012842,3779851,3574313,10403395,28.96018079,36.33286057,34.35717859,5089449,587337,5843,5682632,89.5615,10.3357,0.1028,51172,47586,1.075358299,1.8,12062,658012,1.833097269,4.6,12861882,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,374,2008,8,Illinois,IL,RFC,Central,-0.3,normal,"Monday, August 4, 2008",6:00:00 PM,"Wednesday, August 6, 2008",8:00:00 PM,severe weather,NA,NA,3000,NA,653000,11.24,9.69,7.79,9.65,4621272,4716174,4006514,13391265,34.5096001,35.21828595,29.91886129,5098579,586611,6016,5691210,89.5869,10.3073,0.1057,51621,48401,1.066527551,-2.6,12400,658018,1.88444693,4.5,12747038,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,375,2011,8,Illinois,IL,RFC,Central,-0.6,cold,"Tuesday, August 2, 2011",9:30:00 PM,"Wednesday, August 3, 2011",7:00:00 PM,severe weather,NA,NA,1290,NA,71500,11.55,9.16,6.85,9.35,5168270,4830347,4131584,14172569,36.46671256,34.08236714,29.15197661,5089449,587337,5843,5682632,89.5615,10.3357,0.1028,51172,47586,1.075358299,1.8,12062,658012,1.833097269,4.6,12861882,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,376,2004,7,Illinois,IL,RFC,Central,0.5,warm,"Wednesday, July 21, 2004",5:30:00 PM,"Thursday, July 22, 2004",7:00:00 PM,severe weather,thunderstorm,NA,1530,200,2.00E+05,9.13,8.2,5.04,7.53,4554788,4447250,4117540,13156935,34.6189139,33.80156549,31.2955867,4921448,544459,18318,5484232,89.7381,9.9277,0.3340,50674,47037,1.077322108,2.2,12400,637979,1.943637643,4.6,12589773,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,377,2006,3,Illinois,IL,RFC,Central,-0.4,normal,"Sunday, March 12, 2006",8:30:00 PM,"Tuesday, March 14, 2006",12:00:00 PM,severe weather,NA,NA,2370,200,65400,7.91,7.43,4.31,6.54,3646834,4137882,3853899,11686951,31.20432352,35.4060011,32.97608589,5020608,568400,6513,5595528,89.7254,10.1581,0.1164,52683,48909,1.077163712,2.4,11611,666120,1.743079325,4.6,12643955,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,378,2007,12,Illinois,IL,RFC,Central,-1.3,cold,"Sunday, December 23, 2007",1:00:00 AM,"Sunday, December 23, 2007",9:00:00 PM,severe weather,storm,NA,1200,NA,237000,9.71,8.89,6.36,8.45,4423182,4196054,3475388,12148127,36.41040302,34.54074855,28.60842663,5065123,579121,5889,5650142,89.6459,10.2497,0.1042,53015,49126,1.079163783,0.6,12146,673075,1.804553727,4.6,12695866,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,379,2007,7,Illinois,IL,RFC,Central,-0.4,normal,"Wednesday, July 18, 2007",6:00:00 PM,"Thursday, July 19, 2007",2:00:00 PM,severe weather,NA,NA,1200,300,135000,9.89,8.63,6.79,8.56,5048009,4678486,3906172,13677722,36.90679632,34.20515492,28.55864449,5065123,579121,5889,5650142,89.6459,10.2497,0.1042,53015,49126,1.079163783,0.6,12146,673075,1.804553727,4.6,12695866,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,380,2015,8,Illinois,IL,RFC,Central,1.4,warm,"Monday, August 3, 2015",12:30:00 AM,"Monday, August 3, 2015",2:00:00 AM,severe weather,NA,NA,90,NA,115000,12.42,9.05,6.65,9.59,4666725,4684697,3621918,13015252,35.85581747,35.99390162,27.82825872,5172653,603187,5997,5781840,89.4638,10.4324,0.1037,53640,49844,1.076157612,2.4,11609,690811,1.680488585,4.6,12859995,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,381,2003,11,Illinois,IL,RFC,Central,0.3,normal,"Wednesday, November 12, 2003",5:00:00 PM,"Wednesday, November 12, 2003",7:00:00 PM,severe weather,heavy wind,NA,120,371,51000,8.12,6.84,4.61,6.47,2945992,3896570,3346568,10223608,28.81558057,38.11345271,32.73372766,4900412,550038,7347,5457799,89.7873,10.0780,0.1346,49579,45858,1.081141786,1.3,11973,622516,1.923324059,4.7,12556006,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,382,2000,8,Illinois,IL,SERC,Central,-0.5,cold,"Sunday, August 6, 2000",4:00:00 PM,"Monday, August 7, 2000",12:00:00 PM,severe weather,NA,NA,1200,NA,239567,9.48,7.87,5.43,7.52,4247741,4469263,4038078,13665101,31.08459279,32.70567118,29.55029751,4748863,493670,5009,5282401,89.8997,9.3456,0.0948,49276,44745,1.101262711,2.8,15815,612709,2.581160061,5.8,12434161,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,383,2014,1,Illinois,IL,RFC,Central,-0.5,cold,"Tuesday, January 7, 2014",10:59:00 AM,"Thursday, January 9, 2014",9:00:00 AM,fuel supply emergency, Natural Gas,NA,2761,NA,NA,10.34,8.97,6.9,8.86,4791210,4641133,3778464,13272311,36.09928972,34.96853713,28.46877232,5145022,600246,6098,5751369,89.4573,10.4366,0.1060,52359,49091,1.066570247,1.1,11765,674419,1.744464495,4.7,12882189,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,384,2008,6,Illinois,IL,RFC,Central,-0.5,cold,"Sunday, June 15, 2008",8:00:00 AM,"Sunday, June 15, 2008",8:00:00 PM,severe weather,NA,NA,720,NA,165000,11.57,9.73,7.3,9.61,4186258,4533618,3786565,12545025,33.36986574,36.13877214,30.18379796,5098579,586611,6016,5691210,89.5869,10.3073,0.1057,51621,48401,1.066527551,-2.6,12400,658018,1.88444693,4.5,12747038,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,385,2012,8,Illinois,IL,RFC,Central,0.3,normal,"Saturday, August 4, 2012",5:30:00 PM,"Sunday, August 5, 2012",12:10:00 PM,severe weather,thunderstorm,NA,1120,NA,325000,10.78,7.99,5.93,8.41,5149124,4821316,4047841,14063905,36.61233491,34.28148868,28.78177149,5098647,590142,6042,5694834,89.5311,10.3628,0.1061,52264,48156,1.085306089,2.1,12277,672840,1.824653707,4.7,12875167,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,386,2010,10,Illinois,IL,RFC,Central,-1.5,cold,"Wednesday, October 27, 2010",5:00:00 PM,"Friday, October 29, 2010",4:00:00 AM,severe weather,heavy wind,NA,2100,NA,127000,12.22,8.87,6.61,9.02,2957068,4102193,3644454,10746745,27.51594087,38.17149286,33.91216596,5070056,578768,5991,5654819,89.6590,10.2350,0.1059,50290,47287,1.063505826,0.6,11860,645733,1.836672433,4.4,12841249,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,387,2003,7,Illinois,IL,SERC,Central,0.1,normal,"Saturday, July 5, 2003",3:00:00 AM,"Saturday, July 5, 2003",7:00:00 PM,severe weather,storm,NA,960,80,130000,9.06,7.95,5.31,7.61,4797690,4666089,3673394,13175400,36.41399882,35.41516007,27.88070191,4900412,550038,7347,5457799,89.7873,10.0780,0.1346,49579,45858,1.081141786,1.3,11973,622516,1.923324059,4.7,12556006,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,388,2011,6,Illinois,IL,RFC,Central,-0.3,normal,"Thursday, June 9, 2011",4:30:00 AM,"Thursday, June 9, 2011",12:00:00 PM,severe weather,thunderstorm,NA,450,NA,169000,12.06,9,6.68,9.3,4055735,4307399,3750037,12154984,33.36684771,35.43730703,30.85184645,5089449,587337,5843,5682632,89.5615,10.3357,0.1028,51172,47586,1.075358299,1.8,12062,658012,1.833097269,4.6,12861882,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,389,2006,7,Illinois,IL,RFC,Central,0.1,normal,"Monday, July 17, 2006",9:00:00 PM,"Tuesday, July 18, 2006",9:00:00 PM,severe weather,thunderstorm,NA,1440,NA,170519,9.15,8.7,5.22,7.94,5776437,4835826,3871048,14524133,39.77130339,33.29510959,26.65252377,5020608,568400,6513,5595528,89.7254,10.1581,0.1164,52683,48909,1.077163712,2.4,11611,666120,1.743079325,4.6,12643955,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,390,2011,2,Illinois,IL,RFC,Central,-1,cold,"Tuesday, February 1, 2011",9:00:00 PM,"Wednesday, February 2, 2011",2:00:00 PM,severe weather,winter storm,NA,1020,NA,190000,11.19,8.64,6.43,8.84,3975571,4076089,3493299,11594099,34.28960715,35.15658267,30.12997388,5089449,587337,5843,5682632,89.5615,10.3357,0.1028,51172,47586,1.075358299,1.8,12062,658012,1.833097269,4.6,12861882,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,391,2011,7,Illinois,IL,RFC,Central,-0.3,normal,"Monday, July 11, 2011",9:00:00 AM,"Monday, July 11, 2011",9:00:00 AM,severe weather,NA,NA,0,NA,5.00E+05,11.91,8.8,6.5,9.43,5911006,4889514,3912961,14759220,40.04958257,33.12853931,26.51197692,5089449,587337,5843,5682632,89.5615,10.3357,0.1028,51172,47586,1.075358299,1.8,12062,658012,1.833097269,4.6,12861882,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,392,2008,6,Illinois,IL,RFC,Central,-0.5,cold,"Sunday, June 8, 2008",9:30:00 AM,"Monday, June 9, 2008",7:00:00 PM,severe weather,NA,NA,2010,NA,125000,11.57,9.73,7.3,9.61,4186258,4533618,3786565,12545025,33.36986574,36.13877214,30.18379796,5098579,586611,6016,5691210,89.5869,10.3073,0.1057,51621,48401,1.066527551,-2.6,12400,658018,1.88444693,4.5,12747038,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,393,2011,7,Illinois,IL,SERC,Central,-0.3,normal,"Thursday, July 21, 2011",1:00:00 PM,"Thursday, July 21, 2011",3:00:00 PM,public appeal,NA,NA,120,NA,NA,11.91,8.8,6.5,9.43,5911006,4889514,3912961,14759220,40.04958257,33.12853931,26.51197692,5089449,587337,5843,5682632,89.5615,10.3357,0.1028,51172,47586,1.075358299,1.8,12062,658012,1.833097269,4.6,12861882,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,394,2009,5,Illinois,IL,SERC,Central,0.2,normal,"Friday, May 8, 2009",1:30:00 PM,"Thursday, May 14, 2009",11:20:00 PM,severe weather,thunderstorm,NA,9230,300,68800,12.16,9.15,6.87,9.25,2910315,3950694,3385388,10286783,28.29178957,38.40553456,32.910075,5074861,575801,5893,5656559,89.7164,10.1794,0.1042,50010,46680,1.071336761,-3.1,11136,639965,1.740095161,4.6,12796778,88.49,8.52,2877.6,1759.5,28.6,7.11,1.12,95.86455779,4.135442207,1.41589253 +,395,2012,2,Washington,WA,WECC,Northwest,-0.5,cold,"Tuesday, February 14, 2012",7:20:00 PM,"Wednesday, February 15, 2012",4:00:00 PM,intentional attack,vandalism,NA,1240,NA,NA,8.28,7.73,4.24,7.09,3876416,2540871,2218761,8636742,44.8828505,29.4193227,25.68979136,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,396,2011,12,Washington,WA,WECC,Northwest,-0.9,cold,"Thursday, December 8, 2011",8:45:00 AM,"Thursday, December 8, 2011",4:30:00 PM,intentional attack,vandalism,NA,465,NA,NA,8.38,7.67,4.21,7.07,3893262,2625962,2332196,8852112,43.98116517,29.66480768,26.34620981,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,397,2012,2,Washington,WA,WECC,Northwest,-0.5,cold,"Saturday, February 11, 2012",8:55:00 AM,"Saturday, February 11, 2012",8:55:00 AM,intentional attack,vandalism,NA,0,NA,NA,8.28,7.73,4.24,7.09,3876416,2540871,2218761,8636742,44.8828505,29.4193227,25.68979136,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,398,2010,12,Washington,WA,WECC,Northwest,-1.4,cold,"Saturday, December 18, 2010",5:00:00 AM,"Sunday, December 19, 2010",10:00:00 PM,severe weather,NA,NA,2460,184,92090,8.13,7.55,4.31,6.97,3903604,2593915,2269232,8767319,44.52448919,29.5861825,25.88284971,2825281,353330,27970,3206587,88.1087,11.0189,0.8723,53051,47287,1.121893967,0.7,3749,357663,1.048193411,0.8,6743060,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,399,2014,1,Washington,WA,WECC,Northwest,-0.5,cold,"Thursday, January 23, 2014",9:17:00 PM,"Friday, January 24, 2014",5:00:00 PM,intentional attack,vandalism,NA,1183,NA,NA,8.52,7.91,4.33,7.29,4270973,2603071,2340874,9215371,46.34618617,28.24705592,25.4018422,2907705,359219,30308,3297238,88.1861,10.8945,0.9192,54662,49091,1.113483123,1.7,3356,386000,0.869430052,0.7,7063166,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,400,2015,8,Washington,WA,WECC,Northwest,1.4,warm,"Saturday, August 29, 2015",11:00:00 AM,"Friday, September 4, 2015",3:00:00 PM,severe weather,NA,NA,8880,250,250000,9.36,8.06,4.53,7.42,2441106,2540013,2208545,7190121,33.95083337,35.32642914,30.71638155,2945760,365095,29163,3340024,88.1958,10.9309,0.8731,55403,49844,1.111527967,1.4,3461,404972,0.854626987,0.8,7170351,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,401,2011,8,Washington,WA,WECC,Northwest,-0.6,cold,"Tuesday, August 9, 2011",10:26:00 AM,"Tuesday, August 9, 2011",5:00:00 PM,intentional attack,vandalism,NA,394,NA,NA,8.4,7.4,4.27,6.69,2439460,2481324,2444603,7366208,33.11690357,33.68522855,33.1867224,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,402,2012,4,Washington,WA,WECC,Northwest,-0.4,normal,"Monday, April 23, 2012",11:56:00 AM,"Monday, April 23, 2012",3:35:00 PM,intentional attack,vandalism,NA,219,NA,NA,8.46,7.68,4.08,6.94,3014431,2341074,2209204,7565294,39.84552352,30.94491767,29.20182613,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,403,2012,4,Washington,WA,WECC,Northwest,-0.4,normal,"Thursday, April 19, 2012",7:53:00 AM,"Thursday, April 19, 2012",4:00:00 PM,intentional attack,vandalism,NA,487,NA,NA,8.46,7.68,4.08,6.94,3014431,2341074,2209204,7565294,39.84552352,30.94491767,29.20182613,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,404,2015,5,Washington,WA,WECC,Northwest,0.8,warm,"Monday, May 18, 2015",3:28:00 PM,"Monday, May 18, 2015",3:47:00 PM,islanding,NA,NA,19,275,NA,8.89,7.98,4.31,7.17,2329422,2249129,2031018,6609969,35.24104273,34.02631692,30.72658888,2945760,365095,29163,3340024,88.1958,10.9309,0.8731,55403,49844,1.111527967,1.4,3461,404972,0.854626987,0.8,7170351,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,405,2012,12,Washington,WA,WECC,Northwest,-0.2,normal,"Monday, December 3, 2012",12:02:00 PM,"Monday, December 3, 2012",12:30:00 PM,intentional attack,NA,NA,28,0,0,8.53,7.76,4.03,7.08,3631776,2576833,2305845,8514890,42.6520601,30.26266928,27.08015018,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,406,2011,6,Washington,WA,WECC,Northwest,-0.3,normal,"Wednesday, June 8, 2011",12:58:00 PM,"Wednesday, June 8, 2011",12:58:00 PM,intentional attack,vandalism,NA,0,NA,NA,8.47,7.46,3.44,6.4,2456894,2323382,2553790,7334593,33.49734607,31.67704057,34.81842823,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,407,2012,10,Washington,WA,WECC,Northwest,0.3,normal,"Monday, October 29, 2012",9:00:00 AM,"Monday, October 29, 2012",9:01:00 AM,intentional attack,NA,NA,1,0,0,8.68,7.7,4.25,6.89,2316701,2415523,2311750,7044482,32.88674739,34.28957587,32.81646543,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,408,2004,1,Washington,WA,WECC,Northwest,0.3,normal,"Wednesday, January 7, 2004",12:00:00 AM,"Saturday, January 10, 2004",5:00:00 PM,severe weather,winter storm,NA,5340,150,145000,6.34,6.35,4.33,5.96,3983103,2451311,1493011,7931284,50.22015351,30.90686199,18.82432907,2604485,331501,21919,2957979,88.0495,11.2070,0.7410,49648,47037,1.055509493,0.4,3596,306754,1.172274852,0.7,6178645,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,409,2006,11,Washington,WA,WECC,Northwest,0.9,warm,"Sunday, November 26, 2006",1:00:00 PM,"Saturday, December 2, 2006",6:00:00 PM,severe weather,winter storm,NA,8940,180,63992,7.21,6.87,5.1,6.61,2828491,2285078,1522529,6636190,42.62221244,34.43358313,22.94281809,2704101,337999,25829,3067933,88.1408,11.0172,0.8419,52727,48909,1.078063342,1.4,3657,335912,1.088677987,0.7,6370753,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,410,2011,9,Washington,WA,WECC,Northwest,-0.8,cold,"Thursday, September 1, 2011",8:13:00 AM,"Thursday, September 1, 2011",4:00:00 PM,intentional attack,vandalism,NA,467,NA,NA,8.52,7.53,4.22,6.74,2228195,2402344,2325896,6957091,32.02768226,34.5308693,33.43201922,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,411,2011,12,Washington,WA,WECC,Northwest,-0.9,cold,"Saturday, December 31, 2011",9:26:00 PM,"Saturday, December 31, 2011",9:26:00 PM,intentional attack,vandalism,NA,0,NA,NA,8.38,7.67,4.21,7.07,3893262,2625962,2332196,8852112,43.98116517,29.66480768,26.34620981,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,412,2012,1,Washington,WA,WECC,Northwest,-0.7,cold,"Thursday, January 19, 2012",7:00:00 AM,"Friday, January 20, 2012",3:00:00 PM,severe weather,winter storm,NA,1920,1600,426000,8.37,7.66,4.05,7.06,4079777,2615583,2291942,8988060,45.39107438,29.10064018,25.49985203,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,413,2012,3,Washington,WA,WECC,Northwest,-0.4,normal,"Monday, March 26, 2012",1:24:00 PM,"Monday, March 26, 2012",1:24:00 PM,intentional attack,vandalism,NA,0,NA,NA,8.35,7.75,4.22,7.08,3660591,2501753,2210219,8373220,43.71784093,29.87802781,26.39628482,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,414,2015,7,Washington,WA,WECC,Northwest,1.2,warm,"Tuesday, July 21, 2015",12:47:00 PM,"Tuesday, July 21, 2015",1:12:00 PM,system operability disruption,NA,NA,25,200,NA,9.34,8.16,4.64,7.52,2566800,2608211,2196966,7372409,34.81629953,35.37800195,29.79983883,2945760,365095,29163,3340024,88.1958,10.9309,0.8731,55403,49844,1.111527967,1.4,3461,404972,0.854626987,0.8,7170351,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,415,2015,12,Washington,WA,WECC,Northwest,2.3,warm,"Wednesday, December 9, 2015",4:00:00 AM,"Wednesday, December 9, 2015",11:00:00 AM,severe weather,NA,NA,420,115,76300,9.19,8.51,4.17,7.79,3892413,2671474,2028962,8593354,45.29562031,31.08767543,23.61082762,2945760,365095,29163,3340024,88.1958,10.9309,0.8731,55403,49844,1.111527967,1.4,3461,404972,0.854626987,0.8,7170351,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,416,2007,1,Washington,WA,WECC,Northwest,0.7,warm,"Tuesday, January 16, 2007",2:00:00 AM,"Wednesday, January 17, 2007",12:00:00 PM,severe weather,heavy wind,NA,2040,260,110433,7.02,6.67,4.54,6.43,4306137,2624609,1679891,8610778,50.00868679,30.48050943,19.5091663,2748270,345048,26114,3119436,88.1015,11.0612,0.8371,54931,49126,1.118165534,4.2,3561,354944,1.003256852,0.7,6461587,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,417,2012,3,Washington,WA,WECC,Northwest,-0.4,normal,"Wednesday, March 28, 2012",10:17:00 AM,"Wednesday, March 28, 2012",10:17:00 AM,intentional attack,vandalism,NA,0,NA,NA,8.35,7.75,4.22,7.08,3660591,2501753,2210219,8373220,43.71784093,29.87802781,26.39628482,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,418,2016,7,Washington,WA,WECC,Northwest,-0.3,normal,"Wednesday, July 13, 2016",1:00:00 PM,"Wednesday, July 13, 2016",1:01:00 PM,intentional attack,vandalism,NA,1,0,0,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,2985799,367847,29012,3382664,88.2677,10.8745,0.8577,57796,50660,1.14086064,4.3,3504,420809,0.832681811,0.7,7280934,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,419,2011,9,Washington,WA,WECC,Northwest,-0.8,cold,"Saturday, September 24, 2011",4:17:00 PM,"Sunday, September 25, 2011",4:00:00 PM,intentional attack,vandalism,NA,1423,NA,NA,8.52,7.53,4.22,6.74,2228195,2402344,2325896,6957091,32.02768226,34.5308693,33.43201922,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,420,2011,11,Washington,WA,WECC,Northwest,-1,cold,"Wednesday, November 30, 2011",10:00:00 AM,"Wednesday, November 30, 2011",11:00:00 AM,intentional attack,vandalism,NA,60,0,0,8.44,7.64,4.25,6.94,2962923,2412320,2266647,7642530,38.76887628,31.5644165,29.65833304,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,421,2011,12,Washington,WA,WECC,Northwest,-0.9,cold,"Monday, December 5, 2011",2:00:00 PM,"Tuesday, December 6, 2011",5:00:00 PM,intentional attack,vandalism,NA,1620,NA,NA,8.38,7.67,4.21,7.07,3893262,2625962,2332196,8852112,43.98116517,29.66480768,26.34620981,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,422,2013,11,Washington,WA,WECC,Northwest,-0.3,normal,"Saturday, November 2, 2013",12:00:00 AM,"Monday, November 4, 2013",6:00:00 AM,severe weather,heavy wind,NA,3300,NA,105000,8.73,7.97,4.5,7.22,2892607,2353093,2245010,7491167,38.61356982,31.41156778,29.96876188,2880008,360855,27808,3268677,88.1093,11.0398,0.8507,53760,48396,1.110835606,0.3,3647,374911,0.972764203,0.8,6973281,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,423,2011,8,Washington,WA,WECC,Northwest,-0.6,cold,"Monday, August 8, 2011",9:35:00 AM,"Monday, August 8, 2011",4:00:00 PM,intentional attack,vandalism,NA,385,NA,NA,8.4,7.4,4.27,6.69,2439460,2481324,2444603,7366208,33.11690357,33.68522855,33.1867224,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,424,2015,3,Washington,WA,WECC,Northwest,0.6,warm,"Monday, March 9, 2015",11:50:00 PM,"Tuesday, March 10, 2015",10:53:00 AM,intentional attack,vandalism,NA,663,NA,NA,8.67,8.23,4.3,7.28,3130700,2458153,2250859,7840102,39.93187844,31.35358443,28.70956271,2945760,365095,29163,3340024,88.1958,10.9309,0.8731,55403,49844,1.111527967,1.4,3461,404972,0.854626987,0.8,7170351,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,425,2011,4,Washington,WA,WECC,Northwest,-0.5,cold,"Tuesday, April 19, 2011",2:01:00 PM,"Tuesday, April 19, 2011",4:04:00 PM,intentional attack,vandalism,NA,123,0,0,8.14,7.42,3.98,6.7,3174507,2374618,2299182,7848762,40.44595823,30.2546822,29.29356248,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,426,2011,9,Washington,WA,WECC,Northwest,-0.8,cold,"Thursday, September 29, 2011",6:44:00 PM,"Friday, September 30, 2011",4:00:00 PM,intentional attack,vandalism,NA,1276,NA,NA,8.52,7.53,4.22,6.74,2228195,2402344,2325896,6957091,32.02768226,34.5308693,33.43201922,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,427,2016,3,Washington,WA,WECC,Northwest,1.6,warm,"Thursday, March 10, 2016",4:00:00 AM,"Friday, March 11, 2016",11:59:00 AM,intentional attack,sabotage,NA,1919,0,0,9.22,8.48,4.4,7.74,3318889,2463677,2014125,7797125,42.5655482,31.59724899,25.83163666,2985799,367847,29012,3382664,88.2677,10.8745,0.8577,57796,50660,1.14086064,4.3,3504,420809,0.832681811,0.7,7280934,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,428,2016,3,Washington,WA,WECC,Northwest,1.6,warm,"Sunday, March 13, 2016",2:00:00 PM,NA,NA,intentional attack,sabotage,NA,NA,0,0,9.22,8.48,4.4,7.74,3318889,2463677,2014125,7797125,42.5655482,31.59724899,25.83163666,2985799,367847,29012,3382664,88.2677,10.8745,0.8577,57796,50660,1.14086064,4.3,3504,420809,0.832681811,0.7,7280934,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,429,2011,7,Washington,WA,WECC,Northwest,-0.3,normal,"Wednesday, July 20, 2011",9:10:00 AM,"Wednesday, July 20, 2011",4:30:00 PM,intentional attack,vandalism,NA,440,NA,NA,8.48,7.41,4.11,6.65,2363217,2367268,2415372,7146468,33.0683213,33.12500665,33.79812237,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,430,2006,2,Washington,WA,WECC,Northwest,-0.6,cold,"Saturday, February 4, 2006",4:30:00 AM,"Wednesday, February 8, 2006",8:00:00 PM,severe weather,heavy wind,NA,6690,NA,140000,6.73,6.59,4.45,6.17,3518413,2461449,1751316,7731265,45.50889149,31.83759708,22.65238612,2704101,337999,25829,3067933,88.1408,11.0172,0.8419,52727,48909,1.078063342,1.4,3657,335912,1.088677987,0.7,6370753,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,431,2016,3,Washington,WA,WECC,Northwest,1.6,warm,"Tuesday, March 1, 2016",3:00:00 PM,NA,NA,severe weather,NA,NA,NA,NA,56000,9.22,8.48,4.4,7.74,3318889,2463677,2014125,7797125,42.5655482,31.59724899,25.83163666,2985799,367847,29012,3382664,88.2677,10.8745,0.8577,57796,50660,1.14086064,4.3,3504,420809,0.832681811,0.7,7280934,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,432,2011,7,Washington,WA,WECC,Northwest,-0.3,normal,"Thursday, July 28, 2011",7:25:00 PM,"Thursday, July 28, 2011",7:25:00 PM,intentional attack,vandalism,NA,0,NA,NA,8.48,7.41,4.11,6.65,2363217,2367268,2415372,7146468,33.0683213,33.12500665,33.79812237,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,433,2015,8,Washington,WA,WECC,Northwest,1.4,warm,"Saturday, August 29, 2015",10:00:00 AM,NA,NA,severe weather,NA,NA,NA,NA,5.00E+05,9.36,8.06,4.53,7.42,2441106,2540013,2208545,7190121,33.95083337,35.32642914,30.71638155,2945760,365095,29163,3340024,88.1958,10.9309,0.8731,55403,49844,1.111527967,1.4,3461,404972,0.854626987,0.8,7170351,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,434,2012,2,Washington,WA,WECC,Northwest,-0.5,cold,"Wednesday, February 15, 2012",5:33:00 AM,"Wednesday, February 15, 2012",5:30:00 PM,intentional attack,vandalism,NA,717,0,0,8.28,7.73,4.24,7.09,3876416,2540871,2218761,8636742,44.8828505,29.4193227,25.68979136,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,435,2009,4,Washington,WA,WECC,Northwest,-0.1,normal,"Thursday, April 23, 2009",4:25:00 PM,"Friday, April 24, 2009",12:29:00 PM,equipment failure,transmission trip,NA,1204,244,93300,7.6,6.96,4.19,6.55,3213357,2399026,1852041,7464557,43.04819429,32.13889317,24.81113079,2809302,351007,28650,3188963,88.0945,11.0069,0.8984,52691,46680,1.128770351,-3.7,3533,351316,1.005647337,0.8,6667426,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,436,2012,4,Washington,WA,WECC,Northwest,-0.4,normal,"Tuesday, April 3, 2012",3:33:00 PM,"Tuesday, April 3, 2012",8:25:00 PM,intentional attack,vandalism,NA,292,0,0,8.46,7.68,4.08,6.94,3014431,2341074,2209204,7565294,39.84552352,30.94491767,29.20182613,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,437,2016,4,Washington,WA,WECC,Northwest,1.1,warm,"Tuesday, April 12, 2016",11:30:00 AM,"Tuesday, April 12, 2016",4:43:00 PM,intentional attack,NA,NA,313,0,0,9.33,8.3,4.41,7.57,2574736,2259733,1950409,6785327,37.94564359,33.30322916,28.74451003,2985799,367847,29012,3382664,88.2677,10.8745,0.8577,57796,50660,1.14086064,4.3,3504,420809,0.832681811,0.7,7280934,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,438,2013,7,Washington,WA,WECC,Northwest,-0.3,normal,"Friday, July 12, 2013",10:00:00 AM,"Friday, July 12, 2013",10:01:00 AM,intentional attack,vandalism,NA,1,NA,NA,8.9,7.74,4.31,7.03,2480051,2549974,2382298,7412771,33.45646318,34.39974066,32.13775254,2880008,360855,27808,3268677,88.1093,11.0398,0.8507,53760,48396,1.110835606,0.3,3647,374911,0.972764203,0.8,6973281,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,439,2012,12,Washington,WA,WECC,Northwest,-0.2,normal,"Monday, December 17, 2012",6:55:00 AM,"Monday, December 17, 2012",7:00:00 AM,intentional attack,NA,NA,5,0,0,8.53,7.76,4.03,7.08,3631776,2576833,2305845,8514890,42.6520601,30.26266928,27.08015018,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,440,2007,10,Washington,WA,WECC,Northwest,-1.1,cold,"Thursday, October 18, 2007",3:00:00 PM,"Monday, October 22, 2007",11:36:00 PM,severe weather,heavy wind,NA,6276,NA,160000,7.6,6.65,4.73,6.51,2435116,2416790,1690010,6542025,37.22266424,36.94253691,25.83313271,2748270,345048,26114,3119436,88.1015,11.0612,0.8371,54931,49126,1.118165534,4.2,3561,354944,1.003256852,0.7,6461587,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,441,2011,2,Washington,WA,WECC,Northwest,-1,cold,"Thursday, February 10, 2011",1:00:00 PM,"Thursday, February 10, 2011",1:00:00 PM,intentional attack,vandalism,NA,0,0,0,8.06,7.46,4.22,6.89,3743533,2563870,2178905,8486806,44.11003386,30.21006961,25.6740286,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,442,2013,1,Washington,WA,WECC,Northwest,-0.4,normal,"Monday, January 28, 2013",4:46:00 PM,"Monday, January 28, 2013",6:00:00 PM,intentional attack,NA,NA,74,NA,NA,8.5,7.75,4.01,7.19,4306474,2683752,2266317,9257152,46.52050652,28.99111951,24.48179526,2880008,360855,27808,3268677,88.1093,11.0398,0.8507,53760,48396,1.110835606,0.3,3647,374911,0.972764203,0.8,6973281,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,443,2012,1,Washington,WA,WECC,Northwest,-0.7,cold,"Friday, January 27, 2012",9:40:00 AM,"Friday, January 27, 2012",9:40:00 AM,intentional attack,vandalism,NA,0,NA,NA,8.37,7.66,4.05,7.06,4079777,2615583,2291942,8988060,45.39107438,29.10064018,25.49985203,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,444,2015,11,Washington,WA,WECC,Northwest,2.2,warm,"Tuesday, November 17, 2015",9:00:00 AM,NA,NA,severe weather,NA,NA,NA,900,89000,9.37,8.47,4.51,7.75,2930689,2368307,2003049,7302488,40.13274654,32.43150827,27.42967876,2945760,365095,29163,3340024,88.1958,10.9309,0.8731,55403,49844,1.111527967,1.4,3461,404972,0.854626987,0.8,7170351,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,445,2008,8,Washington,WA,WECC,Northwest,-0.3,normal,"Friday, August 15, 2008",12:52:00 PM,"Friday, August 15, 2008",5:00:00 PM,public appeal,NA,NA,248,100,8000,7.71,6.71,4.7,6.49,2355010,2528400,1905362,6788884,34.68920665,37.24323468,28.06590892,2789188,349689,26034,3164915,88.1284,11.0489,0.8226,54740,48401,1.130968368,-0.3,3666,359214,1.020561559,0.7,6562231,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,446,2011,7,Washington,WA,WECC,Northwest,-0.3,normal,"Wednesday, July 27, 2011",12:07:00 PM,"Wednesday, July 27, 2011",12:08:00 PM,intentional attack,vandalism,NA,1,NA,NA,8.48,7.41,4.11,6.65,2363217,2367268,2415372,7146468,33.0683213,33.12500665,33.79812237,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,447,2010,11,Washington,WA,WECC,Northwest,-1.4,cold,"Monday, November 22, 2010",11:00:00 PM,"Wednesday, November 24, 2010",8:00:00 PM,severe weather,winter storm,NA,2700,420,123535,8.23,7.6,4.29,6.86,2786239,2357160,2165687,7309613,38.11746258,32.24739805,29.62792969,2825281,353330,27970,3206587,88.1087,11.0189,0.8723,53051,47287,1.121893967,0.7,3749,357663,1.048193411,0.8,6743060,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,448,2012,2,Washington,WA,WECC,Northwest,-0.5,cold,"Friday, February 24, 2012",11:24:00 AM,"Friday, February 24, 2012",11:49:00 AM,intentional attack,vandalism,NA,25,NA,NA,8.28,7.73,4.24,7.09,3876416,2540871,2218761,8636742,44.8828505,29.4193227,25.68979136,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,449,2011,2,Washington,WA,WECC,Northwest,-1,cold,"Wednesday, February 9, 2011",2:54:00 PM,"Wednesday, February 9, 2011",5:00:00 PM,intentional attack,vandalism,NA,126,0,0,8.06,7.46,4.22,6.89,3743533,2563870,2178905,8486806,44.11003386,30.21006961,25.6740286,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,450,2013,8,Washington,WA,WECC,Northwest,-0.3,normal,"Monday, August 26, 2013",8:15:00 PM,"Monday, August 26, 2013",8:16:00 PM,intentional attack,vandalism,NA,1,NA,NA,8.96,7.67,4.39,7.01,2381377,2528642,2401076,7311595,32.56987019,34.5839998,32.83929156,2880008,360855,27808,3268677,88.1093,11.0398,0.8507,53760,48396,1.110835606,0.3,3647,374911,0.972764203,0.8,6973281,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,451,2012,8,Washington,WA,WECC,Northwest,0.3,normal,"Saturday, August 11, 2012",12:45:00 PM,"Saturday, August 11, 2012",5:00:00 PM,intentional attack,NA,NA,255,NA,NA,8.72,7.58,4.28,6.88,2482497,2507873,2445404,7436369,33.38318741,33.72442922,32.88438215,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,452,2011,9,Washington,WA,WECC,Northwest,-0.8,cold,"Thursday, September 8, 2011",7:53:00 PM,"Friday, September 9, 2011",4:00:00 PM,intentional attack,vandalism,NA,1207,NA,NA,8.52,7.53,4.22,6.74,2228195,2402344,2325896,6957091,32.02768226,34.5308693,33.43201922,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,453,2011,6,Washington,WA,WECC,Northwest,-0.3,normal,"Thursday, June 30, 2011",10:31:00 PM,"Thursday, June 30, 2011",10:31:00 PM,intentional attack,vandalism,NA,0,0,0,8.47,7.46,3.44,6.4,2456894,2323382,2553790,7334593,33.49734607,31.67704057,34.81842823,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,454,2011,6,Washington,WA,WECC,Northwest,-0.3,normal,"Monday, June 27, 2011",6:55:00 PM,"Monday, June 27, 2011",6:55:00 PM,intentional attack,vandalism,NA,0,NA,NA,8.47,7.46,3.44,6.4,2456894,2323382,2553790,7334593,33.49734607,31.67704057,34.81842823,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,455,2011,9,Washington,WA,WECC,Northwest,-0.8,cold,"Tuesday, September 20, 2011",12:55:00 PM,"Tuesday, September 20, 2011",5:00:00 PM,intentional attack,vandalism,NA,245,NA,NA,8.52,7.53,4.22,6.74,2228195,2402344,2325896,6957091,32.02768226,34.5308693,33.43201922,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,456,2011,10,Washington,WA,WECC,Northwest,-0.9,cold,"Friday, October 7, 2011",8:04:00 AM,"Friday, October 7, 2011",4:00:00 PM,intentional attack,vandalism,NA,476,NA,NA,8.45,7.54,4.22,6.73,2277837,2397161,2344939,7020528,32.44538018,34.14502442,33.40117723,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,457,2016,3,Washington,WA,WECC,Northwest,1.6,warm,"Sunday, March 13, 2016",4:55:00 PM,NA,NA,intentional attack,vandalism,NA,NA,0,0,9.22,8.48,4.4,7.74,3318889,2463677,2014125,7797125,42.5655482,31.59724899,25.83163666,2985799,367847,29012,3382664,88.2677,10.8745,0.8577,57796,50660,1.14086064,4.3,3504,420809,0.832681811,0.7,7280934,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,458,2015,11,Washington,WA,WECC,Northwest,2.2,warm,"Tuesday, November 17, 2015",10:00:00 AM,NA,NA,severe weather,NA,NA,NA,NA,3.00E+05,9.37,8.47,4.51,7.75,2930689,2368307,2003049,7302488,40.13274654,32.43150827,27.42967876,2945760,365095,29163,3340024,88.1958,10.9309,0.8731,55403,49844,1.111527967,1.4,3461,404972,0.854626987,0.8,7170351,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,459,2015,7,Washington,WA,WECC,Northwest,1.2,warm,"Friday, July 31, 2015",10:55:00 AM,NA,NA,islanding,NA,NA,NA,9,NA,9.34,8.16,4.64,7.52,2566800,2608211,2196966,7372409,34.81629953,35.37800195,29.79983883,2945760,365095,29163,3340024,88.1958,10.9309,0.8731,55403,49844,1.111527967,1.4,3461,404972,0.854626987,0.8,7170351,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,460,2012,7,Washington,WA,WECC,Northwest,0.1,normal,"Friday, July 6, 2012",3:05:00 PM,"Friday, July 6, 2012",3:06:00 PM,intentional attack,vandalism,NA,1,NA,NA,8.7,7.58,4.1,6.81,2514488,2403835,2423958,7342873,34.24392605,32.73698183,33.01102988,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,461,2006,12,Washington,WA,WECC,Northwest,0.9,warm,"Thursday, December 14, 2006",12:01:00 AM,"Friday, December 15, 2006",8:00:00 PM,severe weather,heavy wind,NA,2639,750,175000,7.18,6.91,5.39,6.74,3675939,2560105,1498174,7734340,47.5275072,33.10049726,19.37041816,2704101,337999,25829,3067933,88.1408,11.0172,0.8419,52727,48909,1.078063342,1.4,3657,335912,1.088677987,0.7,6370753,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,462,2012,4,Washington,WA,WECC,Northwest,-0.4,normal,"Thursday, April 12, 2012",8:08:00 AM,"Thursday, April 12, 2012",4:30:00 PM,intentional attack,vandalism,NA,502,NA,NA,8.46,7.68,4.08,6.94,3014431,2341074,2209204,7565294,39.84552352,30.94491767,29.20182613,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,463,2014,6,Washington,WA,WECC,Northwest,0,normal,"Wednesday, June 18, 2014",9:52:00 AM,"Wednesday, June 18, 2014",7:00:00 PM,intentional attack,vandalism,NA,548,NA,NA,8.75,7.69,3.99,6.8,2263773,2374741,2331599,6970472,32.47660991,34.06858244,33.44965735,2907705,359219,30308,3297238,88.1861,10.8945,0.9192,54662,49091,1.113483123,1.7,3356,386000,0.869430052,0.7,7063166,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,464,2011,8,Washington,WA,WECC,Northwest,-0.6,cold,"Thursday, August 18, 2011",9:51:00 AM,"Thursday, August 18, 2011",4:00:00 PM,intentional attack,vandalism,NA,369,NA,NA,8.4,7.4,4.27,6.69,2439460,2481324,2444603,7366208,33.11690357,33.68522855,33.1867224,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,465,2003,12,Washington,WA,WECC,Northwest,0.3,normal,"Thursday, December 4, 2003",7:00:00 AM,"Monday, December 8, 2003",7:00:00 PM,severe weather,heavy wind,NA,6480,175,2.00E+05,6.41,6.21,4.17,5.89,3586000,2524752,1571316,7687275,46.64851979,32.84326371,20.44048118,2553169,320979,20839,2895063,88.1904,11.0871,0.7198,49457,45858,1.078481399,0.8,3496,301892,1.158030024,0.7,6104115,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,466,2012,5,Washington,WA,WECC,Northwest,-0.3,normal,"Friday, May 11, 2012",11:05:00 AM,"Friday, May 11, 2012",11:20:00 AM,intentional attack,vandalism,NA,15,NA,NA,8.52,7.56,3.89,6.73,2574153,2313916,2288800,7177447,35.86446546,32.23870549,31.88877605,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,467,2013,7,Washington,WA,WECC,Northwest,-0.3,normal,"Thursday, July 25, 2013",1:10:00 PM,"Thursday, July 25, 2013",1:15:00 PM,intentional attack,vandalism,NA,5,NA,NA,8.9,7.74,4.31,7.03,2480051,2549974,2382298,7412771,33.45646318,34.39974066,32.13775254,2880008,360855,27808,3268677,88.1093,11.0398,0.8507,53760,48396,1.110835606,0.3,3647,374911,0.972764203,0.8,6973281,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,468,2016,5,Washington,WA,WECC,Northwest,0.6,warm,"Sunday, May 8, 2016",9:12:00 AM,NA,NA,islanding,NA,NA,NA,NA,NA,9.54,8.22,4.28,7.48,2306815,2339211,2022697,6669170,34.58923674,35.07499434,30.32906644,2985799,367847,29012,3382664,88.2677,10.8745,0.8577,57796,50660,1.14086064,4.3,3504,420809,0.832681811,0.7,7280934,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,469,2011,12,Washington,WA,WECC,Northwest,-0.9,cold,"Tuesday, December 20, 2011",9:30:00 AM,"Tuesday, December 20, 2011",9:31:00 AM,intentional attack,vandalism,NA,1,NA,NA,8.38,7.67,4.21,7.07,3893262,2625962,2332196,8852112,43.98116517,29.66480768,26.34620981,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,470,2012,1,Washington,WA,WECC,Northwest,-0.7,cold,"Tuesday, January 24, 2012",11:22:00 AM,"Tuesday, January 24, 2012",11:22:00 AM,intentional attack,vandalism,NA,0,NA,NA,8.37,7.66,4.05,7.06,4079777,2615583,2291942,8988060,45.39107438,29.10064018,25.49985203,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,471,2011,12,Washington,WA,WECC,Northwest,-0.9,cold,"Monday, December 19, 2011",8:48:00 AM,"Monday, December 19, 2011",4:00:00 PM,intentional attack,vandalism,NA,432,NA,NA,8.38,7.67,4.21,7.07,3893262,2625962,2332196,8852112,43.98116517,29.66480768,26.34620981,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,472,2015,6,Washington,WA,WECC,Northwest,1,warm,"Monday, June 29, 2015",7:21:00 PM,"Monday, June 29, 2015",7:42:00 PM,islanding,NA,NA,21,0,0,9.39,8.11,4.49,7.45,2342731,2527042,2103977,6974162,33.59157702,36.23434615,30.16816931,2945760,365095,29163,3340024,88.1958,10.9309,0.8731,55403,49844,1.111527967,1.4,3461,404972,0.854626987,0.8,7170351,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,473,2011,9,Washington,WA,WECC,Northwest,-0.8,cold,"Tuesday, September 13, 2011",11:43:00 AM,"Wednesday, September 14, 2011",4:00:00 PM,intentional attack,vandalism,NA,1697,NA,NA,8.52,7.53,4.22,6.74,2228195,2402344,2325896,6957091,32.02768226,34.5308693,33.43201922,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,474,2011,6,Washington,WA,WECC,Northwest,-0.3,normal,"Wednesday, June 22, 2011",8:12:00 PM,"Wednesday, June 22, 2011",8:12:00 PM,intentional attack,vandalism,NA,0,0,0,8.47,7.46,3.44,6.4,2456894,2323382,2553790,7334593,33.49734607,31.67704057,34.81842823,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,475,2012,4,Washington,WA,WECC,Northwest,-0.4,normal,"Saturday, April 21, 2012",8:55:00 PM,"Monday, April 23, 2012",4:30:00 PM,intentional attack,vandalism,NA,2615,NA,NA,8.46,7.68,4.08,6.94,3014431,2341074,2209204,7565294,39.84552352,30.94491767,29.20182613,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,476,2006,12,Washington,WA,WECC,Northwest,0.9,warm,"Thursday, December 14, 2006",5:30:00 AM,"Wednesday, December 20, 2006",10:00:00 PM,severe weather,heavy wind,NA,9630,360,172060,7.18,6.91,5.39,6.74,3675939,2560105,1498174,7734340,47.5275072,33.10049726,19.37041816,2704101,337999,25829,3067933,88.1408,11.0172,0.8419,52727,48909,1.078063342,1.4,3657,335912,1.088677987,0.7,6370753,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,477,2006,2,Washington,WA,WECC,Northwest,-0.6,cold,"Saturday, February 4, 2006",1:34:00 AM,"Monday, February 6, 2006",12:01:00 PM,severe weather,heavy wind,NA,3507,150,123827,6.73,6.59,4.45,6.17,3518413,2461449,1751316,7731265,45.50889149,31.83759708,22.65238612,2704101,337999,25829,3067933,88.1408,11.0172,0.8419,52727,48909,1.078063342,1.4,3657,335912,1.088677987,0.7,6370753,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,478,2006,12,Washington,WA,WECC,Northwest,0.9,warm,"Thursday, December 14, 2006",5:00:00 PM,"Saturday, December 16, 2006",4:00:00 PM,severe weather,heavy wind,NA,2820,280,75000,7.18,6.91,5.39,6.74,3675939,2560105,1498174,7734340,47.5275072,33.10049726,19.37041816,2704101,337999,25829,3067933,88.1408,11.0172,0.8419,52727,48909,1.078063342,1.4,3657,335912,1.088677987,0.7,6370753,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,479,2011,7,Washington,WA,WECC,Northwest,-0.3,normal,"Friday, July 29, 2011",11:46:00 AM,"Friday, July 29, 2011",5:00:00 PM,intentional attack,vandalism,NA,314,NA,NA,8.48,7.41,4.11,6.65,2363217,2367268,2415372,7146468,33.0683213,33.12500665,33.79812237,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,480,2006,11,Washington,WA,WECC,Northwest,0.9,warm,"Wednesday, November 15, 2006",1:00:00 PM,"Sunday, November 19, 2006",2:35:00 PM,severe weather,heavy wind,NA,5855,50,50000,7.21,6.87,5.1,6.61,2828491,2285078,1522529,6636190,42.62221244,34.43358313,22.94281809,2704101,337999,25829,3067933,88.1408,11.0172,0.8419,52727,48909,1.078063342,1.4,3657,335912,1.088677987,0.7,6370753,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,481,2011,6,Washington,WA,WECC,Northwest,-0.3,normal,"Monday, June 20, 2011",10:36:00 AM,"Monday, June 20, 2011",10:36:00 AM,intentional attack,vandalism,NA,0,0,0,8.47,7.46,3.44,6.4,2456894,2323382,2553790,7334593,33.49734607,31.67704057,34.81842823,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,482,2012,1,Washington,WA,WECC,Northwest,-0.7,cold,"Sunday, January 29, 2012",12:45:00 PM,"Sunday, January 29, 2012",12:45:00 PM,intentional attack,vandalism,NA,0,NA,NA,8.37,7.66,4.05,7.06,4079777,2615583,2291942,8988060,45.39107438,29.10064018,25.49985203,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,483,2014,3,Washington,WA,WECC,Northwest,-0.4,normal,"Monday, March 3, 2014",1:48:00 AM,"Monday, March 3, 2014",1:49:00 AM,fuel supply emergency, Hydro,NA,1,630,NA,8.64,8.12,4.29,7.29,3597735,2509959,2315018,8423104,42.71269831,29.79850421,27.48414361,2907705,359219,30308,3297238,88.1861,10.8945,0.9192,54662,49091,1.113483123,1.7,3356,386000,0.869430052,0.7,7063166,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,484,2006,12,Washington,WA,WECC,Northwest,0.9,warm,"Wednesday, December 13, 2006",4:30:00 AM,"Thursday, December 28, 2006",11:59:00 PM,severe weather,heavy wind,NA,22769,NA,7.00E+05,7.18,6.91,5.39,6.74,3675939,2560105,1498174,7734340,47.5275072,33.10049726,19.37041816,2704101,337999,25829,3067933,88.1408,11.0172,0.8419,52727,48909,1.078063342,1.4,3657,335912,1.088677987,0.7,6370753,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,485,2012,5,Washington,WA,WECC,Northwest,-0.3,normal,"Tuesday, May 29, 2012",6:30:00 PM,"Tuesday, May 29, 2012",7:40:00 PM,intentional attack,vandalism,NA,70,NA,NA,8.52,7.56,3.89,6.73,2574153,2313916,2288800,7177447,35.86446546,32.23870549,31.88877605,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,486,2004,4,Washington,WA,WECC,Northwest,0.1,normal,"Tuesday, April 27, 2004",12:35:00 PM,"Friday, April 30, 2004",12:00:00 PM,severe weather,heavy wind,NA,4285,300,187000,6.27,6.1,4.23,5.72,2714465,2248773,1570146,6536704,41.52650938,34.40224615,24.02045435,2604485,331501,21919,2957979,88.0495,11.2070,0.7410,49648,47037,1.055509493,0.4,3596,306754,1.172274852,0.7,6178645,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,487,2011,8,Washington,WA,WECC,Northwest,-0.6,cold,"Monday, August 22, 2011",10:05:00 AM,"Monday, August 22, 2011",4:00:00 PM,intentional attack,vandalism,NA,355,NA,NA,8.4,7.4,4.27,6.69,2439460,2481324,2444603,7366208,33.11690357,33.68522855,33.1867224,2837631,354185,27845,3219667,88.1343,11.0007,0.8648,52822,47586,1.110032362,-0.4,3832,360358,1.063386965,0.8,6823229,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,488,2012,1,Washington,WA,WECC,Northwest,-0.7,cold,"Sunday, January 15, 2012",9:35:00 AM,"Sunday, January 15, 2012",9:35:00 AM,intentional attack,vandalism,NA,0,NA,NA,8.37,7.66,4.05,7.06,4079777,2615583,2291942,8988060,45.39107438,29.10064018,25.49985203,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,489,2015,8,Washington,WA,WECC,Northwest,1.4,warm,"Saturday, August 29, 2015",1:00:00 PM,"Monday, August 31, 2015",7:00:00 AM,severe weather,NA,NA,2520,1200,64000,9.36,8.06,4.53,7.42,2441106,2540013,2208545,7190121,33.95083337,35.32642914,30.71638155,2945760,365095,29163,3340024,88.1958,10.9309,0.8731,55403,49844,1.111527967,1.4,3461,404972,0.854626987,0.8,7170351,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,490,2012,1,Washington,WA,WECC,Northwest,-0.7,cold,"Wednesday, January 4, 2012",12:14:00 PM,"Wednesday, January 4, 2012",12:14:00 PM,intentional attack,vandalism,NA,0,NA,NA,8.37,7.66,4.05,7.06,4079777,2615583,2291942,8988060,45.39107438,29.10064018,25.49985203,2852760,356028,27690,3236484,88.1438,11.0005,0.8556,53622,48156,1.113506105,1.5,3605,369797,0.974859179,0.8,6897292,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,491,2013,5,Washington,WA,WECC,Northwest,-0.2,normal,"Thursday, May 9, 2013",1:21:00 PM,"Thursday, May 9, 2013",4:21:00 PM,islanding,NA,NA,180,NA,NA,8.69,7.69,3.94,6.86,2584784,2325342,2291189,7201767,35.89096954,32.28849253,31.81426169,2880008,360855,27808,3268677,88.1093,11.0398,0.8507,53760,48396,1.110835606,0.3,3647,374911,0.972764203,0.8,6973281,84.05,9.08,2380,1487.9,16.7,3.57,0.62,93.20878566,6.79121434,2.405397066 +,492,2011,6,Arizona,AZ,WECC,Southwest,-0.3,normal,"Thursday, June 30, 2011",2:11:00 PM,"Thursday, June 30, 2011",11:25:00 PM,system operability disruption,majorsystem interruption,NA,554,5299,160000,11.77,10.31,6.97,10.5,3300472,2703916,1053480,7057869,46.76301019,38.31065723,14.92631841,2575586,305340,7212,2888138,89.1781,10.5722,0.2497,38442,47586,0.807842643,0.7,6056,248828,2.4338097,2,6468732,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,493,2015,2,Arizona,AZ,WECC,Southwest,0.5,warm,"Thursday, February 19, 2015",2:30:00 PM,"Thursday, February 19, 2015",3:20:00 PM,intentional attack,vandalism,NA,50,NA,NA,11.58,9.66,5.97,9.52,1711347,1937864,1065952,4715638,36.29089001,41.09441819,22.60461893,2689223,314756,7759,3011739,89.2914,10.4510,0.2576,38244,49844,0.767273895,-0.5,5190,263842,1.967086362,1.9,6828065,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,494,2015,2,Arizona,AZ,WECC,Southwest,0.5,warm,"Tuesday, February 17, 2015",6:20:00 AM,"Tuesday, February 17, 2015",7:30:00 AM,intentional attack,vandalism,NA,70,NA,NA,11.58,9.66,5.97,9.52,1711347,1937864,1065952,4715638,36.29089001,41.09441819,22.60461893,2689223,314756,7759,3011739,89.2914,10.4510,0.2576,38244,49844,0.767273895,-0.5,5190,263842,1.967086362,1.9,6828065,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,495,2013,12,Arizona,AZ,WECC,Southwest,-0.3,normal,"Friday, December 27, 2013",9:43:00 AM,"Friday, December 27, 2013",12:43:00 PM,intentional attack,NA,NA,180,NA,NA,10.97,9.17,6.18,9.37,2334493,2200897,1034711,5570101,41.91114308,39.51269465,18.57616226,2630595,308857,7618,2947070,89.2614,10.4801,0.2585,38303,48396,0.791449707,-1.1,5492,254141,2.161005111,2,6630799,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,496,2013,7,Arizona,AZ,WECC,Southwest,-0.3,normal,"Thursday, July 11, 2013",11:20:00 PM,"Sunday, July 14, 2013",3:22:00 PM,intentional attack,vandalism,NA,3842,455,NA,12.47,10.5,7.39,11.1,4370592,3066163,1111573,8548328,51.12803346,35.86856985,13.00339669,2630595,308857,7618,2947070,89.2614,10.4801,0.2585,38303,48396,0.791449707,-1.1,5492,254141,2.161005111,2,6630799,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,497,2003,7,Arizona,AZ,WECC,Southwest,0.1,normal,"Tuesday, July 1, 2003",3:15:00 PM,"Tuesday, July 1, 2003",3:50:00 PM,equipment failure,breaker trip,NA,35,1000,47000,8.78,7.26,5.65,7.78,3492683,2599966,978605,7071255,49.39268913,36.76809845,13.83919828,2165899,250539,6516,2422954,89.3908,10.3402,0.2689,40763,45858,0.888896158,3.5,4822,224621,2.146727154,1.8,5510364,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,498,2013,10,Arizona,AZ,WECC,Southwest,-0.3,normal,"Saturday, October 26, 2013",7:13:00 AM,"Saturday, October 26, 2013",7:14:00 AM,intentional attack,NA,NA,1,NA,NA,12.01,9.93,6.84,10.11,2062976,2371894,1074924,5509794,37.44198059,43.04868748,19.50933193,2630595,308857,7618,2947070,89.2614,10.4801,0.2585,38303,48396,0.791449707,-1.1,5492,254141,2.161005111,2,6630799,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,499,2013,8,Arizona,AZ,WECC,Southwest,-0.3,normal,"Thursday, August 22, 2013",8:40:00 AM,"Thursday, August 22, 2013",11:49:00 AM,intentional attack,sabotage,NA,189,NA,NA,12.28,10.39,7.42,10.91,4075921,3096130,1126876,8298927,49.11383122,37.3075941,13.57857468,2630595,308857,7618,2947070,89.2614,10.4801,0.2585,38303,48396,0.791449707,-1.1,5492,254141,2.161005111,2,6630799,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,500,2004,7,Arizona,AZ,WECC,Southwest,0.5,warm,"Tuesday, July 6, 2004",6:00:00 AM,"Monday, August 9, 2004",12:00:00 PM,severe weather,wildfire,NA,49320,NA,NA,8.88,7.57,5.55,7.91,3466457,2563737,1048662,7078856,48.96916959,36.21682656,14.81400384,2255973,258882,7419,2522274,89.4420,10.2638,0.2941,41169,47037,0.875247146,1,5113,232702,2.197230793,1.7,5652404,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,501,2009,12,Arizona,AZ,WECC,Southwest,1.3,warm,"Tuesday, December 8, 2009",1:00:00 AM,"Thursday, December 10, 2009",11:00:00 PM,severe weather,NA,NA,4200,NA,140000,9.7,8.61,6.12,8.65,2284523,2156813,900056,5341392,42.77018051,40.37923073,16.85058876,2544383,299528,7204,2851115,89.2417,10.5056,0.2527,38325,46680,0.821015424,-9.1,5598,243102,2.302737123,2.2,6343154,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,502,2014,5,Arizona,AZ,WECC,Southwest,-0.1,normal,"Tuesday, May 27, 2014",11:00:00 AM,"Tuesday, May 27, 2014",4:53:00 PM,intentional attack,vandalism,NA,353,NA,NA,12.52,10.59,6.82,10.62,2573548,2553548,1262026,6389121,40.28015747,39.96712537,19.75273281,2661694,312221,7710,2981625,89.2699,10.4715,0.2586,38438,49091,0.782994846,0.4,5365,258744,2.073478032,2,6728783,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,503,2014,1,Arizona,AZ,WECC,Southwest,-0.5,cold,"Monday, January 13, 2014",4:44:00 PM,"Monday, January 13, 2014",4:45:00 PM,intentional attack,vandalism,NA,1,NA,NA,10.83,9.45,5.83,9.27,2299846,2100774,1148798,5549419,41.44300511,37.8557467,20.70123016,2661694,312221,7710,2981625,89.2699,10.4715,0.2586,38438,49091,0.782994846,0.4,5365,258744,2.073478032,2,6728783,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,504,2014,1,Arizona,AZ,WECC,Southwest,-0.5,cold,"Thursday, January 16, 2014",12:30:00 PM,"Thursday, January 16, 2014",1:57:00 PM,intentional attack,vandalism,NA,87,NA,NA,10.83,9.45,5.83,9.27,2299846,2100774,1148798,5549419,41.44300511,37.8557467,20.70123016,2661694,312221,7710,2981625,89.2699,10.4715,0.2586,38438,49091,0.782994846,0.4,5365,258744,2.073478032,2,6728783,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,505,2000,6,Arizona,AZ,WECC,Southwest,-0.7,cold,"Wednesday, June 14, 2000",3:54:00 PM,"Wednesday, June 14, 2000",5:00:00 PM,severe weather,wildfire,NA,66,138,40911,9.09,8.1,5.77,7.93,2489640,1976734,1026275,5783132,43.05002895,34.18102855,17.74600684,1959669,211921,4760,2193562,89.3373,9.6610,0.2170,39247,44745,0.877125936,2.4,5745,202536,2.836532765,1.7,5160586,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,506,2002,4,Arizona,AZ,WECC,Southwest,0.2,normal,"Monday, April 8, 2002",3:00:00 PM,NA,NA,intentional attack,vandalism,NA,NA,0,0,7.69,6.87,4.99,6.65,1520687,1682147,916453,4330353,35.11692927,38.84549366,21.16347097,2095776,225026,6376,2351763,89.1151,9.5684,0.2711,39387,45097,0.873384039,0.3,4972,212543,2.339291343,1.8,5396255,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,507,2014,6,Arizona,AZ,WECC,Southwest,0,normal,"Wednesday, June 11, 2014",9:30:00 AM,"Wednesday, June 11, 2014",9:31:00 AM,intentional attack,NA,NA,1,NA,NA,12.36,10.91,6.75,10.91,3705489,2744916,1288537,7738942,47.88107987,35.46887934,16.65004079,2661694,312221,7710,2981625,89.2699,10.4715,0.2586,38438,49091,0.782994846,0.4,5365,258744,2.073478032,2,6728783,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,508,2016,2,Arizona,AZ,WECC,Southwest,2,warm,"Friday, February 26, 2016",4:35:00 PM,"Friday, February 26, 2016",8:22:00 PM,intentional attack,sabotage,NA,227,2,2713,11.46,9.87,5.33,9.44,1958994,2044989,1180166,5184547,37.78524913,39.44392827,22.76314594,2725510,318197,8130,3051839,89.3071,10.4264,0.2664,38940,50660,0.76865377,1.8,5562,269024,2.067473534,2,6908642,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,509,2014,1,Arizona,AZ,WECC,Southwest,-0.5,cold,"Thursday, January 30, 2014",3:00:00 PM,NA,NA,intentional attack,vandalism,NA,NA,NA,NA,10.83,9.45,5.83,9.27,2299846,2100774,1148798,5549419,41.44300511,37.8557467,20.70123016,2661694,312221,7710,2981625,89.2699,10.4715,0.2586,38438,49091,0.782994846,0.4,5365,258744,2.073478032,2,6728783,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,510,2013,12,Arizona,AZ,WECC,Southwest,-0.3,normal,"Tuesday, December 10, 2013",1:01:00 AM,"Wednesday, December 11, 2013",1:01:00 AM,intentional attack,NA,NA,1440,NA,NA,10.97,9.17,6.18,9.37,2334493,2200897,1034711,5570101,41.91114308,39.51269465,18.57616226,2630595,308857,7618,2947070,89.2614,10.4801,0.2585,38303,48396,0.791449707,-1.1,5492,254141,2.161005111,2,6630799,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,511,2011,4,Arizona,AZ,WECC,Southwest,-0.5,cold,"Thursday, April 28, 2011",4:09:00 PM,"Thursday, April 28, 2011",4:10:00 PM,equipment failure,NA,NA,1,960,NA,10.97,9.25,6.27,9.33,1964429,2273701,988825,5226956,37.58265805,43.49952439,18.91779843,2575586,305340,7212,2888138,89.1781,10.5722,0.2497,38442,47586,0.807842643,0.7,6056,248828,2.4338097,2,6468732,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,512,2013,12,Arizona,AZ,WECC,Southwest,-0.3,normal,"Monday, December 30, 2013",11:00:00 AM,"Wednesday, January 1, 2014",8:00:00 AM,intentional attack,NA,NA,2700,NA,NA,10.97,9.17,6.18,9.37,2334493,2200897,1034711,5570101,41.91114308,39.51269465,18.57616226,2630595,308857,7618,2947070,89.2614,10.4801,0.2585,38303,48396,0.791449707,-1.1,5492,254141,2.161005111,2,6630799,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,513,2000,5,Arizona,AZ,WECC,Southwest,-0.7,cold,"Wednesday, May 31, 2000",1:15:00 AM,NA,NA,intentional attack,vandalism,NA,NA,NA,NA,9.04,7.23,5.64,7.43,1915707,1929923,1054183,5170548,37.05036681,37.32530865,20.38822577,1959669,211921,4760,2193562,89.3373,9.6610,0.2170,39247,44745,0.877125936,2.4,5745,202536,2.836532765,1.7,5160586,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,514,2004,7,Arizona,AZ,WECC,Southwest,0.5,warm,"Tuesday, July 6, 2004",6:00:00 AM,"Monday, August 9, 2004",12:00:00 PM,severe weather,wildfire,NA,49320,NA,NA,8.88,7.57,5.55,7.91,3466457,2563737,1048662,7078856,48.96916959,36.21682656,14.81400384,2255973,258882,7419,2522274,89.4420,10.2638,0.2941,41169,47037,0.875247146,1,5113,232702,2.197230793,1.7,5652404,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,515,2015,2,Arizona,AZ,WECC,Southwest,0.5,warm,"Thursday, February 5, 2015",8:15:00 AM,"Thursday, February 5, 2015",8:17:00 AM,intentional attack,vandalism,NA,2,NA,NA,11.58,9.66,5.97,9.52,1711347,1937864,1065952,4715638,36.29089001,41.09441819,22.60461893,2689223,314756,7759,3011739,89.2914,10.4510,0.2576,38244,49844,0.767273895,-0.5,5190,263842,1.967086362,1.9,6828065,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,516,2011,2,Arizona,AZ,WECC,Southwest,-1,cold,"Wednesday, February 2, 2011",6:22:00 AM,"Wednesday, February 2, 2011",9:57:00 AM,system operability disruption,NA,NA,215,3963,69000,9.93,8.76,5.98,8.75,2143862,2094467,912430,5150759,41.62225412,40.66326924,17.71447664,2575586,305340,7212,2888138,89.1781,10.5722,0.2497,38442,47586,0.807842643,0.7,6056,248828,2.4338097,2,6468732,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,517,2014,3,Arizona,AZ,WECC,Southwest,-0.4,normal,"Monday, March 17, 2014",5:25:00 PM,"Tuesday, March 18, 2014",12:56:00 AM,intentional attack,sabotage,NA,451,NA,NA,11.22,9.34,6.01,9.27,1791151,2178258,1113779,5083188,35.2367648,42.8522022,21.911033,2661694,312221,7710,2981625,89.2699,10.4715,0.2586,38438,49091,0.782994846,0.4,5365,258744,2.073478032,2,6728783,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,518,2004,6,Arizona,AZ,WECC,Southwest,0.3,normal,"Monday, June 14, 2004",7:41:00 AM,"Monday, June 14, 2004",2:39:00 PM,equipment failure,line fault,NA,418,200,30000,9.1,7.61,5.65,7.96,2849687,2458376,1025074,6333137,44.99645278,38.81766651,16.18588071,2255973,258882,7419,2522274,89.4420,10.2638,0.2941,41169,47037,0.875247146,1,5113,232702,2.197230793,1.7,5652404,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,519,2003,7,Arizona,AZ,WECC,Southwest,0.1,normal,"Monday, July 28, 2003",6:55:00 PM,"Monday, July 28, 2003",8:35:00 PM,equipment failure,breaker trip,NA,100,440,90000,8.78,7.26,5.65,7.78,3492683,2599966,978605,7071255,49.39268913,36.76809845,13.83919828,2165899,250539,6516,2422954,89.3908,10.3402,0.2689,40763,45858,0.888896158,3.5,4822,224621,2.146727154,1.8,5510364,89.81,9.74,2625.4,1669,5.8,1.92,0.33,99.65260111,0.347398895,0.347398895 +,520,2012,6,Maryland,MD,RFC,Northeast,-0.1,normal,"Saturday, June 30, 2012",10:30:00 PM,"Monday, July 2, 2012",8:11:00 AM,severe weather,thunderstorm,NA,2021,354,60000,13.14,10.62,7.94,11.4,2201600,2715416,456839,5418546,40.63082606,50.1133699,8.431025592,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,521,2004,1,Maryland,MD,RFC,Northeast,0.3,normal,"Wednesday, January 28, 2004",1:09:00 PM,"Thursday, January 29, 2004",5:00:00 PM,severe weather,winter storm,NA,1671,300,70000,6.84,6.29,5.49,6.3,2952826,1473165,1898765,6367508,46.37333789,23.13565998,29.81959347,2085906,224292,15673,2325877,89.6826,9.6433,0.6739,50700,47037,1.077874864,3.6,5640,281229,2.005483076,2.2,5546935,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,522,2006,2,Maryland,MD,RFC,Northeast,-0.6,cold,"Sunday, February 12, 2006",12:06:00 AM,"Tuesday, February 14, 2006",5:44:00 PM,severe weather,winter storm,NA,3938,300,60000,8.25,9.32,7.85,8.66,2453864,2263880,520058,5277647,46.49541737,42.89563133,9.853974697,2141929,236610,8363,2386907,89.7366,9.9128,0.3504,52823,48909,1.080026171,1.3,5533,297253,1.861377345,2.1,5627367,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,523,2008,6,Maryland,MD,RFC,Northeast,-0.5,cold,"Wednesday, June 4, 2008",3:00:00 PM,"Saturday, June 7, 2008",5:30:00 PM,severe weather,storm,NA,4470,NA,108000,14.27,13.3,11.04,13.47,2281075,2826136,505319,5654256,40.34261979,49.98245569,8.936967127,2178595,241356,8733,2428689,89.7025,9.9377,0.3596,53471,48401,1.104749902,0.3,6206,303982,2.041568251,2.2,5684965,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,524,2004,12,Maryland,MD,RFC,Northeast,0.7,warm,"Wednesday, December 1, 2004",10:00:00 AM,"Thursday, December 2, 2004",11:59:00 PM,severe weather,heavy wind,NA,2279,270,122000,7.38,7.62,5.98,7.02,2575495,1409275,1667596,5695024,45.22360222,24.74572539,29.28163253,2085906,224292,15673,2325877,89.6826,9.6433,0.6739,50700,47037,1.077874864,3.6,5640,281229,2.005483076,2.2,5546935,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,525,2006,2,Maryland,MD,RFC,Northeast,-0.6,cold,"Saturday, February 11, 2006",9:00:00 PM,"Tuesday, February 14, 2006",11:00:00 PM,severe weather,winter storm,NA,4440,500,180000,8.25,9.32,7.85,8.66,2453864,2263880,520058,5277647,46.49541737,42.89563133,9.853974697,2141929,236610,8363,2386907,89.7366,9.9128,0.3504,52823,48909,1.080026171,1.3,5533,297253,1.861377345,2.1,5627367,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,526,2005,7,Maryland,MD,RFC,Northeast,0,normal,"Wednesday, July 27, 2005",6:00:00 PM,"Friday, July 29, 2005",4:00:00 PM,severe weather,thunderstorm,NA,2760,NA,87600,9.23,9.45,7.78,8.86,2913332,1834173,1996280,6782930,42.95093713,27.04101325,29.43093914,2115620,227818,13457,2356900,89.7628,9.6660,0.5710,52165,48090,1.084736952,2.9,5281,291726,1.810260313,2.2,5592379,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,527,2013,1,Maryland,MD,RFC,Northeast,-0.4,normal,"Monday, January 7, 2013",10:43:00 AM,"Monday, January 7, 2013",10:43:00 AM,intentional attack,vandalism,NA,0,NA,NA,12.5,10.29,8.16,11.22,2784622,2577614,333089,5745344,48.46745469,44.86439802,5.797546674,2218948,247168,8788,2474909,89.6578,9.9870,0.3551,53342,48396,1.102198529,-0.9,6502,316782,2.05251561,2.1,5936040,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,528,2012,10,Maryland,MD,RFC,Northeast,0.3,normal,"Thursday, October 11, 2012",12:00:00 AM,"Thursday, October 11, 2012",12:01:00 AM,intentional attack,vandalism,NA,1,0,0,13.03,10.54,8.22,11.31,1726552,2344747,340510,4452722,38.77520312,52.65873324,7.647232412,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,529,2011,2,Maryland,MD,RFC,Northeast,-1,cold,"Thursday, February 3, 2011",2:30:00 PM,"Thursday, February 3, 2011",2:30:00 PM,intentional attack,vandalism,NA,0,NA,0,13.39,11.71,9.38,12.34,2460839,2313400,340694,5155310,47.73406449,44.87412008,6.608603556,2208015,245003,8900,2461923,89.6866,9.9517,0.3615,54062,47586,1.136090447,0.5,6549,315930,2.072927547,2.1,5844171,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,530,2012,10,Maryland,MD,RFC,Northeast,0.3,normal,"Wednesday, October 24, 2012",12:00:00 AM,"Wednesday, October 24, 2012",12:01:00 AM,intentional attack,NA,NA,1,0,0,13.03,10.54,8.22,11.31,1726552,2344747,340510,4452722,38.77520312,52.65873324,7.647232412,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,531,2014,1,Maryland,MD,RFC,Northeast,-0.5,cold,"Monday, January 27, 2014",2:20:00 PM,"Tuesday, January 28, 2014",9:00:00 PM,severe weather,winter,NA,1840,NA,NA,13.16,10.9,11.53,12.1,3277835,2646600,302716,6278411,52.2080348,42.15397813,4.821538443,2234962,248362,8780,2492109,89.6816,9.9659,0.3523,53879,49091,1.097533153,1,6268,322004,1.94655967,2,5975346,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,532,2011,10,Maryland,MD,RFC,Northeast,-0.9,cold,"Monday, October 17, 2011",3:34:00 AM,"Monday, October 17, 2011",10:42:00 AM,intentional attack,vandalism,NA,428,0,0,13.19,10.84,8.05,11.47,1729721,2351455,400642,4524914,38.22660497,51.96684401,8.854135128,2208015,245003,8900,2461923,89.6866,9.9517,0.3615,54062,47586,1.136090447,0.5,6549,315930,2.072927547,2.1,5844171,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,533,2012,3,Maryland,MD,RFC,Northeast,-0.4,normal,"Sunday, March 4, 2012",1:27:00 AM,"Sunday, March 4, 2012",6:58:00 AM,intentional attack,vandalism,NA,331,NA,NA,12.86,10.36,8,11.16,1939986,2315811,408741,4708475,41.20200277,49.1838865,8.680963582,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,534,2011,8,Maryland,MD,RFC,Northeast,-0.6,cold,"Saturday, August 27, 2011",11:00:00 PM,"Monday, August 29, 2011",8:00:00 AM,severe weather,NA,NA,1980,NA,108000,13.32,11.41,8.7,12.05,2739909,2867748,448613,6098191,44.92986527,47.02620826,7.356493098,2208015,245003,8900,2461923,89.6866,9.9517,0.3615,54062,47586,1.136090447,0.5,6549,315930,2.072927547,2.1,5844171,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,535,2012,10,Maryland,MD,RFC,Northeast,0.3,normal,"Thursday, October 25, 2012",12:00:00 AM,"Thursday, October 25, 2012",12:01:00 AM,intentional attack,vandalism,NA,1,NA,NA,13.03,10.54,8.22,11.31,1726552,2344747,340510,4452722,38.77520312,52.65873324,7.647232412,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,536,2013,3,Maryland,MD,RFC,Northeast,-0.3,normal,"Friday, March 29, 2013",10:16:00 AM,"Friday, March 29, 2013",10:17:00 AM,intentional attack,NA,NA,1,NA,NA,12.56,10.25,8.46,11.19,2376532,2416086,331483,5167745,45.98779545,46.75319699,6.41446124,2218948,247168,8788,2474909,89.6578,9.9870,0.3551,53342,48396,1.102198529,-0.9,6502,316782,2.05251561,2.1,5936040,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,537,2003,11,Maryland,MD,RFC,Northeast,0.3,normal,"Thursday, November 13, 2003",11:00:00 AM,"Friday, November 14, 2003",7:30:00 PM,severe weather,heavy wind,NA,1950,400,104195,7.36,6.41,4.31,5.83,1734477,1258141,2242391,5268119,32.92402848,23.88216743,42.56530652,2060326,221830,13136,2295305,89.7626,9.6645,0.5723,48920,45858,1.066771338,1.7,5237,268879,1.947716259,2.2,5496269,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,538,2011,2,Maryland,MD,RFC,Northeast,-1,cold,"Friday, February 25, 2011",3:23:00 PM,"Sunday, February 27, 2011",6:00:00 PM,severe weather,NA,NA,3037,NA,93000,13.39,11.71,9.38,12.34,2460839,2313400,340694,5155310,47.73406449,44.87412008,6.608603556,2208015,245003,8900,2461923,89.6866,9.9517,0.3615,54062,47586,1.136090447,0.5,6549,315930,2.072927547,2.1,5844171,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,539,2012,11,Maryland,MD,RFC,Northeast,0.1,normal,"Thursday, November 8, 2012",9:34:00 AM,"Thursday, November 8, 2012",9:35:00 AM,intentional attack,vandalism,NA,1,0,0,12.4,9.79,8.52,10.88,2092707,2280050,257316,4672407,44.78862822,48.79818903,5.50714011,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,540,2013,2,Maryland,MD,RFC,Northeast,-0.4,normal,"Friday, February 15, 2013",12:00:00 AM,"Friday, February 15, 2013",12:01:00 AM,intentional attack,vandalism,NA,1,NA,NA,12.51,10.38,8.25,11.27,2485060,2350958,288466,5169554,48.07107151,45.4769986,5.58009453,2218948,247168,8788,2474909,89.6578,9.9870,0.3551,53342,48396,1.102198529,-0.9,6502,316782,2.05251561,2.1,5936040,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,541,2014,1,Maryland,MD,RFC,Northeast,-0.5,cold,"Thursday, January 23, 2014",1:04:00 PM,"Friday, January 24, 2014",9:00:00 AM,severe weather,winter,NA,1196,NA,NA,13.16,10.9,11.53,12.1,3277835,2646600,302716,6278411,52.2080348,42.15397813,4.821538443,2234962,248362,8780,2492109,89.6816,9.9659,0.3523,53879,49091,1.097533153,1,6268,322004,1.94655967,2,5975346,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,542,2005,7,Maryland,MD,RFC,Northeast,0,normal,"Saturday, July 23, 2005",1:02:00 AM,"Tuesday, July 26, 2005",10:50:00 PM,severe weather,thunderstorm,NA,5628,NA,55118,9.23,9.45,7.78,8.86,2913332,1834173,1996280,6782930,42.95093713,27.04101325,29.43093914,2115620,227818,13457,2356900,89.7628,9.6660,0.5710,52165,48090,1.084736952,2.9,5281,291726,1.810260313,2.2,5592379,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,543,2012,9,Maryland,MD,RFC,Northeast,0.3,normal,"Monday, September 24, 2012",12:00:00 AM,"Tuesday, September 25, 2012",12:00:00 AM,intentional attack,NA,NA,1440,0,0,13.17,10.51,7.68,11.42,2126338,2524561,352229,5045543,42.14289721,50.03546695,6.980992928,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,544,2010,7,Maryland,MD,RFC,Northeast,-0.9,cold,"Sunday, July 25, 2010",3:10:00 PM,"Friday, July 30, 2010",11:30:00 PM,severe weather,NA,NA,7700,NA,297700,14.93,12.06,10.04,13.27,3167477,2997004,467714,6676731,47.44053639,44.88729589,7.005134698,2200368,244264,8766,2453403,89.6864,9.9561,0.3573,53775,47287,1.137204729,1.6,6320,311257,2.030476423,2.1,5788409,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,545,2012,10,Maryland,MD,RFC,Northeast,0.3,normal,"Tuesday, October 30, 2012",12:00:00 AM,"Tuesday, October 30, 2012",12:02:00 AM,intentional attack,vandalism,NA,2,0,0,13.03,10.54,8.22,11.31,1726552,2344747,340510,4452722,38.77520312,52.65873324,7.647232412,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,546,2003,9,Maryland,MD,RFC,Northeast,0.2,normal,"Thursday, September 18, 2003",12:00:00 AM,"Friday, September 26, 2003",10:50:00 PM,severe weather,hurricanes,Isabel,12890,2000,650000,8.74,8.02,5.2,7.14,2285643,1434093,2541255,6296613,36.29956296,22.77562556,40.35907876,2060326,221830,13136,2295305,89.7626,9.6645,0.5723,48920,45858,1.066771338,1.7,5237,268879,1.947716259,2.2,5496269,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,547,2011,1,Maryland,MD,RFC,Northeast,-1.3,cold,"Wednesday, January 26, 2011",6:28:00 PM,"Saturday, January 29, 2011",5:00:00 PM,severe weather,winter storm,NA,4232,NA,234326,13.12,11.51,8.86,12.13,3129148,2655045,412840,6247406,50.08715617,42.49835852,6.60818266,2208015,245003,8900,2461923,89.6866,9.9517,0.3615,54062,47586,1.136090447,0.5,6549,315930,2.072927547,2.1,5844171,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,548,2013,6,Maryland,MD,RFC,Northeast,-0.2,normal,"Thursday, June 27, 2013",1:10:00 AM,"Thursday, June 27, 2013",2:45:00 AM,intentional attack,vandalism,NA,95,NA,NA,13.98,10.9,8.4,11.97,2193345,2770335,364528,5372325,40.82673703,51.56677975,6.785293146,2218948,247168,8788,2474909,89.6578,9.9870,0.3551,53342,48396,1.102198529,-0.9,6502,316782,2.05251561,2.1,5936040,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,549,2006,6,Maryland,MD,RFC,Northeast,0,normal,"Thursday, June 1, 2006",6:30:00 PM,"Saturday, June 3, 2006",2:00:00 PM,severe weather,thunderstorm,NA,2610,335,70000,10.74,11.69,8.04,10.91,2181705,2694323,563584,5482301,39.79542532,49.14584223,10.28006306,2141929,236610,8363,2386907,89.7366,9.9128,0.3504,52823,48909,1.080026171,1.3,5533,297253,1.861377345,2.1,5627367,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,550,2012,6,Maryland,MD,RFC,Northeast,-0.1,normal,"Saturday, June 30, 2012",1:00:00 AM,"Tuesday, July 3, 2012",1:00:00 AM,severe weather,thunderstorm,NA,4320,NA,86390,13.14,10.62,7.94,11.4,2201600,2715416,456839,5418546,40.63082606,50.1133699,8.431025592,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,551,2011,5,Maryland,MD,RFC,Northeast,-0.4,normal,"Wednesday, May 4, 2011",1:08:00 PM,"Wednesday, May 4, 2011",1:25:00 PM,intentional attack,vandalism,NA,17,0,0,13.95,11.41,9.13,12.11,1726792,2585575,427226,4786894,36.07332855,54.01362554,8.924910391,2208015,245003,8900,2461923,89.6866,9.9517,0.3615,54062,47586,1.136090447,0.5,6549,315930,2.072927547,2.1,5844171,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,552,2013,3,Maryland,MD,RFC,Northeast,-0.3,normal,"Sunday, March 3, 2013",4:27:00 PM,"Sunday, March 3, 2013",6:20:00 PM,intentional attack,vandalism,NA,113,NA,NA,12.56,10.25,8.46,11.19,2376532,2416086,331483,5167745,45.98779545,46.75319699,6.41446124,2218948,247168,8788,2474909,89.6578,9.9870,0.3551,53342,48396,1.102198529,-0.9,6502,316782,2.05251561,2.1,5936040,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,553,2013,2,Maryland,MD,RFC,Northeast,-0.4,normal,"Saturday, February 16, 2013",7:54:00 AM,"Saturday, February 16, 2013",7:54:00 AM,intentional attack,vandalism,NA,0,1,1,12.51,10.38,8.25,11.27,2485060,2350958,288466,5169554,48.07107151,45.4769986,5.58009453,2218948,247168,8788,2474909,89.6578,9.9870,0.3551,53342,48396,1.102198529,-0.9,6502,316782,2.05251561,2.1,5936040,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,554,2012,10,Maryland,MD,RFC,Northeast,0.3,normal,"Monday, October 29, 2012",5:13:00 PM,"Wednesday, October 31, 2012",11:00:00 AM,severe weather,hurricanes,Sandy,2507,NA,219000,13.03,10.54,8.22,11.31,1726552,2344747,340510,4452722,38.77520312,52.65873324,7.647232412,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,555,2013,2,Maryland,MD,RFC,Northeast,-0.4,normal,"Wednesday, February 13, 2013",9:30:00 AM,"Wednesday, February 13, 2013",9:30:00 AM,intentional attack,vandalism,NA,0,1,1,12.51,10.38,8.25,11.27,2485060,2350958,288466,5169554,48.07107151,45.4769986,5.58009453,2218948,247168,8788,2474909,89.6578,9.9870,0.3551,53342,48396,1.102198529,-0.9,6502,316782,2.05251561,2.1,5936040,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,556,2014,2,Maryland,MD,RFC,Northeast,-0.5,cold,"Wednesday, February 5, 2014",8:05:00 AM,"Wednesday, February 5, 2014",8:06:00 AM,severe weather,snow/ice ,NA,1,800,181000,13.51,11.86,10.53,12.63,2760792,2221530,261722,5289853,52.19033497,41.99606303,4.947623308,2234962,248362,8780,2492109,89.6816,9.9659,0.3523,53879,49091,1.097533153,1,6268,322004,1.94655967,2,5975346,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,557,2003,11,Maryland,MD,RFC,Northeast,0.3,normal,"Thursday, November 13, 2003",6:00:00 AM,"Sunday, November 16, 2003",4:00:00 PM,severe weather,heavy wind,NA,4920,375,110000,7.36,6.41,4.31,5.83,1734477,1258141,2242391,5268119,32.92402848,23.88216743,42.56530652,2060326,221830,13136,2295305,89.7626,9.6645,0.5723,48920,45858,1.066771338,1.7,5237,268879,1.947716259,2.2,5496269,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,558,2012,10,Maryland,MD,RFC,Northeast,0.3,normal,"Monday, October 22, 2012",12:00:00 AM,"Monday, October 22, 2012",12:01:00 AM,intentional attack,vandalism,NA,1,0,0,13.03,10.54,8.22,11.31,1726552,2344747,340510,4452722,38.77520312,52.65873324,7.647232412,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,559,2003,8,Maryland,MD,RFC,Northeast,0.2,normal,"Tuesday, August 26, 2003",4:00:00 PM,"Friday, August 29, 2003",12:00:00 PM,severe weather,thunderstorm,NA,4080,625,133000,8.74,8.12,5.25,7.28,2668643,1649541,2603537,6957521,38.35623349,23.70874626,37.42046916,2060326,221830,13136,2295305,89.7626,9.6645,0.5723,48920,45858,1.066771338,1.7,5237,268879,1.947716259,2.2,5496269,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,560,2012,6,Maryland,MD,RFC,Northeast,-0.1,normal,"Wednesday, June 6, 2012",12:37:00 PM,"Wednesday, June 6, 2012",12:37:00 PM,intentional attack,vandalism,NA,0,0,0,13.14,10.62,7.94,11.4,2201600,2715416,456839,5418546,40.63082606,50.1133699,8.431025592,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,561,2013,6,Maryland,MD,RFC,Northeast,-0.2,normal,"Thursday, June 20, 2013",6:00:00 PM,"Friday, June 21, 2013",10:00:00 AM,intentional attack,vandalism,NA,960,NA,NA,13.98,10.9,8.4,11.97,2193345,2770335,364528,5372325,40.82673703,51.56677975,6.785293146,2218948,247168,8788,2474909,89.6578,9.9870,0.3551,53342,48396,1.102198529,-0.9,6502,316782,2.05251561,2.1,5936040,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,562,2012,9,Maryland,MD,RFC,Northeast,0.3,normal,"Saturday, September 8, 2012",3:40:00 PM,"Saturday, September 8, 2012",6:45:00 PM,severe weather,thunderstorm,NA,185,NA,65000,13.17,10.51,7.68,11.42,2126338,2524561,352229,5045543,42.14289721,50.03546695,6.980992928,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,563,2008,6,Maryland,MD,RFC,Northeast,-0.5,cold,"Wednesday, June 4, 2008",3:00:00 PM,"Thursday, June 5, 2008",1:00:00 PM,severe weather,thunderstorm,NA,1320,NA,249408,14.27,13.3,11.04,13.47,2281075,2826136,505319,5654256,40.34261979,49.98245569,8.936967127,2178595,241356,8733,2428689,89.7025,9.9377,0.3596,53471,48401,1.104749902,0.3,6206,303982,2.041568251,2.2,5684965,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,564,2016,4,Maryland,MD,RFC,Northeast,1.1,warm,"Thursday, April 14, 2016",4:49:00 PM,"Friday, April 15, 2016",8:42:00 PM,intentional attack,sabotage,NA,1673,0,0,14.37,11.01,7.91,12.14,1712475,2102894,298106,4158706,41.17807318,50.5660655,7.168239351,2288301,250939,8822,2548067,89.8054,9.8482,0.3462,55786,50660,1.101184366,2.6,6485,336094,1.929519718,2.2,6024752,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,565,2009,6,Maryland,MD,RFC,Northeast,0.4,normal,"Tuesday, June 9, 2009",5:25:00 PM,"Thursday, June 11, 2009",5:00:00 PM,severe weather,thunderstorm,NA,2855,60,85091,15.87,11.88,9.28,13.21,2051561,2637420,440682,5176902,39.62912568,50.94591321,8.512465563,2188390,242640,8773,2439808,89.6952,9.9450,0.3596,52922,46680,1.133718937,-1,5586,303265,1.841953407,2.1,5730388,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,566,2007,4,Maryland,MD,RFC,Northeast,-0.1,normal,"Monday, April 16, 2007",2:00:00 PM,"Wednesday, April 18, 2007",5:00:00 PM,severe weather,thunderstorm,NA,3060,160,138000,9.98,11.22,8.89,10.46,1943692,2287889,477038,4753488,40.88980555,48.13074105,10.03553601,2163625,239024,8586,2411240,89.7308,9.9129,0.3561,53290,49126,1.084761633,0.9,6060,301271,2.011478038,2.2,5653408,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,567,2011,3,Maryland,MD,RFC,Northeast,-0.7,cold,"Monday, March 14, 2011",7:30:00 AM,"Monday, March 14, 2011",4:55:00 PM,intentional attack,vandalism,NA,565,NA,NA,13.56,11.46,8.81,12.16,2201336,2405682,363170,5022748,43.82732321,47.89573357,7.230504099,2208015,245003,8900,2461923,89.6866,9.9517,0.3615,54062,47586,1.136090447,0.5,6549,315930,2.072927547,2.1,5844171,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,568,2012,10,Maryland,MD,RFC,Northeast,0.3,normal,"Wednesday, October 24, 2012",12:00:00 AM,"Wednesday, October 24, 2012",12:01:00 AM,intentional attack,vandalism,NA,1,0,0,13.03,10.54,8.22,11.31,1726552,2344747,340510,4452722,38.77520312,52.65873324,7.647232412,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,569,2012,10,Maryland,MD,RFC,Northeast,0.3,normal,"Tuesday, October 9, 2012",12:00:00 AM,"Tuesday, October 9, 2012",12:01:00 AM,intentional attack,vandalism,NA,1,0,0,13.03,10.54,8.22,11.31,1726552,2344747,340510,4452722,38.77520312,52.65873324,7.647232412,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,570,2003,8,Maryland,MD,RFC,Northeast,0.2,normal,"Tuesday, August 26, 2003",4:22:00 PM,"Sunday, August 31, 2003",6:00:00 PM,severe weather,thunderstorm,NA,7298,1500,153000,8.74,8.12,5.25,7.28,2668643,1649541,2603537,6957521,38.35623349,23.70874626,37.42046916,2060326,221830,13136,2295305,89.7626,9.6645,0.5723,48920,45858,1.066771338,1.7,5237,268879,1.947716259,2.2,5496269,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,571,2007,2,Maryland,MD,RFC,Northeast,0.4,normal,"Tuesday, February 13, 2007",5:00:00 PM,"Saturday, February 17, 2007",5:30:00 PM,severe weather,winter storm,NA,5790,400,155183,9.5,11.25,8.96,10.18,2947553,2383054,455294,5833935,50.52426878,40.84814109,7.804235049,2163625,239024,8586,2411240,89.7308,9.9129,0.3561,53290,49126,1.084761633,0.9,6060,301271,2.011478038,2.2,5653408,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,572,2010,7,Maryland,MD,RFC,Northeast,-0.9,cold,"Sunday, July 25, 2010",3:20:00 PM,"Tuesday, July 27, 2010",6:00:00 PM,severe weather,NA,NA,3040,480,124000,14.93,12.06,10.04,13.27,3167477,2997004,467714,6676731,47.44053639,44.88729589,7.005134698,2200368,244264,8766,2453403,89.6864,9.9561,0.3573,53775,47287,1.137204729,1.6,6320,311257,2.030476423,2.1,5788409,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,573,2011,8,Maryland,MD,RFC,Northeast,-0.6,cold,"Saturday, August 27, 2011",8:30:00 PM,"Sunday, September 4, 2011",11:30:00 PM,severe weather,NA,NA,11700,1114,760113,13.32,11.41,8.7,12.05,2739909,2867748,448613,6098191,44.92986527,47.02620826,7.356493098,2208015,245003,8900,2461923,89.6866,9.9517,0.3615,54062,47586,1.136090447,0.5,6549,315930,2.072927547,2.1,5844171,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,574,2012,6,Maryland,MD,RFC,Northeast,-0.1,normal,"Friday, June 29, 2012",10:43:00 PM,"Thursday, July 5, 2012",11:50:00 AM,severe weather,thunderstorm,NA,7987,1465,6.00E+05,13.14,10.62,7.94,11.4,2201600,2715416,456839,5418546,40.63082606,50.1133699,8.431025592,2212287,246868,8941,2468101,89.6352,10.0023,0.3623,53824,48156,1.117700806,-0.4,6643,317123,2.094770799,2.2,5890740,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,575,2015,4,Maryland,MD,RFC,Northeast,0.7,warm,"Tuesday, April 7, 2015",12:30:00 PM,"Tuesday, April 7, 2015",5:34:00 PM,system operability disruption,uncontrolled loss,NA,304,NA,NA,13.76,11.29,8.86,12.08,1733818,2151763,316020,4246043,40.83373626,50.67690082,7.442694292,2255556,249181,8821,2513563,89.7354,9.9135,0.3509,54388,49844,1.091164433,0.9,6063,327998,1.848486881,2,6006401,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,576,2005,7,Maryland,MD,RFC,Northeast,0,normal,"Wednesday, July 27, 2005",5:50:00 PM,"Saturday, July 30, 2005",9:07:00 PM,severe weather,thunderstorm,NA,4517,NA,64943,9.23,9.45,7.78,8.86,2913332,1834173,1996280,6782930,42.95093713,27.04101325,29.43093914,2115620,227818,13457,2356900,89.7628,9.6660,0.5710,52165,48090,1.084736952,2.9,5281,291726,1.810260313,2.2,5592379,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,577,2013,1,Maryland,MD,RFC,Northeast,-0.4,normal,"Wednesday, January 16, 2013",2:25:00 PM,"Wednesday, January 16, 2013",2:25:00 PM,intentional attack,vandalism,NA,0,NA,NA,12.5,10.29,8.16,11.22,2784622,2577614,333089,5745344,48.46745469,44.86439802,5.797546674,2218948,247168,8788,2474909,89.6578,9.9870,0.3551,53342,48396,1.102198529,-0.9,6502,316782,2.05251561,2.1,5936040,87.2,3.66,2511.4,1291.8,96,20.65,1.69,78.24439787,21.75560213,6.190552958 +,578,2006,7,Pennsylvania,PA,RFC,Northeast,0.1,normal,"Thursday, July 27, 2006",6:38:00 PM,"Saturday, July 29, 2006",9:36:00 PM,severe weather,thunderstorm,NA,3058,NA,167564,11,9.09,6.9,9.14,5239036,4295190,4182875,13779739,38.01984929,31.17032913,30.35525564,5190697,665763,28272,5884746,88.2060,11.3134,0.4804,45444,48909,0.929154143,1,11199,568535,1.969799573,4.2,12510809,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,579,2011,10,Pennsylvania,PA,RFC,Northeast,-0.9,cold,"Saturday, October 29, 2011",8:59:00 AM,"Monday, November 7, 2011",3:00:00 PM,severe weather,NA,NA,13381,NA,50000,13.65,9.95,7.47,10.22,3619715,3471533,4131963,11287927,32.06713686,30.75438918,36.60515345,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,580,2010,4,Pennsylvania,PA,RFC,Northeast,0.5,warm,"Friday, April 16, 2010",5:15:00 PM,"Sunday, April 18, 2010",5:00:00 PM,severe weather,thunderstorm,NA,2865,15,120000,12.93,10.22,7.55,10.15,3526158,3560570,3797153,10953611,32.19174024,32.50590148,34.66576456,5244278,678774,27293,5950361,88.1338,11.4073,0.4587,45731,47287,0.96709455,2,11684,581287,2.010022588,4,12712014,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,581,2011,5,Pennsylvania,PA,RFC,Northeast,-0.4,normal,"Monday, May 9, 2011",4:08:00 AM,"Monday, May 9, 2011",6:40:00 AM,intentional attack,vandalism,NA,152,630,NA,13.48,10.06,7.78,10.33,3602882,3429511,4047024,11160581,32.28220825,30.72878554,36.26176809,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,582,2013,9,Pennsylvania,PA,RFC,Northeast,-0.2,normal,"Tuesday, September 10, 2013",5:42:00 PM,"Wednesday, September 11, 2013",12:02:00 AM,system operability disruption,NA,NA,380,105,NA,13.31,9.23,6.91,9.84,4069245,3626047,4025680,11781478,34.53934218,30.77752214,34.16956684,5272857,689355,24601,5986817,88.0745,11.5145,0.4109,47159,48396,0.974440036,1.1,10908,602755,1.809690504,4.1,12783536,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,583,2010,2,Pennsylvania,PA,RFC,Northeast,1.2,warm,"Friday, February 5, 2010",10:30:00 PM,"Friday, February 12, 2010",12:00:00 PM,severe weather,winter storm,NA,9450,NA,57000,12.12,10.29,7.94,10.39,5252750,3723555,3427403,12495939,42.03565654,29.79812081,27.42813485,5244278,678774,27293,5950361,88.1338,11.4073,0.4587,45731,47287,0.96709455,2,11684,581287,2.010022588,4,12712014,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,584,2011,10,Pennsylvania,PA,RFC,Northeast,-0.9,cold,"Saturday, October 29, 2011",12:57:00 PM,"Thursday, November 3, 2011",11:00:00 PM,severe weather,NA,NA,7803,NA,146721,13.65,9.95,7.47,10.22,3619715,3471533,4131963,11287927,32.06713686,30.75438918,36.60515345,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,585,2008,6,Pennsylvania,PA,RFC,Northeast,-0.5,cold,"Tuesday, June 10, 2008",7:00:00 PM,"Saturday, June 14, 2008",3:59:00 PM,severe weather,thunderstorm,NA,5579,NA,198000,12.11,9.78,7.19,9.7,4376192,4104205,4257731,12815127,34.14864324,32.02625304,33.22425911,5231696,676337,27540,5935587,88.1412,11.3946,0.4640,45819,48401,0.946653995,0,11285,577879,1.952830956,4.1,12612285,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,586,2012,10,Pennsylvania,PA,RFC,Northeast,0.3,normal,"Monday, October 29, 2012",6:11:00 PM,"Sunday, November 4, 2012",10:50:00 PM,severe weather,hurricanes,Sandy,8979,NA,4.00E+05,12.8,9.34,7.17,9.66,3571272,3444346,3994781,11091812,32.19737226,31.05305066,36.01558519,5261381,687750,24963,5974108,88.0697,11.5122,0.4179,46648,48156,0.968685107,0.9,11230,595700,1.885177103,4.1,12772789,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,587,2006,9,Pennsylvania,PA,RFC,Northeast,0.5,warm,"Friday, September 1, 2006",3:00:00 PM,"Monday, September 4, 2006",11:00:00 PM,severe weather,hurricanes,Ernesto,4800,NA,146094,10.55,9.06,6.58,8.67,3768774,3866991,4038890,11738155,32.10703897,32.94377183,34.40821833,5190697,665763,28272,5884746,88.2060,11.3134,0.4804,45444,48909,0.929154143,1,11199,568535,1.969799573,4.2,12510809,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,588,2006,6,Pennsylvania,PA,RFC,Northeast,0,normal,"Thursday, June 1, 2006",6:00:00 PM,"Saturday, June 3, 2006",9:00:00 PM,severe weather,NA,NA,3060,NA,111555,10.99,9.38,6.66,8.97,3961045,3885456,4141690,12056707,32.85345659,32.22651094,34.35175127,5190697,665763,28272,5884746,88.2060,11.3134,0.4804,45444,48909,0.929154143,1,11199,568535,1.969799573,4.2,12510809,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,589,2010,9,Pennsylvania,PA,RFC,Northeast,-1.4,cold,"Wednesday, September 22, 2010",4:08:00 PM,"Sunday, September 26, 2010",12:00:00 AM,severe weather,thunderstorm,NA,4792,156,52000,12.95,10.18,7.96,10.42,4174056,4118733,3834068,12202753,34.20585502,33.75249011,31.41969685,5244278,678774,27293,5950361,88.1338,11.4073,0.4587,45731,47287,0.96709455,2,11684,581287,2.010022588,4,12712014,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,590,2012,7,Pennsylvania,PA,RFC,Northeast,0.1,normal,"Saturday, July 7, 2012",6:06:00 AM,"Monday, July 9, 2012",11:00:00 PM,severe weather,thunderstorm,NA,3894,NA,64500,12.62,9.34,7.28,9.98,5392296,4043251,4251476,13761069,39.18515342,29.38180893,30.89495445,5261381,687750,24963,5974108,88.0697,11.5122,0.4179,46648,48156,0.968685107,0.9,11230,595700,1.885177103,4.1,12772789,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,591,2005,6,Pennsylvania,PA,RFC,Northeast,0.2,normal,"Monday, June 6, 2005",4:43:00 PM,"Tuesday, June 7, 2005",10:00:00 PM,severe weather,thunderstorm,NA,1757,NA,143000,10.5,8.84,6.4,8.57,4188480,4045602,4180245,12481231,33.55822835,32.4134855,33.49224928,5154728,655717,28326,5838785,88.2843,11.2304,0.4851,45001,48090,0.935766272,1,11261,560259,2.009963249,4.5,12449990,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,592,2011,8,Pennsylvania,PA,RFC,Northeast,-0.6,cold,"Friday, August 26, 2011",12:30:00 AM,"Sunday, August 28, 2011",12:30:00 AM,severe weather,NA,NA,2880,NA,200717,13.63,10.19,7.87,10.79,5263950,3999799,4256832,13591088,38.73089483,29.42957179,31.3207596,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,593,2006,1,Pennsylvania,PA,RFC,Northeast,-0.7,cold,"Saturday, January 14, 2006",3:45:00 PM,"Monday, January 16, 2006",5:30:00 PM,severe weather,heavy wind,NA,2985,NA,142315,9.51,8.51,6.41,8.26,5167143,3820090,3891312,12958106,39.87575808,29.4803114,30.02994419,5190697,665763,28272,5884746,88.2060,11.3134,0.4804,45444,48909,0.929154143,1,11199,568535,1.969799573,4.2,12510809,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,594,2016,1,Pennsylvania,PA,RFC,Northeast,2.2,warm,"Monday, January 11, 2016",8:16:00 PM,"Monday, January 11, 2016",11:00:00 PM,intentional attack,vandalism,NA,164,0,0,13.87,9.43,7.1,10.52,5280279,3768904,3910701,13027791,40.53088509,28.92972416,30.01814352,5335555,696080,23372,6055013,88.1180,11.4959,0.3860,50978,50660,1.006277142,4.2,10659,651857,1.635174586,4.1,12787085,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,595,2010,9,Pennsylvania,PA,RFC,Northeast,-1.4,cold,"Wednesday, September 22, 2010",5:38:00 PM,"Friday, September 24, 2010",11:30:00 PM,severe weather,thunderstorm,NA,3232,389,82861,12.95,10.18,7.96,10.42,4174056,4118733,3834068,12202753,34.20585502,33.75249011,31.41969685,5244278,678774,27293,5950361,88.1338,11.4073,0.4587,45731,47287,0.96709455,2,11684,581287,2.010022588,4,12712014,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,596,2004,12,Pennsylvania,PA,RFC,Northeast,0.7,warm,"Wednesday, December 1, 2004",7:30:00 AM,"Thursday, December 2, 2004",10:09:00 PM,severe weather,wind/rain,NA,2319,NA,105312,9.14,8.23,5.82,7.82,4882015,3746820,3965767,12666515,38.54268518,29.58051208,31.30906173,5121901,646781,28350,5797045,88.3537,11.1571,0.4890,44536,47037,0.946829092,1.6,12359,552728,2.236000347,4.7,12410722,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,597,2003,7,Pennsylvania,PA,RFC,Northeast,0.1,normal,"Monday, July 21, 2003",5:15:00 PM,"Thursday, July 24, 2003",5:33:00 PM,severe weather,storm,NA,4338,750,185000,10.28,8.88,5.75,8.37,4563349,3928931,4086939,12637681,36.10906938,31.08901863,32.3393113,5082234,637255,28355,5747853,88.4197,11.0868,0.4933,43853,45858,0.956278076,1.6,12326,542660,2.271403826,5.3,12374658,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,598,2011,10,Pennsylvania,PA,RFC,Northeast,-0.9,cold,"Saturday, October 29, 2011",2:00:00 PM,"Monday, October 31, 2011",2:00:00 PM,severe weather,NA,NA,2880,NA,109335,13.65,9.95,7.47,10.22,3619715,3471533,4131963,11287927,32.06713686,30.75438918,36.60515345,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,599,2005,7,Pennsylvania,PA,RFC,Northeast,0,normal,"Wednesday, July 27, 2005",4:50:00 PM,"Thursday, July 28, 2005",9:24:00 PM,severe weather,thunderstorm,NA,1714,NA,93837,10.41,8.48,6.52,8.63,5308413,4311963,4148484,13836753,38.36458597,31.1631132,29.98162936,5154728,655717,28326,5838785,88.2843,11.2304,0.4851,45001,48090,0.935766272,1,11261,560259,2.009963249,4.5,12449990,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,600,2015,6,Pennsylvania,PA,RFC,Northeast,1,warm,"Tuesday, June 23, 2015",5:30:00 PM,"Tuesday, June 23, 2015",7:00:00 PM,severe weather,NA,NA,90,NA,2.00E+05,14.42,9.68,7.16,10.48,4164799,3611828,4029575,11872524,35.0793058,30.42173678,33.9403399,5304279,690881,23731,6018897,88.1271,11.4785,0.3943,48944,49844,0.981943664,1.5,10770,645808,1.667678319,4.4,12802503,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,601,2014,1,Pennsylvania,PA,RFC,Northeast,-0.5,cold,"Monday, January 6, 2014",7:50:00 PM,"Monday, January 6, 2014",8:49:00 PM,severe weather,winter,NA,59,200,62000,12.69,10.43,8.48,10.82,6195288,3893811,4219891,14385585,43.06594414,27.06744981,29.33416333,5289211,690549,24222,6003987,88.0950,11.5015,0.4034,48203,49091,0.981911145,2.2,10334,616378,1.676568599,4,12793767,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,602,2011,2,Pennsylvania,PA,RFC,Northeast,-1,cold,"Wednesday, February 2, 2011",3:00:00 AM,"Friday, February 4, 2011",11:59:00 PM,severe weather,winter storm,NA,4139,NA,213000,12.59,9.91,8,10.4,5287764,3570485,4089420,12992227,40.69944283,27.48170117,31.47589709,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,603,2012,10,Pennsylvania,PA,RFC,Northeast,0.3,normal,"Monday, October 29, 2012",5:30:00 PM,"Tuesday, November 6, 2012",12:00:00 AM,severe weather,hurricanes,Sandy,10530,NA,850000,12.8,9.34,7.17,9.66,3571272,3444346,3994781,11091812,32.19737226,31.05305066,36.01558519,5261381,687750,24963,5974108,88.0697,11.5122,0.4179,46648,48156,0.968685107,0.9,11230,595700,1.885177103,4.1,12772789,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,604,2008,9,Pennsylvania,PA,RFC,Northeast,-0.3,normal,"Sunday, September 14, 2008",5:00:00 PM,"Friday, September 19, 2008",12:38:00 PM,severe weather,heavy wind,NA,6938,72,124596,11.76,9.46,6.97,9.35,4019424,4070034,4196351,12355048,32.53264577,32.9422759,33.96466772,5231696,676337,27540,5935587,88.1412,11.3946,0.4640,45819,48401,0.946653995,0,11285,577879,1.952830956,4.1,12612285,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,605,2011,2,Pennsylvania,PA,RFC,Northeast,-1,cold,"Saturday, February 19, 2011",12:30:00 PM,"Sunday, February 20, 2011",4:00:00 AM,severe weather,storm,NA,930,NA,118000,12.59,9.91,8,10.4,5287764,3570485,4089420,12992227,40.69944283,27.48170117,31.47589709,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,606,2016,7,Pennsylvania,PA,RFC,Northeast,-0.3,normal,"Saturday, July 23, 2016",3:15:00 PM,"Saturday, July 23, 2016",7:53:00 PM,system operability disruption,voltage reduction,NA,278,87,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,5335555,696080,23372,6055013,88.1180,11.4959,0.3860,50978,50660,1.006277142,4.2,10659,651857,1.635174586,4.1,12787085,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,607,2008,9,Pennsylvania,PA,RFC,Northeast,-0.3,normal,"Sunday, September 14, 2008",7:00:00 PM,"Sunday, September 14, 2008",11:59:00 PM,severe weather,hurricanes,Ike,299,600,105000,11.76,9.46,6.97,9.35,4019424,4070034,4196351,12355048,32.53264577,32.9422759,33.96466772,5231696,676337,27540,5935587,88.1412,11.3946,0.4640,45819,48401,0.946653995,0,11285,577879,1.952830956,4.1,12612285,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,608,2010,3,Pennsylvania,PA,RFC,Northeast,0.9,warm,"Saturday, March 13, 2010",1:00:00 AM,"Tuesday, March 16, 2010",6:40:00 PM,severe weather,wind/rain,NA,5320,NA,177528,12.34,9.93,7.79,10.15,4523840,3879428,3811675,12284653,36.82513458,31.57946749,31.02794194,5244278,678774,27293,5950361,88.1338,11.4073,0.4587,45731,47287,0.96709455,2,11684,581287,2.010022588,4,12712014,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,609,2011,8,Pennsylvania,PA,RFC,Northeast,-0.6,cold,"Saturday, August 27, 2011",10:00:00 PM,"Monday, August 29, 2011",10:00:00 PM,severe weather,NA,NA,2880,NA,264000,13.63,10.19,7.87,10.79,5263950,3999799,4256832,13591088,38.73089483,29.42957179,31.3207596,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,610,2014,2,Pennsylvania,PA,RFC,Northeast,-0.5,cold,"Wednesday, February 5, 2014",5:00:00 AM,"Wednesday, February 5, 2014",5:01:00 AM,severe weather,snow/ice ,NA,1,NA,715000,13.37,10.53,8.65,11.17,5663185,3711757,3891306,13346603,42.43165845,27.8104998,29.15577844,5289211,690549,24222,6003987,88.0950,11.5015,0.4034,48203,49091,0.981911145,2.2,10334,616378,1.676568599,4,12793767,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,611,2011,7,Pennsylvania,PA,RFC,Northeast,-0.3,normal,"Friday, July 8, 2011",10:00:00 AM,"Monday, July 11, 2011",9:00:00 AM,intentional attack,vandalism,NA,4260,NA,NA,13.56,10.33,7.95,10.87,5398780,4047141,4172068,13684505,39.45177411,29.57462473,30.48753316,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,612,2008,9,Pennsylvania,PA,RFC,Northeast,-0.3,normal,"Monday, September 15, 2008",12:37:00 AM,"Friday, September 19, 2008",4:30:00 PM,severe weather,hurricanes,Ike,6713,546,160875,11.76,9.46,6.97,9.35,4019424,4070034,4196351,12355048,32.53264577,32.9422759,33.96466772,5231696,676337,27540,5935587,88.1412,11.3946,0.4640,45819,48401,0.946653995,0,11285,577879,1.952830956,4.1,12612285,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,613,2009,2,Pennsylvania,PA,RFC,Northeast,-0.6,cold,"Thursday, February 12, 2009",8:00:00 AM,"Sunday, February 15, 2009",10:00:00 PM,severe weather,heavy wind,NA,5160,130,132000,11,9.54,7.62,9.63,5137281,3777862,3263283,12255316,41.91879671,30.82631243,26.62748965,5235331,679215,27412,5941972,88.1076,11.4308,0.4613,44823,46680,0.960218509,-2.2,10404,567764,1.832451512,4,12666858,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,614,2012,7,Pennsylvania,PA,RFC,Northeast,0.1,normal,"Thursday, July 26, 2012",6:14:00 PM,"Friday, July 27, 2012",6:14:00 PM,severe weather,thunderstorm,NA,1440,NA,65112,12.62,9.34,7.28,9.98,5392296,4043251,4251476,13761069,39.18515342,29.38180893,30.89495445,5261381,687750,24963,5974108,88.0697,11.5122,0.4179,46648,48156,0.968685107,0.9,11230,595700,1.885177103,4.1,12772789,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,615,2007,8,Pennsylvania,PA,RFC,Northeast,-0.6,cold,"Thursday, August 9, 2007",2:53:00 PM,"Thursday, August 9, 2007",4:11:00 PM,severe weather,thunderstorm,NA,78,90,55000,11.57,9.38,6.84,9.39,5197894,4386594,4360585,14020374,37.07386123,31.28728235,31.10177375,5207370,667419,27857,5902660,88.2207,11.3071,0.4719,45834,49126,0.932988641,0.9,11525,575855,2.001371873,4.3,12563937,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,616,2006,7,Pennsylvania,PA,RFC,Northeast,0.1,normal,"Tuesday, July 18, 2006",6:36:00 PM,"Sunday, July 23, 2006",11:59:00 PM,severe weather,thunderstorm,NA,7523,NA,492955,11,9.09,6.9,9.14,5239036,4295190,4182875,13779739,38.01984929,31.17032913,30.35525564,5190697,665763,28272,5884746,88.2060,11.3134,0.4804,45444,48909,0.929154143,1,11199,568535,1.969799573,4.2,12510809,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,617,2014,2,Pennsylvania,PA,RFC,Northeast,-0.5,cold,"Wednesday, February 5, 2014",7:35:00 AM,"Friday, February 7, 2014",4:03:00 AM,severe weather,snow/ice ,NA,2668,NA,62159,13.37,10.53,8.65,11.17,5663185,3711757,3891306,13346603,42.43165845,27.8104998,29.15577844,5289211,690549,24222,6003987,88.0950,11.5015,0.4034,48203,49091,0.981911145,2.2,10334,616378,1.676568599,4,12793767,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,618,2014,1,Pennsylvania,PA,RFC,Northeast,-0.5,cold,"Tuesday, January 7, 2014",6:18:00 AM,"Tuesday, January 7, 2014",6:19:00 AM,severe weather,winter,NA,1,NA,NA,12.69,10.43,8.48,10.82,6195288,3893811,4219891,14385585,43.06594414,27.06744981,29.33416333,5289211,690549,24222,6003987,88.0950,11.5015,0.4034,48203,49091,0.981911145,2.2,10334,616378,1.676568599,4,12793767,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,619,2010,7,Pennsylvania,PA,RFC,Northeast,-0.9,cold,"Wednesday, July 7, 2010",4:13:00 PM,"Wednesday, July 7, 2010",10:29:00 PM,equipment failure,transmission,NA,376,NA,43903,13.33,10.35,8.02,10.84,5573435,4464279,4068122,14178091,39.31019345,31.48716566,28.69301657,5244278,678774,27293,5950361,88.1338,11.4073,0.4587,45731,47287,0.96709455,2,11684,581287,2.010022588,4,12712014,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,620,2011,5,Pennsylvania,PA,RFC,Northeast,-0.4,normal,"Thursday, May 26, 2011",7:56:00 PM,"Friday, May 27, 2011",6:00:00 PM,severe weather,NA,NA,1324,150,120001,13.48,10.06,7.78,10.33,3602882,3429511,4047024,11160581,32.28220825,30.72878554,36.26176809,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,621,2014,2,Pennsylvania,PA,RFC,Northeast,-0.5,cold,"Wednesday, February 5, 2014",1:00:00 AM,"Sunday, February 9, 2014",8:40:00 PM,severe weather,snow/ice ,NA,6940,NA,144000,13.37,10.53,8.65,11.17,5663185,3711757,3891306,13346603,42.43165845,27.8104998,29.15577844,5289211,690549,24222,6003987,88.0950,11.5015,0.4034,48203,49091,0.981911145,2.2,10334,616378,1.676568599,4,12793767,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,622,2008,3,Pennsylvania,PA,RFC,Northeast,-1.1,cold,"Saturday, March 8, 2008",4:00:00 PM,"Monday, March 10, 2008",1:44:00 PM,severe weather,NA,NA,2684,NA,168449,10.72,9.08,7.04,9.06,4887104,3968365,4000331,12923209,37.8164897,30.70727247,30.9546259,5231696,676337,27540,5935587,88.1412,11.3946,0.4640,45819,48401,0.946653995,0,11285,577879,1.952830956,4.1,12612285,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,623,2014,1,Pennsylvania,PA,RFC,Northeast,-0.5,cold,"Monday, January 6, 2014",7:50:00 PM,"Monday, January 6, 2014",8:44:00 PM,severe weather,winter,NA,54,NA,NA,12.69,10.43,8.48,10.82,6195288,3893811,4219891,14385585,43.06594414,27.06744981,29.33416333,5289211,690549,24222,6003987,88.0950,11.5015,0.4034,48203,49091,0.981911145,2.2,10334,616378,1.676568599,4,12793767,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,624,2011,10,Pennsylvania,PA,RFC,Northeast,-0.9,cold,"Tuesday, October 18, 2011",3:45:00 AM,"Tuesday, October 18, 2011",5:25:00 AM,intentional attack,vandalism,NA,100,0,0,13.65,9.95,7.47,10.22,3619715,3471533,4131963,11287927,32.06713686,30.75438918,36.60515345,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,625,2002,12,Pennsylvania,PA,RFC,Northeast,1.1,warm,"Wednesday, December 25, 2002",5:00:00 PM,"Thursday, December 26, 2002",5:00:00 AM,severe weather,winter storm,NA,720,250,106000,9.17,8.28,5.75,7.88,4808375,3650427,3754786,12337305,38.97427355,29.58852845,30.43441011,5048925,624663,28414,5711216,88.4037,10.9375,0.4975,43153,45097,0.95689292,0.8,13262,532116,2.492313706,5.7,12331031,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,626,2011,8,Pennsylvania,PA,RFC,Northeast,-0.6,cold,"Sunday, August 28, 2011",2:58:00 AM,"Tuesday, August 30, 2011",2:58:00 AM,severe weather,NA,NA,2880,110,284000,13.63,10.19,7.87,10.79,5263950,3999799,4256832,13591088,38.73089483,29.42957179,31.3207596,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,627,2012,7,Pennsylvania,PA,RFC,Northeast,0.1,normal,"Thursday, July 26, 2012",6:21:00 PM,"Saturday, July 28, 2012",11:30:00 PM,severe weather,thunderstorm,NA,3189,NA,65000,12.62,9.34,7.28,9.98,5392296,4043251,4251476,13761069,39.18515342,29.38180893,30.89495445,5261381,687750,24963,5974108,88.0697,11.5122,0.4179,46648,48156,0.968685107,0.9,11230,595700,1.885177103,4.1,12772789,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,628,2002,12,Pennsylvania,PA,RFC,Northeast,1.1,warm,"Wednesday, December 25, 2002",10:00:00 AM,"Friday, December 27, 2002",8:30:00 AM,severe weather,winter storm,NA,2790,NA,95630,9.17,8.28,5.75,7.88,4808375,3650427,3754786,12337305,38.97427355,29.58852845,30.43441011,5048925,624663,28414,5711216,88.4037,10.9375,0.4975,43153,45097,0.95689292,0.8,13262,532116,2.492313706,5.7,12331031,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,629,2011,10,Pennsylvania,PA,RFC,Northeast,-0.9,cold,"Saturday, October 29, 2011",8:59:00 AM,"Monday, November 7, 2011",7:58:00 PM,severe weather,NA,NA,13679,NA,312359,13.65,9.95,7.47,10.22,3619715,3471533,4131963,11287927,32.06713686,30.75438918,36.60515345,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,630,2011,10,Pennsylvania,PA,RFC,Northeast,-0.9,cold,"Monday, October 24, 2011",11:37:00 PM,"Wednesday, October 26, 2011",11:00:00 PM,intentional attack,vandalism,NA,2843,0,0,13.65,9.95,7.47,10.22,3619715,3471533,4131963,11287927,32.06713686,30.75438918,36.60515345,5249827,684757,25047,5959646,88.0896,11.4899,0.4203,46239,47586,0.971693355,1.1,12020,589271,2.039808509,4.2,12745202,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,631,2012,10,Pennsylvania,PA,RFC,Northeast,0.3,normal,"Monday, October 29, 2012",4:00:00 PM,"Wednesday, November 7, 2012",11:48:00 PM,severe weather,hurricanes,Sandy,13488,NA,270000,12.8,9.34,7.17,9.66,3571272,3444346,3994781,11091812,32.19737226,31.05305066,36.01558519,5261381,687750,24963,5974108,88.0697,11.5122,0.4179,46648,48156,0.968685107,0.9,11230,595700,1.885177103,4.1,12772789,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,632,2015,10,Pennsylvania,PA,RFC,Northeast,2,warm,"Wednesday, October 28, 2015",1:38:00 PM,"Thursday, October 29, 2015",5:00:00 PM,intentional attack,NA,NA,1642,NA,35000,14.49,9.6,7.12,10.27,3527683,3442372,3955694,10995382,32.08331461,31.30743434,35.97595791,5304279,690881,23731,6018897,88.1271,11.4785,0.3943,48944,49844,0.981943664,1.5,10770,645808,1.667678319,4.4,12802503,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,633,2010,6,Pennsylvania,PA,RFC,Northeast,-0.4,normal,"Thursday, June 24, 2010",3:30:00 PM,"Tuesday, June 29, 2010",11:59:00 PM,severe weather,thunderstorm,NA,7709,NA,355000,13.3,10.26,7.5,10.49,4596625,4233058,3928879,12835148,35.81279312,32.98020405,30.61031318,5244278,678774,27293,5950361,88.1338,11.4073,0.4587,45731,47287,0.96709455,2,11684,581287,2.010022588,4,12712014,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,634,2010,2,Pennsylvania,PA,RFC,Northeast,1.2,warm,"Tuesday, February 9, 2010",6:00:00 PM,"Sunday, February 14, 2010",4:00:00 PM,severe weather,winter storm,NA,7080,NA,223000,12.12,10.29,7.94,10.39,5252750,3723555,3427403,12495939,42.03565654,29.79812081,27.42813485,5244278,678774,27293,5950361,88.1338,11.4073,0.4587,45731,47287,0.96709455,2,11684,581287,2.010022588,4,12712014,78.66,7.98,2123.4,1528.6,67.7,10.52,1.48,97.15334173,2.848829635,1.222477961 +,635,2011,7,Kentucky,KY,SERC,Central,-0.3,normal,"Thursday, July 28, 2011",7:26:00 AM,"Friday, July 29, 2011",7:26:00 AM,fuel supply emergency,Coal,NA,1440,NA,NA,9.24,8.42,5.72,7.62,2946531,1941607,3300055,8188193,35.98511906,23.71227693,40.30260401,1928523,294450,7426,2230399,86.4654,13.2017,0.3329,38007,47586,0.798701299,1.3,3204,166091,1.929062984,0.9,4367882,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,636,2014,1,Kentucky,KY,RFC,Central,-0.5,cold,"Monday, January 6, 2014",10:00:00 PM,"Monday, January 6, 2014",10:01:00 PM,severe weather,winter,NA,1,NA,NA,9.5,8.97,6.13,8.21,3314347,1758718,2689755,7762820,42.69514171,22.65565864,34.64919965,1939489,297182,7376,2244047,86.4282,13.2431,0.3287,38860,49091,0.791591127,0.8,2725,171507,1.588856432,0.9,4412617,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,637,2009,2,Kentucky,KY,RFC,Central,-0.6,cold,"Wednesday, February 11, 2009",7:00:00 PM,"Thursday, February 12, 2009",11:00:00 PM,severe weather,thunderstorm,NA,1680,NA,78000,8.26,7.85,5,6.68,2585101,1456074,3445861,7487036,34.52769561,19.44793641,46.02436799,1924888,294225,7058,2226171,86.4663,13.2166,0.3170,36162,46680,0.774678663,-4.5,2803,156113,1.795494289,0.9,4317074,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,638,2011,8,Kentucky,KY,SERC,Central,-0.6,cold,"Saturday, August 13, 2011",4:41:00 PM,"Sunday, August 14, 2011",7:00:00 PM,severe weather,NA,NA,1579,NA,181700,9.19,8.49,5.7,7.6,2917953,1857170,3313264,8088387,36.07583317,22.96094388,40.96322295,1928523,294450,7426,2230399,86.4654,13.2017,0.3329,38007,47586,0.798701299,1.3,3204,166091,1.929062984,0.9,4367882,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,639,2009,5,Kentucky,KY,SERC,Central,0.2,normal,"Friday, May 29, 2009",9:05:00 AM,"Friday, May 29, 2009",7:57:00 PM,equipment failure,transmission,NA,652,342,NA,8.56,7.52,4.88,6.42,1703976,1531255,3468955,6704186,25.41659793,22.84028218,51.7431199,1924888,294225,7058,2226171,86.4663,13.2166,0.3170,36162,46680,0.774678663,-4.5,2803,156113,1.795494289,0.9,4317074,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,640,2015,6,Kentucky,KY,SERC,Central,1,warm,"Monday, June 1, 2015",12:27:00 AM,"Monday, June 1, 2015",2:15:00 AM,intentional attack,vandalism,NA,108,2,110,10.05,9.12,5.39,7.95,2200986,1672623,2569218,6442827,34.16180506,25.96101059,39.87718435,1947068,299462,7392,2253922,86.3858,13.2863,0.3280,39181,49844,0.786072546,0.8,2617,169892,1.540390366,0.9,4425092,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,641,2008,9,Kentucky,KY,RFC,Central,-0.3,normal,"Sunday, September 14, 2008",11:30:00 AM,"Sunday, September 14, 2008",4:30:00 PM,severe weather,hurricanes,Ike,300,NA,375000,7.96,7.58,5.1,6.46,2201793,1722106,3843767,7767665,28.34562253,22.17018885,49.48420149,1928082,296069,6304,2230455,86.4434,13.2739,0.2826,37858,48401,0.782173922,-0.9,2892,162406,1.780722387,0.8,4289878,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,642,2008,2,Kentucky,KY,SERC,Central,-1.3,cold,"Tuesday, February 5, 2008",10:00:00 PM,"Wednesday, February 6, 2008",3:00:00 PM,severe weather,NA,NA,1020,NA,76000,7.23,6.95,4.22,5.72,2693254,1553170,3966272,8212696,32.7937866,18.91181653,48.29439687,1928082,296069,6304,2230455,86.4434,13.2739,0.2826,37858,48401,0.782173922,-0.9,2892,162406,1.780722387,0.8,4289878,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,643,2009,1,Kentucky,KY,RFC,Central,-0.7,cold,"Tuesday, January 27, 2009",5:00:00 AM,"Thursday, January 29, 2009",4:30:00 PM,severe weather,winter storm,NA,3570,NA,383000,8.17,7.51,4.88,6.55,3015618,1630325,3836953,8482896,35.54939257,19.2189672,45.23164023,1924888,294225,7058,2226171,86.4663,13.2166,0.3170,36162,46680,0.774678663,-4.5,2803,156113,1.795494289,0.9,4317074,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,644,2009,1,Kentucky,KY,SERC,Central,-0.7,cold,"Tuesday, January 27, 2009",5:03:00 AM,"Saturday, January 31, 2009",5:15:00 PM,severe weather,winter storm,NA,6492,600,190000,8.17,7.51,4.88,6.55,3015618,1630325,3836953,8482896,35.54939257,19.2189672,45.23164023,1924888,294225,7058,2226171,86.4663,13.2166,0.3170,36162,46680,0.774678663,-4.5,2803,156113,1.795494289,0.9,4317074,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,645,2008,2,Kentucky,KY,RFC,Central,-1.3,cold,"Monday, February 25, 2008",8:00:00 AM,"Wednesday, March 12, 2008",8:00:00 PM,fuel supply emergency,NA,NA,23700,NA,0,7.23,6.95,4.22,5.72,2693254,1553170,3966272,8212696,32.7937866,18.91181653,48.29439687,1928082,296069,6304,2230455,86.4434,13.2739,0.2826,37858,48401,0.782173922,-0.9,2892,162406,1.780722387,0.8,4289878,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,646,2008,9,Kentucky,KY,RFC,Central,-0.3,normal,"Sunday, September 14, 2008",10:01:00 AM,"Sunday, September 21, 2008",5:00:00 PM,severe weather,heavy wind,NA,10499,70,18000,7.96,7.58,5.1,6.46,2201793,1722106,3843767,7767665,28.34562253,22.17018885,49.48420149,1928082,296069,6304,2230455,86.4434,13.2739,0.2826,37858,48401,0.782173922,-0.9,2892,162406,1.780722387,0.8,4289878,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,647,2009,1,Kentucky,KY,RFC,Central,-0.7,cold,"Wednesday, January 28, 2009",4:00:00 AM,"Saturday, February 7, 2009",5:00:00 PM,severe weather,winter storm,NA,15180,21,3500,8.17,7.51,4.88,6.55,3015618,1630325,3836953,8482896,35.54939257,19.2189672,45.23164023,1924888,294225,7058,2226171,86.4663,13.2166,0.3170,36162,46680,0.774678663,-4.5,2803,156113,1.795494289,0.9,4317074,58.38,17.39,1795.8,1351.7,47.4,3.57,1.41,97.71827361,2.279251633,2.279251633 +,648,2011,10,Utah,UT,WECC,Southwest,-0.9,cold,"Thursday, October 6, 2011",11:07:00 AM,"Thursday, October 6, 2011",11:07:00 AM,intentional attack,vandalism,NA,0,0,0,9.35,8.03,5.63,7.61,679587,844530,778380,2305683,29.47443339,36.62819217,33.75919413,946468,122363,9378,1078210,87.7814,11.3487,0.8698,42521,47586,0.893561131,1.3,1643,119710,1.372483502,0.7,2816440,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,649,2015,10,Utah,UT,WECC,Southwest,2,warm,"Tuesday, October 13, 2015",6:30:00 AM,"Tuesday, October 13, 2015",8:30:00 AM,intentional attack,vandalism,NA,120,0,0,10.58,8.9,6.26,8.53,675951,949262,769136,2399055,28.17571919,39.5681633,32.05995694,1021839,121310,9570,1152720,88.6459,10.5238,0.8302,43798,49844,0.878701549,1.5,1522,132507,1.148618564,0.6,2995919,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,650,2014,5,Utah,UT,WECC,Southwest,-0.1,normal,"Monday, May 12, 2014",1:14:00 PM,"Monday, May 12, 2014",1:15:00 PM,intentional attack,vandalism,NA,1,NA,NA,10.7,9.03,6.02,8.42,631492,914997,840459,2392042,26.39970368,38.2517113,35.13562889,1000416,117921,9658,1127996,88.6897,10.4540,0.8562,43154,49091,0.879061335,0.8,1537,126997,1.210264809,0.6,2944498,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,651,2013,11,Utah,UT,WECC,Southwest,-0.3,normal,"Sunday, November 24, 2013",7:38:00 AM,"Sunday, November 24, 2013",7:39:00 AM,intentional attack,vandalism,NA,1,NA,NA,10.04,7.98,5.34,7.58,642780,839683,857844,2344232,27.41964106,35.81910835,36.59381836,981194,116263,9629,1107087,88.6284,10.5017,0.8698,42796,48396,0.884287958,1.2,1621,124229,1.304848304,0.7,2903685,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,652,2013,11,Utah,UT,WECC,Southwest,-0.3,normal,"Saturday, November 16, 2013",3:15:00 PM,"Saturday, November 16, 2013",3:16:00 PM,intentional attack,vandalism,NA,1,NA,NA,10.04,7.98,5.34,7.58,642780,839683,857844,2344232,27.41964106,35.81910835,36.59381836,981194,116263,9629,1107087,88.6284,10.5017,0.8698,42796,48396,0.884287958,1.2,1621,124229,1.304848304,0.7,2903685,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,653,2013,12,Utah,UT,WECC,Southwest,-0.3,normal,"Monday, December 30, 2013",11:00:00 AM,"Monday, December 30, 2013",11:01:00 AM,intentional attack,NA,NA,1,NA,NA,9.98,7.65,5.35,7.7,889755,941971,852603,2689898,33.0776483,35.01883715,31.69648068,981194,116263,9629,1107087,88.6284,10.5017,0.8698,42796,48396,0.884287958,1.2,1621,124229,1.304848304,0.7,2903685,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,654,2014,1,Utah,UT,RFC,Southwest,-0.5,cold,"Monday, January 6, 2014",2:37:00 PM,"Monday, January 6, 2014",2:38:00 PM,intentional attack,vandalism,NA,1,NA,NA,9.93,7.62,5.53,7.66,805178,925701,838096,2574185,31.27894848,35.96093521,32.55772215,1000416,117921,9658,1127996,88.6897,10.4540,0.8562,43154,49091,0.879061335,0.8,1537,126997,1.210264809,0.6,2944498,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,655,2015,4,Utah,UT,WECC,Southwest,0.7,warm,"Wednesday, April 1, 2015",6:25:00 PM,"Wednesday, April 1, 2015",6:26:00 PM,intentional attack,vandalism,NA,1,NA,37,10.58,8.46,5.94,8.14,574553,866671,770715,2216016,25.92729475,39.10941979,34.77930665,1021839,121310,9570,1152720,88.6459,10.5238,0.8302,43798,49844,0.878701549,1.5,1522,132507,1.148618564,0.6,2995919,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,656,2016,1,Utah,UT,WECC,Southwest,2.2,warm,"Sunday, January 17, 2016",12:00:00 PM,"Sunday, January 17, 2016",1:00:00 PM,intentional attack,sabotage,NA,60,0,0,10.54,8.19,5.74,8.2,821754,953565,780953,2560849,32.08912357,37.23628375,30.4958629,1041823,124540,9570,1175934,88.5954,10.5907,0.8138,44947,50660,0.887228583,2.6,1576,136833,1.151768945,0.7,3044321,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,657,2015,4,Utah,UT,WECC,Southwest,0.7,warm,"Thursday, April 2, 2015",7:04:00 AM,"Thursday, April 2, 2015",8:57:00 AM,intentional attack,vandalism,NA,113,6,5763,10.58,8.46,5.94,8.14,574553,866671,770715,2216016,25.92729475,39.10941979,34.77930665,1021839,121310,9570,1152720,88.6459,10.5238,0.8302,43798,49844,0.878701549,1.5,1522,132507,1.148618564,0.6,2995919,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,658,2016,5,Utah,UT,WECC,Southwest,0.6,warm,"Thursday, May 19, 2016",9:36:00 PM,"Friday, May 20, 2016",1:00:00 AM,system operability disruption,uncontrolled loss,NA,204,461,85179,11.01,9.32,6.18,8.7,601921,889552,771429,2267401,26.54673787,39.23223109,34.02261003,1041823,124540,9570,1175934,88.5954,10.5907,0.8138,44947,50660,0.887228583,2.6,1576,136833,1.151768945,0.7,3044321,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,659,2015,10,Utah,UT,WECC,Southwest,2,warm,"Friday, October 16, 2015",12:25:00 PM,"Friday, October 16, 2015",12:56:00 PM,intentional attack,vandalism,NA,31,0,0,10.58,8.9,6.26,8.53,675951,949262,769136,2399055,28.17571919,39.5681633,32.05995694,1021839,121310,9570,1152720,88.6459,10.5238,0.8302,43798,49844,0.878701549,1.5,1522,132507,1.148618564,0.6,2995919,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,660,2011,7,Utah,UT,WECC,Southwest,-0.3,normal,"Tuesday, July 5, 2011",10:40:00 AM,"Tuesday, July 5, 2011",11:37:00 AM,intentional attack,vandalism,NA,57,0,0,9.44,7.65,5.56,7.7,998446,976611,790341,2768207,36.06832871,35.27955099,28.55064668,946468,122363,9378,1078210,87.7814,11.3487,0.8698,42521,47586,0.893561131,1.3,1643,119710,1.372483502,0.7,2816440,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,661,2014,1,Utah,UT,WECC,Southwest,-0.5,cold,"Wednesday, January 15, 2014",2:32:00 PM,"Wednesday, January 15, 2014",2:45:00 PM,intentional attack,vandalism,NA,13,NA,NA,9.93,7.62,5.53,7.66,805178,925701,838096,2574185,31.27894848,35.96093521,32.55772215,1000416,117921,9658,1127996,88.6897,10.4540,0.8562,43154,49091,0.879061335,0.8,1537,126997,1.210264809,0.6,2944498,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,662,2013,12,Utah,UT,WECC,Southwest,-0.3,normal,"Friday, December 6, 2013",8:47:00 AM,"Friday, December 6, 2013",8:49:00 AM,intentional attack,vandalism,NA,2,NA,NA,9.98,7.65,5.35,7.7,889755,941971,852603,2689898,33.0776483,35.01883715,31.69648068,981194,116263,9629,1107087,88.6284,10.5017,0.8698,42796,48396,0.884287958,1.2,1621,124229,1.304848304,0.7,2903685,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,663,2011,4,Utah,UT,WECC,Southwest,-0.5,cold,"Monday, April 11, 2011",5:40:00 PM,"Monday, April 11, 2011",5:51:00 PM,intentional attack,vandalism,NA,11,0,0,8.44,6.94,4.67,6.58,623956,803267,758696,2188325,28.5129494,36.70693339,34.67017011,946468,122363,9378,1078210,87.7814,11.3487,0.8698,42521,47586,0.893561131,1.3,1643,119710,1.372483502,0.7,2816440,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,664,2007,7,Utah,UT,WECC,Southwest,-0.4,normal,"Monday, July 16, 2007",4:17:00 PM,"Monday, July 16, 2007",9:00:00 PM,severe weather,wildfire,NA,283,306,NA,8.83,6.78,5.32,7.18,1099904,1029210,759156,2890938,38.04661324,35.60124776,26.25985061,909388,111576,9461,1030430,88.2533,10.8281,0.9182,45332,49126,0.92277002,2.9,1560,117761,1.324717012,0.7,2597746,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,665,2011,5,Utah,UT,WECC,Southwest,-0.4,normal,"Friday, May 13, 2011",6:00:00 AM,"Friday, May 13, 2011",6:00:00 AM,intentional attack,vandalism,NA,0,0,0,8.92,7.57,4.92,6.95,568816,816538,804839,2192416,25.94471122,37.24375301,36.71014078,946468,122363,9378,1078210,87.7814,11.3487,0.8698,42521,47586,0.893561131,1.3,1643,119710,1.372483502,0.7,2816440,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,666,2013,11,Utah,UT,WECC,Southwest,-0.3,normal,"Wednesday, November 20, 2013",3:08:00 AM,"Wednesday, November 20, 2013",3:09:00 AM,intentional attack,vandalism,NA,1,NA,NA,10.04,7.98,5.34,7.58,642780,839683,857844,2344232,27.41964106,35.81910835,36.59381836,981194,116263,9629,1107087,88.6284,10.5017,0.8698,42796,48396,0.884287958,1.2,1621,124229,1.304848304,0.7,2903685,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,667,2008,2,Utah,UT,WECC,Southwest,-1.3,cold,"Thursday, February 14, 2008",8:15:00 AM,"Thursday, February 14, 2008",10:46:00 PM,system operability disruption,NA,NA,871,2818,74031,7.78,6.25,4.22,5.99,636025,803908,765305,2208136,28.80370593,36.40663437,34.65841778,924826,115149,9427,1049410,88.1282,10.9727,0.8983,43576,48401,0.900311977,-3.9,1606,116045,1.383945883,0.7,2663029,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,668,2011,12,Utah,UT,WECC,Southwest,-0.9,cold,"Thursday, December 1, 2011",10:00:00 AM,"Friday, December 2, 2011",1:11:00 PM,severe weather,NA,NA,1631,NA,60000,8.95,6.96,5.01,6.98,832018,874914,819455,2529857,32.88794584,34.58353575,32.39135651,946468,122363,9378,1078210,87.7814,11.3487,0.8698,42521,47586,0.893561131,1.3,1643,119710,1.372483502,0.7,2816440,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,669,2011,4,Utah,UT,WECC,Southwest,-0.5,cold,"Tuesday, April 26, 2011",1:04:00 PM,"Tuesday, April 26, 2011",2:00:00 PM,intentional attack,vandalism,NA,56,0,0,8.44,6.94,4.67,6.58,623956,803267,758696,2188325,28.5129494,36.70693339,34.67017011,946468,122363,9378,1078210,87.7814,11.3487,0.8698,42521,47586,0.893561131,1.3,1643,119710,1.372483502,0.7,2816440,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,670,2016,6,Utah,UT,WECC,Southwest,0.1,normal,"Tuesday, June 7, 2016",12:00:00 PM,"Tuesday, June 7, 2016",12:15:00 PM,intentional attack,sabotage,NA,15,0,0,11.51,9.78,7.45,9.71,925611,1048114,765660,2743924,33.7331136,38.1976323,27.90383407,1041823,124540,9570,1175934,88.5954,10.5907,0.8138,44947,50660,0.887228583,2.6,1576,136833,1.151768945,0.7,3044321,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,671,2011,2,Utah,UT,WECC,Southwest,-1,cold,"Friday, February 25, 2011",10:30:00 AM,"Friday, February 25, 2011",10:45:00 AM,intentional attack,vandalism,NA,15,0,0,8.33,6.85,4.7,6.58,685981,775791,752017,2216458,30.94942471,35.00138509,33.92877284,946468,122363,9378,1078210,87.7814,11.3487,0.8698,42521,47586,0.893561131,1.3,1643,119710,1.372483502,0.7,2816440,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,672,2015,2,Utah,UT,WECC,Southwest,0.5,warm,"Sunday, February 1, 2015",11:24:00 AM,"Sunday, February 1, 2015",11:44:00 AM,intentional attack,vandalism,NA,20,NA,NA,10.47,8.31,5.78,8.01,593109,835540,767246,2200942,26.94796137,37.96283591,34.85989181,1021839,121310,9570,1152720,88.6459,10.5238,0.8302,43798,49844,0.878701549,1.5,1522,132507,1.148618564,0.6,2995919,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,673,2016,4,Utah,UT,WECC,Southwest,1.1,warm,"Friday, April 15, 2016",10:00:00 AM,"Friday, April 15, 2016",11:00:00 AM,intentional attack,vandalism,NA,60,0,0,10.71,8.49,5.99,8.28,587294,881087,704393,2177281,26.97373467,40.46730762,32.35195641,1041823,124540,9570,1175934,88.5954,10.5907,0.8138,44947,50660,0.887228583,2.6,1576,136833,1.151768945,0.7,3044321,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,674,2014,3,Utah,UT,WECC,Southwest,-0.4,normal,"Monday, March 24, 2014",11:07:00 AM,"Monday, March 24, 2014",11:08:00 AM,intentional attack,vandalism,NA,1,NA,NA,10.08,8.19,5.73,7.9,656230,871650,785620,2318322,28.30624909,37.59831464,33.887441,1000416,117921,9658,1127996,88.6897,10.4540,0.8562,43154,49091,0.879061335,0.8,1537,126997,1.210264809,0.6,2944498,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,675,2011,8,Utah,UT,WECC,Southwest,-0.6,cold,"Monday, August 15, 2011",2:05:00 AM,"Monday, August 15, 2011",3:40:00 AM,intentional attack,vandalism,NA,95,0,0,9.55,7.39,5.39,7.58,984579,1021136,809324,2818384,34.93416795,36.23125876,28.71588825,946468,122363,9378,1078210,87.7814,11.3487,0.8698,42521,47586,0.893561131,1.3,1643,119710,1.372483502,0.7,2816440,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,676,2011,9,Utah,UT,WECC,Southwest,-0.8,cold,"Wednesday, September 14, 2011",9:00:00 AM,"Wednesday, September 14, 2011",2:00:00 PM,intentional attack,vandalism,NA,300,0,0,9.43,7.96,5.74,7.77,773599,985780,729343,2492126,31.04172903,39.5557849,29.26589587,946468,122363,9378,1078210,87.7814,11.3487,0.8698,42521,47586,0.893561131,1.3,1643,119710,1.372483502,0.7,2816440,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,677,2014,3,Utah,UT,WECC,Southwest,-0.4,normal,"Wednesday, March 5, 2014",5:06:00 PM,"Wednesday, March 5, 2014",5:07:00 PM,intentional attack,NA,NA,1,NA,NA,10.08,8.19,5.73,7.9,656230,871650,785620,2318322,28.30624909,37.59831464,33.887441,1000416,117921,9658,1127996,88.6897,10.4540,0.8562,43154,49091,0.879061335,0.8,1537,126997,1.210264809,0.6,2944498,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,678,2011,3,Utah,UT,WECC,Southwest,-0.7,cold,"Sunday, March 6, 2011",2:54:00 AM,"Tuesday, March 8, 2011",8:00:00 AM,intentional attack,vandalism,NA,3186,NA,0,8.35,6.86,4.78,6.59,652610,857015,756104,2268269,28.77127889,37.78277621,33.33396524,946468,122363,9378,1078210,87.7814,11.3487,0.8698,42521,47586,0.893561131,1.3,1643,119710,1.372483502,0.7,2816440,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,679,2011,4,Utah,UT,WECC,Southwest,-0.5,cold,"Thursday, April 21, 2011",7:15:00 AM,"Thursday, April 21, 2011",4:50:00 PM,intentional attack,vandalism,NA,575,0,0,8.44,6.94,4.67,6.58,623956,803267,758696,2188325,28.5129494,36.70693339,34.67017011,946468,122363,9378,1078210,87.7814,11.3487,0.8698,42521,47586,0.893561131,1.3,1643,119710,1.372483502,0.7,2816440,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,680,2010,7,Utah,UT,WECC,Southwest,-0.9,cold,"Friday, July 23, 2010",10:00:00 AM,"Saturday, July 24, 2010",11:55:00 PM,public appeal,NA,NA,2275,NA,NA,9.45,7.53,5.66,7.73,1060924,1037618,788519,2889635,36.71481,35.90827215,27.28784085,936602,122340,9431,1068383,87.6654,11.4509,0.8827,41993,47287,0.88804534,-0.1,1594,116503,1.368205111,0.7,2775426,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,681,2009,7,Utah,UT,WECC,Southwest,0.5,warm,"Tuesday, July 28, 2009",8:18:00 PM,"Tuesday, July 28, 2009",8:33:00 PM,equipment failure,substation,NA,15,316,NA,9.05,7.42,5.49,7.49,1031439,1010756,764320,2809233,36.71603601,35.97978523,27.20742637,932016,117905,9480,1059410,87.9750,11.1293,0.8948,42052,46680,0.900856898,-3.5,1462,114525,1.276577167,0.7,2723421,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,682,2014,5,Utah,UT,WECC,Southwest,-0.1,normal,"Tuesday, May 20, 2014",7:01:00 AM,"Tuesday, May 20, 2014",7:02:00 AM,intentional attack,vandalism,NA,1,NA,NA,10.7,9.03,6.02,8.42,631492,914997,840459,2392042,26.39970368,38.2517113,35.13562889,1000416,117921,9658,1127996,88.6897,10.4540,0.8562,43154,49091,0.879061335,0.8,1537,126997,1.210264809,0.6,2944498,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,683,2013,7,Utah,UT,WECC,Southwest,-0.3,normal,"Thursday, July 18, 2013",3:15:00 AM,"Thursday, July 18, 2013",3:59:00 AM,intentional attack,vandalism,NA,44,NA,NA,11.33,8.49,6.23,8.85,1073352,975247,889129,2941900,36.48499269,33.15024304,30.22295115,981194,116263,9629,1107087,88.6284,10.5017,0.8698,42796,48396,0.884287958,1.2,1621,124229,1.304848304,0.7,2903685,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,684,2016,2,Utah,UT,WECC,Southwest,2,warm,"Sunday, February 7, 2016",1:21:00 PM,"Sunday, February 7, 2016",1:42:00 PM,intentional attack,vandalism,NA,21,0,0,10.61,8.29,6.02,8.26,696715,874716,748432,2324351,29.97460366,37.63269833,32.19961185,1041823,124540,9570,1175934,88.5954,10.5907,0.8138,44947,50660,0.887228583,2.6,1576,136833,1.151768945,0.7,3044321,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,685,2013,11,Utah,UT,WECC,Southwest,-0.3,normal,"Saturday, November 2, 2013",8:25:00 AM,"Saturday, November 2, 2013",8:26:00 AM,intentional attack,vandalism,NA,1,NA,NA,10.04,7.98,5.34,7.58,642780,839683,857844,2344232,27.41964106,35.81910835,36.59381836,981194,116263,9629,1107087,88.6284,10.5017,0.8698,42796,48396,0.884287958,1.2,1621,124229,1.304848304,0.7,2903685,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,686,2011,5,Utah,UT,WECC,Southwest,-0.4,normal,"Monday, May 2, 2011",8:52:00 AM,"Monday, May 2, 2011",10:46:00 AM,intentional attack,vandalism,NA,114,0,0,8.92,7.57,4.92,6.95,568816,816538,804839,2192416,25.94471122,37.24375301,36.71014078,946468,122363,9378,1078210,87.7814,11.3487,0.8698,42521,47586,0.893561131,1.3,1643,119710,1.372483502,0.7,2816440,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,687,2015,5,Utah,UT,WECC,Southwest,0.8,warm,"Monday, May 4, 2015",3:25:00 PM,"Monday, May 4, 2015",3:26:00 PM,intentional attack,vandalism,NA,1,NA,NA,11.09,9.22,6.37,8.64,556233,882958,825625,2269166,24.51266236,38.91112418,36.38451308,1021839,121310,9570,1152720,88.6459,10.5238,0.8302,43798,49844,0.878701549,1.5,1522,132507,1.148618564,0.6,2995919,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,688,2013,8,Utah,UT,WECC,Southwest,-0.3,normal,"Sunday, August 4, 2013",3:00:00 AM,"Sunday, August 4, 2013",4:00:00 AM,intentional attack,vandalism,NA,60,NA,NA,11.17,8.56,6.48,8.82,1034672,1110810,920138,3069813,33.70472403,36.18494026,29.97374759,981194,116263,9629,1107087,88.6284,10.5017,0.8698,42796,48396,0.884287958,1.2,1621,124229,1.304848304,0.7,2903685,90.58,9.41,2737.1,1611.2,3.2,1.11,0.2,96.78787236,3.212127637,3.212127637 +,689,2004,5,Ohio,OH,ECAR,Central,0.2,normal,"Friday, May 21, 2004",2:00:00 AM,"Monday, May 24, 2004",12:00:00 PM,severe weather,thunderstorm,NA,4920,392,281000,8.78,7.73,5.05,6.87,3239494,3691955,5156649,12091413,26.79169093,30.53369362,42.6471993,4829559,590980,21860,5442401,88.7395,10.8588,0.4017,44413,47037,0.944214129,2.8,9177,508628,1.804265593,3.2,11452251,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,690,2000,6,Ohio,OH,ECAR,Central,-0.7,cold,"Wednesday, June 14, 2000",3:45:00 PM,NA,NA,equipment failure,relaying malfunction,NA,NA,294,NA,9.54,7.84,4.56,6.83,3868663,3708300,6142396,14083913,27.46866585,26.33004052,43.61285106,4684127,527626,29631,5261626,89.0243,10.0278,0.5632,42320,44745,0.945804,1.8,12475,480907,2.594056647,3.4,11363543,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,691,2004,5,Ohio,OH,ECAR,Central,0.2,normal,"Friday, May 21, 2004",2:00:00 AM,"Monday, May 24, 2004",12:00:00 PM,severe weather,thunderstorm,NA,4920,177,127000,8.78,7.73,5.05,6.87,3239494,3691955,5156649,12091413,26.79169093,30.53369362,42.6471993,4829559,590980,21860,5442401,88.7395,10.8588,0.4017,44413,47037,0.944214129,2.8,9177,508628,1.804265593,3.2,11452251,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,692,2006,8,Ohio,OH,RFC,Central,0.3,normal,"Tuesday, August 1, 2006",12:00:00 PM,"Tuesday, August 1, 2006",7:00:00 PM,severe weather,heatwave,NA,420,NA,NA,9.93,8.41,5.78,8.12,5631572,4481703,4880093,14996755,37.55193707,29.88448501,32.54099303,4892005,605189,21537,5518733,88.6436,10.9661,0.3903,44738,48909,0.914719172,-0.1,8885,513645,1.729793924,3.6,11481213,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,693,2011,8,Ohio,OH,RFC,Central,-0.6,cold,"Monday, August 8, 2011",9:30:00 AM,"Monday, August 8, 2011",9:30:00 AM,intentional attack,vandalism,NA,0,0,0,12.14,9.74,6.35,9.57,5511567,4414809,4650988,14579765,37.8028521,30.28038518,31.90029469,4874482,611235,19712,5505432,88.5395,11.1024,0.3580,43610,47586,0.916446014,3.1,10007,503464,1.987629701,3.3,11545442,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,694,2015,11,Ohio,OH,RFC,Central,2.2,warm,"Sunday, November 1, 2015",11:53:00 AM,"Sunday, November 1, 2015",12:00:00 PM,intentional attack,vandalism,NA,7,0,0,13,10.2,6.98,9.97,3468496,3578415,3770749,10820298,32.05545725,33.07131652,34.84884612,4892916,620810,19151,5532879,88.4335,11.2204,0.3461,46867,49844,0.940273654,1.6,10426,546624,1.907343988,3.2,11613423,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,695,2012,5,Ohio,OH,RFC,Central,-0.3,normal,"Monday, May 7, 2012",5:45:00 PM,"Monday, May 7, 2012",6:06:00 PM,severe weather,thunderstorm,NA,21,420,NA,11.85,9.43,6.06,8.9,3693713,4078267,4617597,12391847,29.80760657,32.91088891,37.26318603,4869305,613259,19602,5502168,88.4979,11.1458,0.3563,44394,48156,0.921878894,1.8,13383,512793,2.609825017,3.2,11551783,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,696,2011,3,Ohio,OH,RFC,Central,-0.7,cold,"Friday, March 18, 2011",9:54:00 AM,"Friday, March 18, 2011",3:34:00 PM,intentional attack,vandalism,NA,340,NA,NA,10.96,9.8,5.92,8.77,4265367,3878598,4646986,12794812,33.33669147,30.31383345,36.31929879,4874482,611235,19712,5505432,88.5395,11.1024,0.3580,43610,47586,0.916446014,3.1,10007,503464,1.987629701,3.3,11545442,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,697,2008,9,Ohio,OH,RFC,Central,-0.3,normal,"Sunday, September 14, 2008",2:00:00 PM,"Wednesday, September 17, 2008",12:00:00 PM,severe weather,hurricanes,Ike,4200,1000,95000,10.63,9.37,6.23,8.54,3894606,3984084,4938614,12821117,30.37649528,31.07439079,38.51937394,4891891,612492,21201,5525586,88.5316,11.0847,0.3837,43646,48401,0.901758228,-2.1,10130,502597,2.01553133,3.6,11515391,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,698,2008,1,Ohio,OH,RFC,Central,-1.4,cold,"Tuesday, January 29, 2008",11:23:00 PM,"Wednesday, January 30, 2008",12:48:00 PM,severe weather,heavy wind,NA,805,380,45000,8.87,8.59,5.86,7.78,5612138,3981209,4876799,14475383,38.77022114,27.50330682,33.69029338,4891891,612492,21201,5525586,88.5316,11.0847,0.3837,43646,48401,0.901758228,-2.1,10130,502597,2.01553133,3.6,11515391,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,699,2003,7,Ohio,OH,ECAR,Central,0.1,normal,"Tuesday, July 8, 2003",4:00:00 AM,"Friday, July 11, 2003",4:00:00 PM,severe weather,thunderstorm,NA,5040,11000,134500,9.02,7.68,5.01,7.31,4994072,4499726,4448781,13942962,35.81786998,32.2723823,31.90700082,4791889,583171,22247,5397308,88.7829,10.8048,0.4122,43223,45858,0.942540015,1.4,9304,494250,1.882448154,3.5,11434788,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,700,2012,6,Ohio,OH,RFC,Central,-0.1,normal,"Friday, June 29, 2012",2:10:00 PM,"Wednesday, July 4, 2012",6:00:00 PM,severe weather,thunderstorm,NA,7430,500,175000,12.24,9.28,6.09,9.22,4569853,4173826,4518327,13264303,34.45226636,31.46660627,34.06381021,4869305,613259,19602,5502168,88.4979,11.1458,0.3563,44394,48156,0.921878894,1.8,13383,512793,2.609825017,3.2,11551783,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,701,2011,8,Ohio,OH,RFC,Central,-0.6,cold,"Thursday, August 25, 2011",12:30:00 AM,"Sunday, August 28, 2011",8:00:00 PM,severe weather,NA,NA,5490,NA,107833,12.14,9.74,6.35,9.57,5511567,4414809,4650988,14579765,37.8028521,30.28038518,31.90029469,4874482,611235,19712,5505432,88.5395,11.1024,0.3580,43610,47586,0.916446014,3.1,10007,503464,1.987629701,3.3,11545442,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,702,2012,7,Ohio,OH,RFC,Central,0.1,normal,"Wednesday, July 18, 2012",4:20:00 PM,"Wednesday, July 18, 2012",7:05:00 PM,severe weather,thunderstorm,NA,165,NA,67000,12.16,9.33,6.45,9.58,6000440,4703786,4583204,15289627,39.24516929,30.76455691,29.97590458,4869305,613259,19602,5502168,88.4979,11.1458,0.3563,44394,48156,0.921878894,1.8,13383,512793,2.609825017,3.2,11551783,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,703,2009,2,Ohio,OH,RFC,Central,-0.6,cold,"Friday, February 13, 2009",2:30:00 AM,"Sunday, February 15, 2009",3:00:00 PM,severe weather,heavy wind,NA,3630,168,184000,9.66,9.4,6.53,8.57,4770106,3486375,3982394,12243748,38.95952449,28.47473666,32.52593895,4880393,613740,21088,5515223,88.4895,11.1281,0.3824,41453,46680,0.88802485,-5,9357,477902,1.957932798,3.6,11528896,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,704,2005,1,Ohio,OH,ECAR,Central,0.7,warm,"Wednesday, January 5, 2005",4:00:00 PM,"Thursday, January 13, 2005",6:00:00 PM,severe weather,winter storm,NA,11640,250,246990,7.71,7.59,4.93,6.71,5379253,3830300,4874701,14089972,38.17788282,27.18458206,34.59695307,4869165,600275,21812,5491254,88.6713,10.9315,0.3972,44772,48090,0.931004367,0.8,8495,513235,1.655187195,3.5,11463320,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,705,2013,7,Ohio,OH,RFC,Central,-0.3,normal,"Wednesday, July 10, 2013",5:30:00 PM,"Thursday, July 11, 2013",8:00:00 PM,severe weather,thunderstorm,NA,1590,NA,122314,12.98,9.39,6.45,9.78,5117196,4405522,4393677,13919175,36.7636444,31.65074079,31.56564236,4875346,613964,19360,5508672,88.5031,11.1454,0.3514,44736,48396,0.924373915,0.8,13095,517687,2.529520734,3.2,11572232,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,706,2003,8,Ohio,OH,ECAR,Central,0.2,normal,"Thursday, August 14, 2003",4:10:00 PM,"Saturday, August 16, 2003",8:27:00 PM,system operability disruption,NA,NA,3137,7000,1203000,8.68,7.57,5.08,7.04,4867956,4122416,5208840,14199635,34.28226148,29.03184483,36.68291474,4791889,583171,22247,5397308,88.7829,10.8048,0.4122,43223,45858,0.942540015,1.4,9304,494250,1.882448154,3.5,11434788,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,707,2011,12,Ohio,OH,RFC,Central,-0.9,cold,"Tuesday, December 13, 2011",3:19:00 AM,"Wednesday, December 14, 2011",3:19:00 AM,intentional attack,vandalism,NA,1440,NA,0,10.95,9.25,6.12,8.9,4891532,3790564,4119129,12804884,38.20051786,29.60248605,32.16842105,4874482,611235,19712,5505432,88.5395,11.1024,0.3580,43610,47586,0.916446014,3.1,10007,503464,1.987629701,3.3,11545442,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,708,2005,4,Ohio,OH,ECAR,Central,0.5,warm,"Friday, April 1, 2005",12:00:00 AM,"Wednesday, April 6, 2005",12:00:00 PM,severe weather,winter storm,NA,7920,NA,211000,8.47,8.01,4.88,6.85,3440792,3409204,4822650,11675943,29.46907158,29.1985324,41.30415847,4869165,600275,21812,5491254,88.6713,10.9315,0.3972,44772,48090,0.931004367,0.8,8495,513235,1.655187195,3.5,11463320,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,709,2011,7,Ohio,OH,RFC,Central,-0.3,normal,"Friday, July 1, 2011",4:38:00 PM,"Friday, July 1, 2011",10:38:00 PM,intentional attack,vandalism,NA,360,NA,0,12.33,9.64,6.41,9.67,5970787,4760078,4820523,15553889,38.38774341,30.60378019,30.99239682,4874482,611235,19712,5505432,88.5395,11.1024,0.3580,43610,47586,0.916446014,3.1,10007,503464,1.987629701,3.3,11545442,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,710,2014,1,Ohio,OH,RFC,Central,-0.5,cold,"Friday, January 17, 2014",12:20:00 PM,"Friday, January 17, 2014",12:20:00 PM,intentional attack,NA,NA,0,NA,NA,11.08,9.33,6.98,9.36,6059922,4181116,4306640,14552914,41.64060888,28.73043845,29.59297361,4882159,619293,19209,5520663,88.4343,11.2177,0.3479,46137,49091,0.939826037,3.1,11748,534916,2.19623268,3,11596998,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,711,2003,1,Ohio,OH,ECAR,Central,0.9,warm,"Saturday, January 25, 2003",2:00:00 PM,"Sunday, January 26, 2003",2:00:00 PM,intentional attack,vandalism,NA,1440,NA,NA,7.4,7.09,4.62,6.4,5609731,3846164,4666822,14123130,39.72016826,27.23308502,33.04382244,4791889,583171,22247,5397308,88.7829,10.8048,0.4122,43223,45858,0.942540015,1.4,9304,494250,1.882448154,3.5,11434788,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,712,2012,7,Ohio,OH,RFC,Central,0.1,normal,"Thursday, July 26, 2012",6:30:00 PM,"Friday, July 27, 2012",5:22:00 PM,severe weather,thunderstorm,NA,1372,NA,57054,12.16,9.33,6.45,9.58,6000440,4703786,4583204,15289627,39.24516929,30.76455691,29.97590458,4869305,613259,19602,5502168,88.4979,11.1458,0.3563,44394,48156,0.921878894,1.8,13383,512793,2.609825017,3.2,11551783,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,713,2005,4,Ohio,OH,ECAR,Central,0.5,warm,"Saturday, April 23, 2005",6:00:00 AM,"Wednesday, April 27, 2005",6:00:00 PM,severe weather,winter storm,NA,6480,NA,150000,8.47,8.01,4.88,6.85,3440792,3409204,4822650,11675943,29.46907158,29.1985324,41.30415847,4869165,600275,21812,5491254,88.6713,10.9315,0.3972,44772,48090,0.931004367,0.8,8495,513235,1.655187195,3.5,11463320,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,714,2008,7,Ohio,OH,RFC,Central,-0.4,normal,"Tuesday, July 22, 2008",3:00:00 AM,"Wednesday, July 23, 2008",3:30:00 PM,severe weather,thunderstorm,NA,2190,NA,56000,10.88,9.31,6.46,8.89,5215122,4494078,5049230,14761794,35.32851088,30.44398262,34.20471794,4891891,612492,21201,5525586,88.5316,11.0847,0.3837,43646,48401,0.901758228,-2.1,10130,502597,2.01553133,3.6,11515391,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,715,2012,5,Ohio,OH,RFC,Central,-0.3,normal,"Thursday, May 31, 2012",11:45:00 PM,"Friday, June 1, 2012",4:30:00 AM,intentional attack,vandalism,NA,285,0,0,11.85,9.43,6.06,8.9,3693713,4078267,4617597,12391847,29.80760657,32.91088891,37.26318603,4869305,613259,19602,5502168,88.4979,11.1458,0.3563,44394,48156,0.921878894,1.8,13383,512793,2.609825017,3.2,11551783,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,716,2013,2,Ohio,OH,RFC,Central,-0.4,normal,"Thursday, February 7, 2013",8:32:00 AM,"Thursday, February 7, 2013",9:47:00 AM,intentional attack,vandalism,NA,75,NA,0,11.12,9.18,6.11,8.86,4585795,3553599,4157772,12301983,37.27687642,28.88639173,33.79757556,4875346,613964,19360,5508672,88.5031,11.1454,0.3514,44736,48396,0.924373915,0.8,13095,517687,2.529520734,3.2,11572232,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,717,2010,6,Ohio,OH,RFC,Central,-0.4,normal,"Monday, June 21, 2010",1:48:00 PM,"Tuesday, June 22, 2010",8:31:00 PM,severe weather,thunderstorm,NA,1843,400,50636,12.16,9.75,6.45,9.47,4632882,4298528,4548908,13482365,34.36253209,31.88259627,33.73968885,4877229,612974,20693,5510899,88.5015,11.1229,0.3755,42299,47287,0.894516463,2,10043,488134,2.057426854,3.4,11540766,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,718,2011,9,Ohio,OH,RFC,Central,-0.8,cold,"Thursday, September 22, 2011",2:50:00 PM,"Thursday, September 22, 2011",2:51:00 PM,intentional attack,vandalism,NA,1,NA,0,12.07,9.8,6.39,9.23,3898353,3854618,4675237,12430324,31.36163627,31.00979508,37.61154577,4874482,611235,19712,5505432,88.5395,11.1024,0.3580,43610,47586,0.916446014,3.1,10007,503464,1.987629701,3.3,11545442,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,719,2008,9,Ohio,OH,RFC,Central,-0.3,normal,"Sunday, September 14, 2008",5:00:00 PM,"Monday, September 22, 2008",5:11:00 PM,severe weather,heavy wind,NA,11531,469,564728,10.63,9.37,6.23,8.54,3894606,3984084,4938614,12821117,30.37649528,31.07439079,38.51937394,4891891,612492,21201,5525586,88.5316,11.0847,0.3837,43646,48401,0.901758228,-2.1,10130,502597,2.01553133,3.6,11515391,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,720,2006,12,Ohio,OH,RFC,Central,0.9,warm,"Friday, December 1, 2006",6:20:00 PM,"Saturday, December 2, 2006",6:00:00 PM,severe weather,heavy wind,NA,1420,NA,59106,8.53,8.21,5.61,7.45,4779623,3727797,4375724,12887164,37.08824533,28.92643409,33.95412676,4892005,605189,21537,5518733,88.6436,10.9661,0.3903,44738,48909,0.914719172,-0.1,8885,513645,1.729793924,3.6,11481213,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,721,2011,7,Ohio,OH,RFC,Central,-0.3,normal,"Monday, July 11, 2011",1:13:00 PM,"Monday, July 11, 2011",1:13:00 PM,intentional attack,vandalism,NA,0,0,0,12.33,9.64,6.41,9.67,5970787,4760078,4820523,15553889,38.38774341,30.60378019,30.99239682,4874482,611235,19712,5505432,88.5395,11.1024,0.3580,43610,47586,0.916446014,3.1,10007,503464,1.987629701,3.3,11545442,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,722,2009,2,Ohio,OH,RFC,Central,-0.6,cold,"Thursday, February 12, 2009",2:30:00 AM,"Thursday, February 12, 2009",6:00:00 PM,severe weather,heavy wind,NA,930,168,184000,9.66,9.4,6.53,8.57,4770106,3486375,3982394,12243748,38.95952449,28.47473666,32.52593895,4880393,613740,21088,5515223,88.4895,11.1281,0.3824,41453,46680,0.88802485,-5,9357,477902,1.957932798,3.6,11528896,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,723,2008,9,Ohio,OH,RFC,Central,-0.3,normal,"Sunday, September 14, 2008",5:00:00 PM,"Monday, September 22, 2008",3:20:00 PM,severe weather,heavy wind,NA,11420,430,245164,10.63,9.37,6.23,8.54,3894606,3984084,4938614,12821117,30.37649528,31.07439079,38.51937394,4891891,612492,21201,5525586,88.5316,11.0847,0.3837,43646,48401,0.901758228,-2.1,10130,502597,2.01553133,3.6,11515391,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,724,2011,10,Ohio,OH,RFC,Central,-0.9,cold,"Monday, October 17, 2011",3:44:00 PM,"Monday, October 17, 2011",3:44:00 PM,intentional attack,vandalism,NA,0,7,2000,11.97,9.54,6.22,8.86,3201722,3807750,4727653,11739373,27.2733646,32.43571867,40.2717675,4874482,611235,19712,5505432,88.5395,11.1024,0.3580,43610,47586,0.916446014,3.1,10007,503464,1.987629701,3.3,11545442,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,725,2011,7,Ohio,OH,RFC,Central,-0.3,normal,"Friday, July 22, 2011",11:34:00 AM,"Friday, July 22, 2011",5:26:00 PM,system operability disruption,NA,NA,352,206,23000,12.33,9.64,6.41,9.67,5970787,4760078,4820523,15553889,38.38774341,30.60378019,30.99239682,4874482,611235,19712,5505432,88.5395,11.1024,0.3580,43610,47586,0.916446014,3.1,10007,503464,1.987629701,3.3,11545442,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,726,2011,8,Ohio,OH,RFC,Central,-0.6,cold,"Wednesday, August 31, 2011",12:52:00 PM,"Wednesday, August 31, 2011",12:52:00 PM,intentional attack,vandalism,NA,0,0,0,12.14,9.74,6.35,9.57,5511567,4414809,4650988,14579765,37.8028521,30.28038518,31.90029469,4874482,611235,19712,5505432,88.5395,11.1024,0.3580,43610,47586,0.916446014,3.1,10007,503464,1.987629701,3.3,11545442,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,727,2011,6,Ohio,OH,RFC,Central,-0.3,normal,"Tuesday, June 7, 2011",2:00:00 PM,"Wednesday, June 8, 2011",6:00:00 AM,severe weather,NA,NA,960,NA,52747,12.03,9.7,6.17,9.3,4421258,4159876,4408681,12991997,34.0306267,32.01875739,33.93382095,4874482,611235,19712,5505432,88.5395,11.1024,0.3580,43610,47586,0.916446014,3.1,10007,503464,1.987629701,3.3,11545442,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,728,2009,12,Ohio,OH,RFC,Central,1.3,warm,"Wednesday, December 9, 2009",1:37:00 PM,"Thursday, December 10, 2009",6:30:00 PM,severe weather,NA,NA,1733,NA,48102,10.31,9.34,6.21,8.72,5169938,3829891,4238000,13241594,39.04316958,28.92318704,32.00521025,4880393,613740,21088,5515223,88.4895,11.1281,0.3824,41453,46680,0.88802485,-5,9357,477902,1.957932798,3.6,11528896,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,729,2011,4,Ohio,OH,RFC,Central,-0.5,cold,"Thursday, April 28, 2011",5:00:00 AM,"Saturday, April 30, 2011",6:30:00 PM,severe weather,NA,NA,3690,NA,86000,11.22,9.83,5.94,8.73,3427473,3418838,4408284,11257186,30.44697849,30.37027193,39.15973317,4874482,611235,19712,5505432,88.5395,11.1024,0.3580,43610,47586,0.916446014,3.1,10007,503464,1.987629701,3.3,11545442,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,730,2012,10,Ohio,OH,RFC,Central,0.3,normal,"Monday, October 29, 2012",4:00:00 PM,"Monday, November 5, 2012",11:59:00 PM,severe weather,hurricanes,Sandy,10619,NA,346000,12.06,9.59,6.53,9.12,3320180,3854922,4450183,11627578,28.55435586,33.15326717,38.27265661,4869305,613259,19602,5502168,88.4979,11.1458,0.3563,44394,48156,0.921878894,1.8,13383,512793,2.609825017,3.2,11551783,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,731,2014,1,Ohio,OH,RFC,Central,-0.5,cold,"Wednesday, January 22, 2014",9:45:00 AM,"Wednesday, January 22, 2014",8:19:00 PM,intentional attack,vandalism,NA,634,NA,NA,11.08,9.33,6.98,9.36,6059922,4181116,4306640,14552914,41.64060888,28.73043845,29.59297361,4882159,619293,19209,5520663,88.4343,11.2177,0.3479,46137,49091,0.939826037,3.1,11748,534916,2.19623268,3,11596998,77.92,12.61,2033.7,1740.1,69.9,10.82,2.05,91.15468701,8.845312988,1.057422032 +,732,2000,5,North Carolina,NC,SERC,Southeast,-0.7,cold,"Thursday, May 25, 2000",10:00:00 AM,"Friday, June 2, 2000",6:00:00 AM,severe weather,NA,NA,11280,475,1.00E+05,8.03,6.23,4.26,6.19,3216915,3046525,3168502,9597808,33.51718434,31.74188315,33.01276708,3561203,513727,12577,4105711,86.7378,12.5125,0.3063,42201,44745,0.943144485,1.5,8262,341051,2.422511589,2.2,8081614,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,733,2005,9,North Carolina,NC,SERC,Southeast,0,normal,"Wednesday, September 14, 2005",3:00:00 PM,"Thursday, September 15, 2005",3:00:00 PM,severe weather,hurricanes,Ophelia,1440,215,60000,8.94,6.92,5.42,7.47,5167109,4242790,2553925,11963827,43.18943261,35.46348505,21.34705726,3929358,609842,10976,4550177,86.3562,13.4026,0.2412,45122,48090,0.938282387,2.8,5982,392802,1.52290467,2.1,8705407,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,734,2006,6,North Carolina,NC,SERC,Southeast,0,normal,"Sunday, June 11, 2006",6:00:00 PM,"Sunday, June 11, 2006",9:00:00 PM,severe weather,thunderstorm,NA,180,70,72000,9.03,7.08,5.19,7.46,4632248,4049091,2508023,11189364,41.3986711,36.18696291,22.41434813,4011329,621995,10867,4644192,86.3730,13.3930,0.2340,46349,48909,0.947657895,2.7,6107,413303,1.477608437,2,8917270,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,735,2011,4,North Carolina,NC,SERC,Southeast,-0.5,cold,"Saturday, April 16, 2011",2:16:00 PM,"Sunday, April 17, 2011",4:30:00 PM,severe weather,NA,NA,1574,NA,220000,10.33,7.86,5.57,8.27,3548649,3523738,2172282,9245272,38.38339207,38.11394624,23.49613943,4201898,644926,10609,4857434,86.5045,13.2771,0.2184,43302,47586,0.909973522,0,6704,417933,1.604084865,2,9651025,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,736,2013,1,North Carolina,NC,SERC,Southeast,-0.4,normal,"Thursday, January 17, 2013",8:35:00 PM,"Thursday, January 17, 2013",9:20:00 PM,system operability disruption,distribution interruption,NA,45,40,12000,10.24,8.43,6.18,8.94,5699585,3729545,1973009,11402776,49.98418806,32.70734249,17.30288309,4268019,654747,10276,4933043,86.5190,13.2727,0.2083,42852,48396,0.885445078,0.2,7352,422044,1.741998465,2.2,9845432,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,737,2012,2,North Carolina,NC,SERC,Southeast,-0.5,cold,"Monday, February 13, 2012",7:02:00 AM,"Monday, February 13, 2012",4:25:00 PM,intentional attack,vandalism,NA,563,NA,NA,10.76,8.67,6.19,9.04,4394900,3401310,2200168,9996911,43.96258004,34.02360989,22.00847842,4230588,652401,10399,4893389,86.4552,13.3323,0.2125,42746,48156,0.887656782,-1.3,7170,416695,1.720682994,2.1,9747021,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,738,2011,6,North Carolina,NC,SERC,Southeast,-0.3,normal,"Wednesday, June 15, 2011",7:17:00 PM,"Thursday, June 16, 2011",1:45:00 AM,severe weather,thunderstorm,NA,388,300,70135,10.13,8.09,6.21,8.71,5644104,4345321,2118076,12108140,46.61412901,35.88760123,17.49299232,4201898,644926,10609,4857434,86.5045,13.2771,0.2184,43302,47586,0.909973522,0,6704,417933,1.604084865,2,9651025,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,739,2012,7,North Carolina,NC,SERC,Southeast,0.1,normal,"Sunday, July 1, 2012",4:47:00 PM,"Sunday, July 1, 2012",11:00:00 PM,severe weather,storm,NA,373,48,6100,11.03,9.06,7.18,9.68,6313813,4504116,2268332,13086893,48.2453169,34.41700028,17.33285357,4230588,652401,10399,4893389,86.4552,13.3323,0.2125,42746,48156,0.887656782,-1.3,7170,416695,1.720682994,2.1,9747021,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,740,2014,2,North Carolina,NC,SERC,Southeast,-0.5,cold,"Wednesday, February 12, 2014",12:10:00 PM,"Saturday, February 15, 2014",3:20:00 PM,severe weather,snow/ice ,NA,4510,NA,2.00E+05,11.01,8.97,6.61,9.59,5614999,3451778,1938867,11006447,51.01554571,31.36141936,17.61573921,4303476,655841,10356,4969674,86.5947,13.1969,0.2084,43332,49091,0.882687254,1.1,7171,430887,1.664241437,2.3,9940387,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,741,2012,12,North Carolina,NC,SERC,Southeast,-0.2,normal,"Wednesday, December 26, 2012",2:50:00 PM,"Wednesday, December 26, 2012",7:40:00 PM,severe weather,thunderstorm,NA,290,3,1200,10.41,8.56,6.29,8.97,4924020,3600352,2100074,10625020,46.34363041,33.8856021,19.76536515,4230588,652401,10399,4893389,86.4552,13.3323,0.2125,42746,48156,0.887656782,-1.3,7170,416695,1.720682994,2.1,9747021,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,742,2015,2,North Carolina,NC,SERC,Southeast,0.5,warm,"Thursday, February 26, 2015",3:30:00 AM,"Friday, February 27, 2015",12:00:00 PM,severe weather,winter,NA,1950,400,103776,10.68,8.59,6.29,9.17,5782812,3740611,2253077,11777304,49.10132234,31.76118236,19.13066861,4336698,665198,10284,5012181,86.5232,13.2716,0.2052,44054,49844,0.883837573,1.7,6788,443644,1.53005563,2.3,10042802,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,743,2012,7,North Carolina,NC,SERC,Southeast,0.1,normal,"Sunday, July 1, 2012",5:45:00 PM,"Sunday, July 1, 2012",10:15:00 PM,severe weather,NA,NA,270,NA,69106,11.03,9.06,7.18,9.68,6313813,4504116,2268332,13086893,48.2453169,34.41700028,17.33285357,4230588,652401,10399,4893389,86.4552,13.3323,0.2125,42746,48156,0.887656782,-1.3,7170,416695,1.720682994,2.1,9747021,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,744,2016,7,North Carolina,NC,SERC,Southeast,-0.3,normal,"Friday, July 8, 2016",8:50:00 PM,"Saturday, July 9, 2016",7:25:00 PM,severe weather,NA,NA,1355,600,203345,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,4423532,672610,10052,5106195,86.6307,13.1724,0.1969,44194,50660,0.872364785,0.3,7443,448866,1.65817861,2.4,10156689,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,745,2008,2,North Carolina,NC,SERC,Southeast,-1.3,cold,"Sunday, February 10, 2008",6:02:00 PM,"Monday, February 11, 2008",4:00:00 PM,severe weather,heavy wind,NA,1318,300,50718,8.85,7.11,5.02,7.46,4969656,3570805,2292432,10832900,45.87558272,32.96259543,21.16175724,4147621,649771,10968,4808361,86.2585,13.5134,0.2281,45321,48401,0.936364951,0.1,5987,421912,1.419016288,1.9,9309449,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,746,2000,8,North Carolina,NC,SERC,Southeast,-0.5,cold,"Friday, August 18, 2000",6:30:00 PM,"Sunday, August 20, 2000",12:00:00 PM,severe weather,NA,NA,2490,500,130000,8.28,6.56,4.99,6.79,4539127,3573770,3237732,11562367,39.25776617,30.90863661,28.00232859,3561203,513727,12577,4105711,86.7378,12.5125,0.3063,42201,44745,0.943144485,1.5,8262,341051,2.422511589,2.2,8081614,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,747,2014,1,North Carolina,NC,SERC,Southeast,-0.5,cold,"Tuesday, January 7, 2014",4:15:00 PM,"Wednesday, January 8, 2014",1:20:00 PM,severe weather,winter,NA,1265,NA,NA,10.26,8.59,6.41,9.13,6776625,4084707,2010945,12873077,52.64184313,31.73061887,15.62132348,4303476,655841,10356,4969674,86.5947,13.1969,0.2084,43332,49091,0.882687254,1.1,7171,430887,1.664241437,2.3,9940387,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,748,2011,8,North Carolina,NC,SERC,Southeast,-0.6,cold,"Saturday, August 27, 2011",2:00:00 AM,"Saturday, August 27, 2011",5:15:00 AM,system operability disruption,distribution interruption,NA,195,2,1200,10.43,8.28,6.36,8.93,6271955,4479417,2515609,13267650,47.27253884,33.76194729,18.96047152,4201898,644926,10609,4857434,86.5045,13.2771,0.2184,43302,47586,0.909973522,0,6704,417933,1.604084865,2,9651025,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,749,2014,5,North Carolina,NC,SERC,Southeast,-0.1,normal,"Friday, May 23, 2014",3:00:00 PM,"Sunday, May 25, 2014",7:00:00 PM,intentional attack,vandalism,NA,3120,NA,NA,11.36,8.63,6.33,9.1,3838529,3968586,2478816,10286592,37.31584766,38.58018282,24.09754368,4303476,655841,10356,4969674,86.5947,13.1969,0.2084,43332,49091,0.882687254,1.1,7171,430887,1.664241437,2.3,9940387,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,750,2003,2,North Carolina,NC,SERC,Southeast,0.7,warm,"Thursday, February 27, 2003",11:32:00 AM,"Saturday, March 1, 2003",8:00:00 PM,severe weather,winter storm,NA,3388,1000,340000,7.84,6.55,4.56,6.7,5223872,3341236,2538183,11103291,47.04796083,30.09230326,22.85973591,3778470,575864,11358,4365692,86.5492,13.1907,0.2602,43098,45858,0.939814209,1.2,6323,362994,1.74190207,2.2,8422501,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,751,2011,5,North Carolina,NC,SERC,Southeast,-0.4,normal,"Wednesday, May 11, 2011",12:15:00 AM,"Wednesday, May 11, 2011",5:20:00 PM,severe weather,NA,NA,1025,300,71000,10.45,7.91,5.75,8.29,3649778,3919983,2511716,10082029,36.20082823,38.88089392,24.91280277,4201898,644926,10609,4857434,86.5045,13.2771,0.2184,43302,47586,0.909973522,0,6704,417933,1.604084865,2,9651025,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,752,2006,9,North Carolina,NC,SERC,Southeast,0.5,warm,"Friday, September 1, 2006",5:30:00 AM,"Friday, September 1, 2006",10:00:00 PM,severe weather,hurricanes,Ernesto,990,NA,61000,9.68,7.43,5.53,7.99,4754987,4152449,2331874,11239313,42.30674063,36.9457546,20.74747807,4011329,621995,10867,4644192,86.3730,13.3930,0.2340,46349,48909,0.947657895,2.7,6107,413303,1.477608437,2,8917270,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,753,2005,3,North Carolina,NC,SERC,Southeast,0.5,warm,"Tuesday, March 8, 2005",11:00:00 AM,"Tuesday, March 8, 2005",3:00:00 PM,severe weather,heavy wind,NA,240,180,51600,8.35,6.77,4.72,6.98,4464197,3368149,2399653,10232001,43.62975531,32.91779389,23.45243125,3929358,609842,10976,4550177,86.3562,13.4026,0.2412,45122,48090,0.938282387,2.8,5982,392802,1.52290467,2.1,8705407,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,754,2013,6,North Carolina,NC,SERC,Southeast,-0.2,normal,"Thursday, June 13, 2013",5:45:00 PM,"Friday, June 14, 2013",6:30:00 PM,severe weather,thunderstorm,NA,1485,NA,53000,11.11,8.76,6.61,9.31,4726288,4205181,2297114,11229201,42.08926352,37.44862168,20.45661129,4268019,654747,10276,4933043,86.5190,13.2727,0.2083,42852,48396,0.885445078,0.2,7352,422044,1.741998465,2.2,9845432,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,755,2012,12,North Carolina,NC,SERC,Southeast,-0.2,normal,"Monday, December 31, 2012",2:21:00 PM,"Monday, December 31, 2012",4:30:00 PM,system operability disruption,transmission interruption,NA,129,40,12000,10.41,8.56,6.29,8.97,4924020,3600352,2100074,10625020,46.34363041,33.8856021,19.76536515,4230588,652401,10399,4893389,86.4552,13.3323,0.2125,42746,48156,0.887656782,-1.3,7170,416695,1.720682994,2.1,9747021,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,756,2010,4,North Carolina,NC,SERC,Southeast,0.5,warm,"Tuesday, April 27, 2010",2:55:00 PM,"Tuesday, April 27, 2010",2:55:00 PM,system operability disruption,transmission interruption,NA,0,NA,29376,10.55,8.04,5.95,8.51,3464899,3637521,2092311,9195341,37.68102782,39.55830458,22.75403381,4185540,644609,11016,4841173,86.4571,13.3151,0.2275,43281,47287,0.91528327,0,6890,413747,1.665268872,2,9558979,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,757,2003,9,North Carolina,NC,SERC,Southeast,0.2,normal,"Thursday, September 18, 2003",3:32:00 PM,"Friday, September 19, 2003",5:00:00 PM,severe weather,hurricanes,Isabel,1528,600,50000,8.68,6.83,5.14,7.21,4481225,3843492,2435784,10760501,41.64513344,35.71852277,22.63634379,3778470,575864,11358,4365692,86.5492,13.1907,0.2602,43098,45858,0.939814209,1.2,6323,362994,1.74190207,2.2,8422501,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,758,2004,9,North Carolina,NC,SERC,Southeast,0.7,warm,"Friday, September 17, 2004",4:30:00 AM,"Saturday, September 18, 2004",12:00:00 PM,severe weather,hurricanes,Ivan,1890,400,112000,8.96,6.92,5.16,7.28,4193355,3825143,2682104,10700601,39.18803252,35.74699215,25.06498467,3845187,594424,11444,4451055,86.3882,13.3547,0.2571,43894,47037,0.933180262,1.8,6619,375435,1.763021562,2.1,8553152,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,759,2011,8,North Carolina,NC,SERC,Southeast,-0.6,cold,"Saturday, August 27, 2011",7:00:00 PM,"Monday, August 29, 2011",1:31:00 PM,severe weather,NA,NA,2551,200,136000,10.43,8.28,6.36,8.93,6271955,4479417,2515609,13267650,47.27253884,33.76194729,18.96047152,4201898,644926,10609,4857434,86.5045,13.2771,0.2184,43302,47586,0.909973522,0,6704,417933,1.604084865,2,9651025,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,760,2014,3,North Carolina,NC,SERC,Southeast,-0.4,normal,"Wednesday, March 12, 2014",7:35:00 PM,"Thursday, March 13, 2014",12:00:00 PM,severe weather,heavy wind,NA,985,250,61377,10.92,8.87,6.51,9.32,4996927,3711440,2263184,10972259,45.54146051,33.8256689,20.62641795,4303476,655841,10356,4969674,86.5947,13.1969,0.2084,43332,49091,0.882687254,1.1,7171,430887,1.664241437,2.3,9940387,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,761,2013,10,North Carolina,NC,SERC,Southeast,-0.3,normal,"Wednesday, October 16, 2013",11:15:00 AM,"Wednesday, October 16, 2013",6:00:00 PM,intentional attack,NA,NA,405,0,0,11.86,9.02,6.68,9.47,3524756,3947821,2352826,9825955,35.87189235,40.17747893,23.94501094,4268019,654747,10276,4933043,86.5190,13.2727,0.2083,42852,48396,0.885445078,0.2,7352,422044,1.741998465,2.2,9845432,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,762,2013,6,North Carolina,NC,SERC,Southeast,-0.2,normal,"Thursday, June 13, 2013",1:17:00 PM,"Friday, June 14, 2013",5:35:00 PM,severe weather,thunderstorm,NA,1698,1000,175000,11.11,8.76,6.61,9.31,4726288,4205181,2297114,11229201,42.08926352,37.44862168,20.45661129,4268019,654747,10276,4933043,86.5190,13.2727,0.2083,42852,48396,0.885445078,0.2,7352,422044,1.741998465,2.2,9845432,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,763,2016,7,North Carolina,NC,SERC,Southeast,-0.3,normal,"Thursday, July 7, 2016",5:53:00 AM,"Thursday, July 7, 2016",8:40:00 AM,intentional attack,vandalism,NA,167,0,0,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,4423532,672610,10052,5106195,86.6307,13.1724,0.1969,44194,50660,0.872364785,0.3,7443,448866,1.65817861,2.4,10156689,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,764,2009,12,North Carolina,NC,SERC,Southeast,1.3,warm,"Friday, December 18, 2009",10:55:00 PM,"Saturday, December 19, 2009",11:15:00 PM,severe weather,NA,NA,1460,NA,47000,9.5,7.88,5.9,8.29,5194887,3692030,2012003,10899464,47.6618575,33.87350057,18.45965086,4175829,650652,11375,4837857,86.3157,13.4492,0.2351,43273,46680,0.92701371,-4.5,5963,408913,1.458256402,1.9,9449566,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,765,2014,1,North Carolina,NC,SERC,Southeast,-0.5,cold,"Tuesday, January 7, 2014",7:58:00 AM,"Tuesday, January 7, 2014",11:00:00 AM,severe weather,winter,NA,182,14435,NA,10.26,8.59,6.41,9.13,6776625,4084707,2010945,12873077,52.64184313,31.73061887,15.62132348,4303476,655841,10356,4969674,86.5947,13.1969,0.2084,43332,49091,0.882687254,1.1,7171,430887,1.664241437,2.3,9940387,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,766,2011,8,North Carolina,NC,SERC,Southeast,-0.6,cold,"Saturday, August 27, 2011",2:57:00 AM,"Monday, August 29, 2011",11:30:00 PM,severe weather,NA,NA,4113,NA,285465,10.43,8.28,6.36,8.93,6271955,4479417,2515609,13267650,47.27253884,33.76194729,18.96047152,4201898,644926,10609,4857434,86.5045,13.2771,0.2184,43302,47586,0.909973522,0,6704,417933,1.604084865,2,9651025,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,767,2000,NA,North Carolina,NC,SERC,Southeast,NA,NA,NA,NA,NA,NA,severe weather,thunderstorm,NA,NA,175,50000,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,3561203,513727,12577,4105711,86.7378,12.5125,0.3063,42201,44745,0.943144485,1.5,8262,341051,2.422511589,2.2,8081614,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,768,2008,9,North Carolina,NC,SERC,Southeast,-0.3,normal,"Saturday, September 6, 2008",7:45:00 AM,"Saturday, September 6, 2008",10:30:00 PM,severe weather,hurricanes,Hanna,885,NA,57000,10.02,7.76,5.86,8.29,4737020,4194897,2451214,11383721,41.61222855,36.84996321,21.5326254,4147621,649771,10968,4808361,86.2585,13.5134,0.2281,45321,48401,0.936364951,0.1,5987,421912,1.419016288,1.9,9309449,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,769,2003,9,North Carolina,NC,SERC,Southeast,0.2,normal,"Thursday, September 18, 2003",11:45:00 AM,"Thursday, September 18, 2003",12:00:00 PM,severe weather,hurricanes,Isabel,15,1655,320000,8.68,6.83,5.14,7.21,4481225,3843492,2435784,10760501,41.64513344,35.71852277,22.63634379,3778470,575864,11358,4365692,86.5492,13.1907,0.2602,43098,45858,0.939814209,1.2,6323,362994,1.74190207,2.2,8422501,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,770,2010,6,North Carolina,NC,SERC,Southeast,-0.4,normal,"Wednesday, June 9, 2010",2:18:00 PM,"Wednesday, June 9, 2010",3:00:00 PM,system operability disruption,transmission interruption,NA,42,NA,4196,10.14,8.2,6.34,8.68,5386357,4372034,2451178,12210188,44.11362872,35.80644295,20.0748588,4185540,644609,11016,4841173,86.4571,13.3151,0.2275,43281,47287,0.91528327,0,6890,413747,1.665268872,2,9558979,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,771,2014,3,North Carolina,NC,SERC,Southeast,-0.4,normal,"Friday, March 7, 2014",3:30:00 AM,"Friday, March 7, 2014",9:00:00 PM,severe weather,wind storm,NA,1050,1500,370900,10.92,8.87,6.51,9.32,4996927,3711440,2263184,10972259,45.54146051,33.8256689,20.62641795,4303476,655841,10356,4969674,86.5947,13.1969,0.2084,43332,49091,0.882687254,1.1,7171,430887,1.664241437,2.3,9940387,66.09,11.21,1367.2,1043.7,73.5,9.48,2.11,90.33612665,9.663873353,7.528939594 +,772,2016,6,New Jersey,NJ,RFC,Northeast,0.1,normal,"Tuesday, June 14, 2016",7:59:00 AM,"Tuesday, June 14, 2016",8:00:00 AM,intentional attack,vandalism,NA,1,0,0,16.05,13.4,10.68,14.21,2625921,3241452,584848,6476106,40.54783847,50.05248524,9.030858976,3510141,514579,11929,4036656,86.9567,12.7477,0.2955,56428,50660,1.113857086,-0.5,8648,506638,1.706938682,3,8978416,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,773,2015,6,New Jersey,NJ,RFC,Northeast,1,warm,"Tuesday, June 23, 2015",6:18:00 PM,"Tuesday, June 23, 2015",8:30:00 PM,system operability disruption,NA,NA,132,198,156338,16.44,13.86,11.09,14.64,2678984,3301771,608105,6614106,40.50409836,49.92014038,9.194061903,3489111,512894,12191,4014202,86.9192,12.7770,0.3037,56721,49844,1.137970468,1.6,9269,503515,1.840858763,3.2,8958013,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,774,2006,9,New Jersey,NJ,RFC,Northeast,0.5,warm,"Friday, September 1, 2006",8:00:00 PM,"Monday, September 4, 2006",5:00:00 PM,severe weather,hurricanes,Ernesto,4140,400,1.00E+05,13.85,12.83,10.35,12.79,2305453,3317253,1024839,6670510,34.56187008,49.73012558,15.36372781,3372447,461461,13929,3847844,87.6451,11.9927,0.3620,57835,48909,1.182502198,1.5,8555,500948,1.707762083,2.9,8661679,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,775,2011,8,New Jersey,NJ,RFC,Northeast,-0.6,cold,"Sunday, August 28, 2011",12:30:00 AM,"Tuesday, August 30, 2011",12:30:00 AM,severe weather,NA,NA,2880,NA,650000,16.68,14.44,12.22,15.2,3360476,3739705,700850,7827652,42.93083034,47.77556539,8.953515052,3457325,481663,12715,3951709,87.4894,12.1887,0.3218,54775,47586,1.151073845,-1.3,9286,484352,1.917200714,3,8842934,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,776,2014,1,New Jersey,NJ,RFC,Northeast,-0.5,cold,"Tuesday, January 21, 2014",5:00:00 PM,NA,NA,intentional attack,vandalism,NA,NA,NA,NA,15.22,13.71,14.22,14.36,2669227,3235599,646187,6578782,40.57327025,49.18234105,9.822289293,3470874,511335,12313,3994528,86.8907,12.8009,0.3082,55841,49091,1.137499745,0.5,9818,499117,1.967073852,3.1,8938844,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,777,2011,10,New Jersey,NJ,RFC,Northeast,-0.9,cold,"Saturday, October 29, 2011",2:30:00 PM,"Sunday, November 6, 2011",12:00:00 PM,severe weather,NA,NA,11430,125,197000,15.95,12.69,10.53,13.52,1879567,3107012,635908,5647321,33.28245375,55.01744987,11.26034805,3457325,481663,12715,3951709,87.4894,12.1887,0.3218,54775,47586,1.151073845,-1.3,9286,484352,1.917200714,3,8842934,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,778,2008,5,New Jersey,NJ,RFC,Northeast,-0.7,cold,"Monday, May 12, 2008",12:01:00 AM,"Wednesday, May 14, 2008",12:00:00 PM,severe weather,storm,NA,3599,55,135000,14.27,13.59,12.05,13.57,1845182,2899836,883428,5651084,32.65182397,51.31468582,15.6328945,3409806,469341,13391,3892544,87.5984,12.0574,0.3440,57998,48401,1.198281027,0,8712,505227,1.7243734,2.8,8711090,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,779,2011,10,New Jersey,NJ,RFC,Northeast,-0.9,cold,"Friday, October 14, 2011",2:20:00 PM,"Friday, October 14, 2011",2:20:00 PM,intentional attack,vandalism,NA,0,0,0,15.95,12.69,10.53,13.52,1879567,3107012,635908,5647321,33.28245375,55.01744987,11.26034805,3457325,481663,12715,3951709,87.4894,12.1887,0.3218,54775,47586,1.151073845,-1.3,9286,484352,1.917200714,3,8842934,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,780,2012,7,New Jersey,NJ,RFC,Northeast,0.1,normal,"Saturday, July 7, 2012",6:00:00 PM,"Monday, July 9, 2012",7:01:00 PM,severe weather,thunderstorm,NA,2941,NA,95400,16.12,13.65,11.36,14.58,3818692,3857840,672888,8374523,45.59891948,46.06638492,8.034941214,3455302,489943,12729,3957980,87.2996,12.3786,0.3216,55571,48156,1.153978736,1.5,9159,493246,1.856882772,3,8874893,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,781,2015,6,New Jersey,NJ,NPCC,Northeast,1,warm,"Tuesday, June 23, 2015",6:26:00 PM,NA,NA,severe weather,NA,NA,NA,90,73000,16.44,13.86,11.09,14.64,2678984,3301771,608105,6614106,40.50409836,49.92014038,9.194061903,3489111,512894,12191,4014202,86.9192,12.7770,0.3037,56721,49844,1.137970468,1.6,9269,503515,1.840858763,3.2,8958013,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,782,2008,6,New Jersey,NJ,RFC,Northeast,-0.5,cold,"Tuesday, June 10, 2008",6:00:00 PM,"Saturday, June 14, 2008",11:30:00 PM,severe weather,storm,NA,6090,NA,248800,16.83,16.33,14.95,16.35,2845383,3571391,879580,7320536,38.86850635,48.78592223,12.01524041,3409806,469341,13391,3892544,87.5984,12.0574,0.3440,57998,48401,1.198281027,0,8712,505227,1.7243734,2.8,8711090,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,783,2008,12,New Jersey,NJ,RFC,Northeast,-0.7,cold,"Tuesday, December 9, 2008",5:27:00 PM,"Wednesday, December 10, 2008",4:12:00 PM,system operability disruption,transmission interruption,NA,1365,438,156729,15.27,13.08,11.52,13.69,2412810,3329602,781473,6552570,36.82234604,50.81368074,11.92620605,3409806,469341,13391,3892544,87.5984,12.0574,0.3440,57998,48401,1.198281027,0,8712,505227,1.7243734,2.8,8711090,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,784,2011,9,New Jersey,NJ,RFC,Northeast,-0.8,cold,"Monday, September 12, 2011",9:15:00 AM,"Monday, September 12, 2011",3:30:00 PM,intentional attack,vandalism,NA,375,0,0,16.18,13.4,11.2,14.26,2682310,3409681,691446,6808089,39.39886802,50.08279122,10.15624208,3457325,481663,12715,3951709,87.4894,12.1887,0.3218,54775,47586,1.151073845,-1.3,9286,484352,1.917200714,3,8842934,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,785,2011,8,New Jersey,NJ,RFC,Northeast,-0.6,cold,"Saturday, August 27, 2011",10:00:00 PM,"Monday, August 29, 2011",4:00:00 PM,severe weather,NA,NA,2520,320,140000,16.68,14.44,12.22,15.2,3360476,3739705,700850,7827652,42.93083034,47.77556539,8.953515052,3457325,481663,12715,3951709,87.4894,12.1887,0.3218,54775,47586,1.151073845,-1.3,9286,484352,1.917200714,3,8842934,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,786,2015,6,New Jersey,NJ,RFC,Northeast,1,warm,"Tuesday, June 23, 2015",6:00:00 PM,"Tuesday, June 30, 2015",6:00:00 PM,severe weather,NA,NA,10080,NA,263000,16.44,13.86,11.09,14.64,2678984,3301771,608105,6614106,40.50409836,49.92014038,9.194061903,3489111,512894,12191,4014202,86.9192,12.7770,0.3037,56721,49844,1.137970468,1.6,9269,503515,1.840858763,3.2,8958013,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,787,2016,1,New Jersey,NJ,RFC,Northeast,2.2,warm,"Saturday, January 23, 2016",7:49:00 AM,"Saturday, January 23, 2016",9:05:00 AM,severe weather,NA,NA,76,NA,50900,15.45,11.87,9.98,13.1,2401569,3124280,553988,6105400,39.33516232,51.17240476,9.073738002,3510141,514579,11929,4036656,86.9567,12.7477,0.2955,56428,50660,1.113857086,-0.5,8648,506638,1.706938682,3,8978416,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,788,2011,9,New Jersey,NJ,RFC,Northeast,-0.8,cold,"Wednesday, September 28, 2011",2:59:00 PM,"Wednesday, September 28, 2011",2:59:00 PM,intentional attack,vandalism,NA,0,0,0,16.18,13.4,11.2,14.26,2682310,3409681,691446,6808089,39.39886802,50.08279122,10.15624208,3457325,481663,12715,3951709,87.4894,12.1887,0.3218,54775,47586,1.151073845,-1.3,9286,484352,1.917200714,3,8842934,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,789,2006,2,New Jersey,NJ,RFC,Northeast,-0.6,cold,"Sunday, February 12, 2006",2:00:00 AM,"Tuesday, February 14, 2006",4:00:00 PM,severe weather,winter storm,NA,3720,80,130000,11.34,10.04,9.53,10.42,2190982,2917380,949861,6082133,36.0232504,47.966396,15.61723494,3372447,461461,13929,3847844,87.6451,11.9927,0.3620,57835,48909,1.182502198,1.5,8555,500948,1.707762083,2.9,8661679,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,790,2008,6,New Jersey,NJ,RFC,Northeast,-0.5,cold,"Monday, June 9, 2008",2:52:00 PM,"Monday, June 9, 2008",8:25:00 PM,severe weather,wildfire,NA,333,215,75654,16.83,16.33,14.95,16.35,2845383,3571391,879580,7320536,38.86850635,48.78592223,12.01524041,3409806,469341,13391,3892544,87.5984,12.0574,0.3440,57998,48401,1.198281027,0,8712,505227,1.7243734,2.8,8711090,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,791,2011,11,New Jersey,NJ,RFC,Northeast,-1,cold,"Monday, November 14, 2011",2:24:00 PM,"Monday, November 14, 2011",2:24:00 PM,intentional attack,vandalism,NA,0,0,0,16.15,12.72,10.56,13.57,1719778,2848164,650752,5242935,32.80181807,54.32384723,12.41197917,3457325,481663,12715,3951709,87.4894,12.1887,0.3218,54775,47586,1.151073845,-1.3,9286,484352,1.917200714,3,8842934,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,792,2014,1,New Jersey,NJ,RFC,Northeast,-0.5,cold,"Wednesday, January 22, 2014",9:15:00 PM,"Thursday, January 23, 2014",3:08:00 AM,intentional attack,NA,NA,353,NA,NA,15.22,13.71,14.22,14.36,2669227,3235599,646187,6578782,40.57327025,49.18234105,9.822289293,3470874,511335,12313,3994528,86.8907,12.8009,0.3082,55841,49091,1.137499745,0.5,9818,499117,1.967073852,3.1,8938844,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,793,2012,10,New Jersey,NJ,NPCC,Northeast,0.3,normal,"Monday, October 29, 2012",4:03:00 PM,"Tuesday, November 6, 2012",12:00:00 PM,severe weather,hurricanes,Sandy,11337,NA,50000,15.17,12.13,9.98,12.9,1846305,2995476,621545,5486658,33.65081257,54.59563909,11.32829857,3455302,489943,12729,3957980,87.2996,12.3786,0.3216,55571,48156,1.153978736,1.5,9159,493246,1.856882772,3,8874893,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,794,2011,10,New Jersey,NJ,RFC,Northeast,-0.9,cold,"Thursday, October 20, 2011",7:15:00 AM,"Thursday, October 20, 2011",7:15:00 AM,intentional attack,vandalism,NA,0,0,0,15.95,12.69,10.53,13.52,1879567,3107012,635908,5647321,33.28245375,55.01744987,11.26034805,3457325,481663,12715,3951709,87.4894,12.1887,0.3218,54775,47586,1.151073845,-1.3,9286,484352,1.917200714,3,8842934,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,795,2011,9,New Jersey,NJ,RFC,Northeast,-0.8,cold,"Monday, September 26, 2011",10:15:00 AM,"Monday, September 26, 2011",10:15:00 AM,intentional attack,vandalism,NA,0,0,0,16.18,13.4,11.2,14.26,2682310,3409681,691446,6808089,39.39886802,50.08279122,10.15624208,3457325,481663,12715,3951709,87.4894,12.1887,0.3218,54775,47586,1.151073845,-1.3,9286,484352,1.917200714,3,8842934,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,796,2010,6,New Jersey,NJ,RFC,Northeast,-0.4,normal,"Thursday, June 24, 2010",3:00:00 PM,"Tuesday, June 29, 2010",12:00:00 PM,severe weather,thunderstorm,NA,7020,NA,150000,16.88,15.22,12.71,15.66,2990854,3490651,705973,7212763,41.46613441,48.39547619,9.787830267,3454840,478687,12960,3946493,87.5420,12.1294,0.3284,55469,47287,1.173028528,0.3,9434,488326,1.931906145,3.1,8803881,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,797,2012,6,New Jersey,NJ,RFC,Northeast,-0.1,normal,"Saturday, June 30, 2012",1:15:00 AM,"Saturday, July 7, 2012",5:33:00 PM,severe weather,thunderstorm,NA,11058,NA,205000,15.67,13.56,11.06,14.15,2701405,3281273,663469,6670682,40.49668385,49.18946818,9.946044497,3455302,489943,12729,3957980,87.2996,12.3786,0.3216,55571,48156,1.153978736,1.5,9159,493246,1.856882772,3,8874893,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,798,2014,1,New Jersey,NJ,RFC,Northeast,-0.5,cold,"Sunday, January 26, 2014",11:00:00 PM,NA,NA,intentional attack,NA,NA,NA,NA,NA,15.22,13.71,14.22,14.36,2669227,3235599,646187,6578782,40.57327025,49.18234105,9.822289293,3470874,511335,12313,3994528,86.8907,12.8009,0.3082,55841,49091,1.137499745,0.5,9818,499117,1.967073852,3.1,8938844,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,799,2012,10,New Jersey,NJ,RFC,Northeast,0.3,normal,"Monday, October 29, 2012",12:00:00 PM,"Sunday, November 4, 2012",11:00:00 PM,severe weather,hurricanes,Sandy,9360,NA,217000,15.17,12.13,9.98,12.9,1846305,2995476,621545,5486658,33.65081257,54.59563909,11.32829857,3455302,489943,12729,3957980,87.2996,12.3786,0.3216,55571,48156,1.153978736,1.5,9159,493246,1.856882772,3,8874893,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,800,2010,3,New Jersey,NJ,RFC,Northeast,0.9,warm,"Saturday, March 13, 2010",4:00:00 PM,"Tuesday, March 16, 2010",12:00:00 AM,severe weather,flooding,NA,3300,NA,180000,15.89,13.19,11.44,13.91,2052907,3187543,705094,5973784,34.36526999,53.35885931,11.80313851,3454840,478687,12960,3946493,87.5420,12.1294,0.3284,55469,47287,1.173028528,0.3,9434,488326,1.931906145,3.1,8803881,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,801,2011,7,New Jersey,NJ,RFC,Northeast,-0.3,normal,"Friday, July 29, 2011",8:45:00 PM,"Monday, August 1, 2011",4:24:00 AM,severe weather,NA,NA,3339,NA,67900,16.35,14.27,12.44,15.05,3853388,3973204,717382,8570959,44.95865632,46.35658623,8.369915199,3457325,481663,12715,3951709,87.4894,12.1887,0.3218,54775,47586,1.151073845,-1.3,9286,484352,1.917200714,3,8842934,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,802,2011,8,New Jersey,NJ,RFC,Northeast,-0.6,cold,"Sunday, August 28, 2011",12:23:00 AM,"Tuesday, August 30, 2011",12:23:00 AM,severe weather,NA,NA,2880,500,665000,16.68,14.44,12.22,15.2,3360476,3739705,700850,7827652,42.93083034,47.77556539,8.953515052,3457325,481663,12715,3951709,87.4894,12.1887,0.3218,54775,47586,1.151073845,-1.3,9286,484352,1.917200714,3,8842934,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,803,2010,2,New Jersey,NJ,RFC,Northeast,1.2,warm,"Friday, February 5, 2010",3:00:00 PM,"Saturday, February 13, 2010",4:00:00 PM,severe weather,winter storm,NA,11580,NA,221000,15.81,13.27,11.79,14.06,2236726,3040719,646485,5954081,37.56626757,51.06949334,10.85784691,3454840,478687,12960,3946493,87.5420,12.1294,0.3284,55469,47287,1.173028528,0.3,9434,488326,1.931906145,3.1,8803881,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,804,2012,10,New Jersey,NJ,RFC,Northeast,0.3,normal,"Monday, October 29, 2012",8:00:00 AM,"Sunday, November 4, 2012",11:00:00 PM,severe weather,hurricanes,Sandy,9600,NA,NA,15.17,12.13,9.98,12.9,1846305,2995476,621545,5486658,33.65081257,54.59563909,11.32829857,3455302,489943,12729,3957980,87.2996,12.3786,0.3216,55571,48156,1.153978736,1.5,9159,493246,1.856882772,3,8874893,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,805,2011,10,New Jersey,NJ,RFC,Northeast,-0.9,cold,"Saturday, October 29, 2011",9:59:00 AM,"Monday, November 7, 2011",1:00:00 PM,severe weather,NA,NA,13201,NA,379000,15.95,12.69,10.53,13.52,1879567,3107012,635908,5647321,33.28245375,55.01744987,11.26034805,3457325,481663,12715,3951709,87.4894,12.1887,0.3218,54775,47586,1.151073845,-1.3,9286,484352,1.917200714,3,8842934,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,806,2010,3,New Jersey,NJ,RFC,Northeast,0.9,warm,"Saturday, March 13, 2010",6:00:00 PM,"Saturday, March 20, 2010",12:59:00 PM,severe weather,wind/rain,NA,9719,100,360000,15.89,13.19,11.44,13.91,2052907,3187543,705094,5973784,34.36526999,53.35885931,11.80313851,3454840,478687,12960,3946493,87.5420,12.1294,0.3284,55469,47287,1.173028528,0.3,9434,488326,1.931906145,3.1,8803881,94.68,2.44,2851.2,1446.5,105.5,39.7,2.01,84.30585808,15.68267798,4.998280408 +,807,2004,8,South Carolina,SC,SERC,Southeast,0.6,warm,"Sunday, August 29, 2004",9:52:00 AM,"Sunday, August 29, 2004",6:00:00 PM,severe weather,hurricanes,Gaston,488,450,125000,8.34,7.15,4.41,6.53,2725025,1903402,2902681,7531108,36.1835868,25.27386408,38.54254912,1892678,310804,5001,2208483,85.7004,14.0732,0.2264,37262,47037,0.792184876,-0.8,4614,156906,2.940614126,1.8,4210921,66.33,10.55,1288.1,1117.1,56.3,7.92,1.45,93.88194878,6.121174266,3.322923173 +,808,2011,6,South Carolina,SC,SERC,Southeast,-0.3,normal,"Thursday, June 2, 2011",11:45:00 PM,"Saturday, June 4, 2011",4:00:00 PM,severe weather,NA,NA,2415,NA,50465,10.72,9.44,6.23,8.97,3075960,2074897,2325789,7476646,41.1409073,27.75170845,31.10738425,2101585,340193,4459,2446237,85.9109,13.9068,0.1823,35812,47586,0.752574287,1.3,4941,167352,2.952459487,1.8,4672733,66.33,10.55,1288.1,1117.1,56.3,7.92,1.45,93.88194878,6.121174266,3.322923173 +,809,2014,1,South Carolina,SC,SERC,Southeast,-0.5,cold,"Wednesday, January 8, 2014",6:00:00 AM,"Wednesday, January 8, 2014",9:00:00 AM,severe weather,winter,NA,180,4545,677858,11.81,10.17,6.61,9.8,3384198,1909914,2349544,7643655,44.27460423,24.98692052,30.73848833,2157091,349432,4566,2511089,85.9026,13.9156,0.1818,35962,49091,0.732557903,1.2,4318,173785,2.484679345,1.9,4829160,66.33,10.55,1288.1,1117.1,56.3,7.92,1.45,93.88194878,6.121174266,3.322923173 +,810,2014,2,South Carolina,SC,SERC,Southeast,-0.5,cold,"Wednesday, February 12, 2014",11:03:00 AM,"Saturday, February 15, 2014",8:40:00 AM,severe weather,snow/ice ,NA,4177,700,120124,12.04,10.3,6.12,9.68,2855657,1514378,2143398,6513433,43.84257887,23.25007412,32.90734702,2157091,349432,4566,2511089,85.9026,13.9156,0.1818,35962,49091,0.732557903,1.2,4318,173785,2.484679345,1.9,4829160,66.33,10.55,1288.1,1117.1,56.3,7.92,1.45,93.88194878,6.121174266,3.322923173 +,811,2000,1,South Carolina,SC,SERC,Southeast,-1.6,cold,"Sunday, January 23, 2000",8:00:00 AM,"Friday, January 28, 2000",12:00:00 PM,severe weather,winter storm,NA,7440,450,133000,7.38,6.37,3.64,5.6,2400821,1350477,2759297,6586660,36.44974843,20.50321407,41.89220333,1764298,274003,5077,2059496,85.6665,13.3044,0.2465,36388,44745,0.813230529,1.1,5210,146434,3.557916877,1.7,4024223,66.33,10.55,1288.1,1117.1,56.3,7.92,1.45,93.88194878,6.121174266,3.322923173 +,812,2004,1,South Carolina,SC,SERC,Southeast,0.3,normal,"Monday, January 26, 2004",10:00:00 AM,"Wednesday, January 28, 2004",8:00:00 PM,severe weather,winter storm,NA,3480,600,150000,7.66,6.63,3.87,6.09,2883310,1593294,2422764,6899368,41.79092926,23.09333261,35.11573814,1892678,310804,5001,2208483,85.7004,14.0732,0.2264,37262,47037,0.792184876,-0.8,4614,156906,2.940614126,1.8,4210921,66.33,10.55,1288.1,1117.1,56.3,7.92,1.45,93.88194878,6.121174266,3.322923173 +,813,2000,1,South Carolina,SC,SERC,Southeast,-1.6,cold,"Saturday, January 29, 2000",10:00:00 PM,"Thursday, February 3, 2000",12:00:00 PM,severe weather,winter storm,NA,6600,300,81000,7.38,6.37,3.64,5.6,2400821,1350477,2759297,6586660,36.44974843,20.50321407,41.89220333,1764298,274003,5077,2059496,85.6665,13.3044,0.2465,36388,44745,0.813230529,1.1,5210,146434,3.557916877,1.7,4024223,66.33,10.55,1288.1,1117.1,56.3,7.92,1.45,93.88194878,6.121174266,3.322923173 +,814,2014,1,South Carolina,SC,SERC,Southeast,-0.5,cold,"Tuesday, January 7, 2014",6:00:00 PM,"Tuesday, January 7, 2014",11:00:00 PM,severe weather,winter,NA,300,4853,677858,11.81,10.17,6.61,9.8,3384198,1909914,2349544,7643655,44.27460423,24.98692052,30.73848833,2157091,349432,4566,2511089,85.9026,13.9156,0.1818,35962,49091,0.732557903,1.2,4318,173785,2.484679345,1.9,4829160,66.33,10.55,1288.1,1117.1,56.3,7.92,1.45,93.88194878,6.121174266,3.322923173 +,815,2011,3,Oregon,OR,WECC,Northwest,-0.7,cold,"Sunday, March 13, 2011",2:20:00 PM,"Monday, March 14, 2011",3:46:00 PM,severe weather,NA,NA,1526,NA,9000,9.27,8.08,5.35,7.97,1884163,1322138,980933,4189416,44.97435919,31.55900488,23.41455229,1633551,238908,23300,1895763,86.1685,12.6022,1.2291,51362,47586,1.07935107,3.4,2592,198649,1.304814019,0.8,3868509,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,816,2011,12,Oregon,OR,WECC,Northwest,-0.9,cold,"Tuesday, December 20, 2011",7:45:00 AM,"Tuesday, December 20, 2011",8:45:00 AM,intentional attack,vandalism,NA,60,12,2500,9.57,8.06,5.42,8.23,2171477,1383955,955085,4512872,48.11740727,30.66683478,21.16357388,1633551,238908,23300,1895763,86.1685,12.6022,1.2291,51362,47586,1.07935107,3.4,2592,198649,1.304814019,0.8,3868509,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,817,2015,3,Oregon,OR,WECC,Northwest,0.6,warm,"Sunday, March 15, 2015",3:30:00 PM,"Sunday, March 15, 2015",7:00:00 PM,severe weather,wind,NA,210,210,71000,10.49,8.86,5.96,8.77,1561249,1309399,996058,3868621,40.35673177,33.84666009,25.7471073,1686973,229116,25242,1941333,86.8977,11.8020,1.3002,49482,49844,0.992737341,2.5,2845,199682,1.424765377,0.9,4028977,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,818,2014,4,Oregon,OR,WECC,Northwest,-0.2,normal,"Sunday, April 27, 2014",12:07:00 PM,"Sunday, April 27, 2014",12:09:00 PM,intentional attack,vandalism,NA,2,NA,NA,10.37,8.76,5.66,8.52,1412243,1247178,1012637,3673934,38.43953103,33.94666317,27.56274337,1669124,229832,23356,1922316,86.8288,11.9560,1.2150,48264,49091,0.983153735,-0.1,3235,191618,1.688254757,0.9,3971202,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,819,2013,8,Oregon,OR,WECC,Northwest,-0.3,normal,"Wednesday, August 7, 2013",2:30:00 PM,"Thursday, August 8, 2013",1:00:00 PM,intentional attack,vandalism,NA,1350,NA,NA,10.15,8.55,6.05,8.35,1343172,1427488,1183986,3956492,33.94855847,36.07963822,29.92514581,1650803,235191,23392,1909390,86.4571,12.3176,1.2251,48323,48396,0.998491611,-2.2,3604,189816,1.898680828,0.9,3928030,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,820,2016,2,Oregon,OR,WECC,Northwest,2,warm,"Sunday, February 21, 2016",3:54:00 PM,"Sunday, February 21, 2016",5:07:00 PM,intentional attack,sabotage,NA,73,0,0,10.37,8.88,5.9,8.86,1694938,1285120,874543,3856593,43.94910223,33.32267626,22.67656971,1706622,231692,24628,1962944,86.9420,11.8033,1.2546,50751,50660,1.001796289,2.6,3179,207367,1.53303081,0.9,4085989,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,821,2015,1,Oregon,OR,WECC,Northwest,0.6,warm,"Monday, January 26, 2015",2:39:00 PM,"Monday, January 26, 2015",2:40:00 PM,intentional attack,vandalism,NA,1,NA,NA,10.3,8.72,5.75,8.79,2005228,1351705,959330,4318263,46.43598595,31.30205363,22.2156455,1686973,229116,25242,1941333,86.8977,11.8020,1.3002,49482,49844,0.992737341,2.5,2845,199682,1.424765377,0.9,4028977,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,822,2008,12,Oregon,OR,WECC,Northwest,-0.7,cold,"Wednesday, December 10, 2008",5:09:00 PM,"Wednesday, December 10, 2008",8:29:00 PM,equipment failure,NA,NA,200,32,3,8.21,7.08,5.15,7.26,2343665,1412677,945874,4703865,49.82424028,30.0322607,20.10844274,1616598,234526,22394,1873563,86.2847,12.5176,1.1953,48323,48401,0.998388463,4.2,2453,182118,1.346928914,0.9,3768748,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,823,2012,2,Oregon,OR,WECC,Northwest,-0.5,cold,"Tuesday, February 28, 2012",7:00:00 AM,"Tuesday, February 28, 2012",7:00:00 AM,intentional attack,vandalism,NA,0,NA,NA,9.63,8.22,5.55,8.26,1830086,1276837,905315,4014413,45.58788545,31.80631888,22.55161589,1642444,237780,23303,1903531,86.2841,12.4915,1.2242,49403,48156,1.025895008,-3.8,3527,192608,1.831180429,0.9,3899444,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,824,2016,2,Oregon,OR,WECC,Northwest,2,warm,"Sunday, February 7, 2016",2:58:00 PM,NA,NA,intentional attack,sabotage,NA,NA,NA,NA,10.37,8.88,5.9,8.86,1694938,1285120,874543,3856593,43.94910223,33.32267626,22.67656971,1706622,231692,24628,1962944,86.9420,11.8033,1.2546,50751,50660,1.001796289,2.6,3179,207367,1.53303081,0.9,4085989,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,825,2006,12,Oregon,OR,WECC,Northwest,0.9,warm,"Thursday, December 14, 2006",7:00:00 PM,"Sunday, December 17, 2006",8:00:00 PM,severe weather,heavy wind,NA,4380,NA,249500,7.51,6.77,5.08,6.75,2055038,1368845,967861,4393408,46.77548728,31.15679218,22.02984562,1577005,228472,21780,1827302,86.3024,12.5032,1.1919,45594,48909,0.932221064,7.1,2299,167369,1.373611601,0.8,3670883,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,826,2011,8,Oregon,OR,WECC,Northwest,-0.6,cold,"Monday, August 1, 2011",2:18:00 PM,"Monday, August 1, 2011",2:18:00 PM,intentional attack,vandalism,NA,0,NA,NA,9.78,8.08,5.6,7.97,1410595,1454415,1140371,4007383,35.19990478,36.29338648,28.45675095,1633551,238908,23300,1895763,86.1685,12.6022,1.2291,51362,47586,1.07935107,3.4,2592,198649,1.304814019,0.8,3868509,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,827,2014,2,Oregon,OR,WECC,Northwest,-0.5,cold,"Friday, February 14, 2014",1:00:00 PM,"Friday, February 14, 2014",3:00:00 PM,intentional attack,vandalism,NA,120,NA,NA,10.23,8.85,6.11,8.85,1911439,1316113,954221,4183695,45.68781902,31.45814884,22.80809189,1669124,229832,23356,1922316,86.8288,11.9560,1.2150,48264,49091,0.983153735,-0.1,3235,191618,1.688254757,0.9,3971202,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,828,2016,7,Oregon,OR,WECC,Northwest,-0.3,normal,"Saturday, July 2, 2016",4:00:00 AM,"Monday, July 4, 2016",12:40:00 AM,intentional attack,vandalism,NA,2680,0,0,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,1706622,231692,24628,1962944,86.9420,11.8033,1.2546,50751,50660,1.001796289,2.6,3179,207367,1.53303081,0.9,4085989,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,829,2014,1,Oregon,OR,WECC,Northwest,-0.5,cold,"Sunday, January 26, 2014",9:00:00 PM,"Monday, January 27, 2014",11:00:00 AM,intentional attack,vandalism,NA,840,NA,NA,10.07,8.59,5.85,8.7,2159671,1385020,982648,4529651,47.67852976,30.57674863,21.69368015,1669124,229832,23356,1922316,86.8288,11.9560,1.2150,48264,49091,0.983153735,-0.1,3235,191618,1.688254757,0.9,3971202,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,830,2013,6,Oregon,OR,WECC,Northwest,-0.2,normal,"Saturday, June 22, 2013",4:59:00 AM,"Saturday, June 22, 2013",9:28:00 PM,intentional attack,vandalism,NA,989,NA,NA,10.11,8.73,5.83,8.34,1228205,1279690,1063462,3573211,34.37258533,35.81344623,29.76208234,1650803,235191,23392,1909390,86.4571,12.3176,1.2251,48323,48396,0.998491611,-2.2,3604,189816,1.898680828,0.9,3928030,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,831,2006,12,Oregon,OR,WECC,Northwest,0.9,warm,"Thursday, December 14, 2006",12:07:00 PM,"Sunday, December 17, 2006",12:00:00 PM,severe weather,heavy wind,NA,4313,NA,111000,7.51,6.77,5.08,6.75,2055038,1368845,967861,4393408,46.77548728,31.15679218,22.02984562,1577005,228472,21780,1827302,86.3024,12.5032,1.1919,45594,48909,0.932221064,7.1,2299,167369,1.373611601,0.8,3670883,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,832,2011,5,Oregon,OR,WECC,Northwest,-0.4,normal,"Friday, May 6, 2011",6:56:00 AM,"Friday, May 6, 2011",10:30:00 AM,intentional attack,vandalism,NA,214,0,0,9.46,8.19,5.4,7.95,1435563,1240107,962412,3640038,39.43813224,34.06851797,26.43961409,1633551,238908,23300,1895763,86.1685,12.6022,1.2291,51362,47586,1.07935107,3.4,2592,198649,1.304814019,0.8,3868509,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,833,2013,8,Oregon,OR,WECC,Northwest,-0.3,normal,"Monday, August 12, 2013",11:55:00 AM,"Monday, August 12, 2013",11:59:00 AM,intentional attack,suspicious activity,NA,4,NA,NA,10.15,8.55,6.05,8.35,1343172,1427488,1183986,3956492,33.94855847,36.07963822,29.92514581,1650803,235191,23392,1909390,86.4571,12.3176,1.2251,48323,48396,0.998491611,-2.2,3604,189816,1.898680828,0.9,3928030,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,834,2011,8,Oregon,OR,WECC,Northwest,-0.6,cold,"Sunday, August 28, 2011",8:55:00 PM,"Sunday, August 28, 2011",11:39:00 PM,intentional attack,vandalism,NA,164,0,0,9.78,8.08,5.6,7.97,1410595,1454415,1140371,4007383,35.19990478,36.29338648,28.45675095,1633551,238908,23300,1895763,86.1685,12.6022,1.2291,51362,47586,1.07935107,3.4,2592,198649,1.304814019,0.8,3868509,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,835,2015,1,Oregon,OR,WECC,Northwest,0.6,warm,"Thursday, January 22, 2015",4:24:00 AM,"Thursday, January 22, 2015",5:55:00 AM,intentional attack,vandalism,NA,91,NA,NA,10.3,8.72,5.75,8.79,2005228,1351705,959330,4318263,46.43598595,31.30205363,22.2156455,1686973,229116,25242,1941333,86.8977,11.8020,1.3002,49482,49844,0.992737341,2.5,2845,199682,1.424765377,0.9,4028977,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,836,2006,12,Oregon,OR,WECC,Northwest,0.9,warm,"Saturday, December 16, 2006",7:30:00 PM,"Sunday, December 17, 2006",1:00:00 PM,severe weather,wildfire,NA,1050,350,84500,7.51,6.77,5.08,6.75,2055038,1368845,967861,4393408,46.77548728,31.15679218,22.02984562,1577005,228472,21780,1827302,86.3024,12.5032,1.1919,45594,48909,0.932221064,7.1,2299,167369,1.373611601,0.8,3670883,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,837,2013,5,Oregon,OR,WECC,Northwest,-0.2,normal,"Tuesday, May 14, 2013",12:01:00 AM,"Tuesday, May 14, 2013",1:59:00 PM,intentional attack,vandalism,NA,838,NA,NA,9.91,8.72,5.84,8.34,1303514,1316459,1019784,3641613,35.79496229,36.15043663,28.00363465,1650803,235191,23392,1909390,86.4571,12.3176,1.2251,48323,48396,0.998491611,-2.2,3604,189816,1.898680828,0.9,3928030,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,838,2015,10,Oregon,OR,WECC,Northwest,2,warm,"Friday, October 30, 2015",3:00:00 PM,"Friday, October 30, 2015",4:00:00 PM,intentional attack,NA,NA,60,0,0,10.92,8.95,6,8.82,1286283,1334372,1015258,3638061,35.35627907,36.67810958,27.90656891,1686973,229116,25242,1941333,86.8977,11.8020,1.3002,49482,49844,0.992737341,2.5,2845,199682,1.424765377,0.9,4028977,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,839,2014,2,Oregon,OR,WECC,Northwest,-0.5,cold,"Tuesday, February 18, 2014",6:43:00 PM,"Tuesday, February 18, 2014",6:44:00 PM,intentional attack,vandalism,NA,1,NA,NA,10.23,8.85,6.11,8.85,1911439,1316113,954221,4183695,45.68781902,31.45814884,22.80809189,1669124,229832,23356,1922316,86.8288,11.9560,1.2150,48264,49091,0.983153735,-0.1,3235,191618,1.688254757,0.9,3971202,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,840,2015,9,Oregon,OR,WECC,Northwest,1.7,warm,"Tuesday, September 29, 2015",3:40:00 PM,"Tuesday, September 29, 2015",3:41:00 PM,intentional attack,vandalism,NA,1,NA,NA,10.88,8.81,6.2,8.76,1214749,1290439,1039871,3547135,34.24591959,36.37975437,29.31579993,1686973,229116,25242,1941333,86.8977,11.8020,1.3002,49482,49844,0.992737341,2.5,2845,199682,1.424765377,0.9,4028977,81.03,18.56,2804.9,1973.3,7.7,1.15,0.38,97.56960327,2.430396731,1.085597536 +,841,2010,2,District of Columbia,DC,RFC,Northeast,1.2,warm,"Friday, February 5, 2010",7:00:00 PM,"Friday, February 12, 2010",3:46:00 PM,severe weather,winter storm,NA,9886,NA,97651,13.41,13.8,7.11,13.55,181006,682695,18213,902386,20.0586002,75.6544317,2.018315887,227550,26449,1,254001,89.5863,10.4130,0.0004,168377,47287,3.560746082,0.8,1416,101904,1.389543099,0.3,605126,100,0,9856.5,NA,NA,100,0,89.70588235,10.29411765,10.29411765 +,842,2011,8,District of Columbia,DC,RFC,Northeast,-0.6,cold,"Saturday, August 27, 2011",11:05:00 PM,"Monday, August 29, 2011",3:30:00 PM,severe weather,NA,NA,2425,NA,220000,13.06,12.77,8.29,12.69,239882,801888,16927,1084951,22.10993861,73.91006598,1.560162625,229450,26496,1,255948,89.6471,10.3521,0.0004,167337,47586,3.516517463,-0.6,1300,103820,1.252167212,0.3,620472,100,0,9856.5,NA,NA,100,0,89.70588235,10.29411765,10.29411765 +,843,2010,8,District of Columbia,DC,RFC,Northeast,-1.2,cold,"Thursday, August 5, 2010",3:30:00 PM,"Thursday, August 5, 2010",10:00:00 PM,severe weather,thunderstorm,NA,390,NA,76729,14.76,13.31,8.13,13.47,236540,883096,18171,1167163,20.26623531,75.66175419,1.556851956,227550,26449,1,254001,89.5863,10.4130,0.0004,168377,47287,3.560746082,0.8,1416,101904,1.389543099,0.3,605126,100,0,9856.5,NA,NA,100,0,89.70588235,10.29411765,10.29411765 +,844,2003,9,District of Columbia,DC,RFC,Northeast,0.2,normal,"Thursday, September 18, 2003",4:20:00 PM,"Sunday, September 28, 2003",6:00:00 PM,severe weather,hurricanes,Isabel,14500,NA,530000,8.36,8.61,5.98,8.46,152325,721287,21491,920981,16.53942915,78.31725084,2.33349005,199215,26283,1,225500,88.3437,11.6554,0.0004,155044,45858,3.380958611,3.3,1115,88143,1.264989846,0.4,568502,100,0,9856.5,NA,NA,100,0,89.70588235,10.29411765,10.29411765 +,845,2011,1,District of Columbia,DC,RFC,Northeast,-1.3,cold,"Wednesday, January 26, 2011",5:00:00 PM,"Monday, January 31, 2011",8:00:00 AM,severe weather,winter storm,NA,6660,NA,210000,13.62,13.17,7.48,13.13,229985,744163,19395,1018592,22.5787165,73.05800556,1.904098992,229450,26496,1,255948,89.6471,10.3521,0.0004,167337,47586,3.516517463,-0.6,1300,103820,1.252167212,0.3,620472,100,0,9856.5,NA,NA,100,0,89.70588235,10.29411765,10.29411765 +,846,2013,2,District of Columbia,DC,RFC,Northeast,-0.4,normal,"Friday, February 8, 2013",11:38:00 AM,"Friday, February 8, 2013",2:17:00 PM,equipment failure,generator trip,NA,159,140,52000,11.97,11.88,5.4,11.73,180750,627931,15521,846772,21.34576958,74.15585305,1.832960939,235322,26530,1,261854,89.8676,10.1316,0.0004,159340,48396,3.292420861,-2.5,1165,103430,1.126365658,0.3,649540,100,0,9856.5,NA,NA,100,0,89.70588235,10.29411765,10.29411765 +,847,2014,1,District of Columbia,DC,RFC,Northeast,-0.5,cold,"Monday, January 6, 2014",7:50:00 PM,"Monday, January 6, 2014",8:44:00 PM,severe weather,winter,NA,54,NA,NA,12.59,12.67,8.66,12.49,218682,736898,20478,1004907,21.76141673,73.32996984,2.037800513,239355,26463,1,265820,90.0440,9.9552,0.0004,159831,49091,3.255810637,0.3,1107,105312,1.051162261,0.3,659836,100,0,9856.5,NA,NA,100,0,89.70588235,10.29411765,10.29411765 +,848,2013,6,District of Columbia,DC,RFC,Northeast,-0.2,normal,"Thursday, June 13, 2013",3:30:00 PM,"Thursday, June 13, 2013",4:00:00 PM,severe weather,uncontrolled loss,NA,30,700,40000,12.65,11.77,5.33,11.72,175324,789494,20375,1015794,17.25979874,77.72186093,2.005820078,235322,26530,1,261854,89.8676,10.1316,0.0004,159340,48396,3.292420861,-2.5,1165,103430,1.126365658,0.3,649540,100,0,9856.5,NA,NA,100,0,89.70588235,10.29411765,10.29411765 +,849,2012,6,District of Columbia,DC,RFC,Northeast,-0.1,normal,"Friday, June 29, 2012",10:15:00 PM,"Thursday, July 5, 2012",12:52:00 PM,severe weather,thunderstorm,NA,8077,3000,425000,13.18,12.03,5.71,12.03,179048,772663,18518,999646,17.91114054,77.29366196,1.852455769,231550,26547,1,258099,89.7136,10.2856,0.0004,163461,48156,3.394405682,-2.3,1071,103804,1.031752148,0.3,635342,100,0,9856.5,NA,NA,100,0,89.70588235,10.29411765,10.29411765 +,850,2010,8,District of Columbia,DC,RFC,Northeast,-1.2,cold,"Thursday, August 12, 2010",6:45:00 AM,"Thursday, August 12, 2010",9:00:00 PM,severe weather,NA,NA,855,NA,101003,14.76,13.31,8.13,13.47,236540,883096,18171,1167163,20.26623531,75.66175419,1.556851956,227550,26449,1,254001,89.5863,10.4130,0.0004,168377,47287,3.560746082,0.8,1416,101904,1.389543099,0.3,605126,100,0,9856.5,NA,NA,100,0,89.70588235,10.29411765,10.29411765 +,851,2015,12,Missouri,MO,SERC,Central,2.3,warm,"Thursday, December 10, 2015",9:25:00 PM,"Thursday, December 10, 2015",10:30:00 PM,system operability disruption,uncontrolled loss,NA,65,400,NA,10.39,8.49,5.67,8.78,2804972,2404322,1222018,6433254,43.60113871,37.3733417,18.99533269,2734553,373622,10218,3118394,87.6911,11.9812,0.3277,42984,49844,0.862370596,0.9,4975,259820,1.91478716,1.8,6083672,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,852,2009,5,Missouri,MO,SERC,Central,0.2,normal,"Friday, May 8, 2009",7:30:00 AM,"Friday, May 8, 2009",9:00:00 PM,severe weather,thunderstorm,NA,810,266,83000,9.44,7.23,5.48,7.65,2125285,2469717,1264661,5861119,36.26073792,42.13729494,21.57712546,2687756,368477,8982,3065216,87.6857,12.0212,0.2930,41867,46680,0.896893745,-2.4,4165,249574,1.66884371,1.9,5961088,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,853,2009,1,Missouri,MO,RFC,Central,-0.7,cold,"Wednesday, January 28, 2009",12:10:00 AM,"Friday, January 30, 2009",9:20:00 PM,severe weather,winter storm,NA,4150,300,NA,7.17,5.96,4.77,6.35,3818622,2656345,1347121,7824579,48.80290684,33.94872747,17.21653012,2687756,368477,8982,3065216,87.6857,12.0212,0.2930,41867,46680,0.896893745,-2.4,4165,249574,1.66884371,1.9,5961088,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,854,2009,1,Missouri,MO,SERC,Central,-0.7,cold,"Tuesday, January 27, 2009",11:00:00 AM,"Friday, January 30, 2009",6:00:00 PM,severe weather,winter storm,NA,4740,200,62500,7.17,5.96,4.77,6.35,3818622,2656345,1347121,7824579,48.80290684,33.94872747,17.21653012,2687756,368477,8982,3065216,87.6857,12.0212,0.2930,41867,46680,0.896893745,-2.4,4165,249574,1.66884371,1.9,5961088,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,855,2014,1,Missouri,MO,SERC,Central,-0.5,cold,"Tuesday, January 21, 2014",12:14:00 PM,"Tuesday, January 21, 2014",12:39:00 PM,intentional attack,vandalism,NA,25,10,NA,8.92,7.74,5.84,8.01,4136287,2681171,1404781,8224669,50.29122753,32.5991356,17.08009161,2724541,371495,10282,3106319,87.7096,11.9593,0.3310,42582,49091,0.867409505,0.8,5061,258201,1.960100852,1.8,6063827,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,856,2013,8,Missouri,MO,SPP,Central,-0.3,normal,"Thursday, August 29, 2013",9:50:00 AM,"Thursday, August 29, 2013",9:50:00 AM,intentional attack,vandalism,NA,0,NA,NA,12.37,10.41,7.6,10.7,3385250,2893484,1555277,7835624,43.20332369,36.92729513,19.84879571,2708934,371712,10274,3090921,87.6416,12.0259,0.3324,42231,48396,0.872613439,1.1,5386,255281,2.109831911,1.9,6043708,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,857,2015,12,Missouri,MO,SERC,Central,2.3,warm,"Thursday, December 31, 2015",11:00:00 AM,NA,NA,intentional attack,sabotage,NA,NA,0,0,10.39,8.49,5.67,8.78,2804972,2404322,1222018,6433254,43.60113871,37.3733417,18.99533269,2734553,373622,10218,3118394,87.6911,11.9812,0.3277,42984,49844,0.862370596,0.9,4975,259820,1.91478716,1.8,6083672,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,858,2007,8,Missouri,MO,SERC,Central,-0.6,cold,"Monday, August 13, 2007",1:30:00 AM,"Tuesday, August 14, 2007",12:00:00 PM,severe weather,thunderstorm,NA,2070,NA,63000,8.93,7.55,5.68,7.85,4224367,3251838,1641042,9118872,46.32554333,35.66052907,17.99610741,2666181,363192,10634,3040008,87.7031,11.9471,0.3498,42782,49126,0.87086268,-0.6,4274,251881,1.696833028,1.8,5887612,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,859,2008,12,Missouri,MO,RFC,Central,-0.7,cold,"Tuesday, December 2, 2008",4:30:00 AM,"Tuesday, December 2, 2008",7:00:00 PM,severe weather,wildfire,NA,870,135,53000,7.2,6.05,4.54,6.32,3612203,2566879,1398878,7580241,47.65287805,33.86276241,18.45426814,2686746,371220,9431,3067398,87.5904,12.1021,0.3075,42893,48401,0.886200698,0.3,4313,254097,1.697383283,1.8,5923916,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,860,2011,5,Missouri,MO,SPP,Central,-0.4,normal,"Sunday, May 22, 2011",5:09:00 PM,"Tuesday, May 31, 2011",12:01:00 PM,severe weather,NA,NA,12652,200,20000,10.47,8.37,5.88,8.56,2248620,2458135,1424067,6132823,36.6653334,40.0816231,23.22041579,2693261,370920,8759,3072941,87.6444,12.0705,0.2850,41564,47586,0.873450174,-1.4,4845,249820,1.939396365,1.9,6010587,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,861,2011,5,Missouri,MO,SERC,Central,-0.4,normal,"Monday, May 23, 2011",12:30:00 PM,"Wednesday, May 25, 2011",12:30:00 PM,severe weather,NA,NA,2880,NA,70000,10.47,8.37,5.88,8.56,2248620,2458135,1424067,6132823,36.6653334,40.0816231,23.22041579,2693261,370920,8759,3072941,87.6444,12.0705,0.2850,41564,47586,0.873450174,-1.4,4845,249820,1.939396365,1.9,6010587,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,862,2011,4,Missouri,MO,SERC,Central,-0.5,cold,"Friday, April 22, 2011",9:00:00 PM,"Friday, April 22, 2011",11:00:00 PM,severe weather,NA,NA,120,NA,55000,9.36,7.33,5.2,7.55,2124590,2256105,1441518,5823739,36.48154562,38.73980273,24.75244856,2693261,370920,8759,3072941,87.6444,12.0705,0.2850,41564,47586,0.873450174,-1.4,4845,249820,1.939396365,1.9,6010587,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,863,2016,5,Missouri,MO,SERC,Central,0.6,warm,"Saturday, May 14, 2016",9:25:00 PM,"Sunday, May 15, 2016",5:24:00 PM,intentional attack,sabotage,NA,1199,0,0,11.93,9.35,6.96,9.88,2058159,2437481,995835,5493089,37.46815316,44.3735938,18.12887066,2751460,376711,10169,3138342,87.6724,12.0035,0.3240,42736,50660,0.843584682,-0.6,5195,260309,1.995705104,1.8,6091176,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,864,2016,5,Missouri,MO,SERC,Central,0.6,warm,"Tuesday, May 24, 2016",8:00:00 AM,NA,NA,intentional attack,vandalism,NA,NA,0,0,11.93,9.35,6.96,9.88,2058159,2437481,995835,5493089,37.46815316,44.3735938,18.12887066,2751460,376711,10169,3138342,87.6724,12.0035,0.3240,42736,50660,0.843584682,-0.6,5195,260309,1.995705104,1.8,6091176,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,865,2013,5,Missouri,MO,SERC,Central,-0.2,normal,"Friday, May 31, 2013",7:30:00 PM,"Saturday, June 1, 2013",8:00:00 PM,severe weather,thunderstorm,NA,1470,NA,1.00E+05,11.75,9.47,6.29,9.51,2265443,2452584,1546999,6266605,36.15104191,39.13736385,24.68639718,2708934,371712,10274,3090921,87.6416,12.0259,0.3324,42231,48396,0.872613439,1.1,5386,255281,2.109831911,1.9,6043708,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,866,2013,2,Missouri,MO,SERC,Central,-0.4,normal,"Tuesday, February 26, 2013",1:00:00 PM,"Friday, March 1, 2013",10:00:00 AM,severe weather,winter storm,NA,4140,NA,56444,9.45,7.97,5.82,8.18,3005615,2335016,1413010,6755507,44.49133129,34.56463001,20.91641678,2708934,371712,10274,3090921,87.6416,12.0259,0.3324,42231,48396,0.872613439,1.1,5386,255281,2.109831911,1.9,6043708,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,867,2002,1,Missouri,MO,SPP,Central,-0.2,normal,"Wednesday, January 30, 2002",4:00:00 PM,"Sunday, February 10, 2002",9:00:00 AM,severe weather,winter storm,NA,15420,210,95000,6.16,5.17,3.99,5.42,2893346,2104845,1163545,6259942,46.2200129,33.62403358,18.58715304,2527727,331088,9640,2883323,87.6671,11.4829,0.3343,41348,45097,0.916868084,0.2,4924,234643,2.098507094,2.2,5674825,70.44,13.83,2053.5,1510.1,26.6,2.99,0.8,98.61563401,1.384365989,1.384365989 +,868,2010,7,Delaware,DE,RFC,Northeast,-0.9,cold,"Tuesday, July 6, 2010",3:47:00 AM,"Tuesday, July 6, 2010",4:37:00 AM,equipment failure,transformer outage,NA,50,95,18400,13.95,11.23,10.16,12.25,549890,427466,236937,1214292,45.28482441,35.20290013,19.51235782,396114,49986,1241,447341,88.5486,11.1740,0.2774,63053,47287,1.333410874,-0.3,939,56730,1.655208884,0.4,899791,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,869,2012,1,Delaware,DE,RFC,Northeast,-0.7,cold,"Friday, January 13, 2012",9:20:00 AM,"Friday, January 13, 2012",9:20:00 AM,intentional attack,vandalism,NA,0,0,0,13.03,9.77,7.96,10.78,427288,346046,216863,990197,43.15181726,34.94718728,21.90099546,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,870,2013,5,Delaware,DE,RFC,Northeast,-0.2,normal,"Wednesday, May 29, 2013",9:52:00 AM,"Wednesday, May 29, 2013",9:53:00 AM,intentional attack,vandalism,NA,1,NA,NA,14.21,10.5,8.49,11.15,282332,350320,240615,873267,32.33054724,40.11602408,27.55342868,403519,51673,848,456040,88.4832,11.3308,0.1859,61004,48396,1.260517398,-2.1,788,56443,1.396098719,0.4,925353,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,871,2012,11,Delaware,DE,RFC,Northeast,0.1,normal,"Monday, November 26, 2012",3:07:00 PM,"Monday, November 26, 2012",3:08:00 PM,intentional attack,vandalism,NA,1,NA,NA,13.63,10.48,8.38,11.13,354117,335696,243264,933076,37.95157093,35.97734804,26.0711882,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,872,2011,4,Delaware,DE,RFC,Northeast,-0.5,cold,"Wednesday, April 6, 2011",10:50:00 AM,"Wednesday, April 6, 2011",10:50:00 AM,intentional attack,vandalism,NA,0,0,0,13.89,10.82,8.7,11.5,324759,321446,200015,846219,38.37765401,37.98614779,23.63631637,398109,50369,1238,449716,88.5245,11.2002,0.2753,63603,47586,1.336590594,0.9,880,57741,1.524047038,0.4,907916,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,873,2011,9,Delaware,DE,RFC,Northeast,-0.8,cold,"Friday, September 30, 2011",8:22:00 AM,"Friday, September 30, 2011",8:22:00 AM,intentional attack,vandalism,NA,0,0,0,13.94,10.29,8.93,11.45,410857,391323,227709,1029890,39.89328957,37.99658216,22.11003117,398109,50369,1238,449716,88.5245,11.2002,0.2753,63603,47586,1.336590594,0.9,880,57741,1.524047038,0.4,907916,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,874,2012,6,Delaware,DE,RFC,Northeast,-0.1,normal,"Friday, June 29, 2012",10:45:00 AM,"Friday, June 29, 2012",10:45:00 AM,intentional attack,NA,NA,0,0,0,13.98,10.17,8.91,11.34,380900,388969,226228,996096,38.23928617,39.04934866,22.71146556,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,875,2011,1,Delaware,DE,RFC,Northeast,-1.3,cold,"Tuesday, January 25, 2011",3:23:00 AM,"Tuesday, January 25, 2011",11:00:00 AM,intentional attack,vandalism,NA,457,0,0,12.9,10.94,9.83,11.66,521678,373553,202477,1097708,47.52429608,34.03027035,18.44543358,398109,50369,1238,449716,88.5245,11.2002,0.2753,63603,47586,1.336590594,0.9,880,57741,1.524047038,0.4,907916,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,876,2012,4,Delaware,DE,RFC,Northeast,-0.4,normal,"Saturday, April 7, 2012",12:25:00 PM,"Saturday, April 7, 2012",12:26:00 PM,intentional attack,vandalism,NA,1,0,0,13.93,9.84,7.71,10.66,280221,311818,224491,816529,34.31856064,38.18823336,27.49332847,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,877,2013,4,Delaware,DE,RFC,Northeast,-0.2,normal,"Tuesday, April 9, 2013",11:30:00 AM,"Tuesday, April 9, 2013",11:31:00 AM,intentional attack,vandalism,NA,1,NA,NA,13.32,10.37,8.34,10.92,311196,306967,223056,841219,36.9934583,36.49073547,26.51580623,403519,51673,848,456040,88.4832,11.3308,0.1859,61004,48396,1.260517398,-2.1,788,56443,1.396098719,0.4,925353,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,878,2011,2,Delaware,DE,RFC,Northeast,-1,cold,"Saturday, February 19, 2011",4:34:00 PM,"Saturday, February 19, 2011",4:34:00 PM,intentional attack,vandalism,NA,0,0,0,13,11.05,9.38,11.6,447347,340829,198218,986394,45.35175599,34.55302851,20.0952155,398109,50369,1238,449716,88.5245,11.2002,0.2753,63603,47586,1.336590594,0.9,880,57741,1.524047038,0.4,907916,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,879,2014,4,Delaware,DE,RFC,Northeast,-0.2,normal,"Friday, April 25, 2014",7:00:00 AM,"Friday, April 25, 2014",7:30:00 AM,intentional attack,vandalism,NA,30,NA,NA,13.26,11.04,8.3,11.28,333824,325152,194357,853333,39.12001528,38.10376488,22.77621983,407508,52203,862,460573,88.4785,11.3344,0.1872,62904,49091,1.281375405,3.1,775,58854,1.316817888,0.4,935968,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,880,2012,10,Delaware,DE,RFC,Northeast,0.3,normal,"Wednesday, October 24, 2012",3:15:00 PM,"Wednesday, October 24, 2012",3:16:00 PM,intentional attack,vandalism,NA,1,0,0,14.53,10.36,8.4,10.96,243736,319938,265997,829672,29.37739251,38.56198594,32.06050102,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,881,2013,3,Delaware,DE,RFC,Northeast,-0.3,normal,"Thursday, March 28, 2013",1:01:00 PM,"Thursday, March 28, 2013",1:02:00 PM,intentional attack,vandalism,NA,1,NA,NA,12.96,10.23,8.35,10.88,349895,290300,211634,851828,41.07578056,34.07964988,24.84468696,403519,51673,848,456040,88.4832,11.3308,0.1859,61004,48396,1.260517398,-2.1,788,56443,1.396098719,0.4,925353,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,882,2016,2,Delaware,DE,RFC,Northeast,2,warm,"Wednesday, February 24, 2016",9:10:00 AM,"Wednesday, February 24, 2016",10:15:00 AM,intentional attack,vandalism,NA,65,0,0,12.99,10.66,7.98,11.2,438482,312694,189799,940976,46.59863801,33.23081566,20.17044005,419234,53366,873,473473,88.5444,11.2712,0.1844,63578,50660,1.254994078,0.2,947,60570,1.563480271,0.4,952698,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,883,2012,7,Delaware,DE,RFC,Northeast,0.1,normal,"Thursday, July 19, 2012",12:32:00 PM,"Thursday, July 19, 2012",12:33:00 PM,intentional attack,vandalism,NA,1,NA,NA,13.32,10.1,8.89,11.3,577684,447083,259193,1283959,44.99240241,34.82066016,20.18701532,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,884,2012,3,Delaware,DE,RFC,Northeast,-0.4,normal,"Friday, March 23, 2012",7:34:00 PM,"Friday, March 23, 2012",7:34:00 PM,intentional attack,vandalism,NA,0,0,0,13.52,9.92,7.49,10.66,337619,320005,228089,885713,38.11832953,36.12964922,25.75202125,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,885,2011,9,Delaware,DE,RFC,Northeast,-0.8,cold,"Wednesday, September 21, 2011",10:30:00 AM,"Wednesday, September 21, 2011",10:30:00 AM,intentional attack,vandalism,NA,0,0,0,13.94,10.29,8.93,11.45,410857,391323,227709,1029890,39.89328957,37.99658216,22.11003117,398109,50369,1238,449716,88.5245,11.2002,0.2753,63603,47586,1.336590594,0.9,880,57741,1.524047038,0.4,907916,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,886,2011,9,Delaware,DE,RFC,Northeast,-0.8,cold,"Wednesday, September 28, 2011",4:41:00 PM,"Wednesday, September 28, 2011",4:41:00 PM,intentional attack,vandalism,NA,0,0,0,13.94,10.29,8.93,11.45,410857,391323,227709,1029890,39.89328957,37.99658216,22.11003117,398109,50369,1238,449716,88.5245,11.2002,0.2753,63603,47586,1.336590594,0.9,880,57741,1.524047038,0.4,907916,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,887,2013,8,Delaware,DE,RFC,Northeast,-0.3,normal,"Friday, August 23, 2013",7:30:00 AM,"Friday, August 23, 2013",7:31:00 AM,intentional attack,vandalism,NA,1,NA,NA,12.61,10.24,8.42,10.8,431112,366914,242904,1040930,41.41604142,35.24867186,23.33528671,403519,51673,848,456040,88.4832,11.3308,0.1859,61004,48396,1.260517398,-2.1,788,56443,1.396098719,0.4,925353,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,888,2000,NA,Delaware,DE,RFC,Northeast,NA,NA,NA,NA,NA,NA,system operability disruption,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,335282,40616,553,377219,88.8826,10.7672,0.1466,64013,44745,1.430617946,2.1,1016,50338,2.018355914,0.4,786373,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,889,2012,4,Delaware,DE,RFC,Northeast,-0.4,normal,"Saturday, April 7, 2012",9:31:00 AM,"Saturday, April 7, 2012",9:32:00 AM,intentional attack,vandalism,NA,1,0,0,13.93,9.84,7.71,10.66,280221,311818,224491,816529,34.31856064,38.18823336,27.49332847,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,890,2012,3,Delaware,DE,RFC,Northeast,-0.4,normal,"Friday, March 16, 2012",4:00:00 PM,"Friday, March 16, 2012",4:00:00 PM,intentional attack,vandalism,NA,0,0,0,13.52,9.92,7.49,10.66,337619,320005,228089,885713,38.11832953,36.12964922,25.75202125,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,891,2013,5,Delaware,DE,RFC,Northeast,-0.2,normal,"Friday, May 17, 2013",8:35:00 AM,"Friday, May 17, 2013",8:36:00 AM,intentional attack,vandalism,NA,1,NA,NA,14.21,10.5,8.49,11.15,282332,350320,240615,873267,32.33054724,40.11602408,27.55342868,403519,51673,848,456040,88.4832,11.3308,0.1859,61004,48396,1.260517398,-2.1,788,56443,1.396098719,0.4,925353,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,892,2012,11,Delaware,DE,RFC,Northeast,0.1,normal,"Wednesday, November 21, 2012",2:50:00 PM,"Wednesday, November 21, 2012",2:51:00 PM,intentional attack,vandalism,NA,1,NA,NA,13.63,10.48,8.38,11.13,354117,335696,243264,933076,37.95157093,35.97734804,26.0711882,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,893,2013,8,Delaware,DE,RFC,Northeast,-0.3,normal,"Thursday, August 22, 2013",12:55:00 PM,"Thursday, August 22, 2013",2:45:00 PM,intentional attack,vandalism,NA,110,NA,NA,12.61,10.24,8.42,10.8,431112,366914,242904,1040930,41.41604142,35.24867186,23.33528671,403519,51673,848,456040,88.4832,11.3308,0.1859,61004,48396,1.260517398,-2.1,788,56443,1.396098719,0.4,925353,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,894,2012,10,Delaware,DE,RFC,Northeast,0.3,normal,"Thursday, October 25, 2012",6:51:00 PM,"Thursday, October 25, 2012",7:30:00 PM,intentional attack,vandalism,NA,39,0,0,14.53,10.36,8.4,10.96,243736,319938,265997,829672,29.37739251,38.56198594,32.06050102,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,895,2016,6,Delaware,DE,RFC,Northeast,0.1,normal,"Friday, June 17, 2016",4:30:00 AM,"Friday, June 17, 2016",4:31:00 AM,intentional attack,vandalism,NA,1,0,0,13.6,9.99,7.94,11.05,373268,375387,178420,927076,40.26293421,40.49150231,19.2454556,419234,53366,873,473473,88.5444,11.2712,0.1844,63578,50660,1.254994078,0.2,947,60570,1.563480271,0.4,952698,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,896,2012,11,Delaware,DE,RFC,Northeast,0.1,normal,"Monday, November 26, 2012",12:37:00 PM,"Monday, November 26, 2012",12:38:00 PM,intentional attack,vandalism,NA,1,0,0,13.63,10.48,8.38,11.13,354117,335696,243264,933076,37.95157093,35.97734804,26.0711882,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,897,2013,4,Delaware,DE,RFC,Northeast,-0.2,normal,"Tuesday, April 23, 2013",11:00:00 AM,"Tuesday, April 23, 2013",11:01:00 AM,intentional attack,vandalism,NA,1,NA,NA,13.32,10.37,8.34,10.92,311196,306967,223056,841219,36.9934583,36.49073547,26.51580623,403519,51673,848,456040,88.4832,11.3308,0.1859,61004,48396,1.260517398,-2.1,788,56443,1.396098719,0.4,925353,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,898,2013,6,Delaware,DE,RFC,Northeast,-0.2,normal,"Friday, June 28, 2013",5:14:00 PM,"Friday, June 28, 2013",5:15:00 PM,intentional attack,vandalism,NA,1,NA,NA,13.12,10.16,8.49,10.89,361572,366354,223755,951681,37.99298294,38.49546224,23.51155482,403519,51673,848,456040,88.4832,11.3308,0.1859,61004,48396,1.260517398,-2.1,788,56443,1.396098719,0.4,925353,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,899,2013,5,Delaware,DE,RFC,Northeast,-0.2,normal,"Wednesday, May 15, 2013",2:11:00 PM,"Wednesday, May 15, 2013",2:12:00 PM,intentional attack,vandalism,NA,1,NA,NA,14.21,10.5,8.49,11.15,282332,350320,240615,873267,32.33054724,40.11602408,27.55342868,403519,51673,848,456040,88.4832,11.3308,0.1859,61004,48396,1.260517398,-2.1,788,56443,1.396098719,0.4,925353,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,900,2012,4,Delaware,DE,RFC,Northeast,-0.4,normal,"Saturday, April 7, 2012",2:35:00 PM,"Saturday, April 7, 2012",2:36:00 PM,intentional attack,vandalism,NA,1,0,0,13.93,9.84,7.71,10.66,280221,311818,224491,816529,34.31856064,38.18823336,27.49332847,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,901,2016,7,Delaware,DE,RFC,Northeast,-0.3,normal,"Thursday, July 21, 2016",6:18:00 AM,"Thursday, July 21, 2016",2:45:00 PM,intentional attack,NA,NA,507,0,0,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,419234,53366,873,473473,88.5444,11.2712,0.1844,63578,50660,1.254994078,0.2,947,60570,1.563480271,0.4,952698,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,902,2016,1,Delaware,DE,RFC,Northeast,2.2,warm,"Thursday, January 14, 2016",8:27:00 AM,"Thursday, January 14, 2016",12:00:00 PM,intentional attack,vandalism,NA,213,0,0,13.16,10.08,8.44,11.27,448028,401263,130100,979391,45.74557046,40.97066442,13.28376512,419234,53366,873,473473,88.5444,11.2712,0.1844,63578,50660,1.254994078,0.2,947,60570,1.563480271,0.4,952698,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,903,2015,6,Delaware,DE,RFC,Northeast,1,warm,"Tuesday, June 23, 2015",5:06:00 PM,"Friday, June 26, 2015",4:00:00 PM,severe weather,NA,NA,4254,NA,65000,14.02,10.47,9.18,11.74,398143,383734,164517,946394,42.06947635,40.54696036,17.38356329,413445,52786,858,467089,88.5153,11.3011,0.1837,63463,49844,1.273232485,0.9,894,61186,1.461118557,0.4,945934,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,904,2013,6,Delaware,DE,RFC,Northeast,-0.2,normal,"Friday, June 21, 2013",11:14:00 PM,"Friday, June 21, 2013",11:15:00 PM,intentional attack,vandalism,NA,1,NA,NA,13.12,10.16,8.49,10.89,361572,366354,223755,951681,37.99298294,38.49546224,23.51155482,403519,51673,848,456040,88.4832,11.3308,0.1859,61004,48396,1.260517398,-2.1,788,56443,1.396098719,0.4,925353,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,905,2013,11,Delaware,DE,RFC,Northeast,-0.3,normal,"Friday, November 1, 2013",1:26:00 PM,"Friday, November 1, 2013",1:27:00 PM,intentional attack,vandalism,NA,1,NA,NA,13.36,10.32,8.36,11.03,319507,330689,192595,842791,37.91058519,39.23736727,22.85204754,403519,51673,848,456040,88.4832,11.3308,0.1859,61004,48396,1.260517398,-2.1,788,56443,1.396098719,0.4,925353,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,906,2014,1,Delaware,DE,RFC,Northeast,-0.5,cold,"Monday, January 6, 2014",7:52:00 PM,"Monday, January 6, 2014",8:45:00 PM,severe weather,winter,NA,53,NA,NA,12.4,10.83,10.53,11.54,517904,370400,182849,1071153,48.35014232,34.57956053,17.07029715,407508,52203,862,460573,88.4785,11.3344,0.1872,62904,49091,1.281375405,3.1,775,58854,1.316817888,0.4,935968,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,907,2011,1,Delaware,DE,RFC,Northeast,-1.3,cold,"Thursday, January 27, 2011",9:30:00 AM,"Thursday, January 27, 2011",9:30:00 AM,intentional attack,vandalism,NA,0,0,0,12.9,10.94,9.83,11.66,521678,373553,202477,1097708,47.52429608,34.03027035,18.44543358,398109,50369,1238,449716,88.5245,11.2002,0.2753,63603,47586,1.336590594,0.9,880,57741,1.524047038,0.4,907916,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,908,2012,1,Delaware,DE,RFC,Northeast,-0.7,cold,"Thursday, January 12, 2012",8:26:00 AM,"Thursday, January 12, 2012",8:26:00 AM,intentional attack,vandalism,NA,0,0,0,13.03,9.77,7.96,10.78,427288,346046,216863,990197,43.15181726,34.94718728,21.90099546,399998,51056,854,451908,88.5131,11.2979,0.1890,62327,48156,1.29427278,-2,775,57146,1.35617541,0.4,917099,83.3,14.59,1838.3,1083,97.3,20.88,6.21,78.30453998,21.69546002,3.656086782 +,909,2014,3,Iowa,IA,MRO,East North Central,-0.4,normal,"Friday, March 14, 2014",12:34:00 PM,"Friday, March 14, 2014",4:45:00 PM,intentional attack,vandalism,NA,251,NA,NA,10.77,8.52,5.8,8.13,1278802,1022357,1615868,3917027,32.64726028,26.10033068,41.25240903,1348641,224187,7399,1580227,85.3448,14.1870,0.4682,49397,49091,1.006233322,2.3,2617,153482,1.705085938,1,3109481,64.02,22.36,2045.8,1834.5,20,1.71,0.66,99.26074672,0.739253283,0.739253283 +,910,2007,2,Iowa,IA,MRO,East North Central,0.4,normal,"Saturday, February 24, 2007",6:00:00 PM,"Saturday, February 24, 2007",11:47:00 PM,severe weather,winter storm,NA,347,400,140000,8.57,6.67,4.59,6.56,1271293,965654,1353583,3590530,35.40683409,26.89446962,37.69869629,1323176,209108,5941,1538225,86.0197,13.5941,0.3862,47406,49126,0.96498799,3,2503,142181,1.760432125,1.1,2999212,64.02,22.36,2045.8,1834.5,20,1.71,0.66,99.26074672,0.739253283,0.739253283 +,911,2013,1,Iowa,IA,MRO,East North Central,-0.4,normal,"Wednesday, January 16, 2013",7:41:00 AM,"Thursday, January 17, 2013",10:58:00 AM,intentional attack,NA,NA,1637,NA,NA,10.02,7.86,5.38,7.73,1534926,1050162,1547896,4132984,37.13844525,25.40929266,37.45226209,1341807,222065,8412,1572284,85.3413,14.1237,0.5350,48285,48396,0.997706422,0.1,2714,149313,1.817658208,0.9,3092224,64.02,22.36,2045.8,1834.5,20,1.71,0.66,99.26074672,0.739253283,0.739253283 +,912,2014,3,Iowa,IA,MRO,East North Central,-0.4,normal,"Wednesday, March 26, 2014",4:00:00 PM,"Thursday, April 10, 2014",12:00:00 PM,intentional attack,NA,NA,21360,NA,NA,10.77,8.52,5.8,8.13,1278802,1022357,1615868,3917027,32.64726028,26.10033068,41.25240903,1348641,224187,7399,1580227,85.3448,14.1870,0.4682,49397,49091,1.006233322,2.3,2617,153482,1.705085938,1,3109481,64.02,22.36,2045.8,1834.5,20,1.71,0.66,99.26074672,0.739253283,0.739253283 +,913,2012,4,Iowa,IA,MRO,East North Central,-0.4,normal,"Sunday, April 1, 2012",8:27:00 PM,"Tuesday, April 3, 2012",8:28:00 AM,intentional attack,vandalism,NA,2161,0,0,11.23,7.79,5.13,7.46,878660,906053,1546152,3330865,26.3793339,27.20173288,46.41893322,1334596,221154,7255,1563005,85.3865,14.1493,0.4642,48254,48156,1.002035053,3.3,2754,148427,1.855457565,1,3076636,64.02,22.36,2045.8,1834.5,20,1.71,0.66,99.26074672,0.739253283,0.739253283 +,914,2014,3,Iowa,IA,MRO,East North Central,-0.4,normal,"Tuesday, March 11, 2014",12:00:00 AM,"Thursday, March 13, 2014",12:00:00 AM,intentional attack,NA,NA,2880,NA,NA,10.77,8.52,5.8,8.13,1278802,1022357,1615868,3917027,32.64726028,26.10033068,41.25240903,1348641,224187,7399,1580227,85.3448,14.1870,0.4682,49397,49091,1.006233322,2.3,2617,153482,1.705085938,1,3109481,64.02,22.36,2045.8,1834.5,20,1.71,0.66,99.26074672,0.739253283,0.739253283 +,915,2007,2,Iowa,IA,RFC,East North Central,0.4,normal,"Saturday, February 24, 2007",7:23:00 PM,"Sunday, February 25, 2007",12:47:00 PM,severe weather,winter storm,NA,1044,750,215000,8.57,6.67,4.59,6.56,1271293,965654,1353583,3590530,35.40683409,26.89446962,37.69869629,1323176,209108,5941,1538225,86.0197,13.5941,0.3862,47406,49126,0.96498799,3,2503,142181,1.760432125,1.1,2999212,64.02,22.36,2045.8,1834.5,20,1.71,0.66,99.26074672,0.739253283,0.739253283 +,916,2008,6,Iowa,IA,RFC,East North Central,-0.5,cold,"Thursday, June 12, 2008",3:30:00 PM,"Wednesday, June 18, 2008",4:00:00 PM,severe weather,flooding,NA,8670,200,21000,10.27,7.59,5.03,7.24,1047510,1017621,1598834,3663965,28.58951982,27.77376421,43.63671596,1325990,211241,6187,1543418,85.9126,13.6866,0.4009,46097,48401,0.952397678,-2.8,2558,139062,1.839467288,1,3016734,64.02,22.36,2045.8,1834.5,20,1.71,0.66,99.26074672,0.739253283,0.739253283 +,917,2014,3,Montana,MT,WECC,West North Central,-0.4,normal,"Wednesday, March 26, 2014",1:37:00 PM,"Wednesday, March 26, 2014",2:33:00 PM,islanding,NA,NA,56,NA,NA,9.82,9.5,5.82,8.7,506153,422277,314096,1242527,40.73577476,33.98533794,25.27880682,485041,103132,9597,597770,81.1417,17.2528,1.6055,38820,49091,0.790776313,1.1,965,39735,2.428589405,0.5,1023252,55.89,29.4,1860.8,1732.4,3,0.2,0.12,98.98394995,1.016050054,1.016050054 +,918,2013,6,Montana,MT,WECC,West North Central,-0.2,normal,"Saturday, June 22, 2013",4:12:00 PM,"Saturday, June 22, 2013",5:45:00 PM,intentional attack,NA,NA,93,NA,NA,11,9.79,5.68,8.75,308546,391992,358911,1059449,29.1232518,36.99961017,33.87713802,477266,101216,8692,587174,81.2819,17.2378,1.4803,38395,48396,0.79335069,0.2,1009,38965,2.5895034,0.5,1014402,55.89,29.4,1860.8,1732.4,3,0.2,0.12,98.98394995,1.016050054,1.016050054 +,919,2010,6,Montana,MT,MRO,West North Central,-0.4,normal,"Thursday, June 17, 2010",10:49:00 AM,"Thursday, June 17, 2010",11:02:00 AM,islanding,NA,NA,13,NA,NA,9.42,8.48,5.32,7.68,316235,372917,361624,1050775,30.09540577,35.48970998,34.41497942,467878,101129,5218,574225,81.4799,17.6114,0.9087,37156,47287,0.78575507,2.7,1020,36806,2.77128729,0.5,990643,55.89,29.4,1860.8,1732.4,3,0.2,0.12,98.98394995,1.016050054,1.016050054 +,920,2003,4,New York,NY,NPCC,Northeast,0,normal,"Friday, April 4, 2003",3:11:00 AM,"Saturday, April 5, 2003",2:00:00 PM,severe weather,storm,NA,2089,225,160000,14.55,12.97,7.59,12.51,3437483,5400680,1801824,10846529,31.69200949,49.79178132,16.61198712,6875329,977887,23625,7876995,87.2837,12.4145,0.2999,54161,45858,1.181058921,0,19621,1038596,1.889185015,8,19175939,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,921,2012,10,New York,NY,NPCC,Northeast,0.3,normal,"Monday, October 29, 2012",1:00:00 PM,"Monday, November 12, 2012",2:00:00 PM,severe weather,hurricanes,Sandy,20280,NA,632816,18.44,15.14,6.09,15.21,3599866,6140382,1201150,11163410,32.24701055,55.00453714,10.75970514,7010740,1038268,8144,8057158,87.0126,12.8863,0.1011,62777,48156,1.30361741,2.4,19591,1230882,1.591622918,7.3,19606981,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,922,2012,10,New York,NY,NPCC,Northeast,0.3,normal,"Monday, October 29, 2012",4:01:00 PM,"Thursday, November 8, 2012",7:00:00 PM,severe weather,hurricanes,Sandy,14639,NA,818000,18.44,15.14,6.09,15.21,3599866,6140382,1201150,11163410,32.24701055,55.00453714,10.75970514,7010740,1038268,8144,8057158,87.0126,12.8863,0.1011,62777,48156,1.30361741,2.4,19591,1230882,1.591622918,7.3,19606981,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,923,2011,8,New York,NY,NPCC,Northeast,-0.6,cold,"Sunday, August 28, 2011",5:00:00 AM,"Tuesday, August 30, 2011",5:00:00 AM,severe weather,NA,NA,2880,NA,152261,19.25,17.05,8.36,17.11,5406845,7322466,1195400,14159584,38.18505544,51.71384979,8.442338419,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,924,2000,5,New York,NY,NPCC,Northeast,-0.7,cold,"Tuesday, May 9, 2000",11:39:00 AM,"Tuesday, May 9, 2000",11:00:00 PM,system operability disruption,NA,NA,681,NA,NA,13.54,11.09,5.26,10.54,3148177,5029288,2109514,11299044,27.86233065,44.51073914,18.66984499,6710008,881118,8718,7634656,87.8888,11.5410,0.1142,53046,44745,1.185517935,2.4,22446,1007960,2.226874082,7.6,19001780,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,925,2001,6,New York,NY,NPCC,Northeast,-0.1,normal,"Monday, June 25, 2001",1:25:00 PM,"Monday, June 25, 2001",9:39:00 PM,equipment failure,feeder shutdown,NA,494,NA,NA,14.41,12.72,5.48,11.46,3468904,5232500,2357077,12201514,28.43011121,42.88402243,19.31790596,7498723,1035608,14695,8599372,87.2008,12.0428,0.1709,54402,44719,1.216529887,2.6,19923,1038147,1.919092383,7.4,19082838,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,926,2011,8,New York,NY,NPCC,Northeast,-0.6,cold,"Sunday, August 28, 2011",12:30:00 PM,"Sunday, August 28, 2011",12:31:00 PM,severe weather,NA,NA,1,NA,116000,19.25,17.05,8.36,17.11,5406845,7322466,1195400,14159584,38.18505544,51.71384979,8.442338419,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,927,2011,10,New York,NY,NPCC,Northeast,-0.9,cold,"Saturday, October 29, 2011",3:00:00 PM,"Wednesday, November 2, 2011",8:15:00 AM,severe weather,NA,NA,5355,NA,145000,18.78,15.71,7.4,15.79,3743979,6192300,1175022,11361905,32.95203577,54.5005437,10.34176927,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,928,2011,5,New York,NY,NPCC,Northeast,-0.4,normal,"Sunday, May 8, 2011",7:35:00 PM,"Sunday, May 8, 2011",7:35:00 PM,intentional attack,vandalism,NA,0,NA,0,18.3,15.58,7.65,15.65,3557054,5821564,1082880,10689332,33.27667248,54.46143875,10.13047401,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,929,2013,12,New York,NY,NPCC,Northeast,-0.3,normal,"Sunday, December 22, 2013",6:16:00 AM,"Tuesday, December 24, 2013",11:59:00 PM,severe weather,snow/ice ,NA,3943,NA,59000,18.18,14.45,5.97,14.74,4407304,6280512,1460222,12405870,35.52595666,50.62532495,11.77041191,7027866,1040398,7960,8076230,87.0191,12.8822,0.0986,62610,48396,1.293701959,-0.3,19081,1233138,1.547353175,7.1,19691032,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,930,2007,7,New York,NY,NPCC,Northeast,-0.4,normal,"Tuesday, July 10, 2007",11:00:00 AM,"Thursday, July 12, 2007",6:00:00 PM,severe weather,storm,NA,3300,650,3.00E+05,17.27,16.95,9.18,15.98,5062429,6865961,1788516,13993053,36.17815926,49.06692628,12.78145663,6933304,1016069,12834,7962235,87.0774,12.7611,0.1612,60291,49126,1.227272727,0.2,19772,1153500,1.71408756,7.7,19132335,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,931,2016,5,New York,NY,NPCC,Northeast,0.6,warm,"Thursday, May 26, 2016",9:29:00 PM,"Friday, May 27, 2016",12:40:00 AM,system operability disruption,transmission interruption,NA,191,82,56645,17.73,13.59,5.76,13.8,3317991,5736290,1407537,10674899,31.08217698,53.73624612,13.18548307,7118901,1072896,7646,8199451,86.8217,13.0850,0.0933,64522,50660,1.273628109,0.9,18427,1279883,1.439740976,7,19836286,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,932,2014,3,New York,NY,NPCC,Northeast,-0.4,normal,"Monday, March 3, 2014",5:25:00 PM,"Monday, March 3, 2014",5:25:00 PM,intentional attack,NA,NA,0,NA,NA,20.9,16.84,6.84,17.08,4301046,6231001,1379241,12154725,35.38579441,51.26402284,11.34736491,7046829,1045571,7862,8100268,86.9950,12.9079,0.0971,63217,49091,1.287751319,1,18048,1248299,1.445807455,7.3,19748858,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,933,2016,5,New York,NY,NPCC,Northeast,0.6,warm,"Saturday, May 7, 2016",7:49:00 AM,"Saturday, May 7, 2016",9:02:00 AM,intentional attack,sabotage,NA,73,0,0,17.73,13.59,5.76,13.8,3317991,5736290,1407537,10674899,31.08217698,53.73624612,13.18548307,7118901,1072896,7646,8199451,86.8217,13.0850,0.0933,64522,50660,1.273628109,0.9,18427,1279883,1.439740976,7,19836286,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,934,2004,1,New York,NY,NPCC,Northeast,0.3,normal,"Wednesday, January 14, 2004",6:00:00 AM,"Saturday, January 17, 2004",12:00:00 PM,public appeal,NA,NA,4680,100,18600,13.32,11.97,6.64,11.62,4473465,6368934,1780950,12843931,34.82940698,49.5871085,13.86608197,6794431,981964,10132,7786682,87.2571,12.6108,0.1301,55866,47037,1.187703297,3.1,20000,1071033,1.867356095,7.7,19171567,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,935,2012,7,New York,NY,NPCC,Northeast,0.1,normal,"Thursday, July 19, 2012",10:30:00 AM,"Tuesday, July 31, 2012",11:00:00 AM,fuel supply emergency,Coal,NA,17310,675,NA,18.38,16.46,7.27,16.43,5485306,7347840,1156302,14225043,38.5609098,51.6542551,8.128636237,7010740,1038268,8144,8057158,87.0126,12.8863,0.1011,62777,48156,1.30361741,2.4,19591,1230882,1.591622918,7.3,19606981,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,936,2010,8,New York,NY,NPCC,Northeast,-1.2,cold,"Monday, August 9, 2010",12:00:00 PM,"Monday, August 16, 2010",12:00:00 PM,fuel supply emergency,NA,NA,10080,NA,NA,19.35,17.13,9.12,17.25,5582113,7503301,1257437,14574946,38.29937346,51.48081509,8.627387024,6954916,1038260,8364,8001564,86.9195,12.9757,0.1045,61444,47287,1.299384609,3.7,19931,1192065,1.671972585,7.6,19402920,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,937,2008,12,New York,NY,NPCC,Northeast,-0.7,cold,"Friday, December 12, 2008",2:38:00 AM,"Friday, December 19, 2008",1:24:00 PM,severe weather,winter storm,NA,10726,200,190000,16.63,14.83,7.99,14.76,4274712,6505560,1137166,12176916,35.1050463,53.42535006,9.338702837,6897087,1032105,8779,7937995,86.8870,13.0021,0.1106,58322,48401,1.204975104,-3.3,19516,1120512,1.741703793,7.5,19212436,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,938,2013,5,New York,NY,NPCC,Northeast,-0.2,normal,"Thursday, May 30, 2013",10:15:00 AM,"Thursday, May 30, 2013",10:16:00 AM,intentional attack,vandalism,NA,1,NA,NA,18.35,14.54,6.64,14.71,3531244,5826305,1443281,11025368,32.02835497,52.84453997,13.09054718,7027866,1040398,7960,8076230,87.0191,12.8822,0.0986,62610,48396,1.293701959,-0.3,19081,1233138,1.547353175,7.1,19691032,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,939,2015,11,New York,NY,NPCC,Northeast,2.2,warm,"Friday, November 13, 2015",11:30:00 AM,"Friday, November 13, 2015",11:35:00 AM,intentional attack,suspicious activity,NA,5,NA,NA,18.26,14.04,5.85,14.23,3370054,5792202,1439149,10825773,31.12991562,53.50381908,13.29372969,7079097,1055136,7630,8141870,86.9468,12.9594,0.0937,63929,49844,1.282581655,1.1,17966,1274112,1.410080119,7.3,19795791,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,940,2013,5,New York,NY,NPCC,Northeast,-0.2,normal,"Wednesday, May 29, 2013",8:58:00 PM,"Friday, May 31, 2013",2:53:00 PM,severe weather,thunderstorm,NA,2515,NA,61795,18.35,14.54,6.64,14.71,3531244,5826305,1443281,11025368,32.02835497,52.84453997,13.09054718,7027866,1040398,7960,8076230,87.0191,12.8822,0.0986,62610,48396,1.293701959,-0.3,19081,1233138,1.547353175,7.1,19691032,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,941,2014,2,New York,NY,NPCC,Northeast,-0.5,cold,"Wednesday, February 5, 2014",7:00:00 AM,"Sunday, February 23, 2014",7:00:00 AM,fuel supply emergency, Coal,NA,25920,300,NA,21.69,17.48,8.19,17.81,4550076,6390265,1497619,12699456,35.8289048,50.31920265,11.79278073,7046829,1045571,7862,8100268,86.9950,12.9079,0.0971,63217,49091,1.287751319,1,18048,1248299,1.445807455,7.3,19748858,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,942,2013,7,New York,NY,NPCC,Northeast,-0.3,normal,"Friday, July 19, 2013",10:30:00 PM,"Sunday, July 21, 2013",8:00:00 PM,severe weather,thunderstorm,NA,2730,NA,74300,20.03,16.75,7.01,16.94,5550457,7350699,1519842,14662838,37.85390659,50.13148887,10.3652649,7027866,1040398,7960,8076230,87.0191,12.8822,0.0986,62610,48396,1.293701959,-0.3,19081,1233138,1.547353175,7.1,19691032,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,943,2010,3,New York,NY,NPCC,Northeast,0.9,warm,"Saturday, March 13, 2010",6:00:00 PM,"Saturday, March 20, 2010",9:00:00 AM,severe weather,wind/rain,NA,9480,NA,173000,17.55,15.17,8.2,15.29,3914836,5998208,1075281,11228223,34.86603357,53.42081289,9.57659106,6954916,1038260,8364,8001564,86.9195,12.9757,0.1045,61444,47287,1.299384609,3.7,19931,1192065,1.671972585,7.6,19402920,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,944,2008,12,New York,NY,NPCC,Northeast,-0.7,cold,"Thursday, December 11, 2008",6:00:00 PM,"Monday, December 15, 2008",12:00:00 PM,severe weather,winter storm,NA,5400,NA,60000,16.63,14.83,7.99,14.76,4274712,6505560,1137166,12176916,35.1050463,53.42535006,9.338702837,6897087,1032105,8779,7937995,86.8870,13.0021,0.1106,58322,48401,1.204975104,-3.3,19516,1120512,1.741703793,7.5,19212436,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,945,2011,5,New York,NY,NPCC,Northeast,-0.4,normal,"Wednesday, May 11, 2011",11:00:00 AM,"Wednesday, May 11, 2011",11:30:00 AM,intentional attack,vandalism,NA,30,0,0,18.3,15.58,7.65,15.65,3557054,5821564,1082880,10689332,33.27667248,54.46143875,10.13047401,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,946,2008,1,New York,NY,NPCC,Northeast,-1.4,cold,"Wednesday, January 30, 2008",3:06:00 AM,"Friday, February 1, 2008",2:50:00 PM,severe weather,heavy wind,NA,3584,50,54316,16.87,15.48,8.94,15.24,4446401,6373878,1212372,12283409,36.1984283,51.89013897,9.869996188,6897087,1032105,8779,7937995,86.8870,13.0021,0.1106,58322,48401,1.204975104,-3.3,19516,1120512,1.741703793,7.5,19212436,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,947,2011,1,New York,NY,NPCC,Northeast,-1.3,cold,"Thursday, January 27, 2011",5:00:00 PM,"Sunday, January 30, 2011",5:00:00 AM,fuel supply emergency,Coal,NA,3600,108,NA,17.25,15.4,8.97,15.49,4717252,6343171,1093624,12424996,37.96582309,51.0516945,8.80180565,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,948,2011,3,New York,NY,NPCC,Northeast,-0.7,cold,"Tuesday, March 1, 2011",8:00:00 AM,"Saturday, March 5, 2011",9:30:00 AM,fuel supply emergency,Coal,NA,5850,675,NA,17.58,14.8,7.89,15.09,4038110,6147997,1078643,11530654,35.02065017,53.31871896,9.354569134,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,949,2008,6,New York,NY,NPCC,Northeast,-0.5,cold,"Tuesday, June 10, 2008",11:00:00 AM,"Friday, June 13, 2008",5:30:00 PM,severe weather,storm,NA,4710,400,68000,19.41,18.75,9.81,17.98,4088496,6692967,1266139,12283323,33.28493438,54.48824394,10.30778886,6897087,1032105,8779,7937995,86.8870,13.0021,0.1106,58322,48401,1.204975104,-3.3,19516,1120512,1.741703793,7.5,19212436,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,950,2014,3,New York,NY,NPCC,Northeast,-0.4,normal,"Thursday, March 20, 2014",12:00:00 AM,"Thursday, March 20, 2014",12:01:00 AM,intentional attack,NA,NA,1,NA,NA,20.9,16.84,6.84,17.08,4301046,6231001,1379241,12154725,35.38579441,51.26402284,11.34736491,7046829,1045571,7862,8100268,86.9950,12.9079,0.0971,63217,49091,1.287751319,1,18048,1248299,1.445807455,7.3,19748858,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,951,2003,8,New York,NY,NPCC,Northeast,0.2,normal,"Thursday, August 14, 2003",4:11:00 PM,"Friday, August 15, 2003",9:03:00 PM,system operability disruption,NA,NA,1732,11202,3125350,14.94,14.25,7.03,13.42,4787595,6914110,1918342,13851002,34.56497227,49.91776046,13.84984278,6875329,977887,23625,7876995,87.2837,12.4145,0.2999,54161,45858,1.181058921,0,19621,1038596,1.889185015,8,19175939,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,952,2011,1,New York,NY,NPCC,Northeast,-1.3,cold,"Tuesday, January 11, 2011",11:08:00 PM,"Tuesday, January 11, 2011",11:08:00 PM,equipment failure,generator trip,NA,0,0,0,17.25,15.4,8.97,15.49,4717252,6343171,1093624,12424996,37.96582309,51.0516945,8.80180565,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,953,2011,8,New York,NY,NPCC,Northeast,-0.6,cold,"Wednesday, August 3, 2011",10:00:00 AM,"Friday, August 19, 2011",10:00:00 AM,fuel supply emergency,Coal,NA,23040,675,NA,19.25,17.05,8.36,17.11,5406845,7322466,1195400,14159584,38.18505544,51.71384979,8.442338419,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,954,2013,7,New York,NY,NPCC,Northeast,-0.3,normal,"Thursday, July 18, 2013",11:30:00 AM,"Friday, July 19, 2013",5:30:00 PM,severe weather,heatwave,NA,1800,NA,NA,20.03,16.75,7.01,16.94,5550457,7350699,1519842,14662838,37.85390659,50.13148887,10.3652649,7027866,1040398,7960,8076230,87.0191,12.8822,0.0986,62610,48396,1.293701959,-0.3,19081,1233138,1.547353175,7.1,19691032,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,955,2011,10,New York,NY,NPCC,Northeast,-0.9,cold,"Saturday, October 29, 2011",4:16:00 PM,"Wednesday, November 2, 2011",9:30:00 PM,severe weather,NA,NA,6074,NA,50000,18.78,15.71,7.4,15.79,3743979,6192300,1175022,11361905,32.95203577,54.5005437,10.34176927,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,956,2016,2,New York,NY,NPCC,Northeast,2,warm,"Sunday, February 7, 2016",11:30:00 AM,NA,NA,intentional attack,NA,NA,NA,NA,NA,16.76,13.36,6.1,13.64,4077986,6128584,1402362,11855894,34.39627581,51.69229752,11.82839523,7118901,1072896,7646,8199451,86.8217,13.0850,0.0933,64522,50660,1.273628109,0.9,18427,1279883,1.439740976,7,19836286,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,957,2007,6,New York,NY,NPCC,Northeast,-0.3,normal,"Wednesday, June 27, 2007",3:41:00 PM,"Wednesday, June 27, 2007",4:30:00 PM,severe weather,thunderstorm,NA,49,460,137000,18.17,16.64,8.65,15.92,4087220,6402300,1750965,12511957,32.66651252,51.16945335,13.99433358,6933304,1016069,12834,7962235,87.0774,12.7611,0.1612,60291,49126,1.227272727,0.2,19772,1153500,1.71408756,7.7,19132335,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,958,2011,8,New York,NY,NPCC,Northeast,-0.6,cold,"Sunday, August 28, 2011",9:42:00 AM,"Tuesday, August 30, 2011",12:01:00 AM,severe weather,NA,NA,2299,NA,1.00E+05,19.25,17.05,8.36,17.11,5406845,7322466,1195400,14159584,38.18505544,51.71384979,8.442338419,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,959,2010,3,New York,NY,NPCC,Northeast,0.9,warm,"Saturday, March 13, 2010",3:00:00 PM,"Wednesday, March 17, 2010",4:00:00 PM,severe weather,wind/rain,NA,5760,NA,153000,17.55,15.17,8.2,15.29,3914836,5998208,1075281,11228223,34.86603357,53.42081289,9.57659106,6954916,1038260,8364,8001564,86.9195,12.9757,0.1045,61444,47287,1.299384609,3.7,19931,1192065,1.671972585,7.6,19402920,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,960,2011,7,New York,NY,NPCC,Northeast,-0.3,normal,"Friday, July 22, 2011",11:00:00 AM,"Friday, July 22, 2011",6:00:00 PM,public appeal,NA,NA,420,NA,NA,19.22,17.26,8.09,17.2,5386772,7388969,1175712,14203370,37.92601333,52.02264674,8.277697476,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,961,2010,2,New York,NY,NPCC,Northeast,1.2,warm,"Thursday, February 25, 2010",5:00:00 PM,"Tuesday, March 2, 2010",7:00:00 PM,severe weather,winter storm,NA,7320,NA,55000,18.05,15.54,8.79,15.76,4110006,6143969,1052418,11573522,35.51214574,53.08642434,9.093325264,6954916,1038260,8364,8001564,86.9195,12.9757,0.1045,61444,47287,1.299384609,3.7,19931,1192065,1.671972585,7.6,19402920,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,962,2011,5,New York,NY,NPCC,Northeast,-0.4,normal,"Tuesday, May 3, 2011",12:00:00 PM,"Thursday, May 5, 2011",12:00:00 PM,intentional attack,vandalism,NA,2880,0,0,18.3,15.58,7.65,15.65,3557054,5821564,1082880,10689332,33.27667248,54.46143875,10.13047401,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,963,2006,2,New York,NY,NPCC,Northeast,-0.6,cold,"Friday, February 17, 2006",4:32:00 AM,"Friday, February 17, 2006",12:00:00 PM,severe weather,NA,NA,448,250,2.00E+05,16.66,14.94,9.43,14.91,3938950,5940954,1113995,11242659,35.03575088,52.84296179,9.908643498,6829269,1004967,9115,7843381,87.0705,12.8129,0.1162,60149,48909,1.229814554,3,19768,1149115,1.72028039,7.8,19104631,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,964,2010,2,New York,NY,NPCC,Northeast,1.2,warm,"Tuesday, February 23, 2010",10:00:00 PM,"Thursday, February 25, 2010",4:00:00 PM,severe weather,winter storm,NA,2520,NA,150000,18.05,15.54,8.79,15.76,4110006,6143969,1052418,11573522,35.51214574,53.08642434,9.093325264,6954916,1038260,8364,8001564,86.9195,12.9757,0.1045,61444,47287,1.299384609,3.7,19931,1192065,1.671972585,7.6,19402920,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,965,2016,5,New York,NY,NPCC,Northeast,0.6,warm,"Tuesday, May 31, 2016",7:30:00 AM,"Monday, June 13, 2016",7:27:00 AM,fuel supply emergency,NA,NA,18717,150,NA,17.73,13.59,5.76,13.8,3317991,5736290,1407537,10674899,31.08217698,53.73624612,13.18548307,7118901,1072896,7646,8199451,86.8217,13.0850,0.0933,64522,50660,1.273628109,0.9,18427,1279883,1.439740976,7,19836286,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,966,2003,8,New York,NY,NPCC,Northeast,0.2,normal,"Thursday, August 14, 2003",4:10:00 PM,"Monday, August 18, 2003",12:03:00 PM,system operability disruption,NA,NA,5513,22934,NA,14.94,14.25,7.03,13.42,4787595,6914110,1918342,13851002,34.56497227,49.91776046,13.84984278,6875329,977887,23625,7876995,87.2837,12.4145,0.2999,54161,45858,1.181058921,0,19621,1038596,1.889185015,8,19175939,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,967,2010,6,New York,NY,NPCC,Northeast,-0.4,normal,"Wednesday, June 16, 2010",11:11:00 AM,"Wednesday, June 16, 2010",11:32:00 AM,system operability disruption,NA,NA,21,NA,NA,19.41,17.56,9.22,17.33,4214011,6654533,1178468,12297255,34.26789962,54.11397096,9.583179336,6954916,1038260,8364,8001564,86.9195,12.9757,0.1045,61444,47287,1.299384609,3.7,19931,1192065,1.671972585,7.6,19402920,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,968,2003,11,New York,NY,NPCC,Northeast,0.3,normal,"Thursday, November 13, 2003",7:30:00 AM,"Friday, November 14, 2003",6:30:00 PM,severe weather,heavy wind,NA,2100,180,50280,14.23,12.24,6.65,11.9,3450476,5590153,1771786,11028819,31.28599717,50.68677798,16.06505647,6875329,977887,23625,7876995,87.2837,12.4145,0.2999,54161,45858,1.181058921,0,19621,1038596,1.889185015,8,19175939,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,969,2004,1,New York,NY,NPCC,Northeast,0.3,normal,"Thursday, January 8, 2004",3:00:00 PM,"Saturday, January 10, 2004",7:00:00 PM,public appeal,NA,NA,3120,100,18600,13.32,11.97,6.64,11.62,4473465,6368934,1780950,12843931,34.82940698,49.5871085,13.86608197,6794431,981964,10132,7786682,87.2571,12.6108,0.1301,55866,47037,1.187703297,3.1,20000,1071033,1.867356095,7.7,19171567,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,970,2011,8,New York,NY,NPCC,Northeast,-0.6,cold,"Sunday, August 28, 2011",7:00:00 AM,"Saturday, September 3, 2011",12:01:00 AM,severe weather,NA,NA,8221,NA,99700,19.25,17.05,8.36,17.11,5406845,7322466,1195400,14159584,38.18505544,51.71384979,8.442338419,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,971,2005,6,New York,NY,NPCC,Northeast,0.2,normal,"Monday, June 6, 2005",12:00:00 PM,"Wednesday, June 8, 2005",6:00:00 PM,severe weather,thunderstorm,NA,3240,NA,65000,15.58,14.79,7.52,13.96,3921290,6476791,1726203,12359479,31.72698461,52.4034306,13.96663241,6787382,988891,9217,7785517,87.1796,12.7017,0.1184,58421,48090,1.214826367,4.6,19265,1117747,1.723556404,7.8,19132610,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,972,2011,8,New York,NY,NPCC,Northeast,-0.6,cold,"Sunday, August 28, 2011",12:01:00 AM,"Tuesday, August 30, 2011",12:01:00 AM,severe weather,NA,NA,2880,NA,180000,19.25,17.05,8.36,17.11,5406845,7322466,1195400,14159584,38.18505544,51.71384979,8.442338419,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,973,2015,7,New York,NY,NPCC,Northeast,1.2,warm,"Wednesday, July 29, 2015",4:45:00 PM,"Wednesday, July 29, 2015",9:00:00 PM,fuel supply emergency,NA,NA,255,500,NA,18.74,16.19,6.15,15.93,4847159,7098612,1512700,13692504,35.4000919,51.84305223,11.0476506,7079097,1055136,7630,8141870,86.9468,12.9594,0.0937,63929,49844,1.282581655,1.1,17966,1274112,1.410080119,7.3,19795791,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,974,2013,7,New York,NY,NPCC,Northeast,-0.3,normal,"Wednesday, July 17, 2013",3:30:00 PM,"Friday, July 19, 2013",6:45:00 AM,fuel supply emergency, Natural Gas,NA,2355,417,NA,20.03,16.75,7.01,16.94,5550457,7350699,1519842,14662838,37.85390659,50.13148887,10.3652649,7027866,1040398,7960,8076230,87.0191,12.8822,0.0986,62610,48396,1.293701959,-0.3,19081,1233138,1.547353175,7.1,19691032,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,975,2015,9,New York,NY,NPCC,Northeast,1.7,warm,"Sunday, September 13, 2015",5:56:00 PM,"Sunday, September 13, 2015",8:37:00 PM,intentional attack,vandalism,NA,161,0,0,18.41,16.12,6.46,15.81,4934555,7133694,1546047,13843996,35.6440077,51.52915387,11.16763541,7079097,1055136,7630,8141870,86.9468,12.9594,0.0937,63929,49844,1.282581655,1.1,17966,1274112,1.410080119,7.3,19795791,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,976,2008,6,New York,NY,NPCC,Northeast,-0.5,cold,"Wednesday, June 11, 2008",1:15:00 PM,"Wednesday, June 11, 2008",2:05:00 PM,system operability disruption,uncontrolled loss,NA,50,200,61000,19.41,18.75,9.81,17.98,4088496,6692967,1266139,12283323,33.28493438,54.48824394,10.30778886,6897087,1032105,8779,7937995,86.8870,13.0021,0.1106,58322,48401,1.204975104,-3.3,19516,1120512,1.741703793,7.5,19212436,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,977,2011,9,New York,NY,NPCC,Northeast,-0.8,cold,"Tuesday, September 13, 2011",2:03:00 PM,"Tuesday, September 13, 2011",6:21:00 PM,intentional attack,vandalism,NA,258,NA,0,18.84,16.73,7.37,16.64,4600368,6876644,1098940,12805244,35.92565671,53.7017803,8.581952831,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,978,2006,10,New York,NY,NPCC,Northeast,0.7,warm,"Thursday, October 12, 2006",8:00:00 PM,"Saturday, October 21, 2006",11:00:00 PM,severe weather,winter storm,NA,13140,353,120000,17.22,15.98,9.54,15.62,3678747,5974758,1199494,11085078,33.18647825,53.89910653,10.82079892,6829269,1004967,9115,7843381,87.0705,12.8129,0.1162,60149,48909,1.229814554,3,19768,1149115,1.72028039,7.8,19104631,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,979,2011,8,New York,NY,NPCC,Northeast,-0.6,cold,"Sunday, August 28, 2011",5:01:00 AM,"Saturday, September 3, 2011",5:01:00 AM,severe weather,NA,NA,8640,NA,50000,19.25,17.05,8.36,17.11,5406845,7322466,1195400,14159584,38.18505544,51.71384979,8.442338419,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,980,2010,12,New York,NY,RFC,Northeast,-1.4,cold,"Thursday, December 30, 2010",2:00:00 PM,"Wednesday, January 12, 2011",6:00:00 AM,fuel supply emergency,NA,NA,18240,300,NA,17.72,15.63,8.48,15.69,4417184,6321023,1106485,12106243,36.4868275,52.21292023,9.139788455,6954916,1038260,8364,8001564,86.9195,12.9757,0.1045,61444,47287,1.299384609,3.7,19931,1192065,1.671972585,7.6,19402920,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,981,2006,10,New York,NY,NPCC,Northeast,0.7,warm,"Thursday, October 12, 2006",5:48:00 PM,"Monday, October 23, 2006",12:00:00 PM,severe weather,winter storm,NA,15492,600,250000,17.22,15.98,9.54,15.62,3678747,5974758,1199494,11085078,33.18647825,53.89910653,10.82079892,6829269,1004967,9115,7843381,87.0705,12.8129,0.1162,60149,48909,1.229814554,3,19768,1149115,1.72028039,7.8,19104631,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,982,2012,10,New York,NY,NPCC,Northeast,0.3,normal,"Monday, October 29, 2012",6:48:00 PM,"Sunday, November 4, 2012",11:36:00 AM,severe weather,hurricanes,Sandy,8268,NA,371000,18.44,15.14,6.09,15.21,3599866,6140382,1201150,11163410,32.24701055,55.00453714,10.75970514,7010740,1038268,8144,8057158,87.0126,12.8863,0.1011,62777,48156,1.30361741,2.4,19591,1230882,1.591622918,7.3,19606981,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,983,2012,6,New York,NY,NPCC,Northeast,-0.1,normal,"Wednesday, June 6, 2012",8:00:00 AM,"Wednesday, June 6, 2012",8:00:00 AM,intentional attack,vandalism,NA,0,NA,NA,18.31,15.93,7.12,15.89,4135254,6546233,1147907,12046524,34.32736281,54.3412606,9.528947936,7010740,1038268,8144,8057158,87.0126,12.8863,0.1011,62777,48156,1.30361741,2.4,19591,1230882,1.591622918,7.3,19606981,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,984,2013,8,New York,NY,NPCC,Northeast,-0.3,normal,"Thursday, August 1, 2013",11:00:00 AM,"Thursday, August 1, 2013",4:00:00 PM,intentional attack,vandalism,NA,300,NA,NA,19.14,16.38,6.04,16.24,5212450,7300010,1534896,14286789,36.48440528,51.09622603,10.74346377,7027866,1040398,7960,8076230,87.0191,12.8822,0.0986,62610,48396,1.293701959,-0.3,19081,1233138,1.547353175,7.1,19691032,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,985,2011,3,New York,NY,NPCC,Northeast,-0.7,cold,"Tuesday, March 8, 2011",8:00:00 AM,"Friday, March 18, 2011",9:00:00 AM,fuel supply emergency,Coal,NA,14400,676,NA,17.58,14.8,7.89,15.09,4038110,6147997,1078643,11530654,35.02065017,53.31871896,9.354569134,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,986,2011,10,New York,NY,NPCC,Northeast,-0.9,cold,"Saturday, October 29, 2011",11:18:00 AM,"Friday, November 4, 2011",12:00:00 AM,severe weather,NA,NA,7962,NA,161151,18.78,15.71,7.4,15.79,3743979,6192300,1175022,11361905,32.95203577,54.5005437,10.34176927,6987631,1035992,8222,8031854,86.9990,12.8985,0.1024,61290,47586,1.287983861,-0.3,19725,1196493,1.64856794,7.4,19523202,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,987,2004,2,New York,NY,NPCC,Northeast,0.3,normal,"Saturday, February 14, 2004",8:00:00 PM,"Monday, February 16, 2004",12:00:00 PM,public appeal,NA,NA,2400,30,18600,14.02,12.07,6.98,11.93,4171308,6174482,1729385,12287262,33.94823029,50.25108116,14.07461646,6794431,981964,10132,7786682,87.2571,12.6108,0.1301,55866,47037,1.187703297,3.1,20000,1071033,1.867356095,7.7,19171567,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,988,2006,7,New York,NY,NPCC,Northeast,0.1,normal,"Monday, July 17, 2006",6:50:00 PM,"Tuesday, July 25, 2006",3:06:00 PM,severe weather,NA,NA,11296,NA,25000,17.56,16.76,9.83,16.33,4964333,7463608,1305299,13980141,35.50989221,53.38721548,9.336808549,6829269,1004967,9115,7843381,87.0705,12.8129,0.1162,60149,48909,1.229814554,3,19768,1149115,1.72028039,7.8,19104631,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,989,2007,6,New York,NY,NPCC,Northeast,-0.3,normal,"Wednesday, June 27, 2007",3:42:00 PM,"Wednesday, June 27, 2007",4:30:00 PM,system operability disruption,NA,NA,48,460,NA,18.17,16.64,8.65,15.92,4087220,6402300,1750965,12511957,32.66651252,51.16945335,13.99433358,6933304,1016069,12834,7962235,87.0774,12.7611,0.1612,60291,49126,1.227272727,0.2,19772,1153500,1.71408756,7.7,19132335,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,990,2014,2,New York,NY,NPCC,Northeast,-0.5,cold,"Friday, February 7, 2014",7:00:00 AM,"Friday, March 21, 2014",8:00:00 AM,fuel supply emergency, Coal,NA,60480,675,NA,21.69,17.48,8.19,17.81,4550076,6390265,1497619,12699456,35.8289048,50.31920265,11.79278073,7046829,1045571,7862,8100268,86.9950,12.9079,0.0971,63217,49091,1.287751319,1,18048,1248299,1.445807455,7.3,19748858,87.87,5.21,4161.4,1700,54.6,8.68,1.26,86.38254972,13.61745028,3.645861974 +,991,2008,8,Louisiana,LA,SERC,South,-0.3,normal,"Sunday, August 31, 2008",7:30:00 AM,"Friday, September 19, 2008",9:00:00 PM,fuel supply emergency,NA,NA,28170,200,NA,11.8,11.49,9.67,11.07,3315549,2265525,2433882,8015508,41.36417804,28.26427221,30.3646631,1920083,265259,20310,2205675,87.0519,12.0262,0.9208,46443,48401,0.95954629,-1,4847,206000,2.352912621,1.3,4435586,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,992,2009,7,Louisiana,LA,SPP,South,0.5,warm,"Tuesday, July 14, 2009",1:00:00 PM,"Tuesday, July 14, 2009",6:00:00 PM,public appeal,NA,NA,300,NA,NA,7.99,7.32,4.9,6.98,3611414,2315063,2130196,8057532,44.82034946,28.73166374,26.43732597,1946996,269166,18534,2234720,87.1248,12.0447,0.8294,46644,46680,0.999228792,0.4,3759,209507,1.794212127,1.4,4491648,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,993,2004,6,Louisiana,LA,ECAR,South,0.3,normal,"Wednesday, June 2, 2004",1:46:00 AM,"Monday, June 7, 2004",4:00:00 PM,severe weather,thunderstorm,NA,8054,350,59057,8.23,7.56,5.62,7.16,2731729,2029614,2420683,7183486,38.02790177,28.25388676,33.69788707,1896052,254909,18205,2169187,87.4084,11.7514,0.8393,44961,47037,0.955864532,3,5267,204674,2.573360564,1.5,4552238,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,994,2010,8,Louisiana,LA,SERC,South,-1.2,cold,"Monday, August 2, 2010",12:45:00 PM,"Wednesday, August 4, 2010",11:00:00 AM,public appeal,NA,NA,2775,NA,NA,9.29,8.5,5.99,8.13,3695516,2407508,2401355,8505369,43.44921426,28.30574429,28.23340175,1973174,274177,18128,2265502,87.0965,12.1023,0.8002,48305,47287,1.021528116,3.6,4509,219576,2.053503115,1.4,4544951,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,995,2010,8,Louisiana,LA,SPP,South,-1.2,cold,"Monday, August 2, 2010",12:45:00 PM,"Wednesday, August 4, 2010",11:00:00 AM,public appeal,NA,NA,2775,NA,NA,9.29,8.5,5.99,8.13,3695516,2407508,2401355,8505369,43.44921426,28.30574429,28.23340175,1973174,274177,18128,2265502,87.0965,12.1023,0.8002,48305,47287,1.021528116,3.6,4509,219576,2.053503115,1.4,4544951,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,996,2005,8,Louisiana,LA,SPP,South,-0.1,normal,"Monday, August 29, 2005",6:00:00 AM,"Tuesday, August 30, 2005",6:00:00 PM,severe weather,hurricanes,NA,2160,NA,1100000,9.26,8.65,6.9,8.4,3428008,2222342,2302876,7954648,43.09440217,27.93765356,28.95006794,1899301,258307,18161,2175788,87.2926,11.8719,0.8347,47133,48090,0.980099813,4.8,4896,215708,2.269735012,1.5,4576628,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,997,2004,10,Louisiana,LA,SPP,South,0.7,warm,"Monday, October 25, 2004",11:00:00 AM,"Tuesday, October 26, 2004",10:00:00 PM,severe weather,wildfire,NA,2100,NA,NA,8.28,7.69,5.93,7.32,2559921,2022122,2305395,6888955,37.15978693,29.35310218,33.46509013,1896052,254909,18205,2169187,87.4084,11.7514,0.8393,44961,47037,0.955864532,3,5267,204674,2.573360564,1.5,4552238,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,998,2010,8,Louisiana,LA,SERC,South,-1.2,cold,"Monday, August 2, 2010",12:45:00 PM,"Wednesday, August 4, 2010",11:00:00 AM,public appeal,NA,NA,2775,NA,NA,9.29,8.5,5.99,8.13,3695516,2407508,2401355,8505369,43.44921426,28.30574429,28.23340175,1973174,274177,18128,2265502,87.0965,12.1023,0.8002,48305,47287,1.021528116,3.6,4509,219576,2.053503115,1.4,4544951,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,999,2016,5,Louisiana,LA,SERC,South,0.6,warm,"Friday, May 20, 2016",12:00:00 AM,"Sunday, May 22, 2016",5:00:00 AM,system operability disruption,transmission interruption,NA,3180,NA,85000,9.28,8.43,4.78,7.2,2011633,1952185,2707499,6672269,30.14915915,29.25818788,40.57838495,2059699,289780,19231,2368711,86.9544,12.2337,0.8119,44440,50660,0.877220687,-2.6,3809,208252,1.829034055,1.2,4686157,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1000,2010,8,Louisiana,LA,SERC,South,-1.2,cold,"Monday, August 2, 2010",12:45:00 PM,"Wednesday, August 4, 2010",11:00:00 AM,public appeal,NA,NA,2775,NA,NA,9.29,8.5,5.99,8.13,3695516,2407508,2401355,8505369,43.44921426,28.30574429,28.23340175,1973174,274177,18128,2265502,87.0965,12.1023,0.8002,48305,47287,1.021528116,3.6,4509,219576,2.053503115,1.4,4544951,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1001,2005,7,Louisiana,LA,SPP,South,0,normal,"Tuesday, July 5, 2005",9:00:00 PM,"Wednesday, July 6, 2005",9:00:00 PM,severe weather,hurricanes,Cindy,1440,NA,287000,9.08,8.47,6.74,8.23,3429008,2254422,2338664,8023652,42.73625028,28.09720561,29.14712652,1899301,258307,18161,2175788,87.2926,11.8719,0.8347,47133,48090,0.980099813,4.8,4896,215708,2.269735012,1.5,4576628,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1002,2010,6,Louisiana,LA,SERC,South,-0.4,normal,"Thursday, June 17, 2010",9:30:00 AM,"Thursday, June 17, 2010",4:40:00 PM,public appeal,NA,NA,430,NA,NA,8.86,8.1,5.48,7.56,3089529,2235569,2530807,7856828,39.32285396,28.45383659,32.21156171,1973174,274177,18128,2265502,87.0965,12.1023,0.8002,48305,47287,1.021528116,3.6,4509,219576,2.053503115,1.4,4544951,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1003,2012,1,Louisiana,LA,SERC,South,-0.7,cold,"Monday, January 9, 2012",1:36:00 PM,"Wednesday, January 11, 2012",1:05:00 AM,system operability disruption,NA,NA,2129,150,1,8.15,8.08,4.94,6.95,2507894,1824386,2530172,6863383,36.54020182,26.5814395,36.86479394,1995661,279613,18143,2293418,87.0169,12.1920,0.7911,45813,48156,0.951345627,0,3786,210956,1.794687044,1.3,4603676,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1004,2004,7,Louisiana,LA,SPP,South,0.5,warm,"Saturday, July 24, 2004",3:45:00 PM,"Sunday, July 25, 2004",9:00:00 PM,public appeal,NA,NA,1755,NA,NA,8.34,7.59,5.94,7.38,3134114,2178285,2385682,7699580,40.70499949,28.29095873,30.98457318,1896052,254909,18205,2169187,87.4084,11.7514,0.8393,44961,47037,0.955864532,3,5267,204674,2.573360564,1.5,4552238,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1005,2016,5,Louisiana,LA,SERC,South,0.6,warm,"Friday, May 20, 2016",1:15:00 AM,NA,NA,severe weather,NA,NA,NA,NA,57184,9.28,8.43,4.78,7.2,2011633,1952185,2707499,6672269,30.14915915,29.25818788,40.57838495,2059699,289780,19231,2368711,86.9544,12.2337,0.8119,44440,50660,0.877220687,-2.6,3809,208252,1.829034055,1.2,4686157,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1006,2005,8,Louisiana,LA,SPP,South,-0.1,normal,"Monday, August 29, 2005",1:10:00 AM,"Monday, August 29, 2005",12:42:00 PM,severe weather,hurricanes,Katrina,692,300,143000,9.26,8.65,6.9,8.4,3428008,2222342,2302876,7954648,43.09440217,27.93765356,28.95006794,1899301,258307,18161,2175788,87.2926,11.8719,0.8347,47133,48090,0.980099813,4.8,4896,215708,2.269735012,1.5,4576628,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1007,2009,4,Louisiana,LA,SERC,South,-0.1,normal,"Friday, April 24, 2009",11:09:00 AM,"Friday, April 24, 2009",11:21:00 PM,system operability disruption,NA,NA,732,32,11000,8.49,8.1,5.85,7.41,1762476,1725981,1994389,5483500,32.14144251,31.47590043,36.37073037,1946996,269166,18534,2234720,87.1248,12.0447,0.8294,46644,46680,0.999228792,0.4,3759,209507,1.794212127,1.4,4491648,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1008,2011,4,Louisiana,LA,SERC,South,-0.5,cold,"Wednesday, April 20, 2011",8:07:00 AM,"Wednesday, April 20, 2011",8:14:00 AM,equipment failure,NA,NA,7,33,11000,8.9,8.43,5.65,7.48,1933440,1843911,2458152,6236365,31.00267544,29.56707954,39.41642287,1979175,277004,18090,2274270,87.0246,12.1799,0.7954,45813,47586,0.962741142,-5.2,4453,209638,2.124137799,1.4,4575381,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1009,2009,6,Louisiana,LA,SERC,South,0.4,normal,"Wednesday, June 24, 2009",1:30:00 PM,"Wednesday, June 24, 2009",10:00:00 PM,public appeal,NA,NA,510,NA,NA,7.64,6.88,4.56,6.45,2710636,2085560,2185803,6982794,38.81878801,29.86712769,31.30269918,1946996,269166,18534,2234720,87.1248,12.0447,0.8294,46644,46680,0.999228792,0.4,3759,209507,1.794212127,1.4,4491648,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1010,2008,10,Louisiana,LA,SERC,South,-0.4,normal,"Thursday, October 2, 2008",2:50:00 PM,"Thursday, October 2, 2008",9:50:00 PM,system operability disruption,NA,NA,420,200,NA,10.95,10.57,8.88,10.2,2183545,1938056,1773514,5895644,37.03658158,32.87267684,30.08176884,1920083,265259,20310,2205675,87.0519,12.0262,0.9208,46443,48401,0.95954629,-1,4847,206000,2.352912621,1.3,4435586,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1011,2008,9,Louisiana,LA,SERC,South,-0.3,normal,"Monday, September 1, 2008",11:45:00 AM,"Wednesday, September 10, 2008",4:00:00 PM,severe weather,hurricanes,Gustav,13215,NA,246092,11.27,10.97,9.06,10.46,2748803,2082909,2336688,7168846,38.34373064,29.05501109,32.59503691,1920083,265259,20310,2205675,87.0519,12.0262,0.9208,46443,48401,0.95954629,-1,4847,206000,2.352912621,1.3,4435586,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1012,2010,6,Louisiana,LA,SPP,South,-0.4,normal,"Thursday, June 17, 2010",8:30:00 AM,"Thursday, June 17, 2010",5:47:00 PM,public appeal,NA,NA,557,NA,NA,8.86,8.1,5.48,7.56,3089529,2235569,2530807,7856828,39.32285396,28.45383659,32.21156171,1973174,274177,18128,2265502,87.0965,12.1023,0.8002,48305,47287,1.021528116,3.6,4509,219576,2.053503115,1.4,4544951,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1013,2009,7,Louisiana,LA,SPP,South,0.5,warm,"Wednesday, July 15, 2009",1:00:00 PM,"Wednesday, July 15, 2009",6:00:00 PM,public appeal,NA,NA,300,NA,NA,7.99,7.32,4.9,6.98,3611414,2315063,2130196,8057532,44.82034946,28.73166374,26.43732597,1946996,269166,18534,2234720,87.1248,12.0447,0.8294,46644,46680,0.999228792,0.4,3759,209507,1.794212127,1.4,4491648,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1014,2008,9,Louisiana,LA,SERC,South,-0.3,normal,"Monday, September 1, 2008",10:30:00 AM,"Saturday, September 13, 2008",7:22:00 PM,severe weather,hurricanes,Gustav,17812,400,150000,11.27,10.97,9.06,10.46,2748803,2082909,2336688,7168846,38.34373064,29.05501109,32.59503691,1920083,265259,20310,2205675,87.0519,12.0262,0.9208,46443,48401,0.95954629,-1,4847,206000,2.352912621,1.3,4435586,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1015,2008,9,Louisiana,LA,SERC,South,-0.3,normal,"Saturday, September 13, 2008",10:24:00 AM,"Saturday, September 27, 2008",2:40:00 PM,severe weather,hurricanes,Ike,20416,40,50000,11.27,10.97,9.06,10.46,2748803,2082909,2336688,7168846,38.34373064,29.05501109,32.59503691,1920083,265259,20310,2205675,87.0519,12.0262,0.9208,46443,48401,0.95954629,-1,4847,206000,2.352912621,1.3,4435586,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1016,2005,9,Louisiana,LA,ECAR,South,0,normal,"Saturday, September 24, 2005",10:00:00 AM,"Wednesday, September 28, 2005",6:00:00 PM,severe weather,hurricanes,Rita,6240,700,190000,9.28,8.82,6.91,8.39,2832943,1805939,2253333,6893162,41.09787352,26.19899257,32.68939566,1899301,258307,18161,2175788,87.2926,11.8719,0.8347,47133,48090,0.980099813,4.8,4896,215708,2.269735012,1.5,4576628,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1017,2010,6,Louisiana,LA,SERC,South,-0.4,normal,"Thursday, June 17, 2010",9:30:00 AM,"Thursday, June 17, 2010",5:17:00 PM,public appeal,NA,NA,467,NA,NA,8.86,8.1,5.48,7.56,3089529,2235569,2530807,7856828,39.32285396,28.45383659,32.21156171,1973174,274177,18128,2265502,87.0965,12.1023,0.8002,48305,47287,1.021528116,3.6,4509,219576,2.053503115,1.4,4544951,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1018,2012,8,Louisiana,LA,SPP,South,0.3,normal,"Wednesday, August 29, 2012",9:48:00 AM,"Friday, August 31, 2012",12:55:00 PM,severe weather,hurricanes,Isaac,3067,NA,95000,8.29,7.4,4.49,6.86,3441587,2376701,2614080,8433323,40.80938202,28.18225983,30.99703403,1995661,279613,18143,2293418,87.0169,12.1920,0.7911,45813,48156,0.951345627,0,3786,210956,1.794687044,1.3,4603676,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1019,2012,8,Louisiana,LA,SERC,South,0.3,normal,"Wednesday, August 29, 2012",9:00:00 AM,"Friday, August 31, 2012",12:00:00 PM,severe weather,hurricanes,Isaac,3060,300,50000,8.29,7.4,4.49,6.86,3441587,2376701,2614080,8433323,40.80938202,28.18225983,30.99703403,1995661,279613,18143,2293418,87.0169,12.1920,0.7911,45813,48156,0.951345627,0,3786,210956,1.794687044,1.3,4603676,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1020,2008,5,Louisiana,LA,SERC,South,-0.7,cold,"Friday, May 30, 2008",2:05:00 PM,"Friday, May 30, 2008",8:00:00 PM,system operability disruption,NA,NA,355,225,NA,10.36,10.1,7.87,9.35,1979170,1842769,2305606,6127940,32.2974768,30.07159013,37.62448718,1920083,265259,20310,2205675,87.0519,12.0262,0.9208,46443,48401,0.95954629,-1,4847,206000,2.352912621,1.3,4435586,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1021,2010,6,Louisiana,LA,SPP,South,-0.4,normal,"Thursday, June 17, 2010",9:30:00 AM,"Thursday, June 17, 2010",4:40:00 PM,public appeal,NA,NA,430,NA,NA,8.86,8.1,5.48,7.56,3089529,2235569,2530807,7856828,39.32285396,28.45383659,32.21156171,1973174,274177,18128,2265502,87.0965,12.1023,0.8002,48305,47287,1.021528116,3.6,4509,219576,2.053503115,1.4,4544951,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1022,2009,7,Louisiana,LA,SPP,South,0.5,warm,"Thursday, July 16, 2009",1:00:00 PM,"Thursday, July 16, 2009",6:00:00 PM,public appeal,NA,NA,300,NA,NA,7.99,7.32,4.9,6.98,3611414,2315063,2130196,8057532,44.82034946,28.73166374,26.43732597,1946996,269166,18534,2234720,87.1248,12.0447,0.8294,46644,46680,0.999228792,0.4,3759,209507,1.794212127,1.4,4491648,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1023,2013,5,Louisiana,LA,SERC,South,-0.2,normal,"Monday, May 20, 2013",5:22:00 PM,"Monday, May 20, 2013",9:09:00 PM,equipment failure,generator trip,NA,227,103,21800,9.7,9.04,5.8,7.92,1920796,1872345,2612300,6406309,29.98288094,29.22657961,40.77699031,2011044,281835,19019,2311899,86.9867,12.1906,0.8227,44408,48396,0.917596496,-3.1,3907,205576,1.900513679,1.3,4627491,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1024,2014,4,Louisiana,LA,SERC,South,-0.2,normal,"Wednesday, April 23, 2014",7:45:00 PM,"Wednesday, April 23, 2014",8:37:00 PM,system operability disruption,NA,NA,52,163,28000,10.21,9.77,6.52,8.46,1835897,1781824,2868006,6486644,28.3027248,27.46911962,44.21401884,2026223,297789,19553,2343566,86.4590,12.7067,0.8343,45067,49091,0.918029781,1.5,3837,209545,1.831110263,1.3,4648990,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1025,2002,10,Louisiana,LA,SPP,South,1.1,warm,"Thursday, October 3, 2002",3:33:00 AM,NA,NA,severe weather,hurricanes,Lily,NA,NA,242910,7.22,6.48,4.61,6.13,2543553,1925977,2429858,7154368,35.55244852,26.92029541,33.9632795,1848588,225718,15435,2110768,87.5789,10.6936,0.7313,42054,45097,0.932523228,1.1,4988,189128,2.637367286,1.4,4497267,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1026,2010,1,Louisiana,LA,SERC,South,1.3,warm,"Wednesday, January 6, 2010",6:00:00 PM,"Friday, January 8, 2010",6:00:00 PM,public appeal,NA,NA,2880,NA,NA,8.14,8.12,5.92,7.47,3152949,1924309,2150244,7228383,43.61900857,26.62156944,29.74723392,1973174,274177,18128,2265502,87.0965,12.1023,0.8002,48305,47287,1.021528116,3.6,4509,219576,2.053503115,1.4,4544951,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1027,2005,9,Louisiana,LA,SPP,South,0,normal,"Friday, September 23, 2005",1:06:00 PM,"Thursday, October 6, 2005",2:30:00 PM,severe weather,hurricanes,Rita,18804,350,125000,9.28,8.82,6.91,8.39,2832943,1805939,2253333,6893162,41.09787352,26.19899257,32.68939566,1899301,258307,18161,2175788,87.2926,11.8719,0.8347,47133,48090,0.980099813,4.8,4896,215708,2.269735012,1.5,4576628,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1028,2012,8,Louisiana,LA,SERC,South,0.3,normal,"Wednesday, August 29, 2012",6:53:00 AM,"Thursday, August 30, 2012",2:00:00 PM,severe weather,hurricanes,Isaac,1867,150,68018,8.29,7.4,4.49,6.86,3441587,2376701,2614080,8433323,40.80938202,28.18225983,30.99703403,1995661,279613,18143,2293418,87.0169,12.1920,0.7911,45813,48156,0.951345627,0,3786,210956,1.794687044,1.3,4603676,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1029,2011,4,Louisiana,LA,SPP,South,-0.5,cold,"Tuesday, April 26, 2011",5:49:00 AM,"Wednesday, April 27, 2011",9:59:00 AM,severe weather,NA,NA,1690,120,NA,8.9,8.43,5.65,7.48,1933440,1843911,2458152,6236365,31.00267544,29.56707954,39.41642287,1979175,277004,18090,2274270,87.0246,12.1799,0.7954,45813,47586,0.962741142,-5.2,4453,209638,2.124137799,1.4,4575381,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1030,2010,4,Louisiana,LA,SERC,South,0.5,warm,"Wednesday, April 21, 2010",3:05:00 PM,"Wednesday, April 21, 2010",8:00:00 PM,equipment failure,generator trip,NA,295,NA,NA,9.22,8.78,6.03,7.82,1786267,1704578,2322475,5814212,30.72242636,29.31743803,39.94479389,1973174,274177,18128,2265502,87.0965,12.1023,0.8002,48305,47287,1.021528116,3.6,4509,219576,2.053503115,1.4,4544951,73.19,11.85,1685.8,1280.1,29.5,4.56,0.97,82.48501279,17.51498721,8.709763641 +,1031,2013,3,Florida,FL,FRCC,Southeast,-0.3,normal,"Monday, March 18, 2013",5:50:00 PM,"Monday, March 18, 2013",6:07:00 PM,intentional attack,NA,NA,17,0,0,11.09,9.58,7.56,10.16,7948589,6767041,1303347,16025933,49.59829172,42.22556652,8.132737108,8756322,1175896,17865,9950085,88.0025,11.8179,0.1795,38090,48396,0.787048516,1,14288,746585,1.913780748,3.6,19594467,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1032,2012,8,Florida,FL,FRCC,Southeast,0.3,normal,"Sunday, August 26, 2012",10:04:00 PM,"Monday, August 27, 2012",2:04:00 AM,severe weather,hurricanes,Isaac,240,NA,440000,11.49,9.56,8.18,10.53,12409045,8717705,1441324,22575319,54.96730744,38.61608777,6.384512219,8645207,1160572,17414,9823195,88.0081,11.8146,0.1773,37702,48156,0.782913863,0.5,14789,729727,2.026648322,3.7,19352021,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1033,2005,8,Florida,FL,FRCC,Southeast,-0.1,normal,"Wednesday, August 31, 2005",4:00:00 PM,"Monday, September 12, 2005",8:00:00 PM,severe weather,NA,NA,17520,0,0,9.66,8.12,6.66,8.86,12656077,8562694,1777838,23004710,55.01515559,37.22148204,7.728147845,8090607,1075650,29672,9195954,87.9801,11.6970,0.3227,43329,48090,0.900998129,4.1,14645,773073,1.894387723,4,17842038,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1034,2005,9,Florida,FL,FRCC,Southeast,0,normal,"Friday, September 23, 2005",7:00:00 AM,"Wednesday, September 28, 2005",11:29:00 PM,severe weather,NA,NA,8189,0,0,9.69,8.14,6.76,8.89,12481098,8653586,1661172,22804437,54.73100695,37.94693989,7.284424518,8090607,1075650,29672,9195954,87.9801,11.6970,0.3227,43329,48090,0.900998129,4.1,14645,773073,1.894387723,4,17842038,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1035,2008,2,Florida,FL,FRCC,Southeast,-1.3,cold,"Tuesday, February 26, 2008",1:09:00 PM,"Tuesday, February 26, 2008",4:11:00 PM,equipment failure,transmission trip,NA,182,3200,584384,10.96,9.65,7.64,10.11,8076694,6956379,1475097,16515248,48.90446695,42.12094787,8.931727819,8478405,1129098,22383,9629911,88.0424,11.7249,0.2324,41569,48401,0.858845892,-4.9,16403,770159,2.129819946,3.6,18527305,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1036,2008,8,Florida,FL,FRCC,Southeast,-0.3,normal,"Thursday, August 21, 2008",7:00:00 PM,"Monday, August 25, 2008",8:00:00 PM,severe weather,hurricanes,Fay,5820,NA,430000,12.11,10.5,8.67,11.23,11755871,8557683,1661362,21982109,53.47926807,38.93021821,7.557791657,8478405,1129098,22383,9629911,88.0424,11.7249,0.2324,41569,48401,0.858845892,-4.9,16403,770159,2.129819946,3.6,18527305,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1037,2016,4,Florida,FL,FRCC,Southeast,1.1,warm,"Friday, April 1, 2016",4:37:00 PM,"Friday, April 1, 2016",6:00:00 PM,intentional attack,sabotage,NA,83,0,0,11.07,9,7.54,9.89,8221775,7361677,1368584,16959888,48.47776707,43.40640103,8.069534421,9149214,1199897,21162,10370275,88.2254,11.5705,0.2041,39608,50660,0.781839716,1.7,14113,818162,1.724964005,3.9,20656589,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1038,2002,8,Florida,FL,SERC,Southeast,0.8,warm,"Friday, August 9, 2002",8:23:00 AM,"Friday, August 9, 2002",12:13:00 PM,system operability disruption,NA,NA,230,51,25000,8.09,6.51,5.19,7.29,11140690,7242961,1613771,20510745,54.31635955,35.31300789,7.867929712,7506268,929629,23238,8533279,87.9646,10.8942,0.2723,39457,45097,0.874936249,1.9,13877,658520,2.107301221,3.7,16689370,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1039,2011,3,Florida,FL,FRCC,Southeast,-0.7,cold,"Thursday, March 31, 2011",2:30:00 PM,"Friday, April 1, 2011",11:59:00 PM,severe weather,NA,NA,2009,NA,50000,11.46,9.92,8.68,10.54,7198056,6692820,1331510,15229219,47.26477438,43.94723065,8.743127274,8575892,1139656,17335,9732886,88.1125,11.7093,0.1781,37529,47586,0.788656327,-2,15665,717109,2.184465681,3.6,19105533,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1040,2005,10,Florida,FL,FRCC,Southeast,-0.2,normal,"Monday, October 24, 2005",4:00:00 AM,"Monday, October 24, 2005",4:00:00 PM,severe weather,hurricanes,Wilma,720,280,105000,9.8,8.27,6.76,8.93,10452709,7992587,1741233,20194924,51.75909055,39.57720762,8.622131977,8090607,1075650,29672,9195954,87.9801,11.6970,0.3227,43329,48090,0.900998129,4.1,14645,773073,1.894387723,4,17842038,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1041,2008,2,Florida,FL,FRCC,Southeast,-1.3,cold,"Tuesday, February 26, 2008",1:10:00 PM,"Tuesday, February 26, 2008",3:45:00 PM,system operability disruption,NA,NA,155,500,150000,10.96,9.65,7.64,10.11,8076694,6956379,1475097,16515248,48.90446695,42.12094787,8.931727819,8478405,1129098,22383,9629911,88.0424,11.7249,0.2324,41569,48401,0.858845892,-4.9,16403,770159,2.129819946,3.6,18527305,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1042,2004,5,Florida,FL,FRCC,Southeast,0.2,normal,"Friday, May 28, 2004",12:00:00 PM,"Monday, May 31, 2004",12:00:00 PM,public appeal,NA,NA,4320,0,0,8.95,7.59,5.84,8.07,8238817,7132397,1728226,17107025,48.16043117,41.6927958,10.10243453,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1043,2004,5,Florida,FL,FRCC,Southeast,0.2,normal,"Friday, May 28, 2004",12:00:00 PM,"Monday, May 31, 2004",12:00:00 PM,public appeal,NA,NA,4320,0,0,8.95,7.59,5.84,8.07,8238817,7132397,1728226,17107025,48.16043117,41.6927958,10.10243453,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1044,2004,8,Florida,FL,FRCC,Southeast,0.6,warm,"Friday, August 13, 2004",3:00:00 PM,"Friday, August 13, 2004",11:00:00 PM,severe weather,hurricanes,Charley,480,1400,1200000,8.93,7.49,6.36,8.18,11245930,8028764,1559209,20841967,53.9581029,38.52210302,7.481102911,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1045,2004,4,Florida,FL,FRCC,Southeast,0.1,normal,"Monday, April 12, 2004",5:30:00 AM,"Monday, April 12, 2004",10:15:00 PM,severe weather,heavy wind,NA,1005,250,179000,9.91,7.68,5.58,8.49,7015998,6487777,1625192,15137142,46.34955529,42.85998638,10.7364521,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1046,2004,7,Florida,FL,FRCC,Southeast,0.5,warm,"Tuesday, July 13, 2004",1:34:00 PM,"Tuesday, July 13, 2004",5:15:00 PM,equipment failure,generator trip,NA,221,283,42124,8.93,7.42,5.58,8.09,12115848,8334926,1797095,22256850,54.43649034,37.44881239,8.074345651,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1047,2010,1,Florida,FL,"FRCC, SERC",Southeast,1.3,warm,"Monday, January 11, 2010",3:45:00 AM,"Monday, January 11, 2010",9:57:00 AM,system operability disruption,NA,NA,372,NA,NA,9.34,7.52,7.72,8.58,11630995,7267285,1358884,20264386,57.39623693,35.86234984,6.705774357,8529204,1127138,18048,9674415,88.1625,11.6507,0.1866,38314,47287,0.81024383,-1,16006,722295,2.215992081,3.6,18849890,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1048,2005,8,Florida,FL,FRCC,Southeast,-0.1,normal,"Monday, August 29, 2005",7:10:00 AM,"Wednesday, September 7, 2005",3:00:00 PM,severe weather,NA,NA,13430,0,0,9.66,8.12,6.66,8.86,12656077,8562694,1777838,23004710,55.01515559,37.22148204,7.728147845,8090607,1075650,29672,9195954,87.9801,11.6970,0.3227,43329,48090,0.900998129,4.1,14645,773073,1.894387723,4,17842038,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1049,2004,5,Florida,FL,FRCC,Southeast,0.2,normal,"Friday, May 28, 2004",12:00:00 PM,"Monday, May 31, 2004",12:00:00 PM,public appeal,NA,NA,4320,0,0,8.95,7.59,5.84,8.07,8238817,7132397,1728226,17107025,48.16043117,41.6927958,10.10243453,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1050,2008,2,Florida,FL,FRCC,Southeast,-1.3,cold,"Tuesday, February 26, 2008",1:09:00 PM,"Tuesday, February 26, 2008",2:40:00 PM,system operability disruption,NA,NA,91,318,53965,10.96,9.65,7.64,10.11,8076694,6956379,1475097,16515248,48.90446695,42.12094787,8.931727819,8478405,1129098,22383,9629911,88.0424,11.7249,0.2324,41569,48401,0.858845892,-4.9,16403,770159,2.129819946,3.6,18527305,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1051,2009,1,Florida,FL,FRCC,Southeast,-0.7,cold,"Thursday, January 8, 2009",11:46:00 PM,"Friday, January 9, 2009",11:25:00 PM,equipment failure,transmission trip,NA,1419,55,31000,12.58,11.07,9.75,11.72,8929544,7279262,1432008,17648170,50.59756337,41.24655418,8.114201076,8493591,1125135,20457,9639208,88.1150,11.6725,0.2122,38704,46680,0.829134533,-6.9,15824,721928,2.191908334,3.8,18652644,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1052,2004,9,Florida,FL,FRCC,Southeast,0.7,warm,"Saturday, September 4, 2004",8:00:00 AM,"Monday, September 6, 2004",8:00:00 PM,severe weather,hurricanes,Frances,3600,6000,2775093,8.99,7.6,5.85,8.2,10557288,7632061,1626352,19824036,53.25498804,38.49902714,8.203939904,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1053,2005,9,Florida,FL,FRCC,Southeast,0,normal,"Thursday, September 22, 2005",12:00:00 PM,"Thursday, September 29, 2005",12:00:00 PM,severe weather,NA,NA,10080,0,0,9.69,8.14,6.76,8.89,12481098,8653586,1661172,22804437,54.73100695,37.94693989,7.284424518,8090607,1075650,29672,9195954,87.9801,11.6970,0.3227,43329,48090,0.900998129,4.1,14645,773073,1.894387723,4,17842038,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1054,2008,8,Florida,FL,FRCC,Southeast,-0.3,normal,"Tuesday, August 19, 2008",9:29:00 AM,"Friday, August 22, 2008",10:00:00 PM,severe weather,hurricanes,Fay,5071,NA,101950,12.11,10.5,8.67,11.23,11755871,8557683,1661362,21982109,53.47926807,38.93021821,7.557791657,8478405,1129098,22383,9629911,88.0424,11.7249,0.2324,41569,48401,0.858845892,-4.9,16403,770159,2.129819946,3.6,18527305,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1055,2013,6,Florida,FL,FRCC,Southeast,-0.2,normal,"Monday, June 17, 2013",4:17:00 PM,"Monday, June 17, 2013",6:49:00 PM,system operability disruption,100 MW loadshed,NA,152,180,37,11.2,9.25,7.76,10.16,10691555,8423204,1474510,20597429,51.90723075,40.89444367,7.158708983,8756322,1175896,17865,9950085,88.0025,11.8179,0.1795,38090,48396,0.787048516,1,14288,746585,1.913780748,3.6,19594467,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1056,2004,9,Florida,FL,FRCC,Southeast,0.7,warm,"Sunday, September 26, 2004",3:00:00 AM,"Thursday, September 30, 2004",9:00:00 PM,severe weather,hurricanes,Jeanne,6840,350,110000,8.99,7.6,5.85,8.2,10557288,7632061,1626352,19824036,53.25498804,38.49902714,8.203939904,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1057,2004,8,Florida,FL,FRCC,Southeast,0.6,warm,"Friday, August 13, 2004",4:43:00 PM,"Friday, August 13, 2004",8:24:00 PM,severe weather,hurricanes,Charley,221,250,78000,8.93,7.49,6.36,8.18,11245930,8028764,1559209,20841967,53.9581029,38.52210302,7.481102911,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1058,2005,10,Florida,FL,FRCC,Southeast,-0.2,normal,"Monday, October 24, 2005",7:00:00 AM,"Thursday, November 10, 2005",12:00:00 PM,severe weather,hurricanes,Wilma,24780,148,84900,9.8,8.27,6.76,8.93,10452709,7992587,1741233,20194924,51.75909055,39.57720762,8.622131977,8090607,1075650,29672,9195954,87.9801,11.6970,0.3227,43329,48090,0.900998129,4.1,14645,773073,1.894387723,4,17842038,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1059,2008,2,Florida,FL,FRCC,Southeast,-1.3,cold,"Tuesday, February 26, 2008",1:09:00 PM,"Tuesday, February 26, 2008",1:47:00 PM,system operability disruption,NA,NA,38,120,56000,10.96,9.65,7.64,10.11,8076694,6956379,1475097,16515248,48.90446695,42.12094787,8.931727819,8478405,1129098,22383,9629911,88.0424,11.7249,0.2324,41569,48401,0.858845892,-4.9,16403,770159,2.129819946,3.6,18527305,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1060,2008,2,Florida,FL,FRCC,Southeast,-1.3,cold,"Tuesday, February 26, 2008",1:09:00 PM,"Tuesday, February 26, 2008",2:10:00 PM,system operability disruption,NA,NA,61,140,47661,10.96,9.65,7.64,10.11,8076694,6956379,1475097,16515248,48.90446695,42.12094787,8.931727819,8478405,1129098,22383,9629911,88.0424,11.7249,0.2324,41569,48401,0.858845892,-4.9,16403,770159,2.129819946,3.6,18527305,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1061,2004,9,Florida,FL,FRCC,Southeast,0.7,warm,"Sunday, September 26, 2004",6:00:00 AM,"Friday, October 1, 2004",12:00:00 PM,severe weather,hurricanes,Jeanne,7560,1800,722000,8.99,7.6,5.85,8.2,10557288,7632061,1626352,19824036,53.25498804,38.49902714,8.203939904,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1062,2013,8,Florida,FL,FRCC,Southeast,-0.3,normal,"Thursday, August 1, 2013",11:19:00 PM,"Friday, August 2, 2013",12:49:00 AM,system operability disruption,uncontrolled loss,NA,90,297,104498,11.26,9.23,7.7,10.22,12077284,8846594,1488459,22420966,53.86602879,39.45679236,6.638692552,8756322,1175896,17865,9950085,88.0025,11.8179,0.1795,38090,48396,0.787048516,1,14288,746585,1.913780748,3.6,19594467,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1063,2004,9,Florida,FL,FRCC,Southeast,0.7,warm,"Sunday, September 5, 2004",7:00:00 AM,"Sunday, September 12, 2004",12:00:00 PM,severe weather,hurricanes,Frances,10380,2100,832898,8.99,7.6,5.85,8.2,10557288,7632061,1626352,19824036,53.25498804,38.49902714,8.203939904,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1064,2008,6,Florida,FL,FRCC,Southeast,-0.5,cold,"Monday, June 23, 2008",4:52:00 PM,"Monday, June 23, 2008",11:28:00 PM,equipment failure,transmission trip,NA,396,113,32593,11.58,9.98,8.26,10.68,11312238,8572133,1700748,21592345,52.39003916,39.69987049,7.876624795,8478405,1129098,22383,9629911,88.0424,11.7249,0.2324,41569,48401,0.858845892,-4.9,16403,770159,2.129819946,3.6,18527305,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1065,2004,9,Florida,FL,FRCC,Southeast,0.7,warm,"Sunday, September 26, 2004",2:00:00 AM,"Monday, September 27, 2004",12:00:00 PM,severe weather,hurricanes,Jeanne,2040,1250,285300,8.99,7.6,5.85,8.2,10557288,7632061,1626352,19824036,53.25498804,38.49902714,8.203939904,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1066,2004,9,Florida,FL,FRCC,Southeast,0.7,warm,"Saturday, September 4, 2004",10:00:00 AM,"Sunday, September 12, 2004",7:00:00 PM,severe weather,hurricanes,Frances,12060,1100,268000,8.99,7.6,5.85,8.2,10557288,7632061,1626352,19824036,53.25498804,38.49902714,8.203939904,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1067,2005,10,Florida,FL,FRCC,Southeast,-0.2,normal,"Sunday, October 23, 2005",8:00:00 PM,"Monday, October 24, 2005",2:00:00 PM,severe weather,hurricanes,Wilma,1080,10000,3241437,9.8,8.27,6.76,8.93,10452709,7992587,1741233,20194924,51.75909055,39.57720762,8.622131977,8090607,1075650,29672,9195954,87.9801,11.6970,0.3227,43329,48090,0.900998129,4.1,14645,773073,1.894387723,4,17842038,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1068,2004,9,Florida,FL,FRCC,Southeast,0.7,warm,"Saturday, September 25, 2004",5:00:00 PM,"Sunday, September 26, 2004",9:00:00 PM,severe weather,hurricanes,Jeanne,1680,125,26000,8.99,7.6,5.85,8.2,10557288,7632061,1626352,19824036,53.25498804,38.49902714,8.203939904,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1069,2004,8,Florida,FL,FRCC,Southeast,0.6,warm,"Friday, August 13, 2004",8:00:00 AM,"Monday, August 23, 2004",12:00:00 AM,severe weather,hurricanes,Charley,13920,1300,502000,8.93,7.49,6.36,8.18,11245930,8028764,1559209,20841967,53.9581029,38.52210302,7.481102911,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1070,2005,8,Florida,FL,FRCC,Southeast,-0.1,normal,"Monday, August 29, 2005",5:00:00 PM,"Thursday, September 8, 2005",12:01:00 PM,severe weather,NA,NA,14101,0,0,9.66,8.12,6.66,8.86,12656077,8562694,1777838,23004710,55.01515559,37.22148204,7.728147845,8090607,1075650,29672,9195954,87.9801,11.6970,0.3227,43329,48090,0.900998129,4.1,14645,773073,1.894387723,4,17842038,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1071,2004,8,Florida,FL,FRCC,Southeast,0.6,warm,"Friday, August 13, 2004",10:04:00 PM,"Saturday, August 14, 2004",4:23:00 PM,severe weather,hurricanes,Charley,1099,65,23000,8.93,7.49,6.36,8.18,11245930,8028764,1559209,20841967,53.9581029,38.52210302,7.481102911,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1072,2004,9,Florida,FL,FRCC,Southeast,0.7,warm,"Friday, September 3, 2004",9:00:00 PM,"Sunday, September 5, 2004",2:00:00 PM,severe weather,hurricanes,Frances,2460,125,26000,8.99,7.6,5.85,8.2,10557288,7632061,1626352,19824036,53.25498804,38.49902714,8.203939904,7885022,1047563,27417,8960027,88.0022,11.6915,0.3060,41618,47037,0.884792823,3.1,15193,724792,2.096187596,3.9,17415318,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1073,2011,3,Florida,FL,FRCC,Southeast,-0.7,cold,"Thursday, March 31, 2011",11:30:00 AM,"Thursday, March 31, 2011",8:30:00 PM,severe weather,NA,NA,540,206,87000,11.46,9.92,8.68,10.54,7198056,6692820,1331510,15229219,47.26477438,43.94723065,8.743127274,8575892,1139656,17335,9732886,88.1125,11.7093,0.1781,37529,47586,0.788656327,-2,15665,717109,2.184465681,3.6,19105533,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1074,2011,1,Florida,FL,FRCC,Southeast,-1.3,cold,"Thursday, January 13, 2011",7:21:00 AM,"Thursday, January 13, 2011",8:13:00 AM,system operability disruption,NA,NA,52,150,20900,11.33,9.77,8.63,10.56,10535444,6966315,1333553,18842683,55.9126532,36.97092925,7.077298918,8575892,1139656,17335,9732886,88.1125,11.7093,0.1781,37529,47586,0.788656327,-2,15665,717109,2.184465681,3.6,19105533,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1075,2003,12,Florida,FL,FRCC,Southeast,0.3,normal,"Friday, December 5, 2003",4:49:00 AM,"Friday, December 5, 2003",6:25:00 PM,system operability disruption,transmission interruption,NA,816,27,16500,8.65,7.42,5.51,7.87,8606837,6822475,1548398,16985644,50.67124332,40.16612499,9.115921657,7684497,1022614,25631,8732766,87.9961,11.7101,0.2935,40364,45858,0.880195386,2.3,13877,686354,2.021842956,3.7,17004085,91.16,3.72,2315.2,1230.3,35.9,13.81,1.06,81.54901305,18.45098695,7.644697223 +,1076,2007,9,California,CA,WECC,West,-0.9,cold,"Tuesday, September 4, 2007",8:30:00 AM,"Tuesday, September 4, 2007",3:30:00 PM,severe weather,heatwave,NA,420,NA,NA,15.1,14.05,10.96,13.85,8947727,11377834,4577440,24974681,35.82719235,45.55747479,18.32832219,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1077,2008,5,California,CA,WECC,West,-0.7,cold,"Thursday, May 8, 2008",10:21:00 AM,"Thursday, May 8, 2008",12:56:00 PM,system operability disruption,NA,NA,155,483,NA,13.55,11.97,9.84,12.01,6418984,10185018,4267046,20942151,30.65102529,48.63405865,20.37539506,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1078,2006,5,California,CA,WECC,West,0,normal,"Friday, May 19, 2006",3:13:00 PM,"Friday, May 19, 2006",10:30:00 PM,severe weather,thunderstorm,NA,437,133,NA,14.04,12.43,9.58,12.31,6516582,9662503,4327274,20582284,31.66112177,46.94572769,21.02426533,12689438,1751882,79036,14520869,87.3876,12.0646,0.5443,54508,48909,1.114477908,2.7,29047,1963442,1.479391803,11.9,36021202,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1079,2015,10,California,CA,WECC,West,2,warm,"Tuesday, October 13, 2015",4:32:00 PM,"Tuesday, October 13, 2015",8:39:00 PM,public appeal,NA,NA,247,41788,NA,14.98,17.12,13.77,15.7,8424265,10938696,4683569,24125319,34.91877144,45.34114554,19.41350081,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1080,2014,2,California,CA,WECC,West,-0.5,cold,"Thursday, February 6, 2014",1:00:00 PM,"Thursday, February 6, 2014",10:00:00 PM,fuel supply emergency, Natural Gas,NA,540,4000,NA,16.11,13.24,10.56,13.65,6259924,8700589,3704621,18727999,33.42548235,46.45765413,19.78118965,13256068,1676201,146944,15079226,87.9095,11.1160,0.9745,54606,49091,1.112342385,2.1,26449,2118858,1.248266755,11.7,38792291,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1081,2013,4,California,CA,WECC,West,-0.2,normal,"Thursday, April 25, 2013",4:00:00 PM,"Friday, April 26, 2013",10:55:00 AM,intentional attack,vandalism,NA,1135,0,0,15.28,12.7,10.29,12.98,6029361,9214557,4080190,19388692,31.09730662,47.52541842,21.04417358,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1082,2008,1,California,CA,WECC,West,-1.4,cold,"Tuesday, January 29, 2008",5:00:00 AM,"Tuesday, January 29, 2008",12:17:00 PM,equipment failure,NA,NA,437,NA,NA,13.73,10.71,9.01,11.55,8576322,10043050,3925524,22619921,37.91490695,44.39913826,17.35427812,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1083,2006,7,California,CA,WECC,West,0.1,normal,"Monday, July 24, 2006",2:33:00 PM,"Monday, July 24, 2006",5:33:00 PM,severe weather,heatwave,NA,180,695,NA,16.65,15.45,11.53,15.17,9522035,11096507,4509721,25206304,37.77640308,44.02274526,17.8912426,12689438,1751882,79036,14520869,87.3876,12.0646,0.5443,54508,48909,1.114477908,2.7,29047,1963442,1.479391803,11.9,36021202,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1084,2005,7,California,CA,WECC,West,0,normal,"Thursday, July 21, 2005",2:39:00 PM,"Thursday, July 21, 2005",5:30:00 PM,system operability disruption,NA,NA,171,197,128050,13.16,14.15,10.99,13.16,7819935,10334542,4513970,22741963,34.38548818,45.44261197,19.8486384,12480545,1720108,79896,14280835,87.3937,12.0449,0.5595,53092,48090,1.104013308,3.2,27034,1902194,1.421200992,11.8,35827943,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1085,2013,8,California,CA,WECC,West,-0.3,normal,"Monday, August 19, 2013",7:06:00 PM,"Tuesday, August 20, 2013",6:02:00 AM,severe weather,lightning,NA,656,685,124000,16.32,16.63,12.65,15.66,8703100,11046901,5321799,25147418,34.6083244,43.92856953,21.16240721,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1086,2005,9,California,CA,WECC,West,0,normal,"Monday, September 12, 2005",12:32:00 PM,"Monday, September 12, 2005",1:56:00 PM,equipment failure,NA,NA,84,2578,9.00E+05,12.14,13.32,10.16,12.29,7945483,10912975,4544530,23475096,33.84643454,46.48745632,19.35894107,12480545,1720108,79896,14280835,87.3937,12.0449,0.5595,53092,48090,1.104013308,3.2,27034,1902194,1.421200992,11.8,35827943,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1087,2005,8,California,CA,WECC,West,-0.1,normal,"Monday, August 8, 2005",12:38:00 PM,"Monday, August 8, 2005",4:00:00 PM,equipment failure,plant trip,NA,202,240,NA,13.43,13.03,10.42,12.7,9823980,11780214,4726231,26405948,37.20366336,44.61197151,17.8983576,12480545,1720108,79896,14280835,87.3937,12.0449,0.5595,53092,48090,1.104013308,3.2,27034,1902194,1.421200992,11.8,35827943,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1088,2013,6,California,CA,WECC,West,-0.2,normal,"Sunday, June 23, 2013",9:20:00 PM,"Monday, June 24, 2013",1:35:00 AM,severe weather,fog,NA,255,NA,148000,17.13,16.58,12.63,15.84,7128348,9834956,4944818,21981278,32.42917905,44.74242126,22.4955892,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1089,2008,7,California,CA,WECC,West,-0.4,normal,"Wednesday, July 2, 2008",7:36:00 PM,"Thursday, July 3, 2008",1:10:00 PM,severe weather,wildfire,NA,1054,119,37784,14.4,13.97,11.24,13.62,9334131,12179013,4701134,26288469,35.50655993,46.32834647,17.88287481,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1090,2015,2,California,CA,WECC,West,0.5,warm,"Thursday, February 5, 2015",11:20:00 AM,"Thursday, February 5, 2015",11:21:00 AM,intentional attack,vandalism,NA,1,NA,NA,17.15,13.98,10.68,14.39,6111278,8331092,3566742,18076185,33.80845018,46.08877371,19.73171883,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1091,2013,2,California,CA,WECC,West,-0.4,normal,"Tuesday, February 19, 2013",4:01:00 PM,"Wednesday, February 20, 2013",12:55:00 PM,islanding,NA,NA,1254,13850,6810,15.31,12.48,10.05,12.98,6785983,8569929,3792658,19212525,35.32062027,44.60594846,19.74054946,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1092,2011,3,California,CA,WECC,West,-0.7,cold,"Sunday, March 20, 2011",9:44:00 AM,"Monday, March 21, 2011",10:00:00 AM,severe weather,storm,NA,1456,NA,79000,14.27,11.32,9.12,11.91,7399079,10030891,4015320,21515349,34.38976983,46.62202319,18.66258363,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1093,2010,9,California,CA,WECC,West,-1.4,cold,"Monday, September 27, 2010",3:15:00 PM,"Monday, September 27, 2010",6:12:00 PM,system operability disruption,NA,NA,177,595,NA,14.85,15.25,11.07,14.32,8253816,11235996,4436063,23995943,34.39671448,46.8245653,18.48672086,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1094,2013,7,California,CA,WECC,West,-0.3,normal,"Friday, July 5, 2013",12:05:00 AM,"Friday, July 5, 2013",1:51:00 AM,intentional attack,vandalism,NA,106,NA,2500,16.83,16.35,12.92,15.78,9256055,10956156,5348874,25635015,36.10707854,42.73902707,20.86549979,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1095,2015,9,California,CA,WECC,West,1.7,warm,"Sunday, September 20, 2015",1:12:00 PM,"Sunday, September 20, 2015",1:44:00 PM,system operability disruption,NA,NA,32,150,NA,18.38,18.22,13.96,17.45,9478168,11006938,4785207,25340794,37.40280593,43.43564768,18.88341383,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1096,2011,11,California,CA,WECC,West,-1,cold,"Wednesday, November 30, 2011",4:56:00 PM,"Friday, December 2, 2011",10:00:00 AM,severe weather,NA,NA,2464,NA,150000,14.87,12.13,9.83,12.52,6455022,9840750,4074522,20439478,31.58114899,48.14579903,19.93456976,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1097,2015,7,California,CA,WECC,West,1.2,warm,"Wednesday, July 15, 2015",2:00:00 AM,"Wednesday, July 15, 2015",2:55:00 AM,system operability disruption,uncontrolled loss,NA,55,360,NA,18.01,18.39,14.24,17.4,9163974,10787757,4964581,24988989,36.67204784,43.17004181,19.86707425,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1098,2010,9,California,CA,WECC,West,-1.4,cold,"Wednesday, September 1, 2010",10:20:00 AM,"Wednesday, September 1, 2010",12:44:00 PM,islanding,NA,NA,144,31,15000,14.85,15.25,11.07,14.32,8253816,11235996,4436063,23995943,34.39671448,46.8245653,18.48672086,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1099,2011,7,California,CA,WECC,West,-0.3,normal,"Tuesday, July 12, 2011",8:20:00 PM,"Tuesday, July 12, 2011",9:30:00 PM,intentional attack,vandalism,NA,70,NA,NA,15.7,15.19,11.35,14.64,8191639,10804385,4287171,23355017,35.07442962,46.26151632,18.35653128,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1100,2007,8,California,CA,WECC,West,-0.6,cold,"Wednesday, August 29, 2007",1:53:00 PM,"Wednesday, August 29, 2007",2:57:00 PM,system operability disruption,NA,NA,64,180,26000,15.11,14.32,11.02,13.99,9203575,12006577,4639923,25919908,35.50774563,46.32183494,17.90100104,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1101,2011,2,California,CA,WECC,West,-1,cold,"Thursday, February 17, 2011",1:00:00 PM,"Wednesday, February 23, 2011",4:53:00 PM,intentional attack,vandalism,NA,8873,0,0,14.38,11.85,9.29,12.21,6587210,8805894,3681858,19138651,34.41836104,46.01104853,19.23781357,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1102,2009,11,California,CA,WECC,West,1.1,warm,"Wednesday, November 18, 2009",6:15:00 AM,"Wednesday, November 18, 2009",10:00:00 PM,equipment failure,switching,NA,945,630,NA,13.56,10.98,8.78,11.36,6122285,9172504,3795370,19159063,31.9550335,47.87553546,19.80978924,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1103,2015,6,California,CA,WECC,West,1,warm,"Monday, June 8, 2015",12:00:00 AM,NA,NA,fuel supply emergency,NA,NA,NA,176,NA,17.21,16.91,13.28,16.2,7192063,9942130,4693853,21901510,32.83820613,45.39472393,21.43164101,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1104,2008,1,California,CA,WECC,West,-1.4,cold,"Friday, January 4, 2008",7:47:00 AM,"Friday, January 4, 2008",4:30:00 PM,severe weather,storm,NA,523,300,150000,13.73,10.71,9.01,11.55,8576322,10043050,3925524,22619921,37.91490695,44.39913826,17.35427812,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1105,2010,3,California,CA,WECC,West,0.9,warm,"Wednesday, March 31, 2010",11:59:00 PM,"Thursday, April 1, 2010",12:55:00 AM,system operability disruption,NA,NA,56,324,290000,14.78,11.67,8.9,12.18,7093133,9654848,4043957,20861122,34.00168505,46.28153749,19.38513662,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1106,2008,9,California,CA,WECC,West,-0.3,normal,"Tuesday, September 30, 2008",2:02:00 PM,"Tuesday, September 30, 2008",2:05:00 PM,islanding,NA,NA,3,30,10000,14.02,13.79,10.83,13.32,9002515,11871438,4633745,25582494,35.19013822,46.40453742,18.11295255,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1107,2006,12,California,CA,WECC,West,0.9,warm,"Tuesday, December 26, 2006",12:01:00 AM,"Sunday, December 31, 2006",9:13:00 PM,severe weather,NA,NA,8472,420,850068,14.47,11.55,9.11,12.14,7441579,10147150,3650629,21310183,34.92029609,47.61643764,17.13091342,12689438,1751882,79036,14520869,87.3876,12.0646,0.5443,54508,48909,1.114477908,2.7,29047,1963442,1.479391803,11.9,36021202,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1108,2007,5,California,CA,WECC,West,-0.2,normal,"Monday, May 14, 2007",11:15:00 AM,"Monday, May 14, 2007",1:50:00 PM,equipment failure,generator trip,NA,155,150,NA,14.15,12.19,9.58,12.24,6531456,10219356,4355890,21178613,30.83986661,48.25318825,20.56739976,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1109,2004,3,California,CA,WECC,West,0.2,normal,"Monday, March 8, 2004",6:22:00 PM,"Monday, March 8, 2004",6:55:00 PM,system operability disruption,NA,NA,33,300,70000,12.14,11,8.96,10.98,6629218,9355492,3722564,19782727,33.51013235,47.29121521,18.81724395,12270811,1697928,82065,14051183,87.3294,12.0839,0.5840,51424,47037,1.093267003,3.2,29617,1829371,1.618971767,11.7,35574576,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1110,2008,2,California,CA,WECC,West,-1.3,cold,"Saturday, February 2, 2008",3:58:00 AM,"Saturday, February 2, 2008",4:27:00 PM,equipment failure,NA,NA,749,NA,NA,13.36,11.08,9.25,11.55,7175468,9022564,3702927,19970292,35.93071148,45.17993027,18.54217755,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1111,2006,12,California,CA,WECC,West,0.9,warm,"Sunday, December 10, 2006",7:35:00 PM,"Sunday, December 10, 2006",10:14:00 PM,equipment failure,generator trip,NA,159,220,NA,14.47,11.55,9.11,12.14,7441579,10147150,3650629,21310183,34.92029609,47.61643764,17.13091342,12689438,1751882,79036,14520869,87.3876,12.0646,0.5443,54508,48909,1.114477908,2.7,29047,1963442,1.479391803,11.9,36021202,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1112,2008,7,California,CA,WECC,West,-0.4,normal,"Wednesday, July 2, 2008",4:00:00 PM,NA,NA,fuel supply emergency,NA,NA,NA,NA,NA,14.4,13.97,11.24,13.62,9334131,12179013,4701134,26288469,35.50655993,46.32834647,17.88287481,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1113,2008,2,California,CA,WECC,West,-1.3,cold,"Friday, February 15, 2008",3:06:00 PM,"Friday, February 15, 2008",7:36:00 PM,islanding,NA,NA,270,10,10008,13.36,11.08,9.25,11.55,7175468,9022564,3702927,19970292,35.93071148,45.17993027,18.54217755,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1114,2004,10,California,CA,WECC,West,0.7,warm,"Monday, October 18, 2004",10:30:00 PM,"Wednesday, October 20, 2004",9:00:00 PM,severe weather,heavy wind,NA,2790,140,407440,11.43,12.24,9.79,11.48,6601505,10100146,4150553,20927036,31.54534163,48.26362415,19.83344894,12270811,1697928,82065,14051183,87.3294,12.0839,0.5840,51424,47037,1.093267003,3.2,29617,1829371,1.618971767,11.7,35574576,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1115,2008,6,California,CA,WECC,West,-0.5,cold,"Saturday, June 21, 2008",3:09:00 PM,"Saturday, June 21, 2008",6:53:00 PM,severe weather,thunderstorm,NA,224,3,477,14.5,14.32,10.87,13.67,7216175,10604289,4411048,22304475,32.35303678,47.54332483,19.7765157,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1116,2010,1,California,CA,WECC,West,1.3,warm,"Tuesday, January 19, 2010",2:30:00 PM,"Wednesday, January 20, 2010",3:00:00 PM,severe weather,storm,NA,1470,2650,50000,15.18,11.27,8.74,12.29,7629453,9020796,3537872,20256041,37.66507483,44.53385536,17.46576244,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1117,2006,10,California,CA,WECC,West,0.7,warm,"Monday, October 2, 2006",3:05:00 PM,"Monday, October 2, 2006",8:39:00 PM,system operability disruption,NA,NA,334,308,130000,12.2,12.94,10.26,12.16,6866588,10578940,4349870,21866506,31.40231,48.37965425,19.89284433,12689438,1751882,79036,14520869,87.3876,12.0646,0.5443,54508,48909,1.114477908,2.7,29047,1963442,1.479391803,11.9,36021202,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1118,2015,6,California,CA,WECC,West,1,warm,"Tuesday, June 30, 2015",10:50:00 AM,"Wednesday, July 1, 2015",9:00:00 PM,severe weather,NA,NA,2050,NA,NA,17.21,16.91,13.28,16.2,7192063,9942130,4693853,21901510,32.83820613,45.39472393,21.43164101,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1119,2014,2,California,CA,WECC,West,-0.5,cold,"Thursday, February 6, 2014",1:05:00 PM,"Thursday, February 6, 2014",7:15:00 PM,fuel supply emergency, Natural Gas,NA,370,160,NA,16.11,13.24,10.56,13.65,6259924,8700589,3704621,18727999,33.42548235,46.45765413,19.78118965,13256068,1676201,146944,15079226,87.9095,11.1160,0.9745,54606,49091,1.112342385,2.1,26449,2118858,1.248266755,11.7,38792291,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1120,2015,6,California,CA,WECC,West,1,warm,"Tuesday, June 2, 2015",6:58:00 PM,"Tuesday, June 2, 2015",7:24:00 PM,islanding,NA,NA,26,5,727,17.21,16.91,13.28,16.2,7192063,9942130,4693853,21901510,32.83820613,45.39472393,21.43164101,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1121,2015,6,California,CA,WECC,West,1,warm,"Monday, June 1, 2015",7:19:00 PM,"Tuesday, June 2, 2015",8:36:00 AM,islanding,NA,NA,797,5,484,17.21,16.91,13.28,16.2,7192063,9942130,4693853,21901510,32.83820613,45.39472393,21.43164101,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1122,2015,4,California,CA,WECC,West,0.7,warm,"Tuesday, April 7, 2015",3:34:00 PM,"Tuesday, April 7, 2015",3:46:00 PM,islanding,NA,NA,12,0,0,12.48,13.88,10.52,12.69,6021872,9380092,4351528,19840018,30.35214988,47.27864662,21.93308494,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1123,2013,4,California,CA,WECC,West,-0.2,normal,"Tuesday, April 23, 2013",12:49:00 AM,"Tuesday, April 23, 2013",4:04:00 AM,islanding,NA,NA,195,80,1,15.28,12.7,10.29,12.98,6029361,9214557,4080190,19388692,31.09730662,47.52541842,21.04417358,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1124,2013,11,California,CA,WECC,West,-0.3,normal,"Tuesday, November 12, 2013",2:04:00 PM,"Tuesday, November 12, 2013",2:05:00 PM,islanding,NA,NA,1,55,48400,16.53,13.57,11.59,14.02,5875823,8823213,4223603,18993756,30.93555061,46.45322916,22.23679719,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1125,2013,3,California,CA,WECC,West,-0.3,normal,"Sunday, March 3, 2013",6:39:00 AM,"Sunday, March 3, 2013",10:29:00 AM,system operability disruption,transmission interruption,NA,230,300,58850,15.25,12.4,9.96,12.84,6669619,9054859,4030845,19826857,33.6393156,45.66966413,20.33022682,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1126,2009,10,California,CA,WECC,West,0.9,warm,"Tuesday, October 13, 2009",3:45:00 PM,"Tuesday, October 13, 2009",5:50:00 PM,severe weather,heavy wind,NA,125,90,94000,13.85,13.49,11.51,13.23,7602646,10914120,4135246,22723895,33.45661472,48.02926611,18.19778696,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1127,2013,10,California,CA,WECC,West,-0.3,normal,"Monday, October 21, 2013",5:18:00 AM,"Monday, October 21, 2013",5:33:00 AM,islanding,NA,NA,15,115,433,16.19,14.62,12.49,14.64,7022479,10254180,4811264,22151808,31.70160648,46.29048789,21.71950931,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1128,2001,3,California,CA,WECC,West,-0.4,normal,"Tuesday, March 20, 2001",9:17:00 AM,"Tuesday, March 20, 2001",2:33:00 PM,system operability disruption,NA,NA,316,400,NA,11.29,10.71,7.7,9.89,6527290,8008690,5914543,21351409,30.57076936,37.50895316,27.70094938,11837589,1547691,84189,13530807,87.4862,11.4383,0.6222,47786,44719,1.068583823,-1.7,18761,1647632,1.138664459,9.8,34479458,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1129,2006,5,California,CA,WECC,West,0,normal,"Wednesday, May 3, 2006",3:30:00 PM,"Wednesday, May 3, 2006",9:35:00 PM,severe weather,wildfire,NA,365,300,55655,14.04,12.43,9.58,12.31,6516582,9662503,4327274,20582284,31.66112177,46.94572769,21.02426533,12689438,1751882,79036,14520869,87.3876,12.0646,0.5443,54508,48909,1.114477908,2.7,29047,1963442,1.479391803,11.9,36021202,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1130,2007,8,California,CA,WECC,West,-0.6,cold,"Wednesday, August 29, 2007",4:00:00 PM,"Thursday, August 30, 2007",6:00:00 PM,public appeal,NA,NA,1560,NA,NA,15.11,14.32,11.02,13.99,9203575,12006577,4639923,25919908,35.50774563,46.32183494,17.90100104,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1131,2005,1,California,CA,WECC,West,0.7,warm,"Friday, January 7, 2005",1:00:00 PM,"Monday, January 10, 2005",8:00:00 PM,severe weather,winter storm,NA,4740,120,442000,12.19,10.71,8.61,10.85,7646702,8913718,3838872,20470914,37.35398429,43.54333177,18.75281192,12480545,1720108,79896,14280835,87.3937,12.0449,0.5595,53092,48090,1.104013308,3.2,27034,1902194,1.421200992,11.8,35827943,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1132,2010,1,California,CA,WECC,West,1.3,warm,"Tuesday, January 19, 2010",7:30:00 AM,"Tuesday, January 19, 2010",12:24:00 PM,severe weather,storm,NA,294,300,30000,15.18,11.27,8.74,12.29,7629453,9020796,3537872,20256041,37.66507483,44.53385536,17.46576244,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1133,2013,11,California,CA,WECC,West,-0.3,normal,"Thursday, November 21, 2013",7:45:00 PM,"Friday, November 22, 2013",3:20:00 AM,severe weather,wind storm,NA,455,150,89500,16.53,13.57,11.59,14.02,5875823,8823213,4223603,18993756,30.93555061,46.45322916,22.23679719,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1134,2012,4,California,CA,WECC,West,-0.4,normal,"Wednesday, April 4, 2012",3:32:00 PM,"Friday, April 6, 2012",3:30:00 PM,intentional attack,vandalism,NA,2878,NA,NA,14.66,11.93,9.65,12.37,6235682,8991371,3665535,18947640,32.91007218,47.45377788,19.34560188,13101887,1834779,73805,15010483,87.2849,12.2233,0.4917,52660,48156,1.093529363,1.4,27150,2004400,1.354520056,12,38056055,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1135,2002,8,California,CA,WECC,West,0.8,warm,"Sunday, August 25, 2002",3:41:00 AM,"Sunday, August 25, 2002",9:17:00 AM,system operability disruption,NA,NA,336,120,NA,12.92,15.08,10.96,13.27,7479019,9653589,4437457,22224419,33.65225881,43.43685655,19.9665827,11920437,1556840,83739,13625729,87.4848,11.4257,0.6146,48417,45097,1.073619088,1.3,28040,1688390,1.660753736,9.9,34871843,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1136,2015,3,California,CA,WECC,West,0.6,warm,"Sunday, March 29, 2015",4:26:00 AM,"Sunday, March 29, 2015",9:21:00 AM,intentional attack,vandalism,NA,295,NA,NA,17.04,13.91,10.74,14.28,6416038,9375296,3870867,19731468,32.5167798,47.51443734,19.61773447,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1137,2013,7,California,CA,WECC,West,-0.3,normal,"Monday, July 22, 2013",7:00:00 AM,"Monday, July 22, 2013",3:00:00 PM,intentional attack,vandalism,NA,480,NA,NA,16.83,16.35,12.92,15.78,9256055,10956156,5348874,25635015,36.10707854,42.73902707,20.86549979,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1138,2016,4,California,CA,WECC,West,1.1,warm,"Saturday, April 2, 2016",11:08:00 AM,"Saturday, April 2, 2016",11:33:00 AM,system operability disruption,uncontrolled loss,NA,25,360,NA,12.4,13.76,10.66,12.67,5915650,8991933,3964744,18941265,31.23154657,47.47271632,20.93178043,13445133,1692326,148549,15286023,87.9570,11.0711,0.9718,58974,50660,1.164113699,4.6,27735,2317466,1.196781312,12,39296476,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1139,2013,5,California,CA,WECC,West,-0.2,normal,"Monday, May 13, 2013",12:52:00 PM,NA,NA,fuel supply emergency,Hydro,NA,NA,176,NA,15.92,13.82,10.9,13.8,6603777,9866912,4782355,21327504,30.96366551,46.26379158,22.42341626,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1140,2016,2,California,CA,SERC,West,2,warm,"Saturday, February 13, 2016",12:44:00 PM,"Saturday, February 13, 2016",4:27:00 PM,islanding,NA,NA,223,7,4300,17.69,13.81,10.41,14.53,6488085,8479306,3378520,18411708,35.23890885,46.0538805,18.34984565,13445133,1692326,148549,15286023,87.9570,11.0711,0.9718,58974,50660,1.164113699,4.6,27735,2317466,1.196781312,12,39296476,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1141,2006,2,California,CA,WECC,West,-0.6,cold,"Monday, February 27, 2006",6:25:00 PM,"Wednesday, March 1, 2006",2:30:00 PM,severe weather,winter storm,NA,2645,NA,160000,13.45,11.47,9.57,11.72,6390806,8585658,3962595,19005521,33.62605003,45.17454691,20.84970467,12689438,1751882,79036,14520869,87.3876,12.0646,0.5443,54508,48909,1.114477908,2.7,29047,1963442,1.479391803,11.9,36021202,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1142,2011,12,California,CA,WECC,West,-0.9,cold,"Thursday, December 1, 2011",3:29:00 AM,"Friday, December 2, 2011",1:05:00 PM,severe weather,NA,NA,2016,300,1.00E+05,14.78,11.16,8.94,12.03,7744684,9954727,4041354,21808172,35.512761,45.64677406,18.53137439,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1143,2006,7,California,CA,WECC,West,0.1,normal,"Saturday, July 22, 2006",1:09:00 PM,"Thursday, July 27, 2006",4:00:00 PM,severe weather,heatwave,NA,7371,200,1271893,16.65,15.45,11.53,15.17,9522035,11096507,4509721,25206304,37.77640308,44.02274526,17.8912426,12689438,1751882,79036,14520869,87.3876,12.0646,0.5443,54508,48909,1.114477908,2.7,29047,1963442,1.479391803,11.9,36021202,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1144,2015,7,California,CA,WECC,West,1.2,warm,"Friday, July 3, 2015",8:30:00 AM,"Friday, July 3, 2015",2:30:00 PM,intentional attack,suspicious activity,NA,360,0,0,18.01,18.39,14.24,17.4,9163974,10787757,4964581,24988989,36.67204784,43.17004181,19.86707425,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1145,2011,2,California,CA,WECC,West,-1,cold,"Thursday, February 17, 2011",1:25:00 AM,"Saturday, February 19, 2011",10:13:00 AM,severe weather,storm,NA,3408,91,80000,14.38,11.85,9.29,12.21,6587210,8805894,3681858,19138651,34.41836104,46.01104853,19.23781357,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1146,2013,4,California,CA,WECC,West,-0.2,normal,"Tuesday, April 16, 2013",1:47:00 AM,"Thursday, April 18, 2013",3:25:00 PM,intentional attack,vandalism,NA,3698,NA,0,15.28,12.7,10.29,12.98,6029361,9214557,4080190,19388692,31.09730662,47.52541842,21.04417358,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1147,2011,2,California,CA,WECC,West,-1,cold,"Friday, February 25, 2011",8:00:00 AM,"Monday, February 28, 2011",5:30:00 PM,severe weather,winter storm,NA,4890,91,80000,14.38,11.85,9.29,12.21,6587210,8805894,3681858,19138651,34.41836104,46.01104853,19.23781357,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1148,2015,12,California,CA,WECC,West,2.3,warm,"Thursday, December 10, 2015",5:55:00 PM,"Thursday, December 10, 2015",5:56:00 PM,intentional attack,vandalism,NA,1,NA,NA,17.3,13.77,10.66,14.48,7810786,9634634,3860786,21384185,36.52599339,45.05495066,18.05439861,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1149,2010,5,California,CA,WECC,West,0,normal,"Tuesday, May 18, 2010",8:15:00 AM,"Tuesday, May 18, 2010",10:46:00 PM,equipment failure,breaker trip,NA,871,318,NA,14.9,12.65,9.42,12.66,5861586,9134058,3954514,19017650,30.82182078,48.02937271,20.79391513,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1150,2004,2,California,CA,WECC,West,0.3,normal,"Wednesday, February 25, 2004",12:01:00 AM,"Thursday, February 26, 2004",10:00:00 PM,severe weather,winter storm,NA,2759,240,505000,12.39,11.54,9.46,11.41,6252440,8074322,3475266,17876563,34.97562703,45.16708273,19.44034768,12270811,1697928,82065,14051183,87.3294,12.0839,0.5840,51424,47037,1.093267003,3.2,29617,1829371,1.618971767,11.7,35574576,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1151,2005,8,California,CA,WECC,West,-0.1,normal,"Thursday, August 25, 2005",3:50:00 PM,"Thursday, August 25, 2005",8:00:00 PM,system operability disruption,NA,NA,250,NA,NA,13.43,13.03,10.42,12.7,9823980,11780214,4726231,26405948,37.20366336,44.61197151,17.8983576,12480545,1720108,79896,14280835,87.3937,12.0449,0.5595,53092,48090,1.104013308,3.2,27034,1902194,1.421200992,11.8,35827943,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1152,2007,7,California,CA,WECC,West,-0.4,normal,"Tuesday, July 3, 2007",10:59:00 AM,"Thursday, July 5, 2007",6:00:00 PM,public appeal,NA,NA,3301,NA,NA,15.13,14.85,10.35,14.08,8644331,11577944,4708401,25005524,34.56968548,46.30154521,18.82944345,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1153,2005,8,California,CA,WECC,West,-0.1,normal,"Thursday, August 25, 2005",3:51:00 PM,"Thursday, August 25, 2005",8:00:00 PM,system operability disruption,transmission interruption,NA,249,864,409000,13.43,13.03,10.42,12.7,9823980,11780214,4726231,26405948,37.20366336,44.61197151,17.8983576,12480545,1720108,79896,14280835,87.3937,12.0449,0.5595,53092,48090,1.104013308,3.2,27034,1902194,1.421200992,11.8,35827943,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1154,2013,6,California,CA,WECC,West,-0.2,normal,"Friday, June 28, 2013",6:02:00 PM,"Friday, June 28, 2013",8:46:00 PM,equipment failure,NA,NA,164,240,65255,17.13,16.58,12.63,15.84,7128348,9834956,4944818,21981278,32.42917905,44.74242126,22.4955892,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1155,2007,8,California,CA,WECC,West,-0.6,cold,"Friday, August 31, 2007",12:45:00 PM,"Friday, August 31, 2007",8:00:00 PM,severe weather,heatwave,NA,435,NA,NA,15.11,14.32,11.02,13.99,9203575,12006577,4639923,25919908,35.50774563,46.32183494,17.90100104,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1156,2015,6,California,CA,WECC,West,1,warm,"Tuesday, June 30, 2015",2:00:00 PM,"Tuesday, June 30, 2015",9:00:00 PM,public appeal,NA,NA,420,NA,NA,17.21,16.91,13.28,16.2,7192063,9942130,4693853,21901510,32.83820613,45.39472393,21.43164101,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1157,2007,4,California,CA,WECC,West,-0.1,normal,"Thursday, April 12, 2007",9:09:00 AM,"Thursday, April 12, 2007",11:23:00 PM,equipment failure,generator trip,NA,854,130,NA,13.74,11.52,9.28,11.74,6038481,9542600,3931990,19585631,30.83117925,48.72245372,20.07589135,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1158,2002,11,California,CA,WECC,West,1.2,warm,"Wednesday, November 6, 2002",10:00:00 PM,"Sunday, November 10, 2002",12:00:00 PM,severe weather,winter storm,NA,5160,270,939000,12.55,13.15,9.91,12.09,5557724,7469504,3362552,16962605,32.76456653,44.03512314,19.82332313,11920437,1556840,83739,13625729,87.4848,11.4257,0.6146,48417,45097,1.073619088,1.3,28040,1688390,1.660753736,9.9,34871843,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1159,2011,3,California,CA,WECC,West,-0.7,cold,"Friday, March 11, 2011",7:02:00 AM,"Friday, March 11, 2011",9:15:00 AM,system operability disruption,NA,NA,133,15,6800,14.27,11.32,9.12,11.91,7399079,10030891,4015320,21515349,34.38976983,46.62202319,18.66258363,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1160,2008,1,California,CA,WECC,West,-1.4,cold,"Friday, January 4, 2008",4:00:00 AM,"Monday, January 14, 2008",5:00:00 PM,severe weather,winter storm,NA,15180,500,2606931,13.73,10.71,9.01,11.55,8576322,10043050,3925524,22619921,37.91490695,44.39913826,17.35427812,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1161,2001,1,California,CA,WECC,West,-0.7,cold,"Wednesday, January 17, 2001",1:45:00 AM,"Thursday, January 18, 2001",12:00:00 PM,system operability disruption,NA,NA,2055,500,NA,10.89,9.28,5.75,8.71,7235934,7765889,5815771,21744317,33.27735702,35.71456855,26.74616545,11837589,1547691,84189,13530807,87.4862,11.4383,0.6222,47786,44719,1.068583823,-1.7,18761,1647632,1.138664459,9.8,34479458,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1162,2010,2,California,CA,WECC,West,1.2,warm,"Friday, February 19, 2010",8:30:00 PM,"Saturday, February 20, 2010",4:01:00 AM,system operability disruption,NA,NA,451,1000,NA,14.21,11.23,8.84,11.83,6735974,8710496,3528440,19038040,35.38165694,45.75311324,18.53363056,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1163,2001,5,California,CA,WECC,West,-0.2,normal,"Tuesday, May 8, 2001",3:10:00 PM,"Tuesday, May 8, 2001",5:30:00 PM,public appeal,NA,NA,140,400,NA,11.97,9.88,8.05,9.82,5541028,7854152,5525844,19862257,27.8972727,39.54309926,27.8208262,11837589,1547691,84189,13530807,87.4862,11.4383,0.6222,47786,44719,1.068583823,-1.7,18761,1647632,1.138664459,9.8,34479458,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1164,2010,10,California,CA,WECC,West,-1.5,cold,"Sunday, October 31, 2010",10:26:00 PM,"Monday, November 1, 2010",1:45:00 AM,system operability disruption,NA,NA,199,500,NA,14.11,13.49,10.49,13.09,7387951,10677021,4372161,22506210,32.82627773,47.44033313,19.42646496,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1165,2003,12,California,CA,WECC,West,0.3,normal,"Monday, December 22, 2003",11:15:00 AM,"Monday, December 22, 2003",11:16:00 PM,severe weather,earthquake,NA,721,220,109750,12.45,11.38,8.91,11.26,7509197,9168151,4119575,20861667,35.99519156,43.94735569,19.74710362,12143454,1772887,82579,13999457,86.7423,12.6640,0.5899,49815,45858,1.086288107,2.9,28280,1756127,1.610361893,10.8,35253159,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1166,2008,7,California,CA,WECC,West,-0.4,normal,"Thursday, July 10, 2008",2:22:00 PM,"Thursday, July 10, 2008",5:21:00 PM,equipment failure,generator trip,NA,179,240,NA,14.4,13.97,11.24,13.62,9334131,12179013,4701134,26288469,35.50655993,46.32834647,17.88287481,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1167,2010,12,California,CA,WECC,West,-1.4,cold,"Tuesday, December 14, 2010",7:36:00 AM,"Wednesday, December 15, 2010",9:00:00 AM,system operability disruption,NA,NA,1524,464,NA,14.96,11.47,8.59,12.17,7965588,10109248,4153631,22299203,35.72140224,45.33457093,18.6268137,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1168,2013,7,California,CA,WECC,West,-0.3,normal,"Wednesday, July 3, 2013",9:34:00 AM,"Wednesday, July 3, 2013",10:52:00 AM,intentional attack,NA,NA,78,0,0,16.83,16.35,12.92,15.78,9256055,10956156,5348874,25635015,36.10707854,42.73902707,20.86549979,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1169,2010,12,California,CA,WECC,West,-1.4,cold,"Friday, December 3, 2010",9:32:00 PM,"Saturday, December 4, 2010",2:00:00 AM,islanding,NA,NA,268,22,7077,14.96,11.47,8.59,12.17,7965588,10109248,4153631,22299203,35.72140224,45.33457093,18.6268137,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1170,2010,3,California,CA,WECC,West,0.9,warm,"Wednesday, March 31, 2010",11:59:00 PM,"Thursday, April 1, 2010",12:38:00 AM,system operability disruption,NA,NA,39,324,NA,14.78,11.67,8.9,12.18,7093133,9654848,4043957,20861122,34.00168505,46.28153749,19.38513662,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1171,2015,2,California,CA,WECC,West,0.5,warm,"Wednesday, February 4, 2015",11:55:00 AM,"Wednesday, February 4, 2015",11:56:00 AM,intentional attack,vandalism,NA,1,NA,NA,17.15,13.98,10.68,14.39,6111278,8331092,3566742,18076185,33.80845018,46.08877371,19.73171883,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1172,2010,1,California,CA,WECC,West,1.3,warm,"Monday, January 18, 2010",11:30:00 AM,"Thursday, January 28, 2010",8:00:00 AM,severe weather,storm,NA,14190,290,1700000,15.18,11.27,8.74,12.29,7629453,9020796,3537872,20256041,37.66507483,44.53385536,17.46576244,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1173,2002,2,California,CA,WECC,West,0,normal,"Wednesday, February 27, 2002",10:48:00 AM,"Wednesday, February 27, 2002",11:35:00 AM,system operability disruption,NA,NA,47,300,255000,12.58,11.74,8.37,11.17,6149996,7382474,3718731,17781301,34.58687303,41.51818812,20.91371717,11920437,1556840,83739,13625729,87.4848,11.4257,0.6146,48417,45097,1.073619088,1.3,28040,1688390,1.660753736,9.9,34871843,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1174,2004,10,California,CA,WECC,West,0.7,warm,"Thursday, October 28, 2004",3:27:00 PM,"Thursday, October 28, 2004",6:08:00 PM,system operability disruption,transmission interruption,NA,161,103,59458,11.43,12.24,9.79,11.48,6601505,10100146,4150553,20927036,31.54534163,48.26362415,19.83344894,12270811,1697928,82065,14051183,87.3294,12.0839,0.5840,51424,47037,1.093267003,3.2,29617,1829371,1.618971767,11.7,35574576,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1175,2004,12,California,CA,WECC,West,0.7,warm,"Monday, December 27, 2004",7:50:00 AM,"Monday, December 27, 2004",10:50:00 PM,severe weather,NA,NA,900,100,95000,12.4,9.12,8.45,10.08,7581734,11293413,3980363,22930603,33.06382305,49.25039695,17.35830061,12270811,1697928,82065,14051183,87.3294,12.0839,0.5840,51424,47037,1.093267003,3.2,29617,1829371,1.618971767,11.7,35574576,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1176,2010,1,California,CA,WECC,West,1.3,warm,"Wednesday, January 20, 2010",1:00:00 PM,"Sunday, January 24, 2010",6:10:00 PM,severe weather,storm,NA,6070,NA,147223,15.18,11.27,8.74,12.29,7629453,9020796,3537872,20256041,37.66507483,44.53385536,17.46576244,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1177,2012,4,California,CA,WECC,West,-0.4,normal,"Tuesday, April 17, 2012",6:11:00 AM,"Tuesday, April 17, 2012",5:48:00 PM,intentional attack,vandalism,NA,697,0,0,14.66,11.93,9.65,12.37,6235682,8991371,3665535,18947640,32.91007218,47.45377788,19.34560188,13101887,1834779,73805,15010483,87.2849,12.2233,0.4917,52660,48156,1.093529363,1.4,27150,2004400,1.354520056,12,38056055,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1178,2008,12,California,CA,WECC,West,-0.7,cold,"Friday, December 26, 2008",11:40:00 AM,"Friday, December 26, 2008",3:34:00 PM,system operability disruption,NA,NA,234,110,50000,13.7,11.11,9.11,11.64,7904059,10297134,4174656,22447753,35.21091398,45.87155783,18.59721104,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1179,2012,10,California,CA,WECC,West,0.3,normal,"Sunday, October 14, 2012",10:36:00 AM,"Sunday, October 14, 2012",10:50:00 AM,islanding,NA,NA,14,3,2035,14.22,13.52,10.95,13.29,8190791,11313046,4253062,23816739,34.39090045,47.50039877,17.85744891,13101887,1834779,73805,15010483,87.2849,12.2233,0.4917,52660,48156,1.093529363,1.4,27150,2004400,1.354520056,12,38056055,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1180,2003,12,California,CA,WECC,West,0.3,normal,"Sunday, December 28, 2003",9:00:00 PM,"Thursday, January 1, 2004",11:30:00 PM,severe weather,winter storm,NA,5910,160,241000,12.45,11.38,8.91,11.26,7509197,9168151,4119575,20861667,35.99519156,43.94735569,19.74710362,12143454,1772887,82579,13999457,86.7423,12.6640,0.5899,49815,45858,1.086288107,2.9,28280,1756127,1.610361893,10.8,35253159,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1181,2014,5,California,CA,WECC,West,-0.1,normal,"Wednesday, May 14, 2014",3:34:00 PM,NA,NA,severe weather,wildfire,NA,NA,NA,426,16.46,14.65,11.35,14.47,6398637,9731089,4512087,20712609,30.89247231,46.98147394,21.78425229,13256068,1676201,146944,15079226,87.9095,11.1160,0.9745,54606,49091,1.112342385,2.1,26449,2118858,1.248266755,11.7,38792291,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1182,2003,10,California,CA,WECC,West,0.3,normal,"Sunday, October 26, 2003",1:44:00 AM,"Tuesday, November 18, 2003",10:54:00 PM,severe weather,wildfire,NA,34390,NA,108000,10.47,11.64,9.17,10.72,7096893,10217148,4590049,21974546,32.29597098,46.49537697,20.88802654,12143454,1772887,82579,13999457,86.7423,12.6640,0.5899,49815,45858,1.086288107,2.9,28280,1756127,1.610361893,10.8,35253159,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1183,2009,10,California,CA,WECC,West,0.9,warm,"Friday, October 9, 2009",6:30:00 PM,"Friday, October 9, 2009",7:10:00 PM,system operability disruption,transmission interruption,NA,40,180,NA,13.85,13.49,11.51,13.23,7602646,10914120,4135246,22723895,33.45661472,48.02926611,18.19778696,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1184,2015,7,California,CA,WECC,West,1.2,warm,"Saturday, July 18, 2015",7:59:00 PM,"Saturday, July 18, 2015",10:45:00 PM,severe weather,NA,NA,166,160,78164,18.01,18.39,14.24,17.4,9163974,10787757,4964581,24988989,36.67204784,43.17004181,19.86707425,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1185,2007,5,California,CA,WECC,West,-0.2,normal,"Monday, May 21, 2007",1:48:00 PM,"Monday, May 21, 2007",4:50:00 PM,equipment failure,generator trip,NA,182,140,NA,14.15,12.19,9.58,12.24,6531456,10219356,4355890,21178613,30.83986661,48.25318825,20.56739976,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1186,2008,2,California,CA,WECC,West,-1.3,cold,"Friday, February 1, 2008",6:00:00 AM,"Friday, February 1, 2008",7:49:00 PM,equipment failure,NA,NA,829,NA,NA,13.36,11.08,9.25,11.55,7175468,9022564,3702927,19970292,35.93071148,45.17993027,18.54217755,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1187,2015,12,California,CA,WECC,West,2.3,warm,"Thursday, December 10, 2015",3:53:00 AM,"Thursday, December 10, 2015",4:08:00 AM,severe weather,NA,NA,15,24,9956,17.3,13.77,10.66,14.48,7810786,9634634,3860786,21384185,36.52599339,45.05495066,18.05439861,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1188,2004,8,California,CA,WECC,West,0.6,warm,"Wednesday, August 4, 2004",12:46:00 PM,"Wednesday, August 4, 2004",1:50:00 PM,equipment failure,substation,NA,64,480,182000,12.5,12.86,9.93,12.16,8468789,11294946,4668211,24507429,34.55600749,46.08784544,19.04814658,12270811,1697928,82065,14051183,87.3294,12.0839,0.5840,51424,47037,1.093267003,3.2,29617,1829371,1.618971767,11.7,35574576,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1189,2005,11,California,CA,WECC,West,-0.5,cold,"Thursday, November 3, 2005",6:47:00 PM,"Thursday, November 3, 2005",7:00:00 PM,severe weather,wildfire,NA,13,136,NA,12.8,10.98,9.08,11.14,6205863,9496903,4135387,19907608,31.17332328,47.70489252,20.77289748,12480545,1720108,79896,14280835,87.3937,12.0449,0.5595,53092,48090,1.104013308,3.2,27034,1902194,1.421200992,11.8,35827943,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1190,2012,6,California,CA,WECC,West,-0.1,normal,"Saturday, June 2, 2012",7:30:00 AM,"Saturday, June 2, 2012",11:35:00 AM,intentional attack,vandalism,NA,245,NA,NA,15.92,15.19,11.19,14.67,7148505,10769447,4039228,22015226,32.47073185,48.91817599,18.34742918,13101887,1834779,73805,15010483,87.2849,12.2233,0.4917,52660,48156,1.093529363,1.4,27150,2004400,1.354520056,12,38056055,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1191,2009,12,California,CA,WECC,West,1.3,warm,"Monday, December 7, 2009",10:00:00 PM,"Tuesday, December 8, 2009",4:00:00 PM,equipment failure,NA,NA,1080,400,NA,14.73,11.31,9.3,12.21,8064319,10031863,3778341,21942679,36.75175214,45.71849682,17.21914175,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1192,2001,3,California,CA,WECC,West,-0.4,normal,"Monday, March 19, 2001",11:50:00 AM,NA,NA,system operability disruption,NA,NA,NA,NA,430984,11.29,10.71,7.7,9.89,6527290,8008690,5914543,21351409,30.57076936,37.50895316,27.70094938,11837589,1547691,84189,13530807,87.4862,11.4383,0.6222,47786,44719,1.068583823,-1.7,18761,1647632,1.138664459,9.8,34479458,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1193,2009,10,California,CA,WECC,West,0.9,warm,"Tuesday, October 13, 2009",4:00:00 PM,"Tuesday, October 13, 2009",10:30:00 PM,severe weather,wind/rain,NA,390,350,859554,13.85,13.49,11.51,13.23,7602646,10914120,4135246,22723895,33.45661472,48.02926611,18.19778696,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1194,2010,7,California,CA,WECC,West,-0.9,cold,"Thursday, July 29, 2010",6:39:00 PM,"Thursday, July 29, 2010",7:26:00 PM,severe weather,wildfire,NA,47,522,NA,15.02,15.27,11.11,14.39,8105267,11041978,4398786,23616311,34.32063119,46.75572743,18.62605044,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1195,2008,7,California,CA,WECC,West,-0.4,normal,"Tuesday, July 1, 2008",7:31:00 AM,"Tuesday, July 1, 2008",12:00:00 PM,equipment failure,generator trip,NA,269,160,NA,14.4,13.97,11.24,13.62,9334131,12179013,4701134,26288469,35.50655993,46.32834647,17.88287481,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1196,2015,2,California,CA,WECC,West,0.5,warm,"Friday, February 6, 2015",8:58:00 PM,NA,NA,severe weather,wind,NA,NA,NA,65000,17.15,13.98,10.68,14.39,6111278,8331092,3566742,18076185,33.80845018,46.08877371,19.73171883,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1197,2009,6,California,CA,WECC,West,0.4,normal,"Friday, June 5, 2009",1:38:00 PM,"Friday, June 5, 2009",8:18:00 PM,islanding,NA,NA,400,1,70,14.77,14.85,11.29,14.13,7141058,10663737,4152206,22028050,32.41802157,48.40980931,18.84963036,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1198,2010,8,California,CA,WECC,West,-1.2,cold,"Monday, August 2, 2010",12:00:00 PM,"Monday, August 2, 2010",11:00:00 PM,fuel supply emergency,Hydro,NA,660,NA,NA,15.19,14.99,10.88,14.28,8475164,11473500,4514076,24533682,34.54501448,46.76631905,18.39950481,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1199,2011,3,California,CA,WECC,West,-0.7,cold,"Sunday, March 27, 2011",1:27:00 PM,"Sunday, March 27, 2011",5:00:00 PM,system operability disruption,transmission interruption,NA,213,295,165000,14.27,11.32,9.12,11.91,7399079,10030891,4015320,21515349,34.38976983,46.62202319,18.66258363,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1200,2009,4,California,CA,WECC,West,-0.1,normal,"Thursday, April 23, 2009",12:00:00 AM,NA,NA,fuel supply emergency,NA,NA,NA,NA,NA,13.96,12.02,9.74,12.17,6379284,9601854,3932509,19983832,31.92222593,48.04811209,19.67845306,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1201,2008,11,California,CA,WECC,West,-0.6,cold,"Friday, November 7, 2008",11:13:00 AM,"Friday, November 7, 2008",11:54:00 PM,system operability disruption,NA,NA,761,250,140000,14.22,12.42,10.13,12.48,5969992,9278035,4059979,19377182,30.8093922,47.8812399,20.95237068,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1202,2005,12,California,CA,WECC,West,-0.7,cold,"Saturday, December 31, 2005",6:00:00 AM,"Thursday, January 5, 2006",9:00:00 PM,severe weather,storm,NA,8100,800,1667316,12.91,10.79,8.95,11.15,7337332,9846338,4132880,21387224,34.30707978,46.0384106,19.32406001,12480545,1720108,79896,14280835,87.3937,12.0449,0.5595,53092,48090,1.104013308,3.2,27034,1902194,1.421200992,11.8,35827943,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1203,2006,7,California,CA,WECC,West,0.1,normal,"Monday, July 24, 2006",2:33:00 PM,"Monday, July 24, 2006",5:33:00 PM,severe weather,heatwave,NA,180,414,NA,16.65,15.45,11.53,15.17,9522035,11096507,4509721,25206304,37.77640308,44.02274526,17.8912426,12689438,1751882,79036,14520869,87.3876,12.0646,0.5443,54508,48909,1.114477908,2.7,29047,1963442,1.479391803,11.9,36021202,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1204,2009,4,California,CA,WECC,West,-0.1,normal,"Thursday, April 23, 2009",5:54:00 PM,"Thursday, April 23, 2009",7:58:00 PM,system operability disruption,HVSubstation interruption,NA,124,512,280000,13.96,12.02,9.74,12.17,6379284,9601854,3932509,19983832,31.92222593,48.04811209,19.67845306,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1205,2012,7,California,CA,WECC,West,0.1,normal,"Saturday, July 7, 2012",4:00:00 AM,"Tuesday, July 10, 2012",4:00:00 AM,fuel supply emergency,Hydro,NA,4320,NA,0,15.22,14.8,11.21,14.26,8137821,10817466,4320578,23334005,34.8753718,46.35923409,18.51622985,13101887,1834779,73805,15010483,87.2849,12.2233,0.4917,52660,48156,1.093529363,1.4,27150,2004400,1.354520056,12,38056055,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1206,2002,12,California,CA,WECC,West,1.1,warm,"Thursday, December 19, 2002",6:00:00 AM,"Saturday, December 21, 2002",5:00:00 AM,severe weather,winter storm,NA,2820,56,385000,13.31,12.35,9.25,11.94,6267748,8204164,4045259,19022242,32.94957555,43.12932198,21.26594226,11920437,1556840,83739,13625729,87.4848,11.4257,0.6146,48417,45097,1.073619088,1.3,28040,1688390,1.660753736,9.9,34871843,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1207,2012,12,California,CA,WECC,West,-0.2,normal,"Sunday, December 2, 2012",5:20:00 AM,"Tuesday, December 4, 2012",9:00:00 AM,intentional attack,NA,NA,3100,250,125000,15.49,11.81,9.54,12.67,7140635,9410815,3726081,20333685,35.11726969,46.28189627,18.3246716,13101887,1834779,73805,15010483,87.2849,12.2233,0.4917,52660,48156,1.093529363,1.4,27150,2004400,1.354520056,12,38056055,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1208,2016,3,California,CA,WECC,West,1.6,warm,"Thursday, March 3, 2016",11:00:00 AM,"Wednesday, April 6, 2016",7:47:00 PM,fuel supply emergency,NA,NA,49427,0,0,17.66,13.83,10.39,14.34,6448036,9366373,4149987,20033300,32.18658933,46.75401956,20.71544379,13445133,1692326,148549,15286023,87.9570,11.0711,0.9718,58974,50660,1.164113699,4.6,27735,2317466,1.196781312,12,39296476,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1209,2015,10,California,CA,WECC,West,2,warm,"Sunday, October 18, 2015",7:00:00 AM,"Sunday, October 18, 2015",11:29:00 PM,severe weather,NA,NA,989,88,55677,14.98,17.12,13.77,15.7,8424265,10938696,4683569,24125319,34.91877144,45.34114554,19.41350081,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1210,2003,7,California,CA,WECC,West,0.1,normal,"Wednesday, July 2, 2003",1:54:00 PM,"Wednesday, July 2, 2003",3:59:00 PM,equipment failure,generator trip,NA,125,200,1,13.5,15.19,11.54,13.84,8175183,10437316,4640659,23328704,35.04345119,44.74023075,19.89248524,12143454,1772887,82579,13999457,86.7423,12.6640,0.5899,49815,45858,1.086288107,2.9,28280,1756127,1.610361893,10.8,35253159,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1211,2015,7,California,CA,WECC,West,1.2,warm,"Monday, July 27, 2015",3:52:00 AM,"Monday, July 27, 2015",4:36:00 AM,islanding,NA,NA,44,NA,484,18.01,18.39,14.24,17.4,9163974,10787757,4964581,24988989,36.67204784,43.17004181,19.86707425,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1212,2012,8,California,CA,WECC,West,0.3,normal,"Saturday, August 4, 2012",3:55:00 AM,"Saturday, August 4, 2012",4:21:00 AM,islanding,NA,NA,26,5,127,16.46,15.52,11.72,15.2,9781833,11910689,4479721,26232375,37.28916272,45.40453924,17.07706984,13101887,1834779,73805,15010483,87.2849,12.2233,0.4917,52660,48156,1.093529363,1.4,27150,2004400,1.354520056,12,38056055,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1213,2005,7,California,CA,WECC,West,0,normal,"Friday, July 22, 2005",1:55:00 PM,"Friday, July 22, 2005",6:00:00 PM,system operability disruption,NA,NA,245,206,133900,13.16,14.15,10.99,13.16,7819935,10334542,4513970,22741963,34.38548818,45.44261197,19.8486384,12480545,1720108,79896,14280835,87.3937,12.0449,0.5595,53092,48090,1.104013308,3.2,27034,1902194,1.421200992,11.8,35827943,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1214,2000,6,California,CA,WECC,West,-0.7,cold,"Wednesday, June 14, 2000",1:13:00 PM,NA,NA,system operability disruption,NA,NA,NA,130,32000,11.12,10.87,7.32,9.81,6985338,8335959,5773609,21784929,32.06500237,38.26479765,26.50276712,11091616,1371137,42222,12537831,88.4652,10.9360,0.3368,48635,44745,1.086937088,6,29581,1653021,1.789511446,10,33987977,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1215,2015,3,California,CA,WECC,West,0.6,warm,"Thursday, March 26, 2015",3:21:00 PM,"Thursday, March 26, 2015",4:59:00 PM,islanding,NA,NA,98,15,NA,17.04,13.91,10.74,14.28,6416038,9375296,3870867,19731468,32.5167798,47.51443734,19.61773447,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1216,2014,5,California,CA,WECC,West,-0.1,normal,"Thursday, May 8, 2014",8:39:00 AM,"Thursday, May 8, 2014",8:40:00 AM,intentional attack,NA,NA,1,NA,NA,16.46,14.65,11.35,14.47,6398637,9731089,4512087,20712609,30.89247231,46.98147394,21.78425229,13256068,1676201,146944,15079226,87.9095,11.1160,0.9745,54606,49091,1.112342385,2.1,26449,2118858,1.248266755,11.7,38792291,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1217,2011,6,California,CA,WECC,West,-0.3,normal,"Thursday, June 9, 2011",2:15:00 PM,"Thursday, June 9, 2011",2:15:00 PM,intentional attack,vandalism,NA,0,0,0,14.81,14.73,10.85,13.96,6803685,10584217,4332087,21788563,31.22594638,48.5769392,19.88238967,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1218,2010,11,California,CA,WECC,West,-1.4,cold,"Saturday, November 6, 2010",3:53:00 PM,"Saturday, November 6, 2010",6:08:00 PM,islanding,NA,NA,135,20,4,14.67,12.15,9.39,12.39,6385498,9665598,3996233,20114545,31.74567459,48.05277972,19.86737955,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1219,2010,6,California,CA,WECC,West,-0.4,normal,"Sunday, June 6, 2010",4:45:00 AM,"Sunday, June 6, 2010",5:35:00 AM,islanding,NA,NA,50,3,2650,15,14.68,10.44,13.91,6934208,10628796,4405363,22036601,31.46677657,48.23246561,19.99111841,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1220,2010,9,California,CA,WECC,West,-1.4,cold,"Wednesday, September 22, 2010",6:12:00 AM,"Wednesday, September 22, 2010",11:00:00 PM,system operability disruption,NA,NA,1008,526,NA,14.85,15.25,11.07,14.32,8253816,11235996,4436063,23995943,34.39671448,46.8245653,18.48672086,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1221,2011,6,California,CA,WECC,West,-0.3,normal,"Sunday, June 5, 2011",8:02:00 PM,"Sunday, June 5, 2011",8:55:00 PM,islanding,NA,NA,53,10,5314,14.81,14.73,10.85,13.96,6803685,10584217,4332087,21788563,31.22594638,48.5769392,19.88238967,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1222,2001,3,California,CA,WECC,West,-0.4,normal,"Monday, March 19, 2001",11:46:00 AM,"Monday, March 19, 2001",9:00:00 PM,public appeal,NA,NA,554,700,NA,11.29,10.71,7.7,9.89,6527290,8008690,5914543,21351409,30.57076936,37.50895316,27.70094938,11837589,1547691,84189,13530807,87.4862,11.4383,0.6222,47786,44719,1.068583823,-1.7,18761,1647632,1.138664459,9.8,34479458,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1223,2011,2,California,CA,WECC,West,-1,cold,"Thursday, February 3, 2011",3:00:00 PM,"Friday, February 4, 2011",12:00:00 PM,fuel supply emergency, Natural Gas,NA,1260,NA,NA,14.38,11.85,9.29,12.21,6587210,8805894,3681858,19138651,34.41836104,46.01104853,19.23781357,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1224,2010,10,California,CA,WECC,West,-1.5,cold,"Tuesday, October 5, 2010",5:45:00 AM,"Thursday, October 7, 2010",6:00:00 AM,severe weather,wind/rain,NA,2895,NA,73514,14.11,13.49,10.49,13.09,7387951,10677021,4372161,22506210,32.82627773,47.44033313,19.42646496,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1225,2009,8,California,CA,WECC,West,0.5,warm,"Monday, August 31, 2009",10:31:00 AM,"Monday, August 31, 2009",12:00:00 PM,public appeal,NA,NA,89,NA,NA,15.93,15.51,11.5,14.91,8938470,11163890,4507388,24681491,36.21527565,45.2318298,18.26221925,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1226,2015,6,California,CA,WECC,West,1,warm,"Saturday, June 20, 2015",1:52:00 PM,"Saturday, June 20, 2015",3:30:00 PM,intentional attack,vandalism,NA,98,NA,0,17.21,16.91,13.28,16.2,7192063,9942130,4693853,21901510,32.83820613,45.39472393,21.43164101,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1227,2008,9,California,CA,WECC,West,-0.3,normal,"Monday, September 8, 2008",10:03:00 PM,"Tuesday, September 9, 2008",12:28:00 PM,fuel supply emergency,NA,NA,865,300,NA,14.02,13.79,10.83,13.32,9002515,11871438,4633745,25582494,35.19013822,46.40453742,18.11295255,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1228,2011,6,California,CA,WECC,West,-0.3,normal,"Saturday, June 4, 2011",1:17:00 AM,"Saturday, June 4, 2011",3:25:00 AM,intentional attack,vandalism,NA,128,NA,420,14.81,14.73,10.85,13.96,6803685,10584217,4332087,21788563,31.22594638,48.5769392,19.88238967,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1229,2007,5,California,CA,WECC,West,-0.2,normal,"Thursday, May 10, 2007",9:57:00 AM,"Thursday, May 10, 2007",1:47:00 PM,equipment failure,generator trip,NA,230,150,NA,14.15,12.19,9.58,12.24,6531456,10219356,4355890,21178613,30.83986661,48.25318825,20.56739976,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1230,2008,7,California,CA,WECC,West,-0.4,normal,"Wednesday, July 2, 2008",7:16:00 PM,"Wednesday, July 2, 2008",11:28:00 PM,severe weather,wildfire,NA,252,208,2.00E+05,14.4,13.97,11.24,13.62,9334131,12179013,4701134,26288469,35.50655993,46.32834647,17.88287481,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1231,2011,3,California,CA,WECC,West,-0.7,cold,"Monday, March 21, 2011",12:35:00 PM,"Monday, March 21, 2011",2:45:00 PM,severe weather,storm,NA,130,150,54332,14.27,11.32,9.12,11.91,7399079,10030891,4015320,21515349,34.38976983,46.62202319,18.66258363,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1232,2010,12,California,CA,WECC,West,-1.4,cold,"Tuesday, December 14, 2010",7:20:00 AM,"Tuesday, December 14, 2010",7:25:00 AM,islanding,NA,NA,5,9,6635,14.96,11.47,8.59,12.17,7965588,10109248,4153631,22299203,35.72140224,45.33457093,18.6268137,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1233,2015,7,California,CA,WECC,West,1.2,warm,"Saturday, July 18, 2015",6:26:00 PM,"Saturday, July 18, 2015",9:03:00 PM,islanding,NA,NA,157,30,70,18.01,18.39,14.24,17.4,9163974,10787757,4964581,24988989,36.67204784,43.17004181,19.86707425,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1234,2011,3,California,CA,WECC,West,-0.7,cold,"Saturday, March 19, 2011",11:56:00 PM,"Thursday, March 24, 2011",7:10:00 PM,severe weather,storm,NA,6914,91,128000,14.27,11.32,9.12,11.91,7399079,10030891,4015320,21515349,34.38976983,46.62202319,18.66258363,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1235,2010,10,California,CA,WECC,West,-1.5,cold,"Wednesday, October 27, 2010",5:16:00 PM,"Wednesday, October 27, 2010",5:27:00 PM,islanding,NA,NA,11,16,2674,14.11,13.49,10.49,13.09,7387951,10677021,4372161,22506210,32.82627773,47.44033313,19.42646496,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1236,2012,12,California,CA,WECC,West,-0.2,normal,"Thursday, December 6, 2012",9:18:00 PM,"Thursday, December 6, 2012",9:31:00 PM,system operability disruption,NA,NA,13,390,NA,15.49,11.81,9.54,12.67,7140635,9410815,3726081,20333685,35.11726969,46.28189627,18.3246716,13101887,1834779,73805,15010483,87.2849,12.2233,0.4917,52660,48156,1.093529363,1.4,27150,2004400,1.354520056,12,38056055,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1237,2012,6,California,CA,WECC,West,-0.1,normal,"Tuesday, June 19, 2012",5:30:00 AM,"Thursday, June 21, 2012",5:30:00 AM,fuel supply emergency,Hydro,NA,2880,NA,NA,15.92,15.19,11.19,14.67,7148505,10769447,4039228,22015226,32.47073185,48.91817599,18.34742918,13101887,1834779,73805,15010483,87.2849,12.2233,0.4917,52660,48156,1.093529363,1.4,27150,2004400,1.354520056,12,38056055,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1238,2004,5,California,CA,WECC,West,0.2,normal,"Monday, May 3, 2004",2:30:00 PM,"Monday, May 3, 2004",7:00:00 PM,severe weather,heatwave,NA,270,662,940,11.97,10.97,9.03,10.86,5876890,9141000,3824850,18916761,31.06710499,48.32222599,20.21937054,12270811,1697928,82065,14051183,87.3294,12.0839,0.5840,51424,47037,1.093267003,3.2,29617,1829371,1.618971767,11.7,35574576,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1239,2007,10,California,CA,WECC,West,-1.1,cold,"Friday, October 26, 2007",6:44:00 AM,"Friday, October 26, 2007",10:46:00 PM,severe weather,wildfire,NA,962,280,20345,12.53,13.49,10.66,12.61,7078101,11014279,4503289,22667368,31.22595001,48.59090389,19.86683677,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1240,2010,7,California,CA,WECC,West,-0.9,cold,"Thursday, July 29, 2010",6:39:00 PM,"Thursday, July 29, 2010",7:26:00 PM,severe weather,wildfire,NA,47,522,NA,15.02,15.27,11.11,14.39,8105267,11041978,4398786,23616311,34.32063119,46.75572743,18.62605044,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1241,2016,2,California,CA,WECC,West,2,warm,"Friday, February 26, 2016",12:01:00 AM,NA,NA,fuel supply emergency,NA,NA,NA,0,0,17.69,13.81,10.41,14.53,6488085,8479306,3378520,18411708,35.23890885,46.0538805,18.34984565,13445133,1692326,148549,15286023,87.9570,11.0711,0.9718,58974,50660,1.164113699,4.6,27735,2317466,1.196781312,12,39296476,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1242,2012,10,California,CA,WECC,West,0.3,normal,"Friday, October 5, 2012",5:30:00 PM,"Friday, October 5, 2012",5:50:00 PM,intentional attack,NA,NA,20,NA,NA,14.22,13.52,10.95,13.29,8190791,11313046,4253062,23816739,34.39090045,47.50039877,17.85744891,13101887,1834779,73805,15010483,87.2849,12.2233,0.4917,52660,48156,1.093529363,1.4,27150,2004400,1.354520056,12,38056055,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1243,2001,5,California,CA,WECC,West,-0.2,normal,"Tuesday, May 8, 2001",3:12:00 PM,"Tuesday, May 8, 2001",5:00:00 PM,system operability disruption,NA,NA,108,225,70848,11.97,9.88,8.05,9.82,5541028,7854152,5525844,19862257,27.8972727,39.54309926,27.8208262,11837589,1547691,84189,13530807,87.4862,11.4383,0.6222,47786,44719,1.068583823,-1.7,18761,1647632,1.138664459,9.8,34479458,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1244,2011,12,California,CA,WECC,West,-0.9,cold,"Thursday, December 1, 2011",12:45:00 AM,"Wednesday, December 7, 2011",9:00:00 PM,severe weather,NA,NA,9855,NA,91690,14.78,11.16,8.94,12.03,7744684,9954727,4041354,21808172,35.512761,45.64677406,18.53137439,13002980,1818049,73297,14894339,87.3015,12.2063,0.4921,51936,47586,1.091413441,0.4,29137,1958105,1.488020305,11.9,37700034,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1245,2001,5,California,CA,WECC,West,-0.2,normal,"Monday, May 7, 2001",4:45:00 PM,"Monday, May 7, 2001",6:00:00 PM,public appeal,NA,NA,75,300,NA,11.97,9.88,8.05,9.82,5541028,7854152,5525844,19862257,27.8972727,39.54309926,27.8208262,11837589,1547691,84189,13530807,87.4862,11.4383,0.6222,47786,44719,1.068583823,-1.7,18761,1647632,1.138664459,9.8,34479458,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1246,2007,10,California,CA,WECC,West,-1.1,cold,"Monday, October 22, 2007",2:05:00 PM,"Monday, October 22, 2007",2:22:00 PM,severe weather,wildfire,NA,17,700,3.00E+05,12.53,13.49,10.66,12.61,7078101,11014279,4503289,22667368,31.22595001,48.59090389,19.86683677,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1247,2007,10,California,CA,WECC,West,-1.1,cold,"Monday, October 22, 2007",2:01:00 PM,"Monday, October 22, 2007",2:22:00 PM,severe weather,wildfire,NA,21,451,90323,12.53,13.49,10.66,12.61,7078101,11014279,4503289,22667368,31.22595001,48.59090389,19.86683677,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1248,2004,1,California,CA,WECC,West,0.3,normal,"Thursday, January 1, 2004",7:30:00 AM,"Friday, January 2, 2004",4:00:00 PM,severe weather,winter storm,NA,1950,170,263000,12.59,10.84,8.65,11.08,7488634,9061739,3560198,20188608,37.09336473,44.88540765,17.63468784,12270811,1697928,82065,14051183,87.3294,12.0839,0.5840,51424,47037,1.093267003,3.2,29617,1829371,1.618971767,11.7,35574576,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1249,2008,12,California,CA,WECC,West,-0.7,cold,"Saturday, December 13, 2008",3:30:00 PM,"Sunday, December 21, 2008",9:17:00 PM,public appeal,NA,NA,11867,5,NA,13.7,11.11,9.11,11.64,7904059,10297134,4174656,22447753,35.21091398,45.87155783,18.59721104,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1250,2001,3,California,CA,WECC,West,-0.4,normal,"Tuesday, March 20, 2001",11:50:00 AM,"Tuesday, March 20, 2001",2:11:00 PM,system operability disruption,NA,NA,141,NA,25000,11.29,10.71,7.7,9.89,6527290,8008690,5914543,21351409,30.57076936,37.50895316,27.70094938,11837589,1547691,84189,13530807,87.4862,11.4383,0.6222,47786,44719,1.068583823,-1.7,18761,1647632,1.138664459,9.8,34479458,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1251,2007,10,California,CA,WECC,West,-1.1,cold,"Friday, October 26, 2007",6:44:00 AM,"Friday, October 26, 2007",10:43:00 PM,system operability disruption,NA,NA,959,240,104000,12.53,13.49,10.66,12.61,7078101,11014279,4503289,22667368,31.22595001,48.59090389,19.86683677,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1252,2008,12,California,CA,WECC,West,-0.7,cold,"Friday, December 19, 2008",1:02:00 AM,"Friday, December 19, 2008",6:17:00 PM,islanding,NA,NA,1035,1,638,13.7,11.11,9.11,11.64,7904059,10297134,4174656,22447753,35.21091398,45.87155783,18.59721104,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1253,2014,5,California,CA,WECC,West,-0.1,normal,"Friday, May 16, 2014",10:43:00 AM,"Friday, May 16, 2014",9:00:00 PM,severe weather,wildfire,NA,617,3900,1400000,16.46,14.65,11.35,14.47,6398637,9731089,4512087,20712609,30.89247231,46.98147394,21.78425229,13256068,1676201,146944,15079226,87.9095,11.1160,0.9745,54606,49091,1.112342385,2.1,26449,2118858,1.248266755,11.7,38792291,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1254,2007,4,California,CA,WECC,West,-0.1,normal,"Thursday, April 12, 2007",12:32:00 AM,"Thursday, April 12, 2007",9:02:00 PM,severe weather,heavy wind,NA,1230,200,158977,13.74,11.52,9.28,11.74,6038481,9542600,3931990,19585631,30.83117925,48.72245372,20.07589135,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1255,2004,2,California,CA,WECC,West,0.3,normal,"Tuesday, February 17, 2004",2:25:00 PM,"Tuesday, February 17, 2004",11:57:00 PM,severe weather,thunderstorm,NA,572,220,NA,12.39,11.54,9.46,11.41,6252440,8074322,3475266,17876563,34.97562703,45.16708273,19.44034768,12270811,1697928,82065,14051183,87.3294,12.0839,0.5840,51424,47037,1.093267003,3.2,29617,1829371,1.618971767,11.7,35574576,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1256,2014,2,California,CA,WECC,West,-0.5,cold,"Thursday, February 6, 2014",2:15:00 PM,"Thursday, February 6, 2014",7:39:00 PM,fuel supply emergency, Natural Gas,NA,324,611,NA,16.11,13.24,10.56,13.65,6259924,8700589,3704621,18727999,33.42548235,46.45765413,19.78118965,13256068,1676201,146944,15079226,87.9095,11.1160,0.9745,54606,49091,1.112342385,2.1,26449,2118858,1.248266755,11.7,38792291,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1257,2001,1,California,CA,WECC,West,-0.7,cold,"Saturday, January 20, 2001",8:15:00 AM,"Sunday, January 21, 2001",2:50:00 PM,system operability disruption,NA,NA,1835,300,NA,10.89,9.28,5.75,8.71,7235934,7765889,5815771,21744317,33.27735702,35.71456855,26.74616545,11837589,1547691,84189,13530807,87.4862,11.4383,0.6222,47786,44719,1.068583823,-1.7,18761,1647632,1.138664459,9.8,34479458,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1258,2002,12,California,CA,WECC,West,1.1,warm,"Saturday, December 14, 2002",11:00:00 AM,"Thursday, December 19, 2002",4:00:00 AM,severe weather,winter storm,NA,6780,180,1500000,13.31,12.35,9.25,11.94,6267748,8204164,4045259,19022242,32.94957555,43.12932198,21.26594226,11920437,1556840,83739,13625729,87.4848,11.4257,0.6146,48417,45097,1.073619088,1.3,28040,1688390,1.660753736,9.9,34871843,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1259,2009,6,California,CA,WECC,West,0.4,normal,"Tuesday, June 16, 2009",11:00:00 PM,"Wednesday, June 17, 2009",2:00:00 PM,fuel supply emergency,NA,NA,900,300,NA,14.77,14.85,11.29,14.13,7141058,10663737,4152206,22028050,32.41802157,48.40980931,18.84963036,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1260,2014,5,California,CA,WECC,West,-0.1,normal,"Thursday, May 15, 2014",10:43:00 AM,NA,NA,severe weather,wildfire,NA,NA,3300,1400000,16.46,14.65,11.35,14.47,6398637,9731089,4512087,20712609,30.89247231,46.98147394,21.78425229,13256068,1676201,146944,15079226,87.9095,11.1160,0.9745,54606,49091,1.112342385,2.1,26449,2118858,1.248266755,11.7,38792291,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1261,2007,10,California,CA,WECC,West,-1.1,cold,"Monday, October 22, 2007",2:06:00 PM,"Monday, October 22, 2007",2:43:00 PM,severe weather,wildfire,NA,37,199,68780,12.53,13.49,10.66,12.61,7078101,11014279,4503289,22667368,31.22595001,48.59090389,19.86683677,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1262,2015,12,California,CA,WECC,West,2.3,warm,"Thursday, December 10, 2015",6:01:00 AM,"Thursday, December 10, 2015",7:13:00 AM,severe weather,NA,NA,72,29,9956,17.3,13.77,10.66,14.48,7810786,9634634,3860786,21384185,36.52599339,45.05495066,18.05439861,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1263,2015,5,California,CA,WECC,West,0.8,warm,"Monday, May 11, 2015",8:32:00 AM,"Monday, May 11, 2015",8:33:00 AM,intentional attack,sabotage,NA,1,0,0,17.35,14.87,11.46,14.84,5924740,8958906,4309441,19259976,30.76192826,46.51566544,22.37511096,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1264,2010,11,California,CA,WECC,West,-1.4,cold,"Tuesday, November 23, 2010",2:01:00 PM,"Tuesday, November 23, 2010",6:12:00 PM,islanding,NA,NA,251,22,7077,14.67,12.15,9.39,12.39,6385498,9665598,3996233,20114545,31.74567459,48.05277972,19.86737955,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1265,2013,7,California,CA,WECC,West,-0.3,normal,"Thursday, July 18, 2013",11:45:00 PM,"Friday, July 19, 2013",10:05:00 AM,equipment failure,NA,NA,620,200,123000,16.83,16.35,12.92,15.78,9256055,10956156,5348874,25635015,36.10707854,42.73902707,20.86549979,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1266,2009,3,California,CA,WECC,West,-0.4,normal,"Sunday, March 8, 2009",10:16:00 PM,"Sunday, March 8, 2009",11:45:00 PM,system operability disruption,NA,NA,89,150,NA,14.14,11.84,9.47,12.19,6876354,9301094,3629078,19875740,34.59671942,46.79621488,18.25883212,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1267,2009,7,California,CA,WECC,West,0.5,warm,"Tuesday, July 21, 2009",5:34:00 AM,"Tuesday, July 21, 2009",8:43:00 PM,equipment failure,generator trip,NA,909,136,1,15.66,15.67,12,15,8689814,11326134,4322633,24414205,35.59327039,46.39157409,17.70540143,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1268,2015,4,California,CA,WECC,West,0.7,warm,"Monday, April 6, 2015",8:12:00 AM,"Monday, April 6, 2015",12:08:00 PM,system operability disruption,NA,NA,236,NA,80000,12.48,13.88,10.52,12.69,6021872,9380092,4351528,19840018,30.35214988,47.27864662,21.93308494,13380684,1685688,148069,15214454,87.9472,11.0795,0.9732,56365,49844,1.130828184,3.2,26426,2249711,1.174639765,11.8,39144818,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1269,2009,12,California,CA,WECC,West,1.3,warm,"Tuesday, December 8, 2009",6:34:00 AM,"Tuesday, December 8, 2009",12:00:00 PM,system operability disruption,NA,NA,326,NA,NA,14.73,11.31,9.3,12.21,8064319,10031863,3778341,21942679,36.75175214,45.71849682,17.21914175,12910857,1801936,76223,14789510,87.2974,12.1839,0.5154,51775,46680,1.109147386,-5.4,27376,1913674,1.430546687,11.9,36961229,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1270,2007,9,California,CA,WECC,West,-0.9,cold,"Monday, September 3, 2007",12:30:00 PM,"Monday, September 3, 2007",5:30:00 PM,severe weather,heatwave,NA,300,NA,NA,15.1,14.05,10.96,13.85,8947727,11377834,4577440,24974681,35.82719235,45.55747479,18.32832219,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1271,2008,11,California,CA,WECC,West,-0.6,cold,"Saturday, November 15, 2008",9:39:00 AM,"Saturday, November 15, 2008",10:10:00 PM,severe weather,wildfire,NA,751,211,115500,14.22,12.42,10.13,12.48,5969992,9278035,4059979,19377182,30.8093922,47.8812399,20.95237068,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1272,2010,6,California,CA,WECC,West,-0.4,normal,"Friday, June 25, 2010",11:36:00 PM,"Saturday, June 26, 2010",1:38:00 AM,islanding,NA,NA,122,NA,NA,15,14.68,10.44,13.91,6934208,10628796,4405363,22036601,31.46677657,48.23246561,19.99111841,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1273,2008,2,California,CA,WECC,West,-1.3,cold,"Saturday, February 9, 2008",11:59:00 AM,"Saturday, February 9, 2008",3:33:00 PM,islanding,NA,NA,214,0,0,13.36,11.08,9.25,11.55,7175468,9022564,3702927,19970292,35.93071148,45.17993027,18.54217755,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1274,2012,2,California,CA,WECC,West,-0.5,cold,"Tuesday, February 28, 2012",2:59:00 AM,"Tuesday, February 28, 2012",6:12:00 AM,islanding,NA,NA,193,1,1,14.56,11.99,9.65,12.46,6724117,8841361,3431593,19050378,35.29650173,46.41042293,18.01325412,13101887,1834779,73805,15010483,87.2849,12.2233,0.4917,52660,48156,1.093529363,1.4,27150,2004400,1.354520056,12,38056055,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1275,2005,4,California,CA,WECC,West,0.5,warm,"Friday, April 22, 2005",3:51:00 PM,"Friday, April 22, 2005",3:59:00 PM,severe weather,thunderstorm,NA,8,126,NA,12.12,11.06,8.88,10.91,5908678,8709835,3970538,18656348,31.6711395,46.68563751,21.28250395,12480545,1720108,79896,14280835,87.3937,12.0449,0.5595,53092,48090,1.104013308,3.2,27034,1902194,1.421200992,11.8,35827943,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1276,2010,11,California,CA,WECC,West,-1.4,cold,"Sunday, November 21, 2010",1:39:00 AM,"Wednesday, November 24, 2010",4:46:00 PM,severe weather,winter storm,NA,5227,75,60000,14.67,12.15,9.39,12.39,6385498,9665598,3996233,20114545,31.74567459,48.05277972,19.86737955,12947917,1814634,75160,14837724,87.2635,12.2299,0.5065,51733,47287,1.094021613,-0.1,28360,1931514,1.468278252,11.5,37334079,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1277,2012,9,California,CA,WECC,West,0.3,normal,"Thursday, September 6, 2012",4:45:00 AM,NA,NA,fuel supply emergency,Hydro,NA,NA,NA,NA,16.82,15.86,11.9,15.51,8888882,11009334,4161540,24117856,36.8560207,45.64806258,17.25501637,13101887,1834779,73805,15010483,87.2849,12.2233,0.4917,52660,48156,1.093529363,1.4,27150,2004400,1.354520056,12,38056055,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1278,2004,7,California,CA,WECC,West,0.5,warm,"Tuesday, July 20, 2004",2:26:00 PM,"Wednesday, July 21, 2004",2:00:00 PM,severe weather,wildfire,NA,1414,214,NA,12.19,13.35,10.48,12.39,7492102,10638165,4324893,22530176,33.25363282,47.21740745,19.19600184,12270811,1697928,82065,14051183,87.3294,12.0839,0.5840,51424,47037,1.093267003,3.2,29617,1829371,1.618971767,11.7,35574576,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1279,2013,10,California,CA,WECC,West,-0.3,normal,"Saturday, October 19, 2013",2:32:00 PM,"Saturday, October 19, 2013",10:00:00 PM,intentional attack,NA,NA,448,NA,NA,16.19,14.62,12.49,14.64,7022479,10254180,4811264,22151808,31.70160648,46.29048789,21.71950931,13256426,1691627,159483,15107549,87.7470,11.1972,1.0557,53487,48396,1.105194644,1.6,27856,2055578,1.35514196,12.3,38414128,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1280,2008,7,California,CA,WECC,West,-0.4,normal,"Monday, July 7, 2008",12:15:00 PM,"Thursday, July 10, 2008",5:00:00 PM,severe weather,heatwave,NA,4605,0,0,14.4,13.97,11.24,13.62,9334131,12179013,4701134,26288469,35.50655993,46.32834647,17.88287481,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1281,2007,2,California,CA,WECC,West,0.4,normal,"Wednesday, February 28, 2007",12:45:00 AM,"Friday, March 2, 2007",8:45:00 PM,severe weather,winter storm,NA,4080,110,671189,14.18,11.43,9.28,11.98,6783217,8625981,3693777,19167557,35.38905349,45.00302777,19.27098482,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1282,2007,6,California,CA,WECC,West,-0.3,normal,"Friday, June 1, 2007",1:00:00 PM,NA,NA,fuel supply emergency,NA,NA,NA,NA,NA,14.72,14.21,10.66,13.66,7040167,10617487,4308713,22041117,31.9410627,48.17127462,19.54852379,12819149,1785796,78620,14684071,87.2997,12.1615,0.5354,55008,49126,1.119732932,0.9,29272,1994044,1.467971619,11.7,36250311,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1283,2003,12,California,CA,WECC,West,0.3,normal,"Saturday, December 20, 2003",3:51:00 PM,"Sunday, December 21, 2003",11:45:00 PM,equipment failure,cables,NA,1914,150,120000,12.45,11.38,8.91,11.26,7509197,9168151,4119575,20861667,35.99519156,43.94735569,19.74710362,12143454,1772887,82579,13999457,86.7423,12.6640,0.5899,49815,45858,1.086288107,2.9,28280,1756127,1.610361893,10.8,35253159,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1284,2008,11,California,CA,WECC,West,-0.6,cold,"Friday, November 7, 2008",11:15:00 AM,"Friday, November 7, 2008",11:54:00 PM,system operability disruption,NA,NA,759,430,4.00E+05,14.22,12.42,10.13,12.48,5969992,9278035,4059979,19377182,30.8093922,47.8812399,20.95237068,12941717,1807261,77326,14826792,87.2860,12.1892,0.5215,54713,48401,1.130410529,-0.5,29081,2002744,1.452057777,11.3,36604337,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1285,2014,4,California,CA,WECC,West,-0.2,normal,"Tuesday, April 8, 2014",1:00:00 PM,"Tuesday, April 8, 2014",1:01:00 PM,intentional attack,vandalism,NA,1,NA,NA,10.12,13.37,10.51,11.74,6146233,9435822,4196023,19847009,30.9680567,47.54279096,21.14184057,13256068,1676201,146944,15079226,87.9095,11.1160,0.9745,54606,49091,1.112342385,2.1,26449,2118858,1.248266755,11.7,38792291,94.95,5.22,4303.7,2124.1,12.7,5.28,0.59,95.16417728,4.835822719,1.730657625 +,1286,2009,1,Arkansas,AR,SERC,South,-0.7,cold,"Tuesday, January 27, 2009",1:46:00 PM,"Tuesday, February 3, 2009",5:00:00 PM,severe weather,winter storm,NA,10274,NA,111818,8.68,7.76,5.98,7.64,1729746,893120,1149946,3772847,45.8472342,23.672309,30.47952912,1315041,177635,31757,1524435,86.2642,11.6525,2.0832,34554,46680,0.740231362,-3.4,2443,100098,2.440608204,1,2896843,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1287,2011,2,Arkansas,AR,SPP,South,-1,cold,"Thursday, February 24, 2011",4:51:00 PM,"Thursday, February 24, 2011",4:54:00 PM,islanding,NA,NA,3,4,NA,7.89,7.04,5.09,6.77,1774501,886283,1314141,3974957,44.64201751,22.29666887,33.06050858,1328286,180291,32761,1541340,86.1774,11.6970,2.1255,35867,47586,0.753730089,1.5,2773,105392,2.631129497,1,2938538,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1288,2009,1,Arkansas,AR,SERC,South,-0.7,cold,"Tuesday, January 27, 2009",9:00:00 PM,"Thursday, January 29, 2009",6:00:00 PM,severe weather,winter storm,NA,2700,600,215700,8.68,7.76,5.98,7.64,1729746,893120,1149946,3772847,45.8472342,23.672309,30.47952912,1315041,177635,31757,1524435,86.2642,11.6525,2.0832,34554,46680,0.740231362,-3.4,2443,100098,2.440608204,1,2896843,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1289,2012,3,Arkansas,AR,SERC,South,-0.4,normal,"Friday, March 2, 2012",1:45:00 PM,"Friday, March 2, 2012",3:30:00 PM,equipment failure,NA,NA,105,NA,NA,8.99,7.57,5.42,7.25,1255879,890942,1347509,3494367,35.94010017,25.49652054,38.56232044,1332154,181823,33926,1547905,86.0617,11.7464,2.1917,35753,48156,0.742441233,-0.3,2830,105448,2.68378727,1.1,2949499,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1290,2013,10,Arkansas,AR,SERC,South,-0.3,normal,"Friday, October 11, 2013",2:30:00 PM,"Friday, October 11, 2013",6:30:00 PM,intentional attack,NA,NA,240,NA,NA,9.63,7.9,5.76,7.7,1346045,1049662,1448164,3843905,35.01764482,27.30717851,37.67429216,1339680,182941,34699,1557322,86.0246,11.7472,2.2281,36571,48396,0.755661625,2.3,2967,108204,2.742042808,1.1,2957957,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1291,2012,9,Arkansas,AR,SERC,South,0.3,normal,"Friday, September 7, 2012",9:30:00 PM,"Saturday, September 8, 2012",1:00:00 AM,severe weather,thunderstorm,NA,210,NA,64951,9.8,7.9,6.12,8.09,1752970,1157402,1419710,4330118,40.48319237,26.72910992,32.78686632,1332154,181823,33926,1547905,86.0617,11.7464,2.1917,35753,48156,0.742441233,-0.3,2830,105448,2.68378727,1.1,2949499,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1292,2013,8,Arkansas,AR,SERC,South,-0.3,normal,"Wednesday, August 21, 2013",2:00:00 PM,"Wednesday, August 21, 2013",2:01:00 PM,intentional attack,sabotage,NA,1,NA,NA,10.06,8.21,6.55,8.39,1847534,1182581,1551042,4581194,40.32865668,25.81381622,33.85671945,1339680,182941,34699,1557322,86.0246,11.7472,2.2281,36571,48396,0.755661625,2.3,2967,108204,2.742042808,1.1,2957957,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1293,2011,4,Arkansas,AR,SERC,South,-0.5,cold,"Tuesday, April 19, 2011",11:13:00 PM,"Wednesday, April 20, 2011",7:14:00 PM,severe weather,NA,NA,1201,22,NA,9.06,7.34,5.33,7.11,1145455,897875,1372142,3415507,33.53689511,26.28819089,40.17388926,1328286,180291,32761,1541340,86.1774,11.6970,2.1255,35867,47586,0.753730089,1.5,2773,105392,2.631129497,1,2938538,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1294,2013,5,Arkansas,AR,SPP,South,-0.2,normal,"Friday, May 31, 2013",1:00:00 AM,"Friday, May 31, 2013",1:30:00 AM,severe weather,lightning,NA,30,NA,NA,9.95,8.12,5.95,7.88,1110432,926715,1309490,3346671,33.18019608,27.6906514,39.12813659,1339680,182941,34699,1557322,86.0246,11.7472,2.2281,36571,48396,0.755661625,2.3,2967,108204,2.742042808,1.1,2957957,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1295,2011,4,Arkansas,AR,SPP,South,-0.5,cold,"Tuesday, April 26, 2011",6:14:00 PM,"Thursday, April 28, 2011",5:00:00 PM,severe weather,NA,NA,2806,50,13000,9.06,7.34,5.33,7.11,1145455,897875,1372142,3415507,33.53689511,26.28819089,40.17388926,1328286,180291,32761,1541340,86.1774,11.6970,2.1255,35867,47586,0.753730089,1.5,2773,105392,2.631129497,1,2938538,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1296,2015,7,Arkansas,AR,SPP,South,1.2,warm,"Tuesday, July 14, 2015",3:29:00 PM,"Wednesday, July 15, 2015",11:55:00 AM,severe weather,uncontrolled loss,NA,1226,NA,NA,10.38,8.6,6.81,8.78,1958939,1214720,1476136,4649836,42.12920628,26.12393211,31.74597986,1356658,187706,35868,1580234,85.8517,11.8784,2.2698,37644,49844,0.755236337,1.1,2757,108000,2.552777778,1.1,2978204,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1297,2012,6,Arkansas,AR,SERC,South,-0.1,normal,"Friday, June 29, 2012",4:00:00 PM,"Friday, June 29, 2012",9:00:00 PM,public appeal,NA,NA,300,45,7935,9.58,7.83,6.2,7.95,1630677,1113641,1457548,4201911,38.80798522,26.50320295,34.68774089,1332154,181823,33926,1547905,86.0617,11.7464,2.1917,35753,48156,0.742441233,-0.3,2830,105448,2.68378727,1.1,2949499,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1298,2010,6,Arkansas,AR,SERC,South,-0.4,normal,"Tuesday, June 22, 2010",3:34:00 PM,"Tuesday, June 22, 2010",7:00:00 PM,public appeal,NA,NA,206,84,25159,9.46,7.78,6.01,7.82,1656812,1123134,1473058,4253036,38.95598344,26.40781785,34.6354463,1322833,178962,32408,1534205,86.2227,11.6648,2.1124,35344,47287,0.74743587,2.3,2736,103285,2.648980975,1,2922394,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1299,2011,8,Arkansas,AR,SPP,South,-0.6,cold,"Wednesday, August 3, 2011",4:30:00 PM,"Wednesday, August 3, 2011",9:00:00 PM,public appeal,NA,NA,270,0,0,9.61,7.8,6.41,8.17,2256786,1300255,1590133,5147213,43.84481466,25.26134046,30.89308719,1328286,180291,32761,1541340,86.1774,11.6970,2.1255,35867,47586,0.753730089,1.5,2773,105392,2.631129497,1,2938538,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1300,2011,6,Arkansas,AR,SPP,South,-0.3,normal,"Monday, June 6, 2011",3:00:00 PM,"Wednesday, June 8, 2011",3:00:00 PM,public appeal,NA,NA,2880,NA,13000,9.49,7.79,6.13,7.88,1678755,1144021,1477306,4300120,39.03972447,26.60439709,34.35499474,1328286,180291,32761,1541340,86.1774,11.6970,2.1255,35867,47586,0.753730089,1.5,2773,105392,2.631129497,1,2938538,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1301,2012,2,Arkansas,AR,SERC,South,-0.5,cold,"Friday, February 17, 2012",3:00:00 AM,"Friday, February 17, 2012",11:33:00 AM,intentional attack,vandalism,NA,513,NA,NA,8.68,7.53,5.34,7.19,1460875,876065,1328373,3665356,39.85629227,23.90122542,36.24130917,1332154,181823,33926,1547905,86.0617,11.7464,2.1917,35753,48156,0.742441233,-0.3,2830,105448,2.68378727,1.1,2949499,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1302,2002,12,Arkansas,AR,SPP,South,1.1,warm,"Tuesday, December 3, 2002",6:30:00 PM,"Monday, December 9, 2002",10:30:00 AM,severe weather,winter storm,NA,8160,NA,43000,6.69,5.29,3.6,5.14,1179767,766331,1276126,3266478,36.11740229,23.46046721,39.06733797,1201823,151692,25021,1390891,86.4067,10.9061,1.7989,32647,45097,0.723928421,2.4,2515,88341,2.84692272,0.9,2705927,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1303,2011,6,Arkansas,AR,SPP,South,-0.3,normal,"Saturday, June 18, 2011",4:45:00 PM,"Monday, June 20, 2011",11:59:00 PM,public appeal,NA,NA,3314,NA,NA,9.49,7.79,6.13,7.88,1678755,1144021,1477306,4300120,39.03972447,26.60439709,34.35499474,1328286,180291,32761,1541340,86.1774,11.6970,2.1255,35867,47586,0.753730089,1.5,2773,105392,2.631129497,1,2938538,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1304,2006,7,Arkansas,AR,SERC,South,0.1,normal,"Wednesday, July 19, 2006",11:00:00 AM,"Wednesday, July 19, 2006",5:54:00 PM,public appeal,NA,NA,414,40,8000,9.14,7.13,5.79,7.46,1840243,1159933,1618058,4618234,39.84733125,25.11637565,35.03629309,1283520,171018,31422,1485960,86.3765,11.5089,2.1146,36161,48909,0.739352675,1.5,2692,102038,2.638232815,0.9,2821761,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1305,2005,8,Arkansas,AR,ECAR,South,-0.1,normal,"Saturday, August 20, 2005",2:15:00 PM,"Saturday, August 20, 2005",4:21:00 PM,severe weather,thunderstorm,NA,126,650,50797,8.48,6.39,5.17,6.85,1976422,1165717,1603783,4745922,41.64463723,24.56249808,33.7928647,1260764,167772,31365,1459901,86.3596,11.4920,2.1484,35610,48090,0.740486588,1.7,2507,99036,2.531402722,1,2781097,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1306,2013,9,Arkansas,AR,SERC,South,-0.2,normal,"Sunday, September 29, 2013",12:00:00 AM,"Sunday, September 29, 2013",1:00:00 AM,intentional attack,sabotage,NA,60,NA,NA,10.08,8.15,6.36,8.32,1770095,1162563,1489268,4421959,40.02965654,26.29067796,33.67891923,1339680,182941,34699,1557322,86.0246,11.7472,2.2281,36571,48396,0.755661625,2.3,2967,108204,2.742042808,1.1,2957957,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1307,2014,4,Arkansas,AR,SERC,South,-0.2,normal,"Friday, April 4, 2014",3:30:00 AM,"Friday, April 4, 2014",8:15:00 AM,severe weather,wind,NA,285,NA,57200,9.73,7.98,5.8,7.7,1142417,852796,1347524,3342743,34.17603447,25.51186256,40.31192347,1345009,185842,35685,1566538,85.8587,11.8632,2.2780,37252,49091,0.758835632,1.9,2769,110502,2.505836998,1.1,2966835,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1308,2013,10,Arkansas,AR,SPP,South,-0.3,normal,"Sunday, October 6, 2013",7:25:00 AM,"Sunday, October 6, 2013",9:15:00 AM,intentional attack,NA,NA,110,NA,9200,9.63,7.9,5.76,7.7,1346045,1049662,1448164,3843905,35.01764482,27.30717851,37.67429216,1339680,182941,34699,1557322,86.0246,11.7472,2.2281,36571,48396,0.755661625,2.3,2967,108204,2.742042808,1.1,2957957,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1309,2012,7,Arkansas,AR,SPP,South,0.1,normal,"Monday, July 16, 2012",11:27:00 AM,"Monday, July 16, 2012",12:29:00 PM,public appeal,NA,NA,62,NA,NA,9.62,7.87,6.38,8.15,2072491,1232448,1529818,4834799,42.86612535,25.49119415,31.64181179,1332154,181823,33926,1547905,86.0617,11.7464,2.1917,35753,48156,0.742441233,-0.3,2830,105448,2.68378727,1.1,2949499,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1310,2015,11,Arkansas,AR,SERC,South,2.2,warm,"Monday, November 2, 2015",5:37:00 PM,"Wednesday, November 4, 2015",9:00:00 AM,intentional attack,sabotage,NA,2363,4,NA,10.15,8.2,5.99,7.95,1027551,911526,1263175,3202284,32.08806589,28.4648707,39.44606412,1356658,187706,35868,1580234,85.8517,11.8784,2.2698,37644,49844,0.755236337,1.1,2757,108000,2.552777778,1.1,2978204,56.16,16.62,1492.8,1307.8,25.1,2.11,0.71,97.84877489,2.149344666,2.149344666 +,1311,2008,6,Virginia,VA,SERC,Southeast,-0.5,cold,"Monday, June 16, 2008",4:15:00 PM,"Monday, June 16, 2008",11:19:00 PM,severe weather,thunderstorm,NA,424,900,115000,9.64,6.76,5.46,7.69,3983011,4465164,1638775,10103576,39.42179482,44.19389729,16.21975229,3169282,404316,5284,3578883,88.5551,11.2973,0.1476,52068,48401,1.075762897,-0.9,6120,407874,1.500463378,2,7833496,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1312,2011,7,Virginia,VA,SERC,Southeast,-0.3,normal,"Monday, July 4, 2011",6:00:00 PM,"Monday, July 4, 2011",9:00:00 PM,severe weather,NA,NA,180,150,51580,11.28,8.21,6.66,9.3,4826815,4793992,1647539,11284286,42.77466027,42.48378675,14.6002946,3225395,414137,4082,3643615,88.5218,11.3661,0.1120,52093,47586,1.094712731,-0.4,6579,422485,1.557215049,2,8110783,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1313,2011,8,Virginia,VA,RFC,Southeast,-0.6,cold,"Tuesday, August 23, 2011",1:51:00 PM,"Tuesday, August 23, 2011",1:51:00 PM,severe weather,earthquake,NA,0,0,0,11.4,8.29,6.82,9.46,4551125,4353992,1433925,10355383,43.94936431,42.04568774,13.84714597,3225395,414137,4082,3643615,88.5218,11.3661,0.1120,52093,47586,1.094712731,-0.4,6579,422485,1.557215049,2,8110783,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1314,2013,12,Virginia,VA,SERC,Southeast,-0.3,normal,"Monday, December 9, 2013",6:54:00 AM,"Monday, December 9, 2013",2:22:00 PM,severe weather,snow/ice ,NA,448,293,88000,10.36,7.86,6.56,8.85,4591002,3870112,1345640,9823118,46.73670824,39.3979997,13.69870544,3273502,422713,3585,3699801,88.4778,11.4253,0.0969,51347,48396,1.060976114,-1.1,6182,424654,1.455773406,1.9,8267875,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1315,2013,5,Virginia,VA,SERC,Southeast,-0.2,normal,"Wednesday, May 29, 2013",12:00:00 AM,"Wednesday, May 29, 2013",12:02:00 AM,intentional attack,NA,NA,2,NA,NA,11.21,7.94,6.56,8.8,2789982,3971507,1484962,8261610,33.77043942,48.07182861,17.97424473,3273502,422713,3585,3699801,88.4778,11.4253,0.0969,51347,48396,1.060976114,-1.1,6182,424654,1.455773406,1.9,8267875,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1316,2004,7,Virginia,VA,SERC,Southeast,0.5,warm,"Wednesday, July 7, 2004",1:30:00 PM,"Wednesday, July 7, 2004",11:54:00 PM,severe weather,thunderstorm,NA,624,120,88110,8.59,5.92,4.35,6.76,4147814,4094602,1702043,9959314,41.64758737,41.11329355,17.08996222,2981192,375478,5528,3362199,88.6679,11.1676,0.1644,50258,47037,1.068478007,2.4,6306,375706,1.678440057,2,7475575,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1317,2015,7,Virginia,VA,RFC,Southeast,1.2,warm,"Monday, July 13, 2015",7:40:00 PM,"Wednesday, July 15, 2015",12:15:00 PM,severe weather,NA,NA,2435,NA,52739,11.66,8.19,7,9.5,4534899,4493672,1555462,10600512,42.77999968,42.39108451,14.67346106,3332083,428369,3714,3764167,88.5211,11.3802,0.0987,51480,49844,1.032822406,0.7,5555,430768,1.289557256,2,8382993,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1318,2003,11,Virginia,VA,SERC,Southeast,0.3,normal,"Thursday, November 13, 2003",1:40:00 PM,"Thursday, November 13, 2003",3:51:00 PM,severe weather,heavy wind,NA,131,300,67000,7.67,5.66,4.17,6.1,2791343,3205340,1542704,7553119,36.95616341,42.43730305,20.42472785,2924097,372190,5616,3301904,88.5579,11.2720,0.1701,49095,45858,1.070587466,2.6,5923,361681,1.637630951,2.1,7366977,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1319,2000,NA,Virginia,VA,SERC,Southeast,NA,NA,NA,NA,NA,NA,equipment failure,relaying malfunction,NA,NA,143,37000,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,2767245,306821,5371,3122909,88.6111,9.8248,0.1720,47456,44745,1.060587775,2.5,6978,337211,2.069327513,1.8,7105817,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1320,2011,12,Virginia,VA,SERC,Southeast,-0.9,cold,"Wednesday, December 7, 2011",7:29:00 PM,"Wednesday, December 7, 2011",10:57:00 PM,severe weather,NA,NA,208,240,60000,10.48,8.18,6.59,8.96,3989579,3727966,1323162,9056448,44.05235916,41.16366593,14.61016504,3225395,414137,4082,3643615,88.5218,11.3661,0.1120,52093,47586,1.094712731,-0.4,6579,422485,1.557215049,2,8110783,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1321,2013,1,Virginia,VA,SERC,Southeast,-0.4,normal,"Thursday, January 31, 2013",3:05:00 AM,"Thursday, January 31, 2013",4:48:00 AM,severe weather,wind storm,NA,103,188,119000,9.92,7.82,6.71,8.66,4679676,3933171,1315237,9946849,47.04681855,39.54187904,13.22264971,3273502,422713,3585,3699801,88.4778,11.4253,0.0969,51347,48396,1.060976114,-1.1,6182,424654,1.455773406,1.9,8267875,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1322,2011,1,Virginia,VA,SERC,Southeast,-1.3,cold,"Wednesday, January 26, 2011",7:43:00 PM,"Thursday, January 27, 2011",6:18:00 PM,severe weather,winter storm,NA,1355,600,150084,9.57,7.51,6.41,8.44,5605315,3946918,1317992,10887121,51.48574173,36.25309207,12.10597365,3225395,414137,4082,3643615,88.5218,11.3661,0.1120,52093,47586,1.094712731,-0.4,6579,422485,1.557215049,2,8110783,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1323,2012,10,Virginia,VA,RFC,Southeast,0.3,normal,"Monday, October 29, 2012",6:12:00 PM,"Tuesday, October 30, 2012",7:35:00 PM,severe weather,hurricanes,Sandy,1523,520,156000,11.03,7.85,6.69,8.71,2739183,3806056,1505925,8067143,33.95480903,47.17972645,18.66738943,3248518,419052,3973,3671544,88.4783,11.4135,0.1082,51942,48156,1.078619487,-0.3,6393,425580,1.502185253,2,8193374,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1324,2011,6,Virginia,VA,RFC,Southeast,-0.3,normal,"Sunday, June 12, 2011",7:00:00 PM,"Sunday, June 12, 2011",8:30:00 PM,severe weather,thunderstorm,NA,90,250,56000,11.04,7.98,6.43,9.03,4141277,4226830,1486579,9870197,41.9573895,42.82417058,15.06129006,3225395,414137,4082,3643615,88.5218,11.3661,0.1120,52093,47586,1.094712731,-0.4,6579,422485,1.557215049,2,8110783,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1325,2011,5,Virginia,VA,SERC,Southeast,-0.4,normal,"Tuesday, May 24, 2011",4:35:00 PM,"Wednesday, May 25, 2011",12:40:00 PM,severe weather,NA,NA,1205,790,175000,10.84,7.75,6.39,8.58,2944002,4029413,1508757,8497367,34.64604977,47.41954773,17.75558241,3225395,414137,4082,3643615,88.5218,11.3661,0.1120,52093,47586,1.094712731,-0.4,6579,422485,1.557215049,2,8110783,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1326,2007,7,Virginia,VA,SERC,Southeast,-0.4,normal,"Thursday, July 19, 2007",3:50:00 PM,"Thursday, July 19, 2007",10:15:00 PM,severe weather,storm,NA,385,72,107000,9.32,6.45,5.05,7.43,4322653,4420326,1599086,10358394,41.7309189,42.67385465,15.43758617,3139055,400520,5175,3544751,88.5550,11.2990,0.1460,52561,49126,1.069922241,-0.4,6012,407403,1.475688692,2,7751000,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1327,2010,7,Virginia,VA,SERC,Southeast,-0.9,cold,"Thursday, July 29, 2010",5:43:00 PM,"Thursday, July 29, 2010",8:07:00 PM,severe weather,thunderstorm,NA,144,NA,55000,10.83,7.69,6.89,8.99,5094800,4633121,1609325,11352424,44.8785211,40.81173325,14.17604734,3258959,419950,5380,3684290,88.4556,11.3984,0.1460,52279,47287,1.105568127,1.1,6727,419556,1.603361649,2.1,8025787,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1328,2010,7,Virginia,VA,SERC,Southeast,-0.9,cold,"Sunday, July 25, 2010",4:11:00 PM,"Sunday, July 25, 2010",8:06:00 PM,severe weather,NA,NA,235,950,81000,10.83,7.69,6.89,8.99,5094800,4633121,1609325,11352424,44.8785211,40.81173325,14.17604734,3258959,419950,5380,3684290,88.4556,11.3984,0.1460,52279,47287,1.105568127,1.1,6727,419556,1.603361649,2.1,8025787,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1329,2001,8,Virginia,VA,SERC,Southeast,-0.1,normal,"Thursday, August 9, 2001",3:11:00 PM,"Thursday, August 9, 2001",7:12:00 PM,system operability disruption,NA,NA,241,NA,6.00E+05,8.41,6.04,4.26,6.57,3840148,2838438,1750640,9403768,40.83626904,30.18404963,18.6163674,2819326,314238,5366,3183748,88.5537,9.8701,0.1685,48211,44719,1.078087614,1.6,6045,347037,1.741889193,2,7198362,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1330,2012,6,Virginia,VA,SERC,Southeast,-0.1,normal,"Friday, June 29, 2012",10:29:00 PM,"Wednesday, July 4, 2012",3:36:00 PM,severe weather,thunderstorm,NA,6787,5000,880000,11.84,8.29,6.79,9.41,3549774,4179608,1495876,9241797,38.40999754,45.22505742,16.18598634,3248518,419052,3973,3671544,88.4783,11.4135,0.1082,51942,48156,1.078619487,-0.3,6393,425580,1.502185253,2,8193374,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1331,2009,3,Virginia,VA,RFC,Southeast,-0.4,normal,"Tuesday, March 3, 2009",10:00:00 PM,"Wednesday, March 4, 2009",8:17:00 PM,public appeal,NA,NA,1337,350,NA,10.24,8.25,6.99,8.94,3897406,3756635,1254101,8926177,43.66265648,42.08559835,14.04969899,3189118,407458,5284,3601861,88.5408,11.3124,0.1467,51707,46680,1.10769066,-0.7,6238,409823,1.522120525,2.1,7925937,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1332,2012,9,Virginia,VA,SERC,Southeast,0.3,normal,"Saturday, September 8, 2012",3:53:00 PM,"Sunday, September 9, 2012",7:46:00 PM,severe weather,thunderstorm,NA,1673,475,119000,11.1,7.93,6.83,8.97,3348172,3917096,1414910,8696014,38.50237592,45.04472969,16.27078797,3248518,419052,3973,3671544,88.4783,11.4135,0.1082,51942,48156,1.078619487,-0.3,6393,425580,1.502185253,2,8193374,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1333,2010,8,Virginia,VA,RFC,Southeast,-1.2,cold,"Thursday, August 5, 2010",3:54:00 PM,"Sunday, August 8, 2010",12:00:00 AM,severe weather,thunderstorm,NA,3366,NA,145157,10.85,7.67,6.52,8.9,4701902,4419309,1562098,10700731,43.94000746,41.29913181,14.59804942,3258959,419950,5380,3684290,88.4556,11.3984,0.1460,52279,47287,1.105568127,1.1,6727,419556,1.603361649,2.1,8025787,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1334,2009,3,Virginia,VA,SERC,Southeast,-0.4,normal,"Sunday, March 1, 2009",10:00:00 PM,"Tuesday, March 3, 2009",6:00:00 PM,severe weather,winter storm,NA,2640,210,217000,10.24,8.25,6.99,8.94,3897406,3756635,1254101,8926177,43.66265648,42.08559835,14.04969899,3189118,407458,5284,3601861,88.5408,11.3124,0.1467,51707,46680,1.10769066,-0.7,6238,409823,1.522120525,2.1,7925937,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1335,2008,6,Virginia,VA,SERC,Southeast,-0.5,cold,"Wednesday, June 4, 2008",3:04:00 PM,"Thursday, June 5, 2008",9:30:00 PM,severe weather,thunderstorm,NA,1826,850,253800,9.64,6.76,5.46,7.69,3983011,4465164,1638775,10103576,39.42179482,44.19389729,16.21975229,3169282,404316,5284,3578883,88.5551,11.2973,0.1476,52068,48401,1.075762897,-0.9,6120,407874,1.500463378,2,7833496,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1336,2008,2,Virginia,VA,SERC,Southeast,-1.3,cold,"Sunday, February 10, 2008",2:06:00 PM,"Sunday, February 10, 2008",11:36:00 PM,severe weather,heavy wind,NA,570,170,114618,8.35,6.48,5.13,7.08,4049418,3671852,1493433,9232209,43.86185365,39.7721932,16.1763344,3169282,404316,5284,3578883,88.5551,11.2973,0.1476,52068,48401,1.075762897,-0.9,6120,407874,1.500463378,2,7833496,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1337,2013,3,Virginia,VA,SERC,Southeast,-0.3,normal,"Wednesday, March 6, 2013",8:22:00 AM,"Thursday, March 7, 2013",10:27:00 AM,severe weather,winter storm,NA,1565,400,233000,10.42,7.84,6.51,8.77,4155952,3918985,1416686,9505687,43.72069057,41.22779343,14.90356247,3273502,422713,3585,3699801,88.4778,11.4253,0.0969,51347,48396,1.060976114,-1.1,6182,424654,1.455773406,1.9,8267875,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1338,2002,12,Virginia,VA,SERC,Southeast,1.1,warm,"Wednesday, December 11, 2002",1:09:00 PM,"Friday, December 13, 2002",10:00:00 AM,severe weather,winter storm,NA,2691,63,130000,7.05,5.7,4.07,6,4116291,2410031,1509653,9019086,45.63977991,26.72145492,16.7384256,2875235,321046,5450,3247382,88.5401,9.8863,0.1678,47854,45097,1.061134887,-0.7,6120,348708,1.755050071,2,7286873,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1339,2006,7,Virginia,VA,RFC,Southeast,0.1,normal,"Sunday, July 2, 2006",6:39:00 PM,"Monday, July 3, 2006",12:31:00 PM,severe weather,thunderstorm,NA,1072,300,75000,9,6.24,4.75,7.17,4559381,4521609,1739520,10835131,42.07961122,41.73100445,16.05444364,3095982,392080,5178,3493241,88.6278,11.2240,0.1482,52765,48909,1.078840295,1,6015,404904,1.485537313,2.1,7673725,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1340,2003,7,Virginia,VA,SERC,Southeast,0.1,normal,"Wednesday, July 9, 2003",5:14:00 PM,"Wednesday, July 9, 2003",7:09:00 PM,severe weather,thunderstorm,NA,115,120,80000,8.39,5.82,4.26,6.6,3986186,4031044,1695154,9728455,40.97450212,41.43560308,17.42469899,2924097,372190,5616,3301904,88.5579,11.2720,0.1701,49095,45858,1.070587466,2.6,5923,361681,1.637630951,2.1,7366977,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1341,2007,8,Virginia,VA,SERC,Southeast,-0.6,cold,"Sunday, August 19, 2007",11:34:00 PM,"Monday, August 20, 2007",1:10:00 PM,severe weather,thunderstorm,NA,816,100,58500,9.33,6.63,5.17,7.55,4694599,4644596,1719956,11076073,42.38504929,41.93359867,15.52857227,3139055,400520,5175,3544751,88.5550,11.2990,0.1460,52561,49126,1.069922241,-0.4,6012,407403,1.475688692,2,7751000,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1342,2006,7,Virginia,VA,RFC,Southeast,0.1,normal,"Tuesday, July 4, 2006",5:30:00 PM,"Tuesday, July 4, 2006",8:18:00 PM,severe weather,thunderstorm,NA,168,335,67000,9,6.24,4.75,7.17,4559381,4521609,1739520,10835131,42.07961122,41.73100445,16.05444364,3095982,392080,5178,3493241,88.6278,11.2240,0.1482,52765,48909,1.078840295,1,6015,404904,1.485537313,2.1,7673725,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1343,2010,9,Virginia,VA,SERC,Southeast,-1.4,cold,"Monday, September 20, 2010",5:00:00 PM,"Monday, September 20, 2010",5:30:00 PM,public appeal,NA,NA,30,NA,NA,10.61,7.47,6.42,8.54,3690373,4222067,1471266,9400680,39.25644741,44.9123574,15.65063378,3258959,419950,5380,3684290,88.4556,11.3984,0.1460,52279,47287,1.105568127,1.1,6727,419556,1.603361649,2.1,8025787,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1344,2011,2,Virginia,VA,SERC,Southeast,-1,cold,"Friday, February 25, 2011",3:20:00 PM,"Friday, February 25, 2011",6:00:00 PM,severe weather,NA,NA,160,NA,50000,9.7,7.59,6.28,8.37,4102106,3462461,1319250,8899503,46.09365265,38.90622881,14.82386151,3225395,414137,4082,3643615,88.5218,11.3661,0.1120,52093,47586,1.094712731,-0.4,6579,422485,1.557215049,2,8110783,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1345,2006,2,Virginia,VA,RFC,Southeast,-0.6,cold,"Sunday, February 12, 2006",5:55:00 AM,"Sunday, February 12, 2006",2:00:00 PM,severe weather,winter storm,NA,485,250,126000,7.92,6.08,4.51,6.57,3665986,3433736,1588663,8701398,42.1310001,39.46188877,18.25756045,3095982,392080,5178,3493241,88.6278,11.2240,0.1482,52765,48909,1.078840295,1,6015,404904,1.485537313,2.1,7673725,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1346,2013,6,Virginia,VA,SERC,Southeast,-0.2,normal,"Thursday, June 13, 2013",4:08:00 PM,"Friday, June 14, 2013",5:16:00 PM,severe weather,thunderstorm,NA,1508,900,283000,11.42,8.06,6.65,9.15,3657005,4205999,1479535,9358568,39.07654462,44.94276261,15.80941657,3273502,422713,3585,3699801,88.4778,11.4253,0.0969,51347,48396,1.060976114,-1.1,6182,424654,1.455773406,1.9,8267875,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1347,2012,6,Virginia,VA,SERC,Southeast,-0.1,normal,"Monday, June 25, 2012",4:04:00 PM,"Tuesday, June 26, 2012",1:45:00 PM,severe weather,wind/rain,NA,1301,600,190000,11.84,8.29,6.79,9.41,3549774,4179608,1495876,9241797,38.40999754,45.22505742,16.18598634,3248518,419052,3973,3671544,88.4783,11.4135,0.1082,51942,48156,1.078619487,-0.3,6393,425580,1.502185253,2,8193374,75.45,5.66,2265.2,1179.2,53.3,6.75,0.97,92.32028054,7.679719462,2.997077732 +,1348,2010,8,Nebraska,NE,SPP,West North Central,-1.2,cold,"Thursday, August 12, 2010",8:21:00 AM,"Thursday, August 12, 2010",11:00:00 AM,public appeal,NA,NA,159,65,NA,10.3,8.12,6.87,8.47,1083987,922212,1033606,3039805,35.65975449,30.33786707,34.00237844,801101,154015,45032,1000148,80.0982,15.3992,4.5025,49178,47287,1.039989849,2.8,1556,89989,1.729100223,0.7,1830025,73.13,19.36,2549.1,2220.7,6.4,0.68,0.21,99.32254228,0.677457724,0.677457724 +,1349,2008,6,Nebraska,NE,MRO,West North Central,-0.5,cold,"Friday, June 27, 2008",4:30:00 PM,"Friday, June 27, 2008",5:30:00 PM,severe weather,heavy wind,NA,60,650,126000,9.38,7.33,5.22,7.2,700963,789988,824651,2315602,30.27130742,34.11588002,35.61281256,795000,153009,40777,988786,80.4016,15.4744,4.1239,48159,48401,0.995000103,0.2,1779,86511,2.056385893,1,1796378,73.13,19.36,2549.1,2220.7,6.4,0.68,0.21,99.32254228,0.677457724,0.677457724 +,1350,2004,6,Nebraska,NE,MRO,West North Central,0.3,normal,"Saturday, June 12, 2004",5:37:00 PM,"Saturday, June 12, 2004",5:41:00 PM,severe weather,tornadoes,NA,4,428,120212,7.9,6.32,4.58,6.2,681822,720118,764229,2166169,31.47593747,33.24385124,35.28021129,763380,145319,33592,942291,81.0132,15.4219,3.5649,45937,47037,0.976614155,1.2,1530,80361,1.903908612,0.7,1749370,73.13,19.36,2549.1,2220.7,6.4,0.68,0.21,99.32254228,0.677457724,0.677457724 +,1351,2006,12,Nebraska,NE,MRO,West North Central,0.9,warm,"Saturday, December 30, 2006",10:25:00 PM,"Saturday, January 6, 2007",2:25:00 PM,severe weather,NA,NA,9600,400,15000,6.63,5.91,4.5,5.78,873453,749921,659220,2282594,38.26580636,32.85389342,28.88030022,782903,149186,38541,970630,80.6593,15.3700,3.9707,47666,48909,0.974585455,2.1,1495,84497,1.769293584,0.8,1772693,73.13,19.36,2549.1,2220.7,6.4,0.68,0.21,99.32254228,0.677457724,0.677457724 +,1352,2009,10,Wyoming,WY,WECC,West North Central,0.9,warm,"Tuesday, October 13, 2009",12:48:00 PM,"Tuesday, October 13, 2009",2:34:00 PM,severe weather,winter storm,NA,106,101,35500,8.98,7.66,5.11,6.28,197300,351528,867528,1416356,13.93011362,24.81918388,61.25070251,255383,59347,8935,323665,78.9035,18.3359,2.7606,66472,46680,1.423993145,-5,810,37214,2.176600204,0.4,559851,64.76,40.25,1876.2,1757.6,2,0.2,0.13,99.26390153,0.736098474,0.736098474 +,1353,2011,11,Wyoming,WY,WECC,West North Central,-1,cold,"Friday, November 4, 2011",10:46:00 AM,"Friday, November 4, 2011",10:46:00 AM,intentional attack,vandalism,NA,0,0,0,9.54,7.75,5.72,6.83,237488,387208,904115,1528811,15.53416348,25.32739495,59.13844157,258528,59872,9067,327467,78.9478,18.2834,2.7688,64163,47586,1.348358761,-0.7,917,36421,2.517778205,0.4,567768,64.76,40.25,1876.2,1757.6,2,0.2,0.13,99.26390153,0.736098474,0.736098474 +,1354,2011,5,Wyoming,WY,WECC,West North Central,-0.4,normal,"Wednesday, May 11, 2011",1:35:00 PM,"Wednesday, May 11, 2011",1:35:00 PM,intentional attack,vandalism,NA,0,0,0,9.12,7.75,5.36,6.48,202016,354546,876500,1433063,14.09679826,24.7404336,61.16269836,258528,59872,9067,327467,78.9478,18.2834,2.7688,64163,47586,1.348358761,-0.7,917,36421,2.517778205,0.4,567768,64.76,40.25,1876.2,1757.6,2,0.2,0.13,99.26390153,0.736098474,0.736098474 +,1355,2013,8,Wyoming,WY,WECC,West North Central,-0.3,normal,"Wednesday, August 28, 2013",9:30:00 AM,"Wednesday, August 28, 2013",9:31:00 AM,intentional attack,vandalism,NA,1,NA,NA,10.68,8.6,6.39,7.62,203815,362562,799079,1365456,14.92651539,26.55244841,58.5210362,263614,58015,10134,331763,79.4585,17.4869,3.0546,59961,48396,1.23896603,-0.7,794,34971,2.270452661,0.4,583131,64.76,40.25,1876.2,1757.6,2,0.2,0.13,99.26390153,0.736098474,0.736098474 +,1356,2013,6,Wyoming,WY,WECC,West North Central,-0.2,normal,"Tuesday, June 18, 2013",3:51:00 PM,"Tuesday, June 18, 2013",4:23:00 PM,islanding,NA,NA,32,6,NA,10.75,8.75,6.4,7.47,170033,307010,891084,1368127,12.42815908,22.4401682,65.13167272,263614,58015,10134,331763,79.4585,17.4869,3.0546,59961,48396,1.23896603,-0.7,794,34971,2.270452661,0.4,583131,64.76,40.25,1876.2,1757.6,2,0.2,0.13,99.26390153,0.736098474,0.736098474 +,1357,2010,11,Wyoming,WY,WECC,West North Central,-1.4,cold,"Thursday, November 4, 2010",9:46:00 AM,"Thursday, November 4, 2010",10:47:00 AM,equipment failure,transmission,NA,61,NA,NA,8.92,7.42,5.02,6.21,222984,359331,870645,1452960,15.3468781,24.730963,59.9221589,257447,59642,8933,326022,78.9661,18.2939,2.7400,64625,47287,1.366654683,-2.8,904,36471,2.478681692,0.4,564516,64.76,40.25,1876.2,1757.6,2,0.2,0.13,99.26390153,0.736098474,0.736098474 +,1358,2012,6,New Mexico,NM,WECC,Southwest,-0.1,normal,"Wednesday, June 13, 2012",4:55:00 PM,"Wednesday, June 13, 2012",10:09:00 PM,intentional attack,vandalism,NA,314,0,0,12.08,9.79,6.09,9.34,616848,868598,639676,2125121,29.02648837,40.87287265,30.10068603,859281,137413,8238,1004932,85.5064,13.6739,0.8198,40226,48156,0.835326854,0,1264,83854,1.507381878,0.6,2084792,77.43,23.68,1928.5,1446.2,3.9,0.68,0.28,99.75984867,0.240151328,0.240151328 +,1359,2013,2,New Mexico,NM,WECC,Southwest,-0.4,normal,"Thursday, February 21, 2013",11:00:00 AM,"Thursday, February 21, 2013",11:30:00 AM,intentional attack,vandalism,NA,30,NA,NA,11.2,9.35,6.07,8.94,561520,646561,531767,1739847,32.27410226,37.16194585,30.56400936,865195,138801,8676,1012672,85.4368,13.7064,0.8567,39808,48396,0.822547318,-1,1337,83076,1.609369734,0.6,2086890,77.43,23.68,1928.5,1446.2,3.9,0.68,0.28,99.75984867,0.240151328,0.240151328 +,1360,2000,3,New Mexico,NM,WECC,Southwest,-1.1,cold,"Saturday, March 18, 2000",7:08:00 PM,"Saturday, March 18, 2000",7:08:00 PM,system operability disruption,transmission interruption,NA,0,1040,5.00E+05,8.31,7.03,4.13,6.35,369300,495042,452568,1437691,25.68702176,34.43312923,31.47880873,728046,113364,1493,853771,85.2742,13.2780,0.1749,37950,44745,0.848139457,1.3,1583,69116,2.290352451,0.5,1821204,77.43,23.68,1928.5,1446.2,3.9,0.68,0.28,99.75984867,0.240151328,0.240151328 +,1361,2013,8,New Mexico,NM,WECC,Southwest,-0.3,normal,"Tuesday, August 6, 2013",4:00:00 PM,"Tuesday, August 6, 2013",5:32:00 PM,intentional attack,vandalism,NA,92,NA,NA,12.63,10.81,6.94,10.23,697957,861706,658528,2218192,31.46513016,38.84722332,29.68760143,865195,138801,8676,1012672,85.4368,13.7064,0.8567,39808,48396,0.822547318,-1,1337,83076,1.609369734,0.6,2086890,77.43,23.68,1928.5,1446.2,3.9,0.68,0.28,99.75984867,0.240151328,0.240151328 +,1362,2013,2,New Mexico,NM,WECC,Southwest,-0.4,normal,"Saturday, February 9, 2013",8:30:00 AM,"Saturday, February 9, 2013",3:00:00 PM,intentional attack,vandalism,NA,390,NA,NA,11.2,9.35,6.07,8.94,561520,646561,531767,1739847,32.27410226,37.16194585,30.56400936,865195,138801,8676,1012672,85.4368,13.7064,0.8567,39808,48396,0.822547318,-1,1337,83076,1.609369734,0.6,2086890,77.43,23.68,1928.5,1446.2,3.9,0.68,0.28,99.75984867,0.240151328,0.240151328 +,1363,2013,1,New Mexico,NM,WECC,Southwest,-0.4,normal,"Wednesday, January 16, 2013",4:45:00 PM,"Wednesday, January 16, 2013",7:26:00 PM,intentional attack,NA,NA,161,0,0,10.88,9.04,5.82,8.71,669101,710287,580636,1960025,34.1373707,36.23867043,29.62390786,865195,138801,8676,1012672,85.4368,13.7064,0.8567,39808,48396,0.822547318,-1,1337,83076,1.609369734,0.6,2086890,77.43,23.68,1928.5,1446.2,3.9,0.68,0.28,99.75984867,0.240151328,0.240151328 +,1364,2013,2,New Mexico,NM,WECC,Southwest,-0.4,normal,"Saturday, February 2, 2013",9:15:00 PM,"Saturday, February 2, 2013",10:15:00 PM,intentional attack,vandalism,NA,60,NA,NA,11.2,9.35,6.07,8.94,561520,646561,531767,1739847,32.27410226,37.16194585,30.56400936,865195,138801,8676,1012672,85.4368,13.7064,0.8567,39808,48396,0.822547318,-1,1337,83076,1.609369734,0.6,2086890,77.43,23.68,1928.5,1446.2,3.9,0.68,0.28,99.75984867,0.240151328,0.240151328 +,1365,2013,11,New Mexico,NM,SPP,Southwest,-0.3,normal,"Tuesday, November 12, 2013",9:14:00 AM,"Tuesday, November 12, 2013",10:30:00 AM,fuel supply emergency,NA,NA,76,NA,NA,11.04,9.3,6.04,8.65,462860,695873,597698,1756432,26.35228691,39.61855625,34.0290999,865195,138801,8676,1012672,85.4368,13.7064,0.8567,39808,48396,0.822547318,-1,1337,83076,1.609369734,0.6,2086890,77.43,23.68,1928.5,1446.2,3.9,0.68,0.28,99.75984867,0.240151328,0.240151328 +,1366,2013,6,Vermont,VT,NPCC,Northeast,-0.2,normal,"Friday, June 28, 2013",1:00:00 PM,"Friday, June 28, 2013",1:01:00 PM,intentional attack,vandalism,NA,1,NA,NA,17.76,14.84,10.97,14.79,152807,173310,120918,447034,34.18241118,38.76886322,27.0489493,311308,51733,223,363264,85.6975,14.2412,0.0614,42771,48396,0.883771386,-0.5,711,26811,2.65189661,0.3,627129,38.9,21.52,1558.8,1426.7,42.2,1.69,1.02,95.85066556,4.159733777,4.159733777 +,1367,2012,10,Vermont,VT,NPCC,Northeast,0.3,normal,"Monday, October 15, 2012",2:15:00 PM,"Monday, October 15, 2012",2:16:00 PM,intentional attack,vandalism,NA,1,0,0,17.51,14.62,9.83,14.46,160947,155541,111173,427661,37.63424769,36.37016235,25.99558996,309019,51216,221,360456,85.7300,14.2087,0.0613,42978,48156,0.892474458,0,714,26910,2.65328874,0.3,626398,38.9,21.52,1558.8,1426.7,42.2,1.69,1.02,95.85066556,4.159733777,4.159733777 +,1368,2012,11,Vermont,VT,NPCC,Northeast,0.1,normal,"Friday, November 2, 2012",9:30:00 AM,"Friday, November 2, 2012",12:10:00 PM,intentional attack,vandalism,NA,160,0,0,19.26,13.75,9.35,14.78,173620,159068,113548,446236,38.90766321,35.64660852,25.44572827,309019,51216,221,360456,85.7300,14.2087,0.0613,42978,48156,0.892474458,0,714,26910,2.65328874,0.3,626398,38.9,21.52,1558.8,1426.7,42.2,1.69,1.02,95.85066556,4.159733777,4.159733777 +,1369,2012,3,Vermont,VT,NPCC,Northeast,-0.4,normal,"Friday, March 30, 2012",11:10:00 AM,"Friday, March 30, 2012",11:30:00 AM,intentional attack,vandalism,NA,20,NA,NA,16.76,14.26,10.09,14.16,170715,160941,113167,444823,38.37818638,36.18090791,25.44090571,309019,51216,221,360456,85.7300,14.2087,0.0613,42978,48156,0.892474458,0,714,26910,2.65328874,0.3,626398,38.9,21.52,1558.8,1426.7,42.2,1.69,1.02,95.85066556,4.159733777,4.159733777 +,1370,2014,2,Vermont,VT,NPCC,Northeast,-0.5,cold,"Wednesday, February 12, 2014",2:15:00 PM,"Wednesday, February 12, 2014",2:16:00 PM,intentional attack,vandalism,NA,1,NA,NA,17.11,14.46,10.65,14.7,200740,163112,109723,473575,42.38821728,34.44269651,23.16908621,310932,52453,224,363609,85.5127,14.4257,0.0616,43435,49091,0.884785399,1.6,673,27215,2.472900974,0.3,626767,38.9,21.52,1558.8,1426.7,42.2,1.69,1.02,95.85066556,4.159733777,4.159733777 +,1371,2011,7,Vermont,VT,NPCC,Northeast,-0.3,normal,"Wednesday, July 6, 2011",9:51:00 AM,"Wednesday, July 6, 2011",9:52:00 AM,intentional attack,vandalism,NA,1,NA,NA,16.19,13.9,9.77,13.76,190767,184272,122058,497098,38.37613509,37.06955168,24.55411207,308992,50796,221,360009,85.8290,14.1096,0.0614,42962,47586,0.902828563,2.7,700,26914,2.600876867,0.3,626687,38.9,21.52,1558.8,1426.7,42.2,1.69,1.02,95.85066556,4.159733777,4.159733777 +,1372,2012,5,Vermont,VT,NPCC,Northeast,-0.3,normal,"Monday, May 7, 2012",12:50:00 PM,"Monday, May 7, 2012",2:00:00 PM,intentional attack,vandalism,NA,70,0,0,16.41,14.63,9.8,14.04,162966,158162,113350,434478,37.50845843,36.40276378,26.0887778,309019,51216,221,360456,85.7300,14.2087,0.0613,42978,48156,0.892474458,0,714,26910,2.65328874,0.3,626398,38.9,21.52,1558.8,1426.7,42.2,1.69,1.02,95.85066556,4.159733777,4.159733777 +,1373,2011,6,Vermont,VT,NPCC,Northeast,-0.3,normal,"Thursday, June 23, 2011",8:10:00 AM,"Thursday, June 23, 2011",9:00:00 AM,intentional attack,vandalism,NA,50,0,0,16.28,13.96,10,13.77,161143,167354,115418,443915,36.30041787,37.6995596,26.00002253,308992,50796,221,360009,85.8290,14.1096,0.0614,42962,47586,0.902828563,2.7,700,26914,2.600876867,0.3,626687,38.9,21.52,1558.8,1426.7,42.2,1.69,1.02,95.85066556,4.159733777,4.159733777 +,1374,2012,4,Vermont,VT,NPCC,Northeast,-0.4,normal,"Tuesday, April 3, 2012",11:10:00 AM,"Tuesday, April 3, 2012",11:25:00 AM,intentional attack,vandalism,NA,15,0,0,16.87,14.73,9.75,14.12,144417,152517,112269,409204,35.29217701,37.2716298,27.43594882,309019,51216,221,360456,85.7300,14.2087,0.0613,42978,48156,0.892474458,0,714,26910,2.65328874,0.3,626398,38.9,21.52,1558.8,1426.7,42.2,1.69,1.02,95.85066556,4.159733777,4.159733777 +,1375,2004,2,Georgia,GA,SERC,Southeast,0.3,normal,"Thursday, February 26, 2004",12:00:00 AM,"Thursday, February 26, 2004",1:30:00 PM,severe weather,winter storm,NA,810,10,47165,7.31,6.81,4,6.26,4411836,3168502,2786170,10381851,42.49565901,30.51962506,26.83692918,3751795,499964,12772,4264532,87.9767,11.7238,0.2995,45434,47037,0.965920446,0.9,8532,398425,2.141431888,3.3,8769252,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1376,2005,1,Georgia,GA,SERC,Southeast,0.7,warm,"Saturday, January 29, 2005",4:00:00 PM,"Sunday, January 30, 2005",3:00:00 PM,severe weather,winter storm,NA,1380,83,82000,7.73,7.2,4.82,6.81,4673121,3467297,2817543,10973692,42.58476546,31.59644903,25.67543357,3834400,513023,15361,4362785,87.8888,11.7591,0.3521,46361,48090,0.964046579,2,8278,413815,2.000410812,3.3,8925922,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1377,2004,1,Georgia,GA,SERC,Southeast,0.3,normal,"Monday, January 26, 2004",2:00:00 PM,"Tuesday, January 27, 2004",8:00:00 PM,severe weather,winter storm,NA,1800,150,30689,7.05,6.56,3.94,6.11,4953637,3295390,2838001,11103575,44.61299176,29.67863954,25.55934463,3751795,499964,12772,4264532,87.9767,11.7238,0.2995,45434,47037,0.965920446,0.9,8532,398425,2.141431888,3.3,8769252,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1378,2004,9,Georgia,GA,SERC,Southeast,0.7,warm,"Tuesday, September 7, 2004",10:00:00 AM,"Wednesday, September 8, 2004",12:00:00 PM,severe weather,hurricanes,Frances,1560,2200,150000,8.4,6.91,4.45,6.83,4345878,3655367,3000630,11018150,39.44290103,33.17586891,27.23351924,3751795,499964,12772,4264532,87.9767,11.7238,0.2995,45434,47037,0.965920446,0.9,8532,398425,2.141431888,3.3,8769252,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1379,2011,5,Georgia,GA,SERC,Southeast,-0.4,normal,"Thursday, May 26, 2011",6:30:00 PM,"Saturday, May 28, 2011",4:44:00 AM,severe weather,NA,NA,2054,729,218783,11.31,10,6.21,9.5,3988273,3981276,2789361,10772709,37.02200626,36.95705509,25.89284645,4056147,548674,16241,4621063,87.7752,11.8733,0.3515,41592,47586,0.874038583,0.1,9286,408155,2.275116071,3.1,9812280,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1380,2011,6,Georgia,GA,SERC,Southeast,-0.3,normal,"Saturday, June 18, 2011",3:30:00 PM,"Sunday, June 19, 2011",3:42:00 PM,severe weather,thunderstorm,NA,1452,312,93828,11.99,10.35,7.62,10.51,5798647,4370693,2709442,12894687,44.969273,33.89530122,21.0120804,4056147,548674,16241,4621063,87.7752,11.8733,0.3515,41592,47586,0.874038583,0.1,9286,408155,2.275116071,3.1,9812280,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1381,2005,12,Georgia,GA,SERC,Southeast,-0.7,cold,"Thursday, December 15, 2005",5:05:00 AM,"Friday, December 16, 2005",12:10:00 PM,severe weather,winter storm,NA,1865,75,52659,8.64,8.69,6.28,8.06,4605669,3475021,2739041,10834890,42.50775965,32.07250835,25.27982287,3834400,513023,15361,4362785,87.8888,11.7591,0.3521,46361,48090,0.964046579,2,8278,413815,2.000410812,3.3,8925922,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1382,2015,2,Georgia,GA,SERC,Southeast,0.5,warm,"Monday, February 16, 2015",9:41:00 PM,"Wednesday, February 18, 2015",7:00:00 AM,severe weather,winter,NA,1999,620,186035,10.74,10.21,6.12,9.55,5229501,3556097,2480475,11280647,46.35816545,31.52387447,21.98876536,4191209,560950,20685,4772845,87.8136,11.7529,0.4334,43301,49844,0.868730439,1.4,7983,451287,1.768940829,3.1,10214860,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1383,2006,11,Georgia,GA,SERC,Southeast,0.9,warm,"Wednesday, November 15, 2006",3:00:00 PM,"Wednesday, November 15, 2006",5:00:00 PM,severe weather,NA,NA,120,363,109000,8.33,7.55,5.05,7.15,3592101,3568266,2723099,9897876,36.29163469,36.05082545,27.51195307,3924073,529687,15164,4468925,87.8080,11.8527,0.3393,45926,48909,0.93900918,-0.9,8606,420491,2.046654982,3.2,9155813,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1384,2008,5,Georgia,GA,SERC,Southeast,-0.7,cold,"Sunday, May 11, 2008",6:00:00 AM,"Monday, May 12, 2008",2:30:00 PM,severe weather,thunderstorm,NA,1950,100,80539,9.72,8.67,6.08,8.34,3776882,3918429,2872472,10581464,35.69337853,37.03106678,27.14626256,4034752,543498,15948,4594199,87.8228,11.8301,0.3471,44138,48401,0.911923307,-3.6,8657,419529,2.063504549,3,9504843,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1385,2004,11,Georgia,GA,SERC,Southeast,0.6,warm,"Wednesday, November 24, 2004",10:00:00 AM,"Wednesday, November 24, 2004",4:00:00 PM,severe weather,thunderstorm,NA,360,100,83450,7.78,6.83,4.47,6.39,3063392,3246352,2938871,9262260,33.07391501,35.04924284,31.7295239,3751795,499964,12772,4264532,87.9767,11.7238,0.2995,45434,47037,0.965920446,0.9,8532,398425,2.141431888,3.3,8769252,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1386,2014,2,Georgia,GA,SERC,Southeast,-0.5,cold,"Friday, February 21, 2014",2:53:00 AM,"Friday, February 21, 2014",9:00:00 PM,severe weather,heavy wind,NA,1087,221,66445,10.97,10.54,6.68,9.91,5026577,3459079,2319578,10819446,46.45872811,31.9709438,21.43897201,4137057,552712,20300,4710070,87.8343,11.7347,0.4310,42694,49091,0.869690982,1.5,7962,431094,1.846928976,3,10097132,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1387,2009,6,Georgia,GA,SERC,Southeast,0.4,normal,"Friday, June 12, 2009",10:00:00 PM,"Saturday, June 13, 2009",6:00:00 PM,severe weather,thunderstorm,NA,1200,290,102000,10.82,9.23,6.96,9.44,5169730,4234348,2475471,11895035,43.46124244,35.59760858,20.8109602,4061862,545860,15487,4623210,87.8580,11.8069,0.3350,41860,46680,0.896743787,-5.2,8223,402728,2.041824755,3.3,9620846,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1388,2014,2,Georgia,GA,SERC,Southeast,-0.5,cold,"Wednesday, February 12, 2014",7:48:00 AM,"Saturday, February 15, 2014",4:30:00 AM,severe weather,snow/ice ,NA,4122,1246,373835,10.97,10.54,6.68,9.91,5026577,3459079,2319578,10819446,46.45872811,31.9709438,21.43897201,4137057,552712,20300,4710070,87.8343,11.7347,0.4310,42694,49091,0.869690982,1.5,7962,431094,1.846928976,3,10097132,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1389,2004,9,Georgia,GA,SERC,Southeast,0.7,warm,"Monday, September 27, 2004",8:00:00 AM,"Monday, September 27, 2004",2:00:00 PM,severe weather,hurricanes,Jeanne,360,854,85455,8.4,6.91,4.45,6.83,4345878,3655367,3000630,11018150,39.44290103,33.17586891,27.23351924,3751795,499964,12772,4264532,87.9767,11.7238,0.2995,45434,47037,0.965920446,0.9,8532,398425,2.141431888,3.3,8769252,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1390,2011,6,Georgia,GA,SERC,Southeast,-0.3,normal,"Wednesday, June 15, 2011",7:15:00 PM,"Thursday, June 16, 2011",6:00:00 AM,severe weather,thunderstorm,NA,645,563,169000,11.99,10.35,7.62,10.51,5798647,4370693,2709442,12894687,44.969273,33.89530122,21.0120804,4056147,548674,16241,4621063,87.7752,11.8733,0.3515,41592,47586,0.874038583,0.1,9286,408155,2.275116071,3.1,9812280,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1391,2012,4,Georgia,GA,SERC,Southeast,-0.4,normal,"Sunday, April 15, 2012",7:38:00 PM,"Sunday, April 15, 2012",9:26:00 PM,intentional attack,vandalism,NA,108,NA,NA,10.77,9.38,5.6,8.85,3401692,3560803,2585202,9559928,35.58282029,37.24717383,27.04206559,4071478,547610,17335,4636424,87.8150,11.8110,0.3739,41740,48156,0.866766343,0.4,8995,414023,2.172584615,3,9917639,75.07,9.68,1516,1112.2,45.8,8.34,1.47,96.78249895,3.217501052,2.376104333 +,1392,2011,5,Connecticut,CT,NPCC,Northeast,-0.4,normal,"Monday, May 2, 2011",2:00:00 PM,"Monday, May 2, 2011",2:00:00 PM,intentional attack,vandalism,NA,0,0,0,18.58,15.65,12.97,16.34,881392,1065245,340720,2300770,38.30856626,46.29949973,14.80895526,1453864,150087,4757,1608712,90.3744,9.3296,0.2957,63092,47586,1.325852141,-1,4138,226534,1.826657367,1.5,3589759,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1393,2013,11,Connecticut,CT,NPCC,Northeast,-0.3,normal,"Monday, November 4, 2013",9:04:00 AM,"Monday, November 4, 2013",9:05:00 AM,intentional attack,vandalism,NA,1,NA,NA,18.18,14.73,12.81,15.95,923162,970745,258372,2165826,42.62401504,44.82100593,11.92949018,1454963,150419,4568,1609952,90.3731,9.3431,0.2837,62847,48396,1.298599058,-0.5,4292,226209,1.897360406,1.5,3597168,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1394,2011,8,Connecticut,CT,NPCC,Northeast,-0.6,cold,"Sunday, August 28, 2011",7:40:00 AM,"Monday, August 29, 2011",7:40:00 AM,severe weather,NA,NA,1440,NA,158000,17.77,15.43,12.98,16.17,1346958,1276939,357016,2995189,44.97071804,42.63300246,11.91964848,1453864,150087,4757,1608712,90.3744,9.3296,0.2957,63092,47586,1.325852141,-1,4138,226534,1.826657367,1.5,3589759,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1395,2009,6,Connecticut,CT,NPCC,Northeast,0.4,normal,"Friday, June 26, 2009",5:00:00 PM,"Monday, June 29, 2009",9:00:00 PM,severe weather,thunderstorm,NA,4560,NA,50752,20.93,16.85,15.31,18.22,891069,1102776,280680,2287897,38.94707673,48.20042161,12.26803479,1447250,148175,4881,1600308,90.4357,9.2592,0.3050,63472,46680,1.359725793,-5.1,3897,226076,1.723756613,1.5,3561807,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1396,2013,4,Connecticut,CT,NPCC,Northeast,-0.2,normal,"Monday, April 1, 2013",8:40:00 AM,"Monday, April 1, 2013",8:41:00 AM,intentional attack,vandalism,NA,1,NA,NA,17.38,14.58,12.42,15.47,998531,1028984,298234,2340505,42.66305776,43.96418722,12.7422928,1454963,150419,4568,1609952,90.3731,9.3431,0.2837,62847,48396,1.298599058,-0.5,4292,226209,1.897360406,1.5,3597168,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1397,2011,7,Connecticut,CT,NPCC,Northeast,-0.3,normal,"Friday, July 1, 2011",8:00:00 AM,"Friday, July 1, 2011",8:01:00 AM,intentional attack,vandalism,NA,1,0,0,18.07,15.49,13.28,16.35,1286072,1248946,343936,2893149,44.45232513,43.16908669,11.88794632,1453864,150087,4757,1608712,90.3744,9.3296,0.2957,63092,47586,1.325852141,-1,4138,226534,1.826657367,1.5,3589759,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1398,2008,5,Connecticut,CT,NPCC,Northeast,-0.7,cold,"Tuesday, May 27, 2008",2:02:00 PM,"Tuesday, May 27, 2008",3:52:00 PM,severe weather,thunderstorm,NA,110,130,56400,19.85,17.54,14.65,17.85,746344,960944,341166,2065419,36.13523455,46.52537814,16.51800434,1452080,155328,5233,1612646,90.0433,9.6319,0.3245,66880,48401,1.381789632,-4.1,4098,237127,1.728187849,1.6,3545579,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1399,2013,1,Connecticut,CT,NPCC,Northeast,-0.4,normal,"Thursday, January 31, 2013",6:30:00 AM,"Thursday, January 31, 2013",10:00:00 AM,severe weather,wind storm,NA,210,75,75000,17.01,14.55,12.73,15.5,1261866,1083275,270972,2635480,47.87993079,41.10351814,10.28169442,1454963,150419,4568,1609952,90.3731,9.3431,0.2837,62847,48396,1.298599058,-0.5,4292,226209,1.897360406,1.5,3597168,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1400,2013,3,Connecticut,CT,NPCC,Northeast,-0.3,normal,"Saturday, March 23, 2013",7:00:00 AM,"Saturday, March 23, 2013",9:00:00 AM,intentional attack,vandalism,NA,120,NA,NA,17.2,14.9,12.71,15.67,1093647,1010334,264473,2383806,45.87818807,42.38323085,11.09456894,1454963,150419,4568,1609952,90.3731,9.3431,0.2837,62847,48396,1.298599058,-0.5,4292,226209,1.897360406,1.5,3597168,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1401,2011,9,Connecticut,CT,NPCC,Northeast,-0.8,cold,"Friday, September 23, 2011",9:04:00 AM,"Friday, September 23, 2011",9:04:00 AM,intentional attack,vandalism,NA,0,0,0,18.05,15.3,13.09,16.11,1036904,1146890,318344,2518712,41.16802556,45.53478127,12.63915843,1453864,150087,4757,1608712,90.3744,9.3296,0.2957,63092,47586,1.325852141,-1,4138,226534,1.826657367,1.5,3589759,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1402,2007,5,Connecticut,CT,NPCC,Northeast,-0.2,normal,"Wednesday, May 16, 2007",6:00:00 PM,"Saturday, May 19, 2007",5:00:00 PM,severe weather,storm,NA,4260,NA,67000,19.65,15.87,12.47,16.53,902905,1266787,479301,2661660,33.92262723,47.59386999,18.00759676,1459141,158922,5986,1624052,89.8457,9.7855,0.3686,69762,49126,1.420062696,3.5,4119,246068,1.673927532,1.5,3527270,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1403,2010,7,Connecticut,CT,NPCC,Northeast,-0.9,cold,"Wednesday, July 21, 2010",6:44:00 PM,"Wednesday, July 21, 2010",8:00:00 PM,severe weather,thunderstorm,NA,76,NA,50100,19.01,16.55,14.43,17.44,1375259,1254879,313695,2957329,46.50341575,42.43285072,10.60737578,1451808,153847,4973,1610630,90.1391,9.5520,0.3088,63758,47287,1.348319834,0.5,4030,228211,1.765909619,1.4,3579717,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1404,2011,9,Connecticut,CT,NPCC,Northeast,-0.8,cold,"Wednesday, September 28, 2011",9:30:00 AM,"Wednesday, September 28, 2011",1:00:00 PM,intentional attack,vandalism,NA,210,NA,NA,18.05,15.3,13.09,16.11,1036904,1146890,318344,2518712,41.16802556,45.53478127,12.63915843,1453864,150087,4757,1608712,90.3744,9.3296,0.2957,63092,47586,1.325852141,-1,4138,226534,1.826657367,1.5,3589759,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1405,2010,3,Connecticut,CT,NPCC,Northeast,0.9,warm,"Saturday, March 13, 2010",12:00:00 PM,"Monday, March 15, 2010",8:05:00 PM,severe weather,wind/rain,NA,3305,50,50246,19.33,16.54,14.84,17.5,1036927,1087056,303834,2442711,42.44984364,44.50203074,12.43839324,1451808,153847,4973,1610630,90.1391,9.5520,0.3088,63758,47287,1.348319834,0.5,4030,228211,1.765909619,1.4,3579717,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1406,2002,11,Connecticut,CT,NPCC,Northeast,1.2,warm,"Sunday, November 17, 2002",6:00:00 AM,"Thursday, November 21, 2002",8:00:00 AM,severe weather,winter storm,NA,5880,NA,224912,10.94,9.29,7.61,9.68,997067,959436,444218,2447603,40.73646747,39.19900409,18.14910343,1394440,141371,5801,1546895,90.1445,9.1390,0.3750,60174,45097,1.334323791,-1.1,3759,208127,1.80610877,1.6,3458749,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1407,2006,7,Connecticut,CT,NPCC,Northeast,0.1,normal,"Tuesday, July 18, 2006",8:07:00 PM,"Tuesday, July 18, 2006",10:32:00 PM,severe weather,thunderstorm,NA,145,0,0,16.41,14.1,11.86,14.82,1454521,1321827,450441,3246923,44.79690464,40.71014311,13.87285747,1437836,152984,5361,1596183,90.0796,9.5844,0.3359,67400,48909,1.378069476,3,3797,237075,1.601602868,1.5,3517460,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1408,2012,1,Connecticut,CT,NPCC,Northeast,-0.7,cold,"Monday, January 9, 2012",2:30:00 PM,"Monday, January 9, 2012",3:30:00 PM,intentional attack,vandalism,NA,60,NA,NA,17.32,15,13.19,15.88,1229549,1092157,279546,2616524,46.99169585,41.74075988,10.68386913,1454651,150435,4647,1609735,90.3659,9.3453,0.2887,63178,48156,1.311944514,0.1,3699,227085,1.628905476,1.4,3593541,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1409,2008,10,Connecticut,CT,NPCC,Northeast,-0.4,normal,"Saturday, October 25, 2008",11:00:00 PM,"Monday, October 27, 2008",7:00:00 PM,severe weather,storm,NA,2640,NA,52000,20.74,17.58,15.28,18.33,833222,1134405,386061,2374160,35.09544428,47.78132055,16.26095124,1452080,155328,5233,1612646,90.0433,9.6319,0.3245,66880,48401,1.381789632,-4.1,4098,237127,1.728187849,1.6,3545579,87.99,3.16,1721.9,1272.4,142.3,37.72,1.83,87.35341873,12.64658127,3.084972037 +,1410,2015,12,Oklahoma,OK,SPP,South,2.3,warm,"Sunday, December 27, 2015",11:38:00 PM,"Monday, December 28, 2015",5:00:00 PM,severe weather,NA,NA,1042,NA,54476,9,6.85,4.65,7.01,1763543,1466024,1393208,4622775,38.14901223,31.71307278,30.137915,1723938,277386,18688,2020012,85.3430,13.7319,0.9251,43788,49844,0.878500923,0.5,4198,181045,2.318760529,1.9,3911338,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1411,2012,1,Oklahoma,OK,SPP,South,-0.7,cold,"Thursday, January 5, 2012",10:35:00 AM,"Thursday, January 5, 2012",12:25:00 PM,intentional attack,vandalism,NA,110,0,0,8.7,7.18,5.07,7.2,1919978,1431573,1341660,4693211,40.90968848,30.5030607,28.58725082,1679296,268014,18242,1965552,85.4364,13.6356,0.9281,41769,48156,0.867368552,3.6,4499,159433,2.82187502,2,3817679,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1412,2002,1,Oklahoma,OK,SPP,South,-0.2,normal,"Wednesday, January 30, 2002",6:00:00 AM,"Thursday, February 7, 2002",12:00:00 PM,severe weather,winter storm,NA,11880,500,1881134,5.65,4.7,3.2,4.7,1739813,944838,1040079,3978308,43.73248627,23.74974487,26.14375257,1542470,205371,15884,1782397,86.5391,11.5222,0.8912,35305,45097,0.78286804,0.3,3331,123183,2.704106898,1.6,3489080,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1413,2012,5,Oklahoma,OK,SPP,South,-0.3,normal,"Tuesday, May 29, 2012",8:35:00 PM,"Thursday, May 31, 2012",10:00:00 AM,severe weather,thunderstorm,NA,2245,NA,112000,9.53,7.15,5.24,7.47,1788865,1846794,1393786,5029445,35.56784098,36.71963805,27.71252096,1679296,268014,18242,1965552,85.4364,13.6356,0.9281,41769,48156,0.867368552,3.6,4499,159433,2.82187502,2,3817679,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1414,2011,8,Oklahoma,OK,SPP,South,-0.6,cold,"Monday, August 8, 2011",7:36:00 PM,"Tuesday, August 9, 2011",12:00:00 PM,islanding,NA,NA,984,92,14500,9.85,8.39,5.8,8.52,3179850,2053008,1453411,6686268,47.5579202,30.70484162,21.73725313,1667223,264782,18242,1950247,85.4878,13.5768,0.9354,40303,47586,0.846950784,4.3,3725,152608,2.440894317,1.8,3786626,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1415,2010,1,Oklahoma,OK,SPP,South,1.3,warm,"Thursday, January 28, 2010",12:00:00 PM,"Tuesday, February 2, 2010",12:00:00 PM,severe weather,winter storm,NA,7200,NA,68705,7.54,6.85,4.73,6.67,2353386,1370061,1196711,4920158,47.83151273,27.84587406,24.32261322,1660653,261932,18356,1940941,85.5592,13.4951,0.9457,38658,47287,0.817518557,0.2,3717,145334,2.557557075,1.9,3759596,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1416,2011,8,Oklahoma,OK,SPP,South,-0.6,cold,"Tuesday, August 2, 2011",10:15:00 AM,"Wednesday, August 3, 2011",9:16:00 AM,public appeal,NA,NA,1381,NA,NA,9.85,8.39,5.8,8.52,3179850,2053008,1453411,6686268,47.5579202,30.70484162,21.73725313,1667223,264782,18242,1950247,85.4878,13.5768,0.9354,40303,47586,0.846950784,4.3,3725,152608,2.440894317,1.8,3786626,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1417,2010,2,Oklahoma,OK,SPP,South,1.2,warm,"Monday, February 1, 2010",2:32:00 PM,"Monday, February 1, 2010",5:00:00 PM,severe weather,winter storm,NA,148,30,NA,8.07,6.79,4.62,6.77,1890851,1307492,1146056,4344399,43.52387983,30.0960386,26.38008157,1660653,261932,18356,1940941,85.5592,13.4951,0.9457,38658,47287,0.817518557,0.2,3717,145334,2.557557075,1.9,3759596,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1418,2007,12,Oklahoma,OK,SPP,South,-1.3,cold,"Monday, December 10, 2007",3:08:00 AM,"Wednesday, December 19, 2007",8:00:00 PM,severe weather,winter storm,NA,13972,NA,256663,7.87,6.97,5.52,6.94,1771843,1440319,1208175,4420337,40.08388953,32.58391838,27.33219209,1617944,258573,17579,1894096,85.4204,13.6515,0.9281,39289,49126,0.799759801,0.3,3682,142791,2.578593889,1.9,3634349,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1419,2015,12,Oklahoma,OK,SPP,South,2.3,warm,"Sunday, December 27, 2015",5:00:00 PM,NA,NA,severe weather,NA,NA,NA,NA,50500,9,6.85,4.65,7.01,1763543,1466024,1393208,4622775,38.14901223,31.71307278,30.137915,1723938,277386,18688,2020012,85.3430,13.7319,0.9251,43788,49844,0.878500923,0.5,4198,181045,2.318760529,1.9,3911338,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1420,2016,7,Oklahoma,OK,SPP,South,-0.3,normal,"Thursday, July 14, 2016",2:44:00 PM,"Friday, July 15, 2016",4:00:00 AM,severe weather,NA,NA,796,NA,96966,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,1736819,278027,19096,2033942,85.3918,13.6694,0.9389,44418,50660,0.876786419,1.4,4334,174173,2.488330568,1.8,3921207,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1421,2006,8,Oklahoma,OK,RFC,South,0.3,normal,"Monday, August 7, 2006",1:00:00 PM,"Monday, August 7, 2006",6:00:00 PM,public appeal,NA,NA,300,75,NA,9.1,8.18,5.89,8.09,2892233,1910077,1404038,6206348,46.60120573,30.77618271,22.62261156,1616987,249947,17810,1884744,85.7935,13.2616,0.9450,39155,48909,0.800568403,4.1,3574,140727,2.539669005,1.7,3594090,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1422,2015,11,Oklahoma,OK,SPP,South,2.2,warm,"Saturday, November 28, 2015",6:00:00 AM,NA,NA,severe weather,NA,NA,NA,NA,35000,10.26,7.09,4.72,7.25,1293106,1491552,1447320,4231978,30.55559363,35.2447957,34.19961068,1723938,277386,18688,2020012,85.3430,13.7319,0.9251,43788,49844,0.878500923,0.5,4198,181045,2.318760529,1.9,3911338,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1423,2011,8,Oklahoma,OK,SPP,South,-0.6,cold,"Monday, August 8, 2011",8:58:00 PM,"Wednesday, August 10, 2011",4:30:00 PM,severe weather,NA,NA,2612,NA,54000,9.85,8.39,5.8,8.52,3179850,2053008,1453411,6686268,47.5579202,30.70484162,21.73725313,1667223,264782,18242,1950247,85.4878,13.5768,0.9354,40303,47586,0.846950784,4.3,3725,152608,2.440894317,1.8,3786626,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1424,2013,5,Oklahoma,OK,SPP,South,-0.2,normal,"Monday, May 20, 2013",3:00:00 PM,"Wednesday, May 22, 2013",5:00:00 PM,severe weather,tornadoes,NA,3000,NA,41306,10.48,7.73,5.59,7.97,1503759,1663598,1416805,4584162,32.80335643,36.29012238,30.90652119,1693151,271698,18471,1983320,85.3695,13.6992,0.9313,42475,48396,0.877655178,1.7,4624,163660,2.825369669,2,3853405,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1425,2011,8,Oklahoma,OK,SPP,South,-0.6,cold,"Wednesday, August 3, 2011",4:29:00 PM,"Wednesday, August 3, 2011",11:40:00 PM,public appeal,NA,NA,431,300,NA,9.85,8.39,5.8,8.52,3179850,2053008,1453411,6686268,47.5579202,30.70484162,21.73725313,1667223,264782,18242,1950247,85.4878,13.5768,0.9354,40303,47586,0.846950784,4.3,3725,152608,2.440894317,1.8,3786626,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1426,2013,5,Oklahoma,OK,SPP,South,-0.2,normal,"Friday, May 31, 2013",6:00:00 PM,"Tuesday, June 4, 2013",10:30:00 AM,severe weather,tornadoes,NA,5310,NA,127000,10.48,7.73,5.59,7.97,1503759,1663598,1416805,4584162,32.80335643,36.29012238,30.90652119,1693151,271698,18471,1983320,85.3695,13.6992,0.9313,42475,48396,0.877655178,1.7,4624,163660,2.825369669,2,3853405,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1427,2013,7,Oklahoma,OK,SPP,South,-0.3,normal,"Tuesday, July 23, 2013",11:38:00 PM,"Thursday, July 25, 2013",4:30:00 AM,severe weather,thunderstorm,NA,1732,500,92748,9.85,8.42,6.01,8.43,2580355,1868361,1489622,5938338,43.45247778,31.46269209,25.08483013,1693151,271698,18471,1983320,85.3695,13.6992,0.9313,42475,48396,0.877655178,1.7,4624,163660,2.825369669,2,3853405,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1428,2011,7,Oklahoma,OK,SPP,South,-0.3,normal,"Tuesday, July 26, 2011",12:01:00 PM,"Tuesday, July 26, 2011",12:01:00 PM,intentional attack,vandalism,NA,0,0,0,9.62,8.2,6.03,8.42,3295699,2050557,1458465,6804721,48.43253676,30.1343288,21.43313444,1667223,264782,18242,1950247,85.4878,13.5768,0.9354,40303,47586,0.846950784,4.3,3725,152608,2.440894317,1.8,3786626,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1429,2004,6,Oklahoma,OK,ECAR,South,0.3,normal,"Wednesday, June 2, 2004",2:35:00 AM,"Sunday, June 6, 2004",6:00:00 PM,severe weather,thunderstorm,NA,6685,280,56874,8.75,7.71,5.06,7.45,1879178,1528135,1190588,4597901,40.87034497,33.23549159,25.89416345,1569162,238616,17420,1825198,85.9722,13.0734,0.9544,36689,47037,0.780002976,2.4,3485,129337,2.694511238,1.6,3525233,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1430,2015,11,Oklahoma,OK,SPP,South,2.2,warm,"Saturday, November 28, 2015",6:00:00 AM,"Monday, November 30, 2015",1:00:00 PM,severe weather,NA,NA,3300,NA,55609,10.26,7.09,4.72,7.25,1293106,1491552,1447320,4231978,30.55559363,35.2447957,34.19961068,1723938,277386,18688,2020012,85.3430,13.7319,0.9251,43788,49844,0.878500923,0.5,4198,181045,2.318760529,1.9,3911338,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1431,2015,12,Oklahoma,OK,SPP,South,2.3,warm,"Thursday, December 31, 2015",5:00:00 PM,"Thursday, December 31, 2015",9:40:00 PM,severe weather,public appeal,NA,280,8,1500,9,6.85,4.65,7.01,1763543,1466024,1393208,4622775,38.14901223,31.71307278,30.137915,1723938,277386,18688,2020012,85.3430,13.7319,0.9251,43788,49844,0.878500923,0.5,4198,181045,2.318760529,1.9,3911338,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1432,2012,1,Oklahoma,OK,SPP,South,-0.7,cold,"Thursday, January 5, 2012",10:28:00 AM,"Thursday, January 5, 2012",12:25:00 PM,intentional attack,vandalism,NA,117,NA,NA,8.7,7.18,5.07,7.2,1919978,1431573,1341660,4693211,40.90968848,30.5030607,28.58725082,1679296,268014,18242,1965552,85.4364,13.6356,0.9281,41769,48156,0.867368552,3.6,4499,159433,2.82187502,2,3817679,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1433,2011,5,Oklahoma,OK,SPP,South,-0.4,normal,"Tuesday, May 24, 2011",4:45:00 PM,"Thursday, May 26, 2011",5:00:00 PM,severe weather,NA,NA,2895,NA,54000,9.67,7.16,5.46,7.57,1605169,1703132,1278620,4586920,34.99448432,37.13018758,27.87534991,1667223,264782,18242,1950247,85.4878,13.5768,0.9354,40303,47586,0.846950784,4.3,3725,152608,2.440894317,1.8,3786626,66.24,20.46,1901.7,1635.8,18.8,1.9,0.68,98.13445114,1.865548863,1.865548863 +,1434,2011,1,Massachusetts,MA,NPCC,Northeast,-1.3,cold,"Wednesday, January 12, 2011",6:00:00 AM,"Wednesday, January 12, 2011",2:00:00 PM,severe weather,winter storm,NA,480,NA,80000,14.48,14.21,13.39,14.04,2008541,1522308,1355948,4923422,40.79562954,30.91971397,27.54076331,2693548,389864,21021,3104435,86.7645,12.5583,0.6771,61230,47586,1.286722986,1.5,5259,404871,1.298932252,2.3,6611797,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1435,2012,6,Massachusetts,MA,NPCC,Northeast,-0.1,normal,"Saturday, June 23, 2012",6:57:00 PM,"Saturday, June 23, 2012",7:28:00 PM,system operability disruption,NA,NA,31,51,29250,15.48,14.27,13.57,14.42,1620840,1518435,1415891,4582843,35.3675655,33.13303554,30.89547253,2699141,389272,21145,3109560,86.8014,12.5186,0.6800,62205,48156,1.291739347,1.6,5454,414029,1.31729903,2.1,6657780,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1436,2011,8,Massachusetts,MA,NPCC,Northeast,-0.6,cold,"Sunday, August 28, 2011",12:10:00 PM,"Sunday, August 28, 2011",12:11:00 PM,severe weather,NA,NA,1,NA,50000,15.09,15.06,14.14,14.76,1981664,1611983,1473878,5096565,38.88234527,31.62881274,28.91904646,2693548,389864,21021,3104435,86.7645,12.5583,0.6771,61230,47586,1.286722986,1.5,5259,404871,1.298932252,2.3,6611797,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1437,2011,1,Massachusetts,MA,NPCC,Northeast,-1.3,cold,"Tuesday, January 18, 2011",2:00:00 PM,"Tuesday, January 18, 2011",2:00:00 PM,intentional attack,vandalism,NA,0,0,0,14.48,14.21,13.39,14.04,2008541,1522308,1355948,4923422,40.79562954,30.91971397,27.54076331,2693548,389864,21021,3104435,86.7645,12.5583,0.6771,61230,47586,1.286722986,1.5,5259,404871,1.298932252,2.3,6611797,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1438,2012,4,Massachusetts,MA,NPCC,Northeast,-0.4,normal,"Wednesday, April 11, 2012",9:00:00 AM,"Wednesday, April 11, 2012",9:00:00 AM,intentional attack,vandalism,NA,0,0,0,14.8,13.28,12.11,13.33,1366005,1345674,1376521,4115849,33.18889979,32.69493123,33.44439993,2699141,389272,21145,3109560,86.8014,12.5186,0.6800,62205,48156,1.291739347,1.6,5454,414029,1.31729903,2.1,6657780,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1439,2001,3,Massachusetts,MA,NPCC,Northeast,-0.4,normal,"Tuesday, March 6, 2001",9:17:00 AM,"Tuesday, March 6, 2001",11:00:00 AM,system operability disruption,NA,NA,103,340,130000,12.08,11.08,9.23,11.15,1628801,2015810,797515,4494764,36.2377424,44.84796087,17.74320076,2525845,334813,11350,2884026,87.5805,11.6092,0.3935,54941,44719,1.228582929,0.4,5393,351495,1.534303475,2.3,6397634,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1440,2013,2,Massachusetts,MA,NPCC,Northeast,-0.4,normal,"Friday, February 8, 2013",8:55:00 PM,"Tuesday, February 12, 2013",4:00:00 AM,severe weather,winter storm,NA,4745,NA,50000,14.93,14.86,13.62,14.51,1790370,1402094,1353151,4577240,39.11461929,30.63186549,29.56259667,2708759,391856,16594,3117211,86.8969,12.5707,0.5323,61352,48396,1.267708075,-1.4,5264,411601,1.278908457,2.1,6708810,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1441,2012,4,Massachusetts,MA,NPCC,Northeast,-0.4,normal,"Saturday, April 21, 2012",3:02:00 PM,"Saturday, April 21, 2012",8:09:00 PM,intentional attack,vandalism,NA,307,NA,NA,14.8,13.28,12.11,13.33,1366005,1345674,1376521,4115849,33.18889979,32.69493123,33.44439993,2699141,389272,21145,3109560,86.8014,12.5186,0.6800,62205,48156,1.291739347,1.6,5454,414029,1.31729903,2.1,6657780,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1442,2012,10,Massachusetts,MA,NPCC,Northeast,0.3,normal,"Monday, October 29, 2012",2:40:00 PM,"Tuesday, October 30, 2012",6:16:00 PM,severe weather,hurricanes,Sandy,1656,NA,50000,14.38,13.05,11.95,13.09,1426577,1435282,1361751,4251082,33.55797418,33.76274558,32.03304476,2699141,389272,21145,3109560,86.8014,12.5186,0.6800,62205,48156,1.291739347,1.6,5454,414029,1.31729903,2.1,6657780,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1443,2012,10,Massachusetts,MA,NPCC,Northeast,0.3,normal,"Monday, October 29, 2012",2:45:00 PM,"Thursday, November 1, 2012",1:30:00 AM,severe weather,hurricanes,Sandy,3525,NA,50000,14.38,13.05,11.95,13.09,1426577,1435282,1361751,4251082,33.55797418,33.76274558,32.03304476,2699141,389272,21145,3109560,86.8014,12.5186,0.6800,62205,48156,1.291739347,1.6,5454,414029,1.31729903,2.1,6657780,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1444,2004,8,Massachusetts,MA,NPCC,Northeast,0.6,warm,"Friday, August 20, 2004",3:31:00 PM,"Friday, August 20, 2004",9:45:00 PM,severe weather,thunderstorm,NA,374,22700,380000,11.96,11.88,8.96,11.38,1830884,2379732,850810,5093293,35.94696005,46.7228569,16.7045171,2574636,366164,14681,2955487,87.1138,12.3893,0.4967,57594,47037,1.224440334,2.2,4877,369311,1.320567218,2.1,6412281,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1445,2016,3,Massachusetts,MA,NPCC,Northeast,1.6,warm,"Wednesday, March 30, 2016",9:12:00 PM,"Thursday, March 31, 2016",3:00:00 PM,intentional attack,sabotage,NA,1068,200,50500,19.84,15.56,13.21,16.75,1523262,2050879,552659,4156978,36.64349438,49.33581559,13.29472997,2740865,402936,13675,3157478,86.8055,12.7613,0.4331,65168,50660,1.286379787,3.6,5676,444685,1.276409144,2.1,6823721,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1446,2012,5,Massachusetts,MA,NPCC,Northeast,-0.3,normal,"Thursday, May 24, 2012",3:20:00 PM,"Friday, May 25, 2012",5:29:00 PM,intentional attack,vandalism,NA,1569,NA,NA,15.39,13.68,12.47,13.81,1395023,1409684,1307468,4139922,33.6968426,34.0509797,31.58194768,2699141,389272,21145,3109560,86.8014,12.5186,0.6800,62205,48156,1.291739347,1.6,5454,414029,1.31729903,2.1,6657780,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1447,2013,3,Massachusetts,MA,NPCC,Northeast,-0.3,normal,"Wednesday, March 27, 2013",10:25:00 AM,"Wednesday, March 27, 2013",12:19:00 PM,intentional attack,vandalism,NA,114,NA,NA,14.84,14.81,13.18,14.32,1752623,1430239,1358702,4574558,38.31240089,31.26507523,29.70127387,2708759,391856,16594,3117211,86.8969,12.5707,0.5323,61352,48396,1.267708075,-1.4,5264,411601,1.278908457,2.1,6708810,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1448,2003,12,Massachusetts,MA,NPCC,Northeast,0.3,normal,"Monday, December 1, 2003",6:16:00 PM,"Monday, December 1, 2003",8:11:00 PM,severe weather,wildfire,NA,115,630,3.00E+05,11.98,10.46,8.87,10.72,1783045,2174927,821809,4808251,37.08302666,45.23322514,17.09164101,2548695,363333,15279,2927308,87.0662,12.4118,0.5219,56337,45858,1.228509747,2.4,4785,361829,1.322447897,2.2,6422565,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1449,2013,7,Massachusetts,MA,NPCC,Northeast,-0.3,normal,"Wednesday, July 10, 2013",2:30:00 PM,"Wednesday, July 10, 2013",2:45:00 PM,intentional attack,vandalism,NA,15,0,0,15.2,14.19,13.9,14.52,2302346,1795088,1556419,5684134,40.5047805,31.58067702,27.38181401,2708759,391856,16594,3117211,86.8969,12.5707,0.5323,61352,48396,1.267708075,-1.4,5264,411601,1.278908457,2.1,6708810,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1450,2013,2,Massachusetts,MA,NPCC,Northeast,-0.4,normal,"Wednesday, February 13, 2013",5:39:00 PM,"Friday, February 15, 2013",5:50:00 PM,fuel supply emergency,Petroleum,NA,2891,1,1,14.93,14.86,13.62,14.51,1790370,1402094,1353151,4577240,39.11461929,30.63186549,29.56259667,2708759,391856,16594,3117211,86.8969,12.5707,0.5323,61352,48396,1.267708075,-1.4,5264,411601,1.278908457,2.1,6708810,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1451,2012,11,Massachusetts,MA,NPCC,Northeast,0.1,normal,"Thursday, November 15, 2012",5:38:00 AM,"Thursday, November 15, 2012",5:39:00 AM,intentional attack,vandalism,NA,1,0,0,13.77,13.32,12.15,13.05,1524321,1369306,1372308,4294884,35.49155227,31.88225805,31.95215517,2699141,389272,21145,3109560,86.8014,12.5186,0.6800,62205,48156,1.291739347,1.6,5454,414029,1.31729903,2.1,6657780,91.97,1.67,2016.3,1194.5,109.2,38.29,1.17,73.9056282,26.0943718,4.604889142 +,1452,2007,12,Maine,ME,NPCC,Northeast,-1.3,cold,"Saturday, December 1, 2007",6:04:00 PM,"Sunday, December 2, 2007",10:00:00 PM,fuel supply emergency,NA,NA,1676,0,0,16.74,13.49,16.48,15.53,425976,369738,252229,1047944,40.64873696,35.28222882,24.0689388,694235,87565,2820,784620,88.4804,11.1602,0.3594,38822,49126,0.790253634,-1,1028,51518,1.995419077,0.3,1327040,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1453,2011,7,Maine,ME,NPCC,Northeast,-0.3,normal,"Monday, July 11, 2011",1:30:00 PM,"Monday, July 11, 2011",1:30:00 PM,intentional attack,vandalism,NA,0,NA,0,15.11,12.07,9.27,12.51,388961,380649,260983,1030593,37.74147505,36.9349491,25.32357584,701335,88791,2823,792949,88.4464,11.1976,0.3560,37798,47586,0.794309251,-1.2,922,50193,1.836909529,0.2,1328257,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1454,2011,8,Maine,ME,NPCC,Northeast,-0.6,cold,"Thursday, August 25, 2011",12:01:00 AM,"Thursday, August 25, 2011",12:01:00 AM,intentional attack,vandalism,NA,0,0,0,15.27,12.49,8.76,12.57,387184,363560,266862,1017606,38.0485178,35.7269906,26.2244916,701335,88791,2823,792949,88.4464,11.1976,0.3560,37798,47586,0.794309251,-1.2,922,50193,1.836909529,0.2,1328257,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1455,2007,4,Maine,ME,NPCC,Northeast,-0.1,normal,"Monday, April 16, 2007",10:14:00 AM,"Wednesday, April 18, 2007",10:18:00 PM,severe weather,thunderstorm,NA,3604,NA,127545,16.85,12.3,13.2,14.24,341071,328841,245994,915907,37.2386061,35.90331769,26.85796702,694235,87565,2820,784620,88.4804,11.1602,0.3594,38822,49126,0.790253634,-1,1028,51518,1.995419077,0.3,1327040,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1456,2011,7,Maine,ME,NPCC,Northeast,-0.3,normal,"Tuesday, July 19, 2011",11:45:00 AM,"Tuesday, July 19, 2011",3:00:00 PM,intentional attack,vandalism,NA,195,NA,NA,15.11,12.07,9.27,12.51,388961,380649,260983,1030593,37.74147505,36.9349491,25.32357584,701335,88791,2823,792949,88.4464,11.1976,0.3560,37798,47586,0.794309251,-1.2,922,50193,1.836909529,0.2,1328257,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1457,2015,12,Maine,ME,NPCC,Northeast,2.3,warm,"Tuesday, December 29, 2015",8:30:00 AM,"Tuesday, December 29, 2015",8:31:00 AM,intentional attack,sabotage,NA,1,0,0,15.52,12.54,8.87,12.83,403305,337156,248955,989416,40.76192421,34.07626317,25.16181262,699241,97057,2993,799291,87.4827,12.1429,0.3745,37958,49844,0.761535992,0.4,875,51007,1.71545082,0.2,1329328,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1458,2011,7,Maine,ME,NPCC,Northeast,-0.3,normal,"Tuesday, July 12, 2011",12:00:00 PM,"Tuesday, July 12, 2011",12:00:00 PM,intentional attack,vandalism,NA,0,NA,0,15.11,12.07,9.27,12.51,388961,380649,260983,1030593,37.74147505,36.9349491,25.32357584,701335,88791,2823,792949,88.4464,11.1976,0.3560,37798,47586,0.794309251,-1.2,922,50193,1.836909529,0.2,1328257,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1459,2009,2,Maine,ME,NPCC,Northeast,-0.6,cold,"Monday, February 23, 2009",2:38:00 AM,"Tuesday, February 24, 2009",1:46:00 PM,severe weather,winter storm,NA,2108,NA,131000,16.19,14.71,11.62,14.61,371316,324214,205694,901223,41.20134528,35.9748919,22.82387378,696822,87923,2857,787602,88.4739,11.1634,0.3627,37773,46680,0.809190231,-1.8,883,50222,1.75819362,0.3,1329590,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1460,2006,1,Maine,ME,NPCC,Northeast,-0.7,cold,"Wednesday, January 18, 2006",3:16:00 PM,"Wednesday, January 18, 2006",6:34:00 PM,severe weather,storm,NA,198,75,63000,13.69,12.91,8.48,11.88,411590,353181,324124,1088895,37.7988695,32.43480776,29.76632274,685425,86406,2825,774656,88.4812,11.1541,0.3647,39197,48909,0.80142714,1,972,51882,1.873482133,0.3,1323619,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1461,2008,12,Maine,ME,NPCC,Northeast,-0.7,cold,"Friday, December 12, 2008",8:45:00 AM,"Sunday, December 14, 2008",9:52:00 PM,severe weather,winter storm,NA,3667,NA,169757,16.27,13.58,11.61,14.27,422227,363651,222930,1008808,41.85404953,36.0475928,22.09835767,695368,87761,2827,785956,88.4742,11.1661,0.3597,38453,48401,0.794467056,-1,979,51162,1.913529573,0.3,1330509,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1462,2008,2,Maine,ME,NPCC,Northeast,-1.3,cold,"Wednesday, February 13, 2008",6:43:00 PM,"Thursday, February 14, 2008",12:00:00 PM,severe weather,winter storm,NA,1037,50,50462,15.55,12.78,11.17,13.46,383515,356487,245383,985385,38.92032048,36.17743319,24.90224633,695368,87761,2827,785956,88.4742,11.1661,0.3597,38453,48401,0.794467056,-1,979,51162,1.913529573,0.3,1330509,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1463,2010,11,Maine,ME,NPCC,Northeast,-1.4,cold,"Monday, November 8, 2010",6:47:00 AM,"Monday, November 8, 2010",6:00:00 PM,severe weather,winter storm,NA,673,NA,60863,15.84,12.7,8.85,12.81,349245,319517,257496,926257,37.70497821,34.49550179,27.79962797,699625,88266,2821,790712,88.4804,11.1629,0.3568,38256,47287,0.809017277,1.3,967,50780,1.904293029,0.3,1327695,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1464,2000,3,Maine,ME,NPCC,Northeast,-1.1,cold,"Tuesday, March 14, 2000",9:06:00 PM,NA,NA,intentional attack,vandalism,NA,NA,NA,NA,12.92,9.86,7.07,9.97,281853,292566,269741,864735,32.59414734,33.83302399,31.19348702,650326,102433,1966,770617,84.3903,13.2923,0.2551,36202,44745,0.80907364,3.1,1095,46233,2.368438129,0.3,1277072,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1465,2013,12,Maine,ME,NPCC,Northeast,-0.3,normal,"Monday, December 23, 2013",3:20:00 PM,"Wednesday, December 25, 2013",11:32:00 AM,severe weather,snow/ice ,NA,2652,NA,52500,14.31,12.98,9.23,12.65,468404,347275,261602,1077281,43.48020619,32.23625034,24.28354348,704775,89336,2962,797073,88.4204,11.2080,0.3716,37447,48396,0.773762294,-0.8,938,49755,1.885237665,0.3,1328778,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1466,2013,5,Maine,ME,NPCC,Northeast,-0.2,normal,"Tuesday, May 28, 2013",1:00:00 PM,"Tuesday, May 28, 2013",6:00:00 PM,intentional attack,vandalism,NA,300,0,0,14.37,11.25,8.09,11.42,322918,311175,269084,903177,35.75356768,34.45337957,29.79305275,704775,89336,2962,797073,88.4204,11.2080,0.3716,37447,48396,0.773762294,-0.8,938,49755,1.885237665,0.3,1328778,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1467,2009,7,Maine,ME,NPCC,Northeast,0.5,warm,"Thursday, July 2, 2009",10:44:00 PM,"Friday, July 3, 2009",1:25:00 PM,islanding,NA,NA,881,0,0,15.49,12.21,9.76,12.82,363009,360846,246345,970200,37.41589363,37.19294991,25.39115646,696822,87923,2857,787602,88.4739,11.1634,0.3627,37773,46680,0.809190231,-1.8,883,50222,1.75819362,0.3,1329590,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1468,2008,7,Maine,ME,NPCC,Northeast,-0.4,normal,"Thursday, July 24, 2008",7:23:00 AM,"Thursday, July 24, 2008",5:41:00 PM,severe weather,thunderstorm; islanding,NA,618,180,110000,16.42,12.99,12.27,14.07,389897,394946,269526,1054369,36.97917902,37.45804363,25.56277736,695368,87761,2827,785956,88.4742,11.1661,0.3597,38453,48401,0.794467056,-1,979,51162,1.913529573,0.3,1330509,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1469,2012,10,Maine,ME,NPCC,Northeast,0.3,normal,"Monday, October 29, 2012",7:15:00 PM,"Tuesday, October 30, 2012",3:02:00 PM,severe weather,hurricanes,Sandy,1187,NA,50000,14.76,11.19,8.09,11.61,359759,351681,280387,991827,36.27235395,35.4578974,28.26974866,703770,89048,2780,795598,88.4580,11.1926,0.3494,37748,48156,0.783869092,-0.1,927,50152,1.848380922,0.2,1328888,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1470,2007,4,Maine,ME,NPCC,Northeast,-0.1,normal,"Thursday, April 5, 2007",9:20:00 PM,"Friday, April 6, 2007",1:10:00 PM,severe weather,winter storm,NA,950,NA,117142,16.85,12.3,13.2,14.24,341071,328841,245994,915907,37.2386061,35.90331769,26.85796702,694235,87565,2820,784620,88.4804,11.1602,0.3594,38822,49126,0.790253634,-1,1028,51518,1.995419077,0.3,1327040,38.66,12.45,1428,1360,26.7,1.17,0.39,87.17637083,12.82362917,6.540418315 +,1471,2012,10,New Hampshire,NH,NPCC,Northeast,0.3,normal,"Monday, October 29, 2012",4:45:00 PM,"Wednesday, October 31, 2012",11:00:00 AM,severe weather,hurricanes,Sandy,2535,NA,50000,16.03,13.21,11.95,14.02,312733,363595,162643,838970,37.27582631,43.33826001,19.38603287,601697,104978,3444,710119,84.7319,14.7832,0.4850,47990,48156,0.99655287,0.6,1080,63410,1.703201388,0.4,1321393,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1472,2012,11,New Hampshire,NH,NPCC,Northeast,0.1,normal,"Wednesday, November 7, 2012",2:21:00 PM,"Wednesday, November 7, 2012",2:48:00 PM,intentional attack,vandalism,NA,27,0,0,15.9,13.4,12.09,14.17,334870,346235,152090,833194,40.19111996,41.55514802,18.25385204,601697,104978,3444,710119,84.7319,14.7832,0.4850,47990,48156,0.99655287,0.6,1080,63410,1.703201388,0.4,1321393,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1473,2012,2,New Hampshire,NH,NPCC,Northeast,-0.5,cold,"Thursday, February 23, 2012",11:12:00 PM,"Friday, February 24, 2012",1:00:00 AM,intentional attack,vandalism,NA,108,0,0,16.12,13.53,11.64,14.31,392398,359736,160593,912727,42.9918256,39.41331855,17.59485586,601697,104978,3444,710119,84.7319,14.7832,0.4850,47990,48156,0.99655287,0.6,1080,63410,1.703201388,0.4,1321393,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1474,2011,7,New Hampshire,NH,NPCC,Northeast,-0.3,normal,"Sunday, July 24, 2011",2:34:00 PM,"Sunday, July 24, 2011",3:47:00 PM,intentional attack,vandalism,NA,73,0,0,16.29,13.99,12.37,14.65,402498,411159,171452,985109,40.85821975,41.7374118,17.40436845,599532,104610,3491,707633,84.7236,14.7831,0.4933,47697,47586,1.002332619,0.9,1328,62870,2.112295212,0.5,1318344,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1475,2011,3,New Hampshire,NH,NPCC,Northeast,-0.7,cold,"Thursday, March 17, 2011",7:40:00 AM,"Thursday, March 17, 2011",11:00:00 AM,intentional attack,vandalism,NA,200,NA,NA,16.43,14.15,12.46,14.83,381623,357034,153338,891995,42.78308735,40.02645755,17.1904551,599532,104610,3491,707633,84.7236,14.7831,0.4933,47697,47586,1.002332619,0.9,1328,62870,2.112295212,0.5,1318344,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1476,2012,10,New Hampshire,NH,NPCC,Northeast,0.3,normal,"Tuesday, October 30, 2012",1:20:00 PM,"Tuesday, October 30, 2012",1:25:00 PM,intentional attack,vandalism,NA,5,0,0,16.03,13.21,11.95,14.02,312733,363595,162643,838970,37.27582631,43.33826001,19.38603287,601697,104978,3444,710119,84.7319,14.7832,0.4850,47990,48156,0.99655287,0.6,1080,63410,1.703201388,0.4,1321393,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1477,2011,5,New Hampshire,NH,NPCC,Northeast,-0.4,normal,"Tuesday, May 10, 2011",1:45:00 PM,"Tuesday, May 10, 2011",3:00:00 PM,intentional attack,vandalism,NA,75,0,0,16.9,14.32,12.47,14.96,300807,330201,148837,779845,38.57266508,42.34187563,19.08545929,599532,104610,3491,707633,84.7236,14.7831,0.4933,47697,47586,1.002332619,0.9,1328,62870,2.112295212,0.5,1318344,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1478,2011,5,New Hampshire,NH,NPCC,Northeast,-0.4,normal,"Thursday, May 5, 2011",9:15:00 AM,"Thursday, May 5, 2011",9:15:00 AM,intentional attack,vandalism,NA,0,0,0,16.9,14.32,12.47,14.96,300807,330201,148837,779845,38.57266508,42.34187563,19.08545929,599532,104610,3491,707633,84.7236,14.7831,0.4933,47697,47586,1.002332619,0.9,1328,62870,2.112295212,0.5,1318344,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1479,2013,5,New Hampshire,NH,NPCC,Northeast,-0.2,normal,"Tuesday, May 14, 2013",10:25:00 AM,"Tuesday, May 14, 2013",11:42:00 AM,intentional attack,vandalism,NA,77,NA,NA,16.9,13.39,11.1,14.26,309608,352744,162190,824542,37.54908786,42.7805982,19.67031394,603628,105461,3371,712460,84.7245,14.8024,0.4731,47975,48396,0.991300934,0,1045,63453,1.646888248,0.4,1322660,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1480,2007,4,New Hampshire,NH,NPCC,Northeast,-0.1,normal,"Monday, April 16, 2007",8:00:00 AM,"Monday, April 16, 2007",7:00:00 PM,severe weather,thunderstorm,NA,660,NA,102568,14.92,14.01,11.9,13.94,336724,344898,174224,855846,39.34399413,40.2990725,20.35693337,592238,101848,3230,697316,84.9311,14.6057,0.4632,47522,49126,0.967349265,-0.4,1223,62375,1.960721443,0.4,1312540,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1481,2011,5,New Hampshire,NH,NPCC,Northeast,-0.4,normal,"Monday, May 9, 2011",1:11:00 PM,"Monday, May 9, 2011",1:11:00 PM,intentional attack,vandalism,NA,0,0,0,16.9,14.32,12.47,14.96,300807,330201,148837,779845,38.57266508,42.34187563,19.08545929,599532,104610,3491,707633,84.7236,14.7831,0.4933,47697,47586,1.002332619,0.9,1328,62870,2.112295212,0.5,1318344,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1482,2011,3,New Hampshire,NH,NPCC,Northeast,-0.7,cold,"Monday, March 21, 2011",12:57:00 AM,"Monday, March 21, 2011",2:29:00 AM,intentional attack,vandalism,NA,92,NA,NA,16.43,14.15,12.46,14.83,381623,357034,153338,891995,42.78308735,40.02645755,17.1904551,599532,104610,3491,707633,84.7236,14.7831,0.4933,47697,47586,1.002332619,0.9,1328,62870,2.112295212,0.5,1318344,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1483,2011,11,New Hampshire,NH,NPCC,Northeast,-1,cold,"Sunday, November 13, 2011",11:30:00 AM,"Sunday, November 13, 2011",12:00:00 PM,intentional attack,vandalism,NA,30,0,0,16.65,13.92,11.89,14.62,324072,338033,154109,816214,39.70429324,41.41475152,18.88095524,599532,104610,3491,707633,84.7236,14.7831,0.4933,47697,47586,1.002332619,0.9,1328,62870,2.112295212,0.5,1318344,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1484,2012,11,New Hampshire,NH,NPCC,Northeast,0.1,normal,"Tuesday, November 27, 2012",1:07:00 PM,"Tuesday, November 27, 2012",1:40:00 PM,intentional attack,vandalism,NA,33,0,0,15.9,13.4,12.09,14.17,334870,346235,152090,833194,40.19111996,41.55514802,18.25385204,601697,104978,3444,710119,84.7319,14.7832,0.4850,47990,48156,0.99655287,0.6,1080,63410,1.703201388,0.4,1321393,60.3,12.97,1232.6,1364.9,62.9,7.19,1.4,95.76425286,4.24644347,3.50839662 +,1485,2011,1,Nevada,NV,WECC,West,-1.3,cold,"Wednesday, January 26, 2011",9:25:00 AM,"Thursday, January 27, 2011",5:00:00 PM,intentional attack,vandalism,NA,1895,0,0,11.6,9.19,5.57,8.6,905513,665044,1028685,2599927,34.82840095,25.57933357,39.56591858,1067944,155395,3506,1226846,87.0479,12.6662,0.2858,43886,47586,0.922246039,0.1,2191,119308,1.836423375,0.7,2718819,94.2,7.69,3314.8,1272.7,1.4,0.7,0.15,99.28462902,0.71537098,0.71537098 +,1486,2013,6,Nevada,NV,WECC,West,-0.2,normal,"Friday, June 21, 2013",7:40:00 AM,"Friday, June 21, 2013",12:14:00 PM,intentional attack,vandalism,NA,274,NA,1100,11.56,8.51,7.07,9.23,1455674,896689,1265331,3618500,40.22865828,24.7806826,34.96838469,1094770,158355,3783,1256909,87.1002,12.5988,0.3010,42505,48396,0.878275064,-1.6,1901,118651,1.602177816,0.7,2790366,94.2,7.69,3314.8,1272.7,1.4,0.7,0.15,99.28462902,0.71537098,0.71537098 +,1487,2015,12,Nevada,NV,WECC,West,2.3,warm,"Tuesday, December 8, 2015",2:00:00 PM,"Tuesday, December 8, 2015",2:01:00 PM,intentional attack,sabotage,NA,1,0,0,12.41,8.71,5.07,8.46,885810,743699,1090123,2720283,32.56315611,27.33903053,40.07388202,1126220,160492,3682,1290395,87.2772,12.4374,0.2853,43632,49844,0.875371158,1,1843,127020,1.450952606,0.7,2890845,94.2,7.69,3314.8,1272.7,1.4,0.7,0.15,99.28462902,0.71537098,0.71537098 +,1488,2011,5,Nevada,NV,WECC,West,-0.4,normal,"Saturday, May 21, 2011",5:00:00 PM,"Sunday, May 22, 2011",6:34:00 PM,intentional attack,vandalism,NA,1534,56,NA,12.06,9.25,5.64,8.5,742042,749358,1116399,2608404,28.44812383,28.72860186,42.80008005,1067944,155395,3506,1226846,87.0479,12.6662,0.2858,43886,47586,0.922246039,0.1,2191,119308,1.836423375,0.7,2718819,94.2,7.69,3314.8,1272.7,1.4,0.7,0.15,99.28462902,0.71537098,0.71537098 +,1489,2012,10,Nevada,NV,WECC,West,0.3,normal,"Monday, October 29, 2012",3:00:00 PM,"Monday, October 29, 2012",3:01:00 PM,intentional attack,NA,NA,1,NA,NA,12.04,8.9,6.54,8.84,815761,759764,1151673,2727874,29.90464369,27.85187292,42.21870218,1080583,155927,3748,1240259,87.1256,12.5721,0.3022,43209,48156,0.897271368,-1.5,1912,119051,1.606034389,0.7,2754874,94.2,7.69,3314.8,1272.7,1.4,0.7,0.15,99.28462902,0.71537098,0.71537098 +,1490,2016,3,Nevada,NV,WECC,West,1.6,warm,"Sunday, March 27, 2016",12:00:00 PM,"Sunday, March 27, 2016",1:00:00 PM,intentional attack,sabotage,NA,60,NA,110000,12.28,8.3,4.82,7.95,707701,729576,1063371,2501277,28.29358764,29.16814091,42.5131243,1143667,161594,3654,1308916,87.3751,12.3456,0.2792,44142,50660,0.871338334,1.2,1869,129746,1.440506836,0.7,2939254,94.2,7.69,3314.8,1272.7,1.4,0.7,0.15,99.28462902,0.71537098,0.71537098 +,1491,2012,1,Nevada,NV,WECC,West,-0.7,cold,"Wednesday, January 11, 2012",7:19:00 AM,"Wednesday, January 11, 2012",9:07:00 AM,intentional attack,vandalism,NA,108,0,0,11.38,8.65,5.2,8.25,904275,658781,1015819,2579567,35.05530192,25.53843339,39.37943849,1080583,155927,3748,1240259,87.1256,12.5721,0.3022,43209,48156,0.897271368,-1.5,1912,119051,1.606034389,0.7,2754874,94.2,7.69,3314.8,1272.7,1.4,0.7,0.15,99.28462902,0.71537098,0.71537098 +,1492,2013,5,Colorado,CO,WECC,Southwest,-0.2,normal,"Wednesday, May 1, 2013",9:22:00 AM,"Wednesday, May 1, 2013",9:24:00 AM,islanding,NA,NA,2,123,35230,11.65,9.77,7.21,9.61,1339530,1633889,1244543,4223288,31.71770431,38.68760549,29.46857993,2169365,358800,16172,2544338,85.2625,14.1019,0.6356,50807,48396,1.049818167,0.5,3982,267858,1.486608576,1.4,5271132,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1493,2013,4,Colorado,CO,WECC,Southwest,-0.2,normal,"Wednesday, April 3, 2013",11:05:00 AM,"Wednesday, April 3, 2013",2:00:00 PM,intentional attack,sabotage,NA,175,0,0,11.64,9.48,7.02,9.47,1302365,1584036,1166461,4058095,32.09301409,39.03398023,28.74405355,2169365,358800,16172,2544338,85.2625,14.1019,0.6356,50807,48396,1.049818167,0.5,3982,267858,1.486608576,1.4,5271132,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1494,2005,6,Colorado,CO,WECC,Southwest,0.2,normal,"Tuesday, June 28, 2005",11:30:00 AM,NA,NA,fuel supply emergency,Coal,NA,NA,0,0,9.11,8.03,5.68,7.77,1330446,1679740,1062563,4074285,32.65471119,41.22784734,26.0797416,1994548,342535,12837,2349921,84.8772,14.5764,0.5463,51847,48090,1.07812435,3.2,3178,240150,1.323339579,1.4,4631888,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1495,2011,10,Colorado,CO,WECC,Southwest,-0.9,cold,"Wednesday, October 26, 2011",5:00:00 AM,"Thursday, October 27, 2011",3:00:00 PM,severe weather,NA,NA,2040,NA,204000,11.04,9.51,7.13,9.28,1337516,1630130,1265295,4237235,31.56577343,38.47155043,29.86133646,2141780,347903,16425,2506109,85.4624,13.8822,0.6554,50069,47586,1.052179212,-0.2,3976,256338,1.551077094,1.6,5119480,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1496,2009,7,Colorado,CO,WECC,Southwest,0.5,warm,"Monday, July 20, 2009",9:50:00 PM,"Wednesday, July 22, 2009",7:00:00 PM,severe weather,thunderstorm,NA,2710,150,86058,10.38,8.83,6.81,8.83,1673977,1790235,1279188,4746909,35.26456901,37.71369959,26.94780962,2111623,349267,14918,2475809,85.2902,14.1072,0.6026,50296,46680,1.077463582,-2.8,3113,250082,1.244791708,1.4,4972195,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1497,2011,7,Colorado,CO,WECC,Southwest,-0.3,normal,"Wednesday, July 13, 2011",5:19:00 PM,"Wednesday, July 13, 2011",10:03:00 PM,system operability disruption,NA,NA,284,580,NA,12.16,10.03,7.8,10.19,1872748,1898228,1407342,5182136,36.13853438,36.63022352,27.15756591,2141780,347903,16425,2506109,85.4624,13.8822,0.6554,50069,47586,1.052179212,-0.2,3976,256338,1.551077094,1.6,5119480,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1498,2015,2,Colorado,CO,WECC,Southwest,0.5,warm,"Monday, February 9, 2015",11:30:00 AM,"Monday, February 9, 2015",1:15:00 PM,intentional attack,sabotage,NA,105,NA,NA,11.7,9.68,7.03,9.62,1418604,1509422,1174945,4108146,34.53148939,36.74217031,28.60037107,2225725,365563,16229,2607518,85.3580,14.0196,0.6224,52920,49844,1.061712543,1.7,3762,288380,1.304528747,1.5,5456574,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1499,2016,3,Colorado,CO,WECC,Southwest,1.6,warm,"Wednesday, March 23, 2016",5:00:00 AM,"Friday, March 25, 2016",11:59:00 PM,severe weather,NA,NA,4019,0,0,11.35,8.99,6.71,9.13,1425438,1640673,1211062,4282715,33.28351291,38.30918004,28.27790315,2260068,367001,16245,2643315,85.5013,13.8841,0.6146,52863,50660,1.043485985,-0.1,3821,292336,1.307057632,1.4,5530105,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1500,2012,10,Colorado,CO,WECC,Southwest,0.3,normal,"Tuesday, October 30, 2012",3:00:00 PM,"Tuesday, October 30, 2012",3:01:00 PM,intentional attack,vandalism,NA,1,NA,NA,11.33,9.7,7.32,9.5,1355298,1598629,1295331,4253635,31.86211323,37.58265578,30.45233077,2149637,348752,16017,2514407,85.4928,13.8701,0.6370,50547,48156,1.049651134,1,4326,262427,1.648458428,1.7,5191731,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1501,2010,6,Colorado,CO,WECC,Southwest,-0.4,normal,"Monday, June 7, 2010",6:29:00 PM,"Tuesday, June 8, 2010",1:00:00 AM,system operability disruption,NA,NA,391,300,31000,11.89,10.19,7.08,9.86,1535102,1685020,1316004,4539747,33.81470377,37.11704639,28.98848768,2128507,350073,15060,2493641,85.3574,14.0386,0.6039,50194,47287,1.06147567,-0.2,3727,253406,1.470762334,1.5,5048254,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1502,2006,2,Colorado,CO,WECC,Southwest,-0.6,cold,"Saturday, February 18, 2006",8:50:00 AM,"Saturday, February 18, 2006",4:09:00 PM,system operability disruption,NA,NA,439,428,NA,9.23,8.05,6.01,7.96,1316069,1480500,911618,3709983,35.4737205,39.90584323,24.57202634,2030827,345297,13409,2389534,84.9884,14.4504,0.5612,51736,48909,1.057801223,-0.2,3515,244218,1.439287849,1.6,4720423,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1503,2012,6,Colorado,CO,WECC,Southwest,-0.1,normal,"Friday, June 8, 2012",5:20:00 PM,"Friday, June 8, 2012",5:25:00 PM,system operability disruption,NA,NA,5,120,30379,12.01,9.93,7.03,9.8,1596881,1828313,1354137,4783529,33.38290622,38.22100796,28.30832634,2149637,348752,16017,2514407,85.4928,13.8701,0.6370,50547,48156,1.049651134,1,4326,262427,1.648458428,1.7,5191731,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1504,2012,10,Colorado,CO,WECC,Southwest,0.3,normal,"Thursday, October 25, 2012",2:39:00 PM,"Thursday, October 25, 2012",6:00:00 PM,intentional attack,vandalism,NA,201,0,0,11.33,9.7,7.32,9.5,1355298,1598629,1295331,4253635,31.86211323,37.58265578,30.45233077,2149637,348752,16017,2514407,85.4928,13.8701,0.6370,50547,48156,1.049651134,1,4326,262427,1.648458428,1.7,5191731,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1505,2006,10,Colorado,CO,MRO,Southwest,0.7,warm,"Thursday, October 26, 2006",5:30:00 AM,"Friday, October 27, 2006",5:10:00 PM,severe weather,winter storm,NA,2140,NA,65000,8.93,7.33,5.97,7.46,1222570,1720312,1074931,4019838,30.41341467,42.79555544,26.74065472,2030827,345297,13409,2389534,84.9884,14.4504,0.5612,51736,48909,1.057801223,-0.2,3515,244218,1.439287849,1.6,4720423,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1506,2012,2,Colorado,CO,WECC,Southwest,-0.5,cold,"Saturday, February 11, 2012",8:47:00 AM,"Saturday, February 11, 2012",10:30:00 AM,intentional attack,vandalism,NA,103,0,0,10.76,8.86,6.45,8.85,1454017,1527466,1159556,4145577,35.07393543,36.84567914,27.97091937,2149637,348752,16017,2514407,85.4928,13.8701,0.6370,50547,48156,1.049651134,1,4326,262427,1.648458428,1.7,5191731,86.15,9.29,2836.1,1732.2,6.8,1.47,0.26,99.56577709,0.434222914,0.434222914 +,1507,2002,NA,Kansas,KS,SPP,South,NA,NA,NA,NA,NA,NA,severe weather,winter storm,NA,NA,550,270000,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,1157820,194996,12885,1379347,83.9397,14.1368,0.9341,40525,45097,0.898618533,1.1,2462,109966,2.238873834,1.1,2713535,74.2,24.03,2176.5,1983,9.1,1.19,0.42,99.3692117,0.632003695,0.632003695 +,1508,2015,3,Kansas,KS,SPP,South,0.6,warm,"Thursday, March 19, 2015",6:30:00 PM,"Thursday, March 19, 2015",9:37:00 PM,intentional attack,vandalism,NA,187,NA,NA,12.05,10.04,7.32,9.88,960973,1179590,883995,3024559,31.77233441,39.00039642,29.2272361,1231830,228411,24155,1484396,82.9853,15.3875,1.6273,45558,49844,0.914011717,0,2290,135967,1.684232203,1.1,2911641,74.2,24.03,2176.5,1983,9.1,1.19,0.42,99.3692117,0.632003695,0.632003695 +,1509,2015,12,Kansas,KS,SPP,South,2.3,warm,"Wednesday, December 2, 2015",1:03:00 PM,"Thursday, December 3, 2015",12:29:00 PM,intentional attack,vandalism,NA,1406,0,0,12.29,9.9,7.15,9.93,1040401,1180622,871372,3092395,33.64385856,38.17824049,28.17790095,1231830,228411,24155,1484396,82.9853,15.3875,1.6273,45558,49844,0.914011717,0,2290,135967,1.684232203,1.1,2911641,74.2,24.03,2176.5,1983,9.1,1.19,0.42,99.3692117,0.632003695,0.632003695 +,1510,2015,4,Kansas,KS,SPP,South,0.7,warm,"Friday, April 3, 2015",2:00:00 AM,"Friday, April 3, 2015",7:48:00 AM,severe weather,thunderstorm,NA,348,NA,70000,13.04,10.18,7.38,10.03,716548,1135370,874533,2726452,26.2813356,41.64276503,32.0758627,1231830,228411,24155,1484396,82.9853,15.3875,1.6273,45558,49844,0.914011717,0,2290,135967,1.684232203,1.1,2911641,74.2,24.03,2176.5,1983,9.1,1.19,0.42,99.3692117,0.632003695,0.632003695 +,1511,2007,12,Kansas,KS,MRO,South,-1.3,cold,"Tuesday, December 11, 2007",4:00:00 AM,"Thursday, December 20, 2007",3:30:00 PM,severe weather,winter storm,NA,13650,500,95000,7.29,6.19,4.98,6.25,1144748,1235580,890474,3270802,34.99900025,37.77605615,27.22494361,1250241,230660,18303,1499204,83.3937,15.3855,1.2208,45206,49126,0.920205187,3.4,2395,125844,1.903149932,1.1,2783785,74.2,24.03,2176.5,1983,9.1,1.19,0.42,99.3692117,0.632003695,0.632003695 +,1512,2015,12,Kansas,KS,SPP,South,2.3,warm,"Saturday, December 5, 2015",9:00:00 PM,"Saturday, December 5, 2015",10:30:00 PM,intentional attack,vandalism,NA,90,0,0,12.29,9.9,7.15,9.93,1040401,1180622,871372,3092395,33.64385856,38.17824049,28.17790095,1231830,228411,24155,1484396,82.9853,15.3875,1.6273,45558,49844,0.914011717,0,2290,135967,1.684232203,1.1,2911641,74.2,24.03,2176.5,1983,9.1,1.19,0.42,99.3692117,0.632003695,0.632003695 +,1513,2011,6,Kansas,KS,SPP,South,-0.3,normal,"Sunday, June 26, 2011",4:46:00 PM,"Monday, June 27, 2011",7:59:00 AM,public appeal,NA,NA,913,NA,NA,11.15,9.26,7.08,9.45,1466261,1458593,933369,3858223,38.00353168,37.80478733,24.19168099,1215411,221844,23986,1461241,83.1766,15.1819,1.6415,45697,47586,0.960303451,3.3,3074,131149,2.343898924,1.4,2869917,74.2,24.03,2176.5,1983,9.1,1.19,0.42,99.3692117,0.632003695,0.632003695 +,1514,2015,6,Kansas,KS,SPP,South,1,warm,"Friday, June 26, 2015",2:00:00 AM,NA,NA,severe weather,NA,NA,NA,NA,110000,12.72,10.32,7.53,10.48,1361070,1404843,956342,3722254,36.56574753,37.74172853,25.6925508,1231830,228411,24155,1484396,82.9853,15.3875,1.6273,45558,49844,0.914011717,0,2290,135967,1.684232203,1.1,2911641,74.2,24.03,2176.5,1983,9.1,1.19,0.42,99.3692117,0.632003695,0.632003695 +,1515,2005,1,Kansas,KS,SPP,South,0.7,warm,"Tuesday, January 4, 2005",6:00:00 PM,"Friday, January 14, 2005",12:00:00 PM,severe weather,winter storm,NA,14040,200,211000,6.84,5.96,4.58,5.88,1153298,1129041,907807,3190147,36.15187639,35.3915039,28.45658836,1190245,212305,17004,1419554,83.8464,14.9558,1.1978,42502,48090,0.883801206,2.3,2295,116681,1.966901209,1.1,2745299,74.2,24.03,2176.5,1983,9.1,1.19,0.42,99.3692117,0.632003695,0.632003695 +,1516,2008,12,Hawaii,HI,HI,NA,-0.7,cold,"Friday, December 26, 2008",6:13:00 PM,"Saturday, December 27, 2008",5:00:00 PM,severe weather,thunderstorm,NA,1367,1060,294000,29.28,26.28,22.43,25.78,253625,275383,306397,835405,30.35952622,32.96401147,36.67646231,409668,61684,673,472025,86.7895,13.0680,0.1426,50565,48401,1.04470982,-0.7,1646,67364,2.443441601,0.5,1332213,91.93,20.47,3180.8,1664.7,18.2,6.12,2.6,58.75411636,41.24588364,0.384193194 +,1517,2011,5,Hawaii,HI,PR,NA,-0.4,normal,"Monday, May 2, 2011",5:06:00 PM,"Monday, May 2, 2011",8:00:00 PM,severe weather,NA,NA,174,220,62000,34.58,32.14,27.85,31.29,249369,292304,310682,852355,29.25647178,34.29369218,36.44983604,417531,60043,698,478272,87.2999,12.5542,0.1459,49110,47586,1.032026226,0.4,1935,67686,2.858789114,0.6,1378227,91.93,20.47,3180.8,1664.7,18.2,6.12,2.6,58.75411636,41.24588364,0.384193194 +,1518,2006,10,Hawaii,HI,HECO,NA,0.7,warm,"Sunday, October 15, 2006",7:09:00 AM,"Sunday, October 15, 2006",4:12:00 PM,severe weather,earthquake,NA,543,110,59886,23.25,21.26,17.71,20.54,274609,307570,340735,922915,29.75452777,33.32592926,36.91943462,401592,61334,689,463615,86.6219,13.2295,0.1486,50358,48909,1.029626449,1.1,1436,65956,2.177209048,0.5,1309731,91.93,20.47,3180.8,1664.7,18.2,6.12,2.6,58.75411636,41.24588364,0.384193194 +,1519,2006,6,Hawaii,HI,HECO,NA,0,normal,"Thursday, June 1, 2006",2:12:00 PM,"Thursday, June 1, 2006",6:09:00 PM,system operability disruption,NA,NA,237,120,29300,24.09,22.06,18.74,21.45,265474,298487,327618,891580,29.77567913,33.47843155,36.74577716,401592,61334,689,463615,86.6219,13.2295,0.1486,50358,48909,1.029626449,1.1,1436,65956,2.177209048,0.5,1309731,91.93,20.47,3180.8,1664.7,18.2,6.12,2.6,58.75411636,41.24588364,0.384193194 +,1520,2006,10,Hawaii,HI,HECO,NA,0.7,warm,"Sunday, October 15, 2006",7:09:00 AM,"Monday, October 16, 2006",2:55:00 PM,severe weather,earthquake,NA,1906,1170,291000,23.25,21.26,17.71,20.54,274609,307570,340735,922915,29.75452777,33.32592926,36.91943462,401592,61334,689,463615,86.6219,13.2295,0.1486,50358,48909,1.029626449,1.1,1436,65956,2.177209048,0.5,1309731,91.93,20.47,3180.8,1664.7,18.2,6.12,2.6,58.75411636,41.24588364,0.384193194 +,1521,2016,7,Idaho,ID,WECC,Northwest,-0.3,normal,"Tuesday, July 19, 2016",3:45:00 PM,"Tuesday, July 19, 2016",7:29:00 PM,system operability disruption,uncontrolled loss,NA,224,290,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,714365,107551,27847,849763,84.0664,12.6566,3.2770,36256,50660,0.715673115,2.7,960,60911,1.576070004,0.4,1680026,70.58,20.06,2216.8,2004.7,5.6,0.6,0.19,98.89193361,1.108066388,1.108066388 +,1522,2011,12,Idaho,ID,WECC,Northwest,-0.9,cold,"Wednesday, December 21, 2011",10:30:00 AM,"Wednesday, December 21, 2011",10:30:00 AM,intentional attack,vandalism,NA,0,0,0,7.43,5.76,4.28,6.12,939839,531824,559868,2031531,46.26259703,26.17848312,27.55891985,667243,101424,26258,794925,83.9379,12.7589,3.3032,34481,47586,0.724603875,-0.7,1078,54611,1.97396129,0.4,1584134,70.58,20.06,2216.8,2004.7,5.6,0.6,0.19,98.89193361,1.108066388,1.108066388 +,1523,2004,6,Idaho,ID,WECC,Northwest,0.3,normal,"Wednesday, June 23, 2004",5:35:00 PM,"Wednesday, June 23, 2004",7:10:00 PM,system operability disruption,NA,NA,95,157,35000,6.69,5.66,4.17,5.13,505197,460840,1068086,2034123,24.83610873,22.6554638,52.50842746,588363,88118,24659,701140,83.9152,12.5678,3.5170,35331,47037,0.751132088,2.8,873,49173,1.775364529,0.3,1391802,70.58,20.06,2216.8,2004.7,5.6,0.6,0.19,98.89193361,1.108066388,1.108066388 +,1524,2011,1,Idaho,ID,WECC,Northwest,-1.3,cold,"Sunday, January 23, 2011",7:00:00 AM,"Sunday, January 23, 2011",1:00:00 PM,intentional attack,vandalism,NA,360,0,0,7.82,6.46,4.46,6.54,956615,535236,571321,2063171,46.36624885,25.94239644,27.69140318,667243,101424,26258,794925,83.9379,12.7589,3.3032,34481,47586,0.724603875,-0.7,1078,54611,1.97396129,0.4,1584134,70.58,20.06,2216.8,2004.7,5.6,0.6,0.19,98.89193361,1.108066388,1.108066388 +,1525,2003,6,Idaho,ID,WECC,Northwest,-0.1,normal,"Sunday, June 15, 2003",3:12:00 PM,"Monday, June 16, 2003",5:00:00 PM,public appeal,NA,NA,1548,0,0,6.31,5.17,4.24,4.94,486619,438051,1090839,2015509,24.14372747,21.73401359,54.12225894,576895,86610,23829,687334,83.9323,12.6009,3.4669,34383,45858,0.749771032,1.5,859,46877,1.832455149,0.3,1363380,70.58,20.06,2216.8,2004.7,5.6,0.6,0.19,98.89193361,1.108066388,1.108066388 +,1526,2011,6,Idaho,ID,WECC,Northwest,-0.3,normal,"Wednesday, June 15, 2011",4:00:00 PM,"Thursday, June 16, 2011",6:30:00 AM,intentional attack,vandalism,NA,870,NA,NA,8.45,6.95,5.95,6.91,538659,460826,887385,1886871,28.54773856,24.42276128,47.02944716,667243,101424,26258,794925,83.9379,12.7589,3.3032,34481,47586,0.724603875,-0.7,1078,54611,1.97396129,0.4,1584134,70.58,20.06,2216.8,2004.7,5.6,0.6,0.19,98.89193361,1.108066388,1.108066388 +,1527,2016,3,Idaho,ID,WECC,Northwest,1.6,warm,"Tuesday, March 8, 2016",12:00:00 AM,"Tuesday, March 8, 2016",12:00:00 AM,intentional attack,sabotage,NA,0,0,0,9.8,7.66,5.98,8.05,678472,499372,479761,1657605,40.93086109,30.12611569,28.94302322,714365,107551,27847,849763,84.0664,12.6566,3.2770,36256,50660,0.715673115,2.7,960,60911,1.576070004,0.4,1680026,70.58,20.06,2216.8,2004.7,5.6,0.6,0.19,98.89193361,1.108066388,1.108066388 +,1528,2016,3,Idaho,ID,WECC,Northwest,1.6,warm,"Tuesday, March 1, 2016",1:35:00 PM,NA,NA,intentional attack,vandalism,NA,NA,0,0,9.8,7.66,5.98,8.05,678472,499372,479761,1657605,40.93086109,30.12611569,28.94302322,714365,107551,27847,849763,84.0664,12.6566,3.2770,36256,50660,0.715673115,2.7,960,60911,1.576070004,0.4,1680026,70.58,20.06,2216.8,2004.7,5.6,0.6,0.19,98.89193361,1.108066388,1.108066388 +,1529,2016,7,Idaho,ID,WECC,Northwest,-0.3,normal,"Tuesday, July 19, 2016",3:45:00 PM,"Tuesday, July 19, 2016",7:25:00 PM,system operability disruption,uncontrolled loss,NA,220,485,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,714365,107551,27847,849763,84.0664,12.6566,3.2770,36256,50660,0.715673115,2.7,960,60911,1.576070004,0.4,1680026,70.58,20.06,2216.8,2004.7,5.6,0.6,0.19,98.89193361,1.108066388,1.108066388 +,1530,2011,12,North Dakota,ND,MRO,West North Central,-0.9,cold,"Tuesday, December 6, 2011",8:00:00 AM,"Tuesday, December 6, 2011",8:00:00 PM,public appeal,NA,NA,720,155,34500,8.41,7.8,6.2,7.56,488853,438133,386693,1313678,37.21254371,33.35162802,29.43590438,330738,60017,3639,394394,83.8598,15.2175,0.9227,57012,47586,1.19808347,9.8,934,39067,2.390764584,0.5,685326,59.9,19.9,2192.2,1868.2,3.9,0.27,0.1,97.59964921,2.401765255,2.401765255 +,1531,2006,NA,North Dakota,ND,MRO,West North Central,NA,NA,NA,NA,NA,NA,fuel supply emergency,Coal,NA,NA,1650,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,309997,53709,2331,366037,84.6901,14.6731,0.6368,42913,48909,0.877404977,3.5,1019,27868,3.656523611,0.7,649422,59.9,19.9,2192.2,1868.2,3.9,0.27,0.1,97.59964921,2.401765255,2.401765255 +,1532,2009,8,South Dakota,SD,RFC,West North Central,0.5,warm,"Saturday, August 29, 2009",10:54:00 PM,"Saturday, August 29, 2009",11:53:00 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failure,failure,NA,NA,35,14273,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,230534,38074,854,273530,84.2811,13.9195,0.3122,57401,44745,1.282847246,-2.2,724,36046,2.008544637,0.2,627963,66.02,21.56,1802.6,1276,0.4,0.05,0.02,85.76115446,14.23884554,2.901181874 \ No newline at end of file diff --git a/template.ipynb b/template.ipynb new file mode 100644 index 0000000..d0c39bf --- /dev/null +++ b/template.ipynb @@ -0,0 +1,83749 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Predicting Outage Severity in terms of Duration\n", + "\n", + "**Name(s)**: (Natasha Lie, TQ Zhang)\n", + "\n", + "**Website Link**: (https://tqzhang04.github.io/outage-severity-analysis/)" + ] + }, + { + "cell_type": "code", + "execution_count": 1217, + "metadata": { + "ExecuteTime": { + "end_time": "2019-10-31T23:36:28.652554Z", + "start_time": "2019-10-31T23:36:27.180520Z" + } + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from pathlib import Path\n", + "import re\n", + "\n", + "# datavis tools\n", + "import plotly.express as px\n", + "pd.options.plotting.backend = 'plotly'\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import folium\n", + "\n", + "import scipy.stats\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "# from dsc80_utils import * # Feel free to uncomment and use this." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 1: Introduction" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We chose the Power Outages Dataframe as we feel that it is an important issue that affects the lives of many Americans, including ourselves and our loved ones. With people depending more and more on electrical implements inside their homes, power outages become more and more costly to the individuals affected. People would want to know how long outages will last, so that they can return to their normal lives.\n", + "\n", + "In our analysis, we investigated the question: **Which factors contribute the most to the severity of the power outage in terms of outage duration?**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 2: Data Cleaning and Exploratory Data Analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Cleaning\n", + "First some preliminary cleaning: we'll replace all the values that should be missing with `NaN`. Then, we'll convert all numerical values to floats to have consistency across our dataframe. Finally, we'll make sure all the values make sense, and correct them if not." + ] + }, + { + "cell_type": "code", + "execution_count": 1218, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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12011.07.0MinnesotaMNMROEast North Central-0.3normalFriday, July 1, 20115:00:00 PMSunday, July 3, 20118:00:00 PMsevere weatherNaNNaN3060NaN70000.011.69.186.819.28233291521147742113291656252035.5490726132.2250294132.202431382308736.0276286.010673.02595696.088.944810.64400.411251268475861.0773756991.648022741821.7513914122.25348119.073.2715.2822791700.518.22.140.691.592665878.4073341315.478742983
22014.05.0MinnesotaMNMROEast North Central-0.1normalSunday, May 11, 20146:38:00 PMSunday, May 11, 20146:39:00 PMintentional attackvandalismNaN1NaNNaN12.129.716.499.28158698618077561887927528423130.0324872234.2103893635.727563762345860.0284978.09898.02640737.088.833510.79160.374853499490911.0897924261.952262919551.7900018842.25457125.073.2715.2822791700.518.22.140.691.592665878.4073341315.478742983
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15302011.012.0North DakotaNDMROWest North Central-0.9coldTuesday, December 6, 20118:00:00 AMTuesday, December 6, 20118:00:00 PMpublic appealNaNNaN72015534500.08.417.86.27.56488853438133386693131367837.2125437133.3516280229.43590438330738.060017.03639.0394394.083.859815.21750.922757012475861.198083479.8934390672.3907645840.5685326.059.919.92192.21868.23.90.270.197.599649212.4017652552.401765255
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" + ], + "text/plain": [ + " YEAR MONTH U.S._STATE POSTAL.CODE NERC.REGION CLIMATE.REGION \\\n", + "1 2011.0 7.0 Minnesota MN MRO East North Central \n", + "2 2014.0 5.0 Minnesota MN MRO East North Central \n", + "3 2010.0 10.0 Minnesota MN MRO East North Central \n", + "4 2012.0 6.0 Minnesota MN MRO East North Central \n", + "5 2015.0 7.0 Minnesota MN MRO East North Central \n", + "... ... ... ... ... ... ... \n", + "1530 2011.0 12.0 North Dakota ND MRO West North Central \n", + "1531 2006.0 NaN North Dakota ND MRO West North Central \n", + "1532 2009.0 8.0 South Dakota SD RFC West North Central \n", + "1533 2009.0 8.0 South Dakota SD MRO West North Central \n", + "1534 2000.0 NaN Alaska AK ASCC NaN \n", + "\n", + " ANOMALY.LEVEL CLIMATE.CATEGORY OUTAGE.START.DATE \\\n", + "1 -0.3 normal Friday, July 1, 2011 \n", + "2 -0.1 normal Sunday, May 11, 2014 \n", + "3 -1.5 cold Tuesday, October 26, 2010 \n", + "4 -0.1 normal Tuesday, June 19, 2012 \n", + "5 1.2 warm Saturday, July 18, 2015 \n", + "... ... ... ... \n", + "1530 -0.9 cold Tuesday, December 6, 2011 \n", + "1531 NaN NaN NaN \n", + "1532 0.5 warm Saturday, August 29, 2009 \n", + "1533 0.5 warm Saturday, August 29, 2009 \n", + "1534 NaN NaN NaN \n", + "\n", + " OUTAGE.START.TIME OUTAGE.RESTORATION.DATE OUTAGE.RESTORATION.TIME \\\n", + "1 5:00:00 PM Sunday, July 3, 2011 8:00:00 PM \n", + "2 6:38:00 PM Sunday, May 11, 2014 6:39:00 PM \n", + "3 8:00:00 PM Thursday, October 28, 2010 10:00:00 PM \n", + "4 4:30:00 AM Wednesday, June 20, 2012 11:00:00 PM \n", + "5 2:00:00 AM Sunday, July 19, 2015 7:00:00 AM \n", + "... ... ... ... \n", + "1530 8:00:00 AM Tuesday, December 6, 2011 8:00:00 PM \n", + "1531 NaN NaN NaN \n", + "1532 10:54:00 PM Saturday, August 29, 2009 11:53:00 PM \n", + "1533 11:00:00 AM Saturday, August 29, 2009 2:01:00 PM \n", + "1534 NaN NaN NaN \n", + "\n", + " CAUSE.CATEGORY CAUSE.CATEGORY.DETAIL HURRICANE.NAMES \\\n", + "1 severe weather NaN NaN \n", + "2 intentional attack vandalism NaN \n", + "3 severe weather heavy wind NaN \n", + "4 severe weather thunderstorm NaN \n", + "5 severe weather NaN NaN \n", + "... ... ... ... \n", + "1530 public appeal NaN NaN \n", + "1531 fuel supply emergency Coal NaN \n", + "1532 islanding NaN NaN \n", + "1533 islanding NaN NaN \n", + "1534 equipment failure failure NaN \n", + "\n", + " OUTAGE.DURATION DEMAND.LOSS.MW CUSTOMERS.AFFECTED RES.PRICE COM.PRICE \\\n", + "1 3060 NaN 70000.0 11.6 9.18 \n", + "2 1 NaN NaN 12.12 9.71 \n", + "3 3000 NaN 70000.0 10.87 8.19 \n", + "4 2550 NaN 68200.0 11.79 9.25 \n", + "5 1740 250 250000.0 13.07 10.16 \n", + "... ... ... ... ... ... \n", + "1530 720 155 34500.0 8.41 7.8 \n", + "1531 NaN 1650 NaN NaN NaN \n", + "1532 59 84 NaN 9.25 7.47 \n", + "1533 181 373 NaN 9.25 7.47 \n", + "1534 NaN 35 14273.0 NaN NaN \n", + "\n", + " IND.PRICE TOTAL.PRICE RES.SALES COM.SALES IND.SALES TOTAL.SALES \\\n", + "1 6.81 9.28 2332915 2114774 2113291 6562520 \n", + "2 6.49 9.28 1586986 1807756 1887927 5284231 \n", + "3 6.07 8.15 1467293 1801683 1951295 5222116 \n", + "4 6.71 9.19 1851519 1941174 1993026 5787064 \n", + "5 7.74 10.43 2028875 2161612 1777937 5970339 \n", + "... ... ... ... ... ... ... \n", + "1530 6.2 7.56 488853 438133 386693 1313678 \n", + "1531 NaN NaN NaN NaN NaN NaN \n", + "1532 5.53 7.67 337874 370771 215406 924051 \n", + "1533 5.53 7.67 337874 370771 215406 924051 \n", + "1534 NaN NaN NaN NaN NaN NaN \n", + "\n", + " RES.PERCEN COM.PERCEN IND.PERCEN RES.CUSTOMERS COM.CUSTOMERS \\\n", + "1 35.54907261 32.22502941 32.20243138 2308736.0 276286.0 \n", + "2 30.03248722 34.21038936 35.72756376 2345860.0 284978.0 \n", + "3 28.09767152 34.50101453 37.36598344 2300291.0 276463.0 \n", + "4 31.99409925 33.54333043 34.43932882 2317336.0 278466.0 \n", + "5 33.9825762 36.20585029 29.77949828 2374674.0 289044.0 \n", + "... ... ... ... ... ... \n", + "1530 37.21254371 33.35162802 29.43590438 330738.0 60017.0 \n", + "1531 NaN NaN NaN 309997.0 53709.0 \n", + "1532 36.56443205 40.12451694 23.31105101 367206.0 65971.0 \n", + "1533 36.56443205 40.12451694 23.31105101 367206.0 65971.0 \n", + "1534 NaN NaN NaN 230534.0 38074.0 \n", + "\n", + " IND.CUSTOMERS TOTAL.CUSTOMERS RES.CUST.PCT COM.CUST.PCT IND.CUST.PCT \\\n", + "1 10673.0 2595696.0 88.9448 10.6440 0.4112 \n", + "2 9898.0 2640737.0 88.8335 10.7916 0.3748 \n", + "3 10150.0 2586905.0 88.9206 10.6870 0.3924 \n", + "4 11010.0 2606813.0 88.8954 10.6822 0.4224 \n", + "5 9812.0 2673531.0 88.8216 10.8113 0.3670 \n", + "... ... ... ... ... ... \n", + "1530 3639.0 394394.0 83.8598 15.2175 0.9227 \n", + "1531 2331.0 366037.0 84.6901 14.6731 0.6368 \n", + "1532 3052.0 436229.0 84.1773 15.1230 0.6996 \n", + "1533 3052.0 436229.0 84.1773 15.1230 0.6996 \n", + "1534 854.0 273530.0 84.2811 13.9195 0.3122 \n", + "\n", + " PC.REALGSP.STATE PC.REALGSP.USA PC.REALGSP.REL PC.REALGSP.CHANGE \\\n", + "1 51268 47586 1.077375699 1.6 \n", + "2 53499 49091 1.089792426 1.9 \n", + "3 50447 47287 1.066825978 2.7 \n", + "4 51598 48156 1.071476036 0.6 \n", + "5 54431 49844 1.092027125 1.7 \n", + "... ... ... ... ... \n", + "1530 57012 47586 1.19808347 9.8 \n", + "1531 42913 48909 0.877404977 3.5 \n", + "1532 45230 46680 0.968937446 0 \n", + "1533 45230 46680 0.968937446 0 \n", + "1534 57401 44745 1.282847246 -2.2 \n", + "\n", + " UTIL.REALGSP TOTAL.REALGSP UTIL.CONTRI PI.UTIL.OFUSA POPULATION \\\n", + "1 4802 274182 1.751391412 2.2 5348119.0 \n", + "2 5226 291955 1.790001884 2.2 5457125.0 \n", + "3 4571 267895 1.706265514 2.1 5310903.0 \n", + "4 5364 277627 1.932088738 2.2 5380443.0 \n", + "5 4873 292023 1.668704177 2.2 5489594.0 \n", + "... ... ... ... ... ... \n", + "1530 934 39067 2.390764584 0.5 685326.0 \n", + "1531 1019 27868 3.656523611 0.7 649422.0 \n", + "1532 606 36504 1.660092045 0.3 807067.0 \n", + "1533 606 36504 1.660092045 0.3 807067.0 \n", + "1534 724 36046 2.008544637 0.2 627963.0 \n", + "\n", + " POPPCT_URBAN POPPCT_UC POPDEN_URBAN POPDEN_UC POPDEN_RURAL AREAPCT_URBAN \\\n", + "1 73.27 15.28 2279 1700.5 18.2 2.14 \n", + "2 73.27 15.28 2279 1700.5 18.2 2.14 \n", + "3 73.27 15.28 2279 1700.5 18.2 2.14 \n", + "4 73.27 15.28 2279 1700.5 18.2 2.14 \n", + "5 73.27 15.28 2279 1700.5 18.2 2.14 \n", + "... ... ... ... ... ... ... \n", + "1530 59.9 19.9 2192.2 1868.2 3.9 0.27 \n", + "1531 59.9 19.9 2192.2 1868.2 3.9 0.27 \n", + "1532 56.65 26.73 2038.3 1905.4 4.7 0.3 \n", + "1533 56.65 26.73 2038.3 1905.4 4.7 0.3 \n", + "1534 66.02 21.56 1802.6 1276 0.4 0.05 \n", + "\n", + " AREAPCT_UC PCT_LAND PCT_WATER_TOT PCT_WATER_INLAND \n", + "1 0.6 91.59266587 8.407334131 5.478742983 \n", + "2 0.6 91.59266587 8.407334131 5.478742983 \n", + "3 0.6 91.59266587 8.407334131 5.478742983 \n", + "4 0.6 91.59266587 8.407334131 5.478742983 \n", + "5 0.6 91.59266587 8.407334131 5.478742983 \n", + "... ... ... ... ... \n", + "1530 0.1 97.59964921 2.401765255 2.401765255 \n", + "1531 0.1 97.59964921 2.401765255 2.401765255 \n", + "1532 0.15 98.30774418 1.692255822 1.692255822 \n", + "1533 0.15 98.30774418 1.692255822 1.692255822 \n", + "1534 0.02 85.76115446 14.23884554 2.901181874 \n", + "\n", + "[1534 rows x 55 columns]" + ] + }, + "execution_count": 1218, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pathway = Path('outage2.csv')\n", + "df = pd.read_csv(pathway)\n", + "df.columns\n", + "df = df.drop(['variables', 'OBS'], axis=1).drop([0])\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The column names currently have periods and underscores instead of spaces. Let's replace these with spaces just to make things look a little prettier." + ] + }, + { + "cell_type": "code", + "execution_count": 1219, + "metadata": {}, + "outputs": [], + "source": [ + "columns = list(df.columns)\n", + "df.columns = [re.sub(r'[._]+', ' ', col) for col in columns] # Split column names by '.' and '_'\n", + "for col in df.columns:\n", + " # Try to convert the column to float\n", + " try:\n", + " df[col] = df[col].astype(float)\n", + " except ValueError:\n", + " # If conversion fails, keep the column as string\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 1220, + "metadata": { + "ExecuteTime": { + "end_time": "2019-10-31T23:36:28.657068Z", + "start_time": "2019-10-31T23:36:28.654650Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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YEARMONTHU S STATEPOSTAL CODENERC REGIONCLIMATE REGIONANOMALY LEVELCLIMATE CATEGORYOUTAGE START DATEOUTAGE START TIMEOUTAGE RESTORATION DATEOUTAGE RESTORATION TIMECAUSE CATEGORYCAUSE CATEGORY DETAILHURRICANE NAMESOUTAGE DURATIONDEMAND LOSS MWCUSTOMERS AFFECTEDRES PRICECOM PRICEIND PRICETOTAL PRICERES SALESCOM SALESIND SALESTOTAL SALESRES PERCENCOM PERCENIND PERCENRES CUSTOMERSCOM CUSTOMERSIND CUSTOMERSTOTAL CUSTOMERSRES CUST PCTCOM CUST PCTIND CUST PCTPC REALGSP STATEPC REALGSP USAPC REALGSP RELPC REALGSP CHANGEUTIL REALGSPTOTAL REALGSPUTIL CONTRIPI UTIL OFUSAPOPULATIONPOPPCT URBANPOPPCT UCPOPDEN URBANPOPDEN UCPOPDEN RURALAREAPCT URBANAREAPCT UCPCT LANDPCT WATER TOTPCT WATER INLAND
12011.07.0MinnesotaMNMROEast North Central-0.3normalFriday, July 1, 20115:00:00 PMSunday, July 3, 20118:00:00 PMsevere weatherNaNNaN3060.0NaN70000.011.609.186.819.282332915.02114774.02113291.06562520.035.54907332.22502932.2024312308736.0276286.010673.02595696.088.944810.64400.411251268.047586.01.0773761.64802.0274182.01.7513912.25348119.073.2715.282279.01700.518.22.140.691.5926668.4073345.478743
22014.05.0MinnesotaMNMROEast North Central-0.1normalSunday, May 11, 20146:38:00 PMSunday, May 11, 20146:39:00 PMintentional attackvandalismNaN1.0NaNNaN12.129.716.499.281586986.01807756.01887927.05284231.030.03248734.21038935.7275642345860.0284978.09898.02640737.088.833510.79160.374853499.049091.01.0897921.95226.0291955.01.7900022.25457125.073.2715.282279.01700.518.22.140.691.5926668.4073345.478743
32010.010.0MinnesotaMNMROEast North Central-1.5coldTuesday, October 26, 20108:00:00 PMThursday, October 28, 201010:00:00 PMsevere weatherheavy windNaN3000.0NaN70000.010.878.196.078.151467293.01801683.01951295.05222116.028.09767234.50101537.3659832300291.0276463.010150.02586905.088.920610.68700.392450447.047287.01.0668262.74571.0267895.01.7062662.15310903.073.2715.282279.01700.518.22.140.691.5926668.4073345.478743
42012.06.0MinnesotaMNMROEast North Central-0.1normalTuesday, June 19, 20124:30:00 AMWednesday, June 20, 201211:00:00 PMsevere weatherthunderstormNaN2550.0NaN68200.011.799.256.719.191851519.01941174.01993026.05787064.031.99409933.54333034.4393292317336.0278466.011010.02606813.088.895410.68220.422451598.048156.01.0714760.65364.0277627.01.9320892.25380443.073.2715.282279.01700.518.22.140.691.5926668.4073345.478743
52015.07.0MinnesotaMNMROEast North Central1.2warmSaturday, July 18, 20152:00:00 AMSunday, July 19, 20157:00:00 AMsevere weatherNaNNaN1740.0250.0250000.013.0710.167.7410.432028875.02161612.01777937.05970339.033.98257636.20585029.7794982374674.0289044.09812.02673531.088.821610.81130.367054431.049844.01.0920271.74873.0292023.01.6687042.25489594.073.2715.282279.01700.518.22.140.691.5926668.4073345.478743
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" + ], + "text/plain": [ + " YEAR MONTH U S STATE POSTAL CODE NERC REGION CLIMATE REGION \\\n", + "1 2011.0 7.0 Minnesota MN MRO East North Central \n", + "2 2014.0 5.0 Minnesota MN MRO East North Central \n", + "3 2010.0 10.0 Minnesota MN MRO East North Central \n", + "4 2012.0 6.0 Minnesota MN MRO East North Central \n", + "5 2015.0 7.0 Minnesota MN MRO East North Central \n", + "\n", + " ANOMALY LEVEL CLIMATE CATEGORY OUTAGE START DATE \\\n", + "1 -0.3 normal Friday, July 1, 2011 \n", + "2 -0.1 normal Sunday, May 11, 2014 \n", + "3 -1.5 cold Tuesday, October 26, 2010 \n", + "4 -0.1 normal Tuesday, June 19, 2012 \n", + "5 1.2 warm Saturday, July 18, 2015 \n", + "\n", + " OUTAGE START TIME OUTAGE RESTORATION DATE OUTAGE RESTORATION TIME \\\n", + "1 5:00:00 PM Sunday, July 3, 2011 8:00:00 PM \n", + "2 6:38:00 PM Sunday, May 11, 2014 6:39:00 PM \n", + "3 8:00:00 PM Thursday, October 28, 2010 10:00:00 PM \n", + "4 4:30:00 AM Wednesday, June 20, 2012 11:00:00 PM \n", + "5 2:00:00 AM Sunday, July 19, 2015 7:00:00 AM \n", + "\n", + " CAUSE CATEGORY CAUSE CATEGORY DETAIL HURRICANE NAMES OUTAGE DURATION \\\n", + "1 severe weather NaN NaN 3060.0 \n", + "2 intentional attack vandalism NaN 1.0 \n", + "3 severe weather heavy wind NaN 3000.0 \n", + "4 severe weather thunderstorm NaN 2550.0 \n", + "5 severe weather NaN NaN 1740.0 \n", + "\n", + " DEMAND LOSS MW CUSTOMERS AFFECTED RES PRICE COM PRICE IND PRICE \\\n", + "1 NaN 70000.0 11.60 9.18 6.81 \n", + "2 NaN NaN 12.12 9.71 6.49 \n", + "3 NaN 70000.0 10.87 8.19 6.07 \n", + "4 NaN 68200.0 11.79 9.25 6.71 \n", + "5 250.0 250000.0 13.07 10.16 7.74 \n", + "\n", + " TOTAL PRICE RES SALES COM SALES IND SALES TOTAL SALES RES PERCEN \\\n", + "1 9.28 2332915.0 2114774.0 2113291.0 6562520.0 35.549073 \n", + "2 9.28 1586986.0 1807756.0 1887927.0 5284231.0 30.032487 \n", + "3 8.15 1467293.0 1801683.0 1951295.0 5222116.0 28.097672 \n", + "4 9.19 1851519.0 1941174.0 1993026.0 5787064.0 31.994099 \n", + "5 10.43 2028875.0 2161612.0 1777937.0 5970339.0 33.982576 \n", + "\n", + " COM PERCEN IND PERCEN RES CUSTOMERS COM CUSTOMERS IND CUSTOMERS \\\n", + "1 32.225029 32.202431 2308736.0 276286.0 10673.0 \n", + "2 34.210389 35.727564 2345860.0 284978.0 9898.0 \n", + "3 34.501015 37.365983 2300291.0 276463.0 10150.0 \n", + "4 33.543330 34.439329 2317336.0 278466.0 11010.0 \n", + "5 36.205850 29.779498 2374674.0 289044.0 9812.0 \n", + "\n", + " TOTAL CUSTOMERS RES CUST PCT COM CUST PCT IND CUST PCT \\\n", + "1 2595696.0 88.9448 10.6440 0.4112 \n", + "2 2640737.0 88.8335 10.7916 0.3748 \n", + "3 2586905.0 88.9206 10.6870 0.3924 \n", + "4 2606813.0 88.8954 10.6822 0.4224 \n", + "5 2673531.0 88.8216 10.8113 0.3670 \n", + "\n", + " PC REALGSP STATE PC REALGSP USA PC REALGSP REL PC REALGSP CHANGE \\\n", + "1 51268.0 47586.0 1.077376 1.6 \n", + "2 53499.0 49091.0 1.089792 1.9 \n", + "3 50447.0 47287.0 1.066826 2.7 \n", + "4 51598.0 48156.0 1.071476 0.6 \n", + "5 54431.0 49844.0 1.092027 1.7 \n", + "\n", + " UTIL REALGSP TOTAL REALGSP UTIL CONTRI PI UTIL OFUSA POPULATION \\\n", + "1 4802.0 274182.0 1.751391 2.2 5348119.0 \n", + "2 5226.0 291955.0 1.790002 2.2 5457125.0 \n", + "3 4571.0 267895.0 1.706266 2.1 5310903.0 \n", + "4 5364.0 277627.0 1.932089 2.2 5380443.0 \n", + "5 4873.0 292023.0 1.668704 2.2 5489594.0 \n", + "\n", + " POPPCT URBAN POPPCT UC POPDEN URBAN POPDEN UC POPDEN RURAL \\\n", + "1 73.27 15.28 2279.0 1700.5 18.2 \n", + "2 73.27 15.28 2279.0 1700.5 18.2 \n", + "3 73.27 15.28 2279.0 1700.5 18.2 \n", + "4 73.27 15.28 2279.0 1700.5 18.2 \n", + "5 73.27 15.28 2279.0 1700.5 18.2 \n", + "\n", + " AREAPCT URBAN AREAPCT UC PCT LAND PCT WATER TOT PCT WATER INLAND \n", + "1 2.14 0.6 91.592666 8.407334 5.478743 \n", + "2 2.14 0.6 91.592666 8.407334 5.478743 \n", + "3 2.14 0.6 91.592666 8.407334 5.478743 \n", + "4 2.14 0.6 91.592666 8.407334 5.478743 \n", + "5 2.14 0.6 91.592666 8.407334 5.478743 " + ] + }, + "execution_count": 1220, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 1221, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['YEAR', 'MONTH', 'U S STATE', 'POSTAL CODE', 'NERC REGION',\n", + " 'CLIMATE REGION', 'ANOMALY LEVEL', 'CLIMATE CATEGORY',\n", + " 'OUTAGE START DATE', 'OUTAGE START TIME', 'OUTAGE RESTORATION DATE',\n", + " 'OUTAGE RESTORATION TIME', 'CAUSE CATEGORY', 'CAUSE CATEGORY DETAIL',\n", + " 'HURRICANE NAMES', 'OUTAGE DURATION', 'DEMAND LOSS MW',\n", + " 'CUSTOMERS AFFECTED', 'RES PRICE', 'COM PRICE', 'IND PRICE',\n", + " 'TOTAL PRICE', 'RES SALES', 'COM SALES', 'IND SALES', 'TOTAL SALES',\n", + " 'RES PERCEN', 'COM PERCEN', 'IND PERCEN', 'RES CUSTOMERS',\n", + " 'COM CUSTOMERS', 'IND CUSTOMERS', 'TOTAL CUSTOMERS', 'RES CUST PCT',\n", + " 'COM CUST PCT', 'IND CUST PCT', 'PC REALGSP STATE', 'PC REALGSP USA',\n", + " 'PC REALGSP REL', 'PC REALGSP CHANGE', 'UTIL REALGSP', 'TOTAL REALGSP',\n", + " 'UTIL CONTRI', 'PI UTIL OFUSA', 'POPULATION', 'POPPCT URBAN',\n", + " 'POPPCT UC', 'POPDEN URBAN', 'POPDEN UC', 'POPDEN RURAL',\n", + " 'AREAPCT URBAN', 'AREAPCT UC', 'PCT LAND', 'PCT WATER TOT',\n", + " 'PCT WATER INLAND'],\n", + " dtype='object')" + ] + }, + "execution_count": 1221, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 1222, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['severe weather', 'intentional attack',\n", + " 'system operability disruption', 'equipment failure',\n", + " 'public appeal', 'fuel supply emergency', 'islanding'],\n", + " dtype=object)" + ] + }, + "execution_count": 1222, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['CAUSE CATEGORY'].unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another thing we'll check is if the `'CUSTOMERS AFFECTED'` is upper-bounded by `'TOTAL CUSTOMERS'` (which it should be, since you can't affect more customers than you have)." + ] + }, + { + "cell_type": "code", + "execution_count": 1223, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 1223, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wrong_customers = (df['CUSTOMERS AFFECTED'] > df['TOTAL CUSTOMERS'])\n", + "wrong_customers.sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Okay, let's just reduce these columns to their corresponding `'TOTAL CUSTOMERS'`." + ] + }, + { + "cell_type": "code", + "execution_count": 1224, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 1224, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "for i in df[wrong_customers].index:\n", + " df.loc[i, 'CUSTOMERS AFFECTED'] = df.loc[i, 'TOTAL CUSTOMERS']\n", + "wrong_customers = (df['CUSTOMERS AFFECTED'] > df['TOTAL CUSTOMERS'])\n", + "wrong_customers.sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### At a Glance\n", + "Let's take a quick look at some of our data's summary statistics to get a glance at what we're working with. Obviously, this doesn't tell us everything; we'll be graphing and looking closer at each column later on." + ] + }, + { + "cell_type": "code", + "execution_count": 1225, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YEARMONTHANOMALY LEVELOUTAGE DURATIONDEMAND LOSS MWCUSTOMERS AFFECTEDRES PRICECOM PRICEIND PRICETOTAL PRICERES SALESCOM SALESIND SALESTOTAL SALESRES PERCENCOM PERCENIND PERCENRES CUSTOMERSCOM CUSTOMERSIND CUSTOMERSTOTAL CUSTOMERSRES CUST PCTCOM CUST PCTIND CUST PCTPC REALGSP STATEPC REALGSP USAPC REALGSP RELPC REALGSP CHANGEUTIL REALGSPTOTAL REALGSPUTIL CONTRIPI UTIL OFUSAPOPULATIONPOPPCT URBANPOPPCT UCPOPDEN URBANPOPDEN UCPOPDEN RURALAREAPCT URBANAREAPCT UCPCT LANDPCT WATER TOTPCT WATER INLAND
count1534.0000001525.0000001525.0000001476.000000829.0000001.091000e+031512.0000001512.0000001512.0000001512.0000001.512000e+031.512000e+031.512000e+031.512000e+031512.0000001512.0000001512.0000001.534000e+031.534000e+031534.0000001.534000e+031534.0000001534.0000001534.0000001534.0000001534.0000001534.0000001534.0000001534.0000001.534000e+031534.0000001534.0000001.534000e+031534.0000001534.0000001534.0000001524.0000001524.0000001534.0000001534.0000001534.0000001534.0000001534.000000
mean2010.1192966.234754-0.0968522625.398374536.2870931.429336e+0511.96837310.1350537.34146810.1178514.340337e+064.425831e+062.796253e+061.160976e+0737.07819137.29307525.2463545.026991e+066.842650e+0533551.9784885.746498e+0687.52462111.8709140.57632549390.12255548078.0410691.0273980.72914011318.4556716.679632e+051.7826144.2993481.319400e+0780.9671129.5452672594.1749671558.04114239.4734918.6043481.11760890.1585219.8414052.911191
std3.8223063.2545100.7399575942.4833072196.4503932.861179e+053.0886312.8241502.4739022.9052343.377434e+063.497115e+062.213986e+068.582156e+066.2888188.4033329.9138773.990434e+065.557609e+0540697.8588524.577067e+061.5181791.3117260.50514211687.4340021201.2068230.2434662.1315619873.6354426.282238e+050.4827844.0097141.155396e+0711.9000265.2403151083.200091313.14922630.89007411.1347730.99542410.51909910.5188922.115077
min2000.0000001.000000-1.6000000.0000000.0000000.000000e+005.6500004.7000003.2000004.7000001.444170e+051.525170e+051.552100e+044.092040e+0512.42815918.9118171.5568521.992150e+052.628300e+041.0000002.255000e+0578.9035009.1390000.00040031111.00000044719.0000000.639876-9.100000606.0000002.681100e+040.5984040.2000005.598510e+0538.6600000.0000001232.600000988.7000000.4000000.0500000.00000058.4599950.2401510.240151
25%2008.0000004.000000-0.500000102.2500003.0000009.650000e+039.5400008.0175005.6975007.9575002.052570e+061.918971e+061.188938e+065.492474e+0632.83820631.59704918.6536412.149637e+062.741770e+058363.2500002.431469e+0686.88700011.0007000.27100043056.00000047586.0000000.893561-0.4000003725.0000002.476978e+051.4557731.1000005.310903e+0674.5700005.2200002016.3000001307.80000015.2000003.3500000.59000086.3825502.7420361.730658
50%2011.0000006.000000-0.300000701.000000168.0000007.013500e+0411.4600009.4650006.7100009.4100003.441587e+063.182069e+062.294875e+068.987191e+0636.29089035.98684326.3462103.457325e+064.816630e+0517837.5000003.951709e+0687.74700011.6942500.45870048370.00000048156.0000001.0212041.0000006971.0000004.069850e+051.8099752.3000008.769252e+0684.0500009.0800002380.0000001528.60000029.5000005.2800000.97000095.1641774.8358232.090873
75%2013.0000009.0000000.3000002880.000000400.0000001.500000e+0513.90000011.3400008.59000011.7400006.023744e+067.132397e+064.010162e+061.563618e+0740.86125143.17004231.8916567.118901e+061.047563e+0629163.0000008.199451e+0688.50270012.5125000.85560053622.00000048909.0000001.1100322.00000019081.0000001.058069e+062.0890437.4000001.940292e+0789.81000012.0200002847.4250001732.20000054.6000008.6800001.46000097.25833613.6174503.645862
max2016.00000012.0000002.300000108653.00000041788.0000003.241437e+0634.58000032.14000027.85000031.2900001.862066e+071.404697e+079.588951e+064.166717e+0757.39623778.31725165.1316731.344513e+071.834779e+06168586.0000001.528602e+0790.43570018.3359004.502500168377.00000050660.0000003.5607469.80000031256.0000002.317466e+063.80038612.3000003.929648e+07100.00000040.2500009856.5000002220.700000142.300000100.0000006.21000099.75984941.54000510.294118
\n", + "
" + ], + "text/plain": [ + " YEAR MONTH ANOMALY LEVEL OUTAGE DURATION \\\n", + "count 1534.000000 1525.000000 1525.000000 1476.000000 \n", + "mean 2010.119296 6.234754 -0.096852 2625.398374 \n", + "std 3.822306 3.254510 0.739957 5942.483307 \n", + "min 2000.000000 1.000000 -1.600000 0.000000 \n", + "25% 2008.000000 4.000000 -0.500000 102.250000 \n", + "50% 2011.000000 6.000000 -0.300000 701.000000 \n", + "75% 2013.000000 9.000000 0.300000 2880.000000 \n", + "max 2016.000000 12.000000 2.300000 108653.000000 \n", + "\n", + " DEMAND LOSS MW CUSTOMERS AFFECTED RES PRICE COM PRICE \\\n", + "count 829.000000 1.091000e+03 1512.000000 1512.000000 \n", + "mean 536.287093 1.429336e+05 11.968373 10.135053 \n", + "std 2196.450393 2.861179e+05 3.088631 2.824150 \n", + "min 0.000000 0.000000e+00 5.650000 4.700000 \n", + "25% 3.000000 9.650000e+03 9.540000 8.017500 \n", + "50% 168.000000 7.013500e+04 11.460000 9.465000 \n", + "75% 400.000000 1.500000e+05 13.900000 11.340000 \n", + "max 41788.000000 3.241437e+06 34.580000 32.140000 \n", + "\n", + " IND PRICE TOTAL PRICE RES SALES COM SALES IND SALES \\\n", + "count 1512.000000 1512.000000 1.512000e+03 1.512000e+03 1.512000e+03 \n", + "mean 7.341468 10.117851 4.340337e+06 4.425831e+06 2.796253e+06 \n", + "std 2.473902 2.905234 3.377434e+06 3.497115e+06 2.213986e+06 \n", + "min 3.200000 4.700000 1.444170e+05 1.525170e+05 1.552100e+04 \n", + "25% 5.697500 7.957500 2.052570e+06 1.918971e+06 1.188938e+06 \n", + "50% 6.710000 9.410000 3.441587e+06 3.182069e+06 2.294875e+06 \n", + "75% 8.590000 11.740000 6.023744e+06 7.132397e+06 4.010162e+06 \n", + "max 27.850000 31.290000 1.862066e+07 1.404697e+07 9.588951e+06 \n", + "\n", + " TOTAL SALES RES PERCEN COM PERCEN IND PERCEN RES CUSTOMERS \\\n", + "count 1.512000e+03 1512.000000 1512.000000 1512.000000 1.534000e+03 \n", + "mean 1.160976e+07 37.078191 37.293075 25.246354 5.026991e+06 \n", + "std 8.582156e+06 6.288818 8.403332 9.913877 3.990434e+06 \n", + "min 4.092040e+05 12.428159 18.911817 1.556852 1.992150e+05 \n", + "25% 5.492474e+06 32.838206 31.597049 18.653641 2.149637e+06 \n", + "50% 8.987191e+06 36.290890 35.986843 26.346210 3.457325e+06 \n", + "75% 1.563618e+07 40.861251 43.170042 31.891656 7.118901e+06 \n", + "max 4.166717e+07 57.396237 78.317251 65.131673 1.344513e+07 \n", + "\n", + " COM CUSTOMERS IND CUSTOMERS TOTAL CUSTOMERS RES CUST PCT \\\n", + "count 1.534000e+03 1534.000000 1.534000e+03 1534.000000 \n", + "mean 6.842650e+05 33551.978488 5.746498e+06 87.524621 \n", + "std 5.557609e+05 40697.858852 4.577067e+06 1.518179 \n", + "min 2.628300e+04 1.000000 2.255000e+05 78.903500 \n", + "25% 2.741770e+05 8363.250000 2.431469e+06 86.887000 \n", + "50% 4.816630e+05 17837.500000 3.951709e+06 87.747000 \n", + "75% 1.047563e+06 29163.000000 8.199451e+06 88.502700 \n", + "max 1.834779e+06 168586.000000 1.528602e+07 90.435700 \n", + "\n", + " COM CUST PCT IND CUST PCT PC REALGSP STATE PC REALGSP USA \\\n", + "count 1534.000000 1534.000000 1534.000000 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[ + "df.dtypes.value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looks like most of our columns hold float data, and there's a couple, like state/postal code, that have string data. We also have an unusually high variance for duration as well as customers affected and some other features. However, given that these are measured in relatively small units, such as minutes, people, and dollars, this makes sense." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Univariate Analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Qualitative Variables" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Climate Region\n", + "Which regions are most represented in our dataset? This could affect how we analyze our data, if certain regions are overrepresented." + ] + }, + { + "cell_type": "code", + "execution_count": 1227, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "CLIMATE REGION=%{x}
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However, this could also have to do with how the data was collected. Either way, California seems very overrepresented in our dataset- we might have to control for this later on.\n", + "\n", + "Out of curiosity, what does this look like on the map?" + ] + }, + { + "cell_type": "code", + "execution_count": 1229, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
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That's somewhat surprising; I would've thought there'd be a lot less intentional attacks. The other categories are pretty evenly distributed." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Quantitative Variables" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Months\n", + "Plotting the distribution of months will give us an idea of when outages are most common." + ] + }, + { + "cell_type": "code", + "execution_count": 1232, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "MONTH=%{x}
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As we can see, the number of outages peaks around the summer months." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Years\n", + "Has the number of outages been on the rise? Plotting the distribution of years might give us some insights." + ] + }, + { + "cell_type": "code", + "execution_count": 1233, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "YEAR=%{x}
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There seems to have been a peak in outage counts in 2011, with a significant jump in the number of outages. The main takeaway, however, is that not all years are represented equally in our data; If we do analysis based on time later on, we'll have to keep this in mind." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Duration\n", + "Since outage duration is what we'll ultimately be looking at, we should look at its distribution here too." + ] + }, + { + "cell_type": "code", + "execution_count": 1234, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "OUTAGE DURATION=%{x}
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"title": { + "text": "Distribution of Outage Duration" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "OUTAGE DURATION" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "durations = px.histogram(df, x='OUTAGE DURATION', title='Distribution of Outage Duration')\n", + "durations.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From this graph, it's pretty obvious that outage duration is severely right-skewed. This means while most outages are short, there are some lasting tens of thousands of minutes (10k minutes is about a week), with one outage lasting 108k minutes. This last one seems significant, let's take a closer look." + ] + }, + { + "cell_type": "code", + "execution_count": 1235, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YEARMONTHU S STATEPOSTAL CODENERC REGIONCLIMATE REGIONANOMALY LEVELCLIMATE CATEGORYOUTAGE START DATEOUTAGE START TIMEOUTAGE RESTORATION DATEOUTAGE RESTORATION TIMECAUSE CATEGORYCAUSE CATEGORY DETAILHURRICANE NAMESOUTAGE DURATIONDEMAND LOSS MWCUSTOMERS AFFECTEDRES PRICECOM PRICEIND PRICETOTAL PRICERES SALESCOM SALESIND SALESTOTAL SALESRES PERCENCOM PERCENIND PERCENRES CUSTOMERSCOM CUSTOMERSIND CUSTOMERSTOTAL CUSTOMERSRES CUST PCTCOM CUST PCTIND CUST PCTPC REALGSP STATEPC REALGSP USAPC REALGSP RELPC REALGSP CHANGEUTIL REALGSPTOTAL REALGSPUTIL CONTRIPI UTIL OFUSAPOPULATIONPOPPCT URBANPOPPCT UCPOPDEN URBANPOPDEN UCPOPDEN RURALAREAPCT URBANAREAPCT UCPCT LANDPCT WATER TOTPCT WATER INLAND
542014.01.0WisconsinWIRFCEast North Central-0.5coldFriday, January 24, 201412:00:00 AMWednesday, April 9, 201411:53:00 AMfuel supply emergencyCoalNaN108653.0NaNNaN12.8610.247.1610.282393637.02089309.01959985.06442931.037.15136832.42792830.4207042631430.0345907.05465.02982802.088.220111.59670.183246676.049091.00.9508061.94680.0268742.01.7414471.95759432.070.1514.352123.31671.532.53.470.982.68901917.3125083.049041
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" + ], + "text/plain": [ + " YEAR MONTH U S STATE POSTAL CODE NERC REGION CLIMATE REGION \\\n", + "54 2014.0 1.0 Wisconsin WI RFC East North Central \n", + "\n", + " ANOMALY LEVEL CLIMATE CATEGORY OUTAGE START DATE \\\n", + "54 -0.5 cold Friday, January 24, 2014 \n", + "\n", + " OUTAGE START TIME OUTAGE RESTORATION DATE OUTAGE RESTORATION TIME \\\n", + "54 12:00:00 AM Wednesday, April 9, 2014 11:53:00 AM \n", + "\n", + " CAUSE CATEGORY CAUSE CATEGORY DETAIL HURRICANE NAMES \\\n", + "54 fuel supply emergency Coal NaN \n", + "\n", + " OUTAGE DURATION DEMAND LOSS MW CUSTOMERS AFFECTED RES PRICE COM PRICE \\\n", + "54 108653.0 NaN NaN 12.86 10.24 \n", + "\n", + " IND PRICE TOTAL PRICE RES SALES COM SALES IND SALES TOTAL SALES \\\n", + "54 7.16 10.28 2393637.0 2089309.0 1959985.0 6442931.0 \n", + "\n", + " RES PERCEN COM PERCEN IND PERCEN RES CUSTOMERS COM CUSTOMERS \\\n", + "54 37.151368 32.427928 30.420704 2631430.0 345907.0 \n", + "\n", + " IND CUSTOMERS TOTAL CUSTOMERS RES CUST PCT COM CUST PCT IND CUST PCT \\\n", + "54 5465.0 2982802.0 88.2201 11.5967 0.1832 \n", + "\n", + " PC REALGSP STATE PC REALGSP USA PC REALGSP REL PC REALGSP CHANGE \\\n", + "54 46676.0 49091.0 0.950806 1.9 \n", + "\n", + " UTIL REALGSP TOTAL REALGSP UTIL CONTRI PI UTIL OFUSA POPULATION \\\n", + "54 4680.0 268742.0 1.741447 1.9 5759432.0 \n", + "\n", + " POPPCT URBAN POPPCT UC POPDEN URBAN POPDEN UC POPDEN RURAL \\\n", + "54 70.15 14.35 2123.3 1671.5 32.5 \n", + "\n", + " AREAPCT URBAN AREAPCT UC PCT LAND PCT WATER TOT PCT WATER INLAND \n", + "54 3.47 0.9 82.689019 17.312508 3.049041 " + ] + }, + "execution_count": 1235, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.set_option('display.max_columns', None)\n", + "df.sort_values('OUTAGE DURATION', ascending = False).iloc[[0]]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looks like it was a fuel supply emergency, which might have contributed to it taking so long to restore. Hope everyone it affected was okay... although, there's no data on how many people were affected, and a quick [google search](https://www.google.com/search?q=wisconsin+power+outage+january+24th+2014&oq=wisconsin+power+outage+january+24th+2014&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIHCAEQIRigATIHCAIQIRigATIHCAMQIRigATIHCAQQIRigATIHCAUQIRigAdIBCDkyMTVqMGo3qAIAsAIA&sourceid=chrome&ie=UTF-8) brings up nothing, so it may have been a smaller outage." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Customers Affected\n", + "Something we might use later on as another measure of severity is how many people were affected by the outage. Let's see the distribution for this." + ] + }, + { + "cell_type": "code", + "execution_count": 1236, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "variable=CUSTOMERS AFFECTED
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"zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Relationship between Climate Region & Outage Duration" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "CLIMATE REGION" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "OUTAGE DURATION" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Bivariate Analysis\n", + "biv_fig = px.box(df, \n", + " x='CLIMATE REGION', \n", + " y='OUTAGE DURATION', \n", + " title='Relationship between Climate Region & Outage Duration',\n", + " points='all')\n", + "biv_fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 1240, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(data=df, y='CLIMATE REGION', x='OUTAGE DURATION', showfliers=False);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Note that for the second graph, outliers are removed.*\n", + "\n", + "Looking at these graphs, the outage duration seems to be the longest and most varied in the East North Central region, while the Northeast region has a similar variance but much lower median. On the other hand, the West North Central and Southwest regions have both the least varied and shortest outage durations. For WNC, this could be simply because we don't have a lot of data in this dataset on that region, reducing the variance." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Customers Affected and Duration\n", + "Does it take longer to get electrical grids back up if there are more people affected by the outage? Or maybe it's the opposite: If an outage affects less people, engineers might drag their feet fixing them. Let's plot this relationship and see if there's an correlation." + ] + }, + { + "cell_type": "code", + "execution_count": 1522, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "CUSTOMERS AFFECTED=%{x}
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y = 5.65191 * x + 1222.92
R2=0.099220

Customers Affected=%{x}
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CUSTOMERS AFFECTEDOUTAGE DURATION
CUSTOMERS AFFECTED1.0000000.258779
OUTAGE DURATION0.2587791.000000
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+ 0, + 1 + ], + "title": { + "text": "value" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "px.bar(df.corr()['OUTAGE DURATION'].sort_values(ascending=True).drop('OUTAGE DURATION', axis=0))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interesting Aggregates\n", + "In this section, we'll aggregate some of the columns to make new ones and take a look at their distributions." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Outage Start/Resolution\n", + "First, we'll combine the `OUTAGE START DATE` and `OUTAGE START TIME` columns into one, `OUTAGE.START`. This will make the time data easier to work with. We'll also convert the values to `pd.Timestamp` objects." + ] + }, + { + "cell_type": "code", + "execution_count": 1248, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OUTAGE START DATEOUTAGE START TIME
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" + ], + "text/plain": [ + " OUTAGE START DATE OUTAGE START TIME\n", + "1 Friday, July 1, 2011 5:00:00 PM\n", + "2 Sunday, May 11, 2014 6:38:00 PM\n", + "3 Tuesday, October 26, 2010 8:00:00 PM\n", + "4 Tuesday, June 19, 2012 4:30:00 AM\n", + "5 Saturday, July 18, 2015 2:00:00 AM" + ] + }, + "execution_count": 1248, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(df[['OUTAGE START DATE', 'OUTAGE START TIME']]).head() # for reference" + ] + }, + { + "cell_type": "code", + "execution_count": 1249, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1 2011-07-01 05:00:00\n", + "2 2014-05-11 06:38:00\n", + "3 2010-10-26 08:00:00\n", + "4 2012-06-19 04:30:00\n", + "5 2015-07-18 02:00:00\n", + "dtype: datetime64[ns]" + ] + }, + "execution_count": 1249, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "outage_date = pd.to_datetime(df['OUTAGE START DATE'])\n", + "outage_time = pd.to_timedelta(df['OUTAGE START TIME'])\n", + "outage_start = outage_date + outage_time\n", + "outage_start.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 1250, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YEARMONTHU S STATEPOSTAL CODENERC REGIONCLIMATE REGIONANOMALY LEVELCLIMATE CATEGORYOUTAGE START DATEOUTAGE START TIMEOUTAGE RESTORATION DATEOUTAGE RESTORATION TIMECAUSE CATEGORYCAUSE CATEGORY DETAILHURRICANE NAMESOUTAGE DURATIONDEMAND LOSS MWCUSTOMERS AFFECTEDRES PRICECOM PRICEIND PRICETOTAL PRICERES SALESCOM SALESIND SALESTOTAL SALESRES PERCENCOM PERCENIND PERCENRES CUSTOMERSCOM CUSTOMERSIND CUSTOMERSTOTAL CUSTOMERSRES CUST PCTCOM CUST PCTIND CUST PCTPC REALGSP STATEPC REALGSP USAPC REALGSP RELPC REALGSP CHANGEUTIL REALGSPTOTAL REALGSPUTIL CONTRIPI UTIL OFUSAPOPULATIONPOPPCT URBANPOPPCT UCPOPDEN URBANPOPDEN UCPOPDEN RURALAREAPCT URBANAREAPCT UCPCT LANDPCT WATER TOTPCT WATER INLANDOUTAGE START
12011.07.0MinnesotaMNMROEast North Central-0.3normalFriday, July 1, 20115:00:00 PMSunday, July 3, 20118:00:00 PMsevere weatherNaNNaN3060.0NaN70000.011.609.186.819.282332915.02114774.02113291.06562520.035.54907332.22502932.2024312308736.0276286.010673.02595696.088.944810.64400.411251268.047586.01.0773761.64802.0274182.01.7513912.25348119.073.2715.282279.01700.518.22.140.691.5926668.4073345.4787432011-07-01 05:00:00
22014.05.0MinnesotaMNMROEast North Central-0.1normalSunday, May 11, 20146:38:00 PMSunday, May 11, 20146:39:00 PMintentional attackvandalismNaN1.0NaNNaN12.129.716.499.281586986.01807756.01887927.05284231.030.03248734.21038935.7275642345860.0284978.09898.02640737.088.833510.79160.374853499.049091.01.0897921.95226.0291955.01.7900022.25457125.073.2715.282279.01700.518.22.140.691.5926668.4073345.4787432014-05-11 06:38:00
32010.010.0MinnesotaMNMROEast North Central-1.5coldTuesday, October 26, 20108:00:00 PMThursday, October 28, 201010:00:00 PMsevere weatherheavy windNaN3000.0NaN70000.010.878.196.078.151467293.01801683.01951295.05222116.028.09767234.50101537.3659832300291.0276463.010150.02586905.088.920610.68700.392450447.047287.01.0668262.74571.0267895.01.7062662.15310903.073.2715.282279.01700.518.22.140.691.5926668.4073345.4787432010-10-26 08:00:00
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" + ], + "text/plain": [ + " YEAR MONTH U S STATE POSTAL CODE NERC REGION CLIMATE REGION \\\n", + "1 2011.0 7.0 Minnesota MN MRO East North Central \n", + "2 2014.0 5.0 Minnesota MN MRO East North Central \n", + "3 2010.0 10.0 Minnesota MN MRO East North Central \n", + "\n", + " ANOMALY LEVEL CLIMATE CATEGORY OUTAGE START DATE \\\n", + "1 -0.3 normal Friday, July 1, 2011 \n", + "2 -0.1 normal Sunday, May 11, 2014 \n", + "3 -1.5 cold Tuesday, October 26, 2010 \n", + "\n", + " OUTAGE START TIME OUTAGE RESTORATION DATE OUTAGE RESTORATION TIME \\\n", + "1 5:00:00 PM Sunday, July 3, 2011 8:00:00 PM \n", + "2 6:38:00 PM Sunday, May 11, 2014 6:39:00 PM \n", + "3 8:00:00 PM Thursday, October 28, 2010 10:00:00 PM \n", + "\n", + " CAUSE CATEGORY CAUSE CATEGORY DETAIL HURRICANE NAMES OUTAGE DURATION \\\n", + "1 severe weather NaN NaN 3060.0 \n", + "2 intentional attack vandalism NaN 1.0 \n", + "3 severe weather heavy wind NaN 3000.0 \n", + "\n", + " DEMAND LOSS MW CUSTOMERS AFFECTED RES PRICE COM PRICE IND PRICE \\\n", + "1 NaN 70000.0 11.60 9.18 6.81 \n", + "2 NaN NaN 12.12 9.71 6.49 \n", + "3 NaN 70000.0 10.87 8.19 6.07 \n", + "\n", + " TOTAL PRICE RES SALES COM SALES IND SALES TOTAL SALES RES PERCEN \\\n", + "1 9.28 2332915.0 2114774.0 2113291.0 6562520.0 35.549073 \n", + "2 9.28 1586986.0 1807756.0 1887927.0 5284231.0 30.032487 \n", + "3 8.15 1467293.0 1801683.0 1951295.0 5222116.0 28.097672 \n", + "\n", + " COM PERCEN IND PERCEN RES CUSTOMERS COM CUSTOMERS IND CUSTOMERS \\\n", + "1 32.225029 32.202431 2308736.0 276286.0 10673.0 \n", + "2 34.210389 35.727564 2345860.0 284978.0 9898.0 \n", + "3 34.501015 37.365983 2300291.0 276463.0 10150.0 \n", + "\n", + " TOTAL CUSTOMERS RES CUST PCT COM CUST PCT IND CUST PCT \\\n", + "1 2595696.0 88.9448 10.6440 0.4112 \n", + "2 2640737.0 88.8335 10.7916 0.3748 \n", + "3 2586905.0 88.9206 10.6870 0.3924 \n", + "\n", + " PC REALGSP STATE PC REALGSP USA PC REALGSP REL PC REALGSP CHANGE \\\n", + "1 51268.0 47586.0 1.077376 1.6 \n", + "2 53499.0 49091.0 1.089792 1.9 \n", + "3 50447.0 47287.0 1.066826 2.7 \n", + "\n", + " UTIL REALGSP TOTAL REALGSP UTIL CONTRI PI UTIL OFUSA POPULATION \\\n", + "1 4802.0 274182.0 1.751391 2.2 5348119.0 \n", + "2 5226.0 291955.0 1.790002 2.2 5457125.0 \n", + "3 4571.0 267895.0 1.706266 2.1 5310903.0 \n", + "\n", + " POPPCT URBAN POPPCT UC POPDEN URBAN POPDEN UC POPDEN RURAL \\\n", + "1 73.27 15.28 2279.0 1700.5 18.2 \n", + "2 73.27 15.28 2279.0 1700.5 18.2 \n", + "3 73.27 15.28 2279.0 1700.5 18.2 \n", + "\n", + " AREAPCT URBAN AREAPCT UC PCT LAND PCT WATER TOT PCT WATER INLAND \\\n", + "1 2.14 0.6 91.592666 8.407334 5.478743 \n", + "2 2.14 0.6 91.592666 8.407334 5.478743 \n", + "3 2.14 0.6 91.592666 8.407334 5.478743 \n", + "\n", + " OUTAGE START \n", + "1 2011-07-01 05:00:00 \n", + "2 2014-05-11 06:38:00 \n", + "3 2010-10-26 08:00:00 " + ] + }, + "execution_count": 1250, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['OUTAGE START'] = outage_start\n", + "df.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we'll do the same for `OUTAGE RESTORATION DATE` and `OUTAGE RESTORATION TIME`, to create `OUTAGE RESTORATION`." + ] + }, + { + "cell_type": "code", + "execution_count": 1251, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YEARMONTHU S STATEPOSTAL CODENERC REGIONCLIMATE REGIONANOMALY LEVELCLIMATE CATEGORYOUTAGE START DATEOUTAGE START TIMEOUTAGE RESTORATION DATEOUTAGE RESTORATION TIMECAUSE CATEGORYCAUSE CATEGORY DETAILHURRICANE NAMESOUTAGE DURATIONDEMAND LOSS MWCUSTOMERS AFFECTEDRES PRICECOM PRICEIND PRICETOTAL PRICERES SALESCOM SALESIND SALESTOTAL SALESRES PERCENCOM PERCENIND PERCENRES CUSTOMERSCOM CUSTOMERSIND CUSTOMERSTOTAL CUSTOMERSRES CUST PCTCOM CUST PCTIND CUST PCTPC REALGSP STATEPC REALGSP USAPC REALGSP RELPC REALGSP CHANGEUTIL REALGSPTOTAL REALGSPUTIL CONTRIPI UTIL OFUSAPOPULATIONPOPPCT URBANPOPPCT UCPOPDEN URBANPOPDEN UCPOPDEN RURALAREAPCT URBANAREAPCT UCPCT LANDPCT WATER TOTPCT WATER INLANDOUTAGE STARTOUTAGE RESTORATION
12011.07.0MinnesotaMNMROEast North Central-0.3normalFriday, July 1, 20115:00:00 PMSunday, July 3, 20118:00:00 PMsevere weatherNaNNaN3060.0NaN70000.011.609.186.819.282332915.02114774.02113291.06562520.035.54907332.22502932.2024312308736.0276286.010673.02595696.088.944810.64400.411251268.047586.01.0773761.64802.0274182.01.7513912.25348119.073.2715.282279.01700.518.22.140.691.5926668.4073345.4787432011-07-01 05:00:002011-07-03 08:00:00
22014.05.0MinnesotaMNMROEast North Central-0.1normalSunday, May 11, 20146:38:00 PMSunday, May 11, 20146:39:00 PMintentional attackvandalismNaN1.0NaNNaN12.129.716.499.281586986.01807756.01887927.05284231.030.03248734.21038935.7275642345860.0284978.09898.02640737.088.833510.79160.374853499.049091.01.0897921.95226.0291955.01.7900022.25457125.073.2715.282279.01700.518.22.140.691.5926668.4073345.4787432014-05-11 06:38:002014-05-11 06:39:00
32010.010.0MinnesotaMNMROEast North Central-1.5coldTuesday, October 26, 20108:00:00 PMThursday, October 28, 201010:00:00 PMsevere weatherheavy windNaN3000.0NaN70000.010.878.196.078.151467293.01801683.01951295.05222116.028.09767234.50101537.3659832300291.0276463.010150.02586905.088.920610.68700.392450447.047287.01.0668262.74571.0267895.01.7062662.15310903.073.2715.282279.01700.518.22.140.691.5926668.4073345.4787432010-10-26 08:00:002010-10-28 10:00:00
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" + ], + "text/plain": [ + " YEAR MONTH U S STATE POSTAL CODE NERC REGION CLIMATE REGION \\\n", + "1 2011.0 7.0 Minnesota MN MRO East North Central \n", + "2 2014.0 5.0 Minnesota MN MRO East North Central \n", + "3 2010.0 10.0 Minnesota MN MRO East North Central \n", + "\n", + " ANOMALY LEVEL CLIMATE CATEGORY OUTAGE START DATE \\\n", + "1 -0.3 normal Friday, July 1, 2011 \n", + "2 -0.1 normal Sunday, May 11, 2014 \n", + "3 -1.5 cold Tuesday, October 26, 2010 \n", + "\n", + " OUTAGE START TIME OUTAGE RESTORATION DATE OUTAGE RESTORATION TIME \\\n", + "1 5:00:00 PM Sunday, July 3, 2011 8:00:00 PM \n", + "2 6:38:00 PM Sunday, May 11, 2014 6:39:00 PM \n", + "3 8:00:00 PM Thursday, October 28, 2010 10:00:00 PM \n", + "\n", + " CAUSE CATEGORY CAUSE CATEGORY DETAIL HURRICANE NAMES OUTAGE DURATION \\\n", + "1 severe weather NaN NaN 3060.0 \n", + "2 intentional attack vandalism NaN 1.0 \n", + "3 severe weather heavy wind NaN 3000.0 \n", + "\n", + " DEMAND LOSS MW CUSTOMERS AFFECTED RES PRICE COM PRICE IND PRICE \\\n", + "1 NaN 70000.0 11.60 9.18 6.81 \n", + "2 NaN NaN 12.12 9.71 6.49 \n", + "3 NaN 70000.0 10.87 8.19 6.07 \n", + "\n", + " TOTAL PRICE RES SALES COM SALES IND SALES TOTAL SALES RES PERCEN \\\n", + "1 9.28 2332915.0 2114774.0 2113291.0 6562520.0 35.549073 \n", + "2 9.28 1586986.0 1807756.0 1887927.0 5284231.0 30.032487 \n", + "3 8.15 1467293.0 1801683.0 1951295.0 5222116.0 28.097672 \n", + "\n", + " COM PERCEN IND PERCEN RES CUSTOMERS COM CUSTOMERS IND CUSTOMERS \\\n", + "1 32.225029 32.202431 2308736.0 276286.0 10673.0 \n", + "2 34.210389 35.727564 2345860.0 284978.0 9898.0 \n", + "3 34.501015 37.365983 2300291.0 276463.0 10150.0 \n", + "\n", + " TOTAL CUSTOMERS RES CUST PCT COM CUST PCT IND CUST PCT \\\n", + "1 2595696.0 88.9448 10.6440 0.4112 \n", + "2 2640737.0 88.8335 10.7916 0.3748 \n", + "3 2586905.0 88.9206 10.6870 0.3924 \n", + "\n", + " PC REALGSP STATE PC REALGSP USA PC REALGSP REL PC REALGSP CHANGE \\\n", + "1 51268.0 47586.0 1.077376 1.6 \n", + "2 53499.0 49091.0 1.089792 1.9 \n", + "3 50447.0 47287.0 1.066826 2.7 \n", + "\n", + " UTIL REALGSP TOTAL REALGSP UTIL CONTRI PI UTIL OFUSA POPULATION \\\n", + "1 4802.0 274182.0 1.751391 2.2 5348119.0 \n", + "2 5226.0 291955.0 1.790002 2.2 5457125.0 \n", + "3 4571.0 267895.0 1.706266 2.1 5310903.0 \n", + "\n", + " POPPCT URBAN POPPCT UC POPDEN URBAN POPDEN UC POPDEN RURAL \\\n", + "1 73.27 15.28 2279.0 1700.5 18.2 \n", + "2 73.27 15.28 2279.0 1700.5 18.2 \n", + "3 73.27 15.28 2279.0 1700.5 18.2 \n", + "\n", + " AREAPCT URBAN AREAPCT UC PCT LAND PCT WATER TOT PCT WATER INLAND \\\n", + "1 2.14 0.6 91.592666 8.407334 5.478743 \n", + "2 2.14 0.6 91.592666 8.407334 5.478743 \n", + "3 2.14 0.6 91.592666 8.407334 5.478743 \n", + "\n", + " OUTAGE START OUTAGE RESTORATION \n", + "1 2011-07-01 05:00:00 2011-07-03 08:00:00 \n", + "2 2014-05-11 06:38:00 2014-05-11 06:39:00 \n", + "3 2010-10-26 08:00:00 2010-10-28 10:00:00 " + ] + }, + "execution_count": 1251, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rest_date = pd.to_datetime(df['OUTAGE RESTORATION DATE'])\n", + "rest_time = pd.to_timedelta(df['OUTAGE RESTORATION TIME'])\n", + "rest_start = rest_date + rest_time\n", + "df['OUTAGE RESTORATION'] = rest_start\n", + "df.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 1252, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OUTAGE STARTOUTAGE START TIMEOUTAGE RESTORATIONOUTAGE RESTORATION TIMEOUTAGE DURATIONrsd
42012-06-19 04:30:004:30:00 AM2012-06-20 11:00:0011:00:00 PM2550.01830.0
82005-06-08 04:00:004:00:00 AM2005-06-10 10:00:0010:00:00 PM3960.03240.0
102013-06-21 05:39:005:39:00 PM2013-06-24 06:00:006:00:00 AM3621.04341.0
152014-06-15 12:00:0012:00:00 AM2014-06-15 01:00:001:00:00 AM60.0-660.0
192011-04-19 10:44:0010:44:00 PM2011-04-20 02:00:002:00:00 AM196.0916.0
.....................
15282016-03-01 01:35:001:35:00 PMNaTNaNNaNNaN
15302011-12-06 08:00:008:00:00 AM2011-12-06 08:00:008:00:00 PM720.00.0
1531NaTNaNNaTNaNNaNNaN
15332009-08-29 11:00:0011:00:00 AM2009-08-29 02:01:002:01:00 PM181.0-540.0
1534NaTNaNNaTNaNNaNNaN
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" + ], + "text/plain": [ + " OUTAGE START OUTAGE START TIME OUTAGE RESTORATION \\\n", + "4 2012-06-19 04:30:00 4:30:00 AM 2012-06-20 11:00:00 \n", + "8 2005-06-08 04:00:00 4:00:00 AM 2005-06-10 10:00:00 \n", + "10 2013-06-21 05:39:00 5:39:00 PM 2013-06-24 06:00:00 \n", + "15 2014-06-15 12:00:00 12:00:00 AM 2014-06-15 01:00:00 \n", + "19 2011-04-19 10:44:00 10:44:00 PM 2011-04-20 02:00:00 \n", + "... ... ... ... \n", + "1528 2016-03-01 01:35:00 1:35:00 PM NaT \n", + "1530 2011-12-06 08:00:00 8:00:00 AM 2011-12-06 08:00:00 \n", + "1531 NaT NaN NaT \n", + "1533 2009-08-29 11:00:00 11:00:00 AM 2009-08-29 02:01:00 \n", + "1534 NaT NaN NaT \n", + "\n", + " OUTAGE RESTORATION TIME OUTAGE DURATION rsd \n", + "4 11:00:00 PM 2550.0 1830.0 \n", + "8 10:00:00 PM 3960.0 3240.0 \n", + "10 6:00:00 AM 3621.0 4341.0 \n", + "15 1:00:00 AM 60.0 -660.0 \n", + "19 2:00:00 AM 196.0 916.0 \n", + "... ... ... ... \n", + "1528 NaN NaN NaN \n", + "1530 8:00:00 PM 720.0 0.0 \n", + "1531 NaN NaN NaN \n", + "1533 2:01:00 PM 181.0 -540.0 \n", + "1534 NaN NaN NaN \n", + "\n", + "[564 rows x 6 columns]" + ] + }, + "execution_count": 1252, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rest_start_duration = (df['OUTAGE RESTORATION'] - df['OUTAGE START']).dt.total_seconds() // 60\n", + "df[['OUTAGE START', 'OUTAGE START TIME', 'OUTAGE RESTORATION', 'OUTAGE RESTORATION TIME', 'OUTAGE DURATION']][~(rest_start_duration == df['OUTAGE DURATION'])].assign(rsd = rest_start_duration)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see how durations have changed over time. To do this, we'll group by the start date and take the median[[1]](#cite_note-1) duration for all the outages that occurred on that date. Then, we'll plot the change in this over time on a line plot.\n", + "\n", + "1. [^](#cite_ref-1) We'll use the median here, since there are a lot of outliers in our data." + ] + }, + { + "cell_type": "code", + "execution_count": 1253, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Date of Start of Outage=%{x}
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Let's try just taking the median over each year." + ] + }, + { + "cell_type": "code", + "execution_count": 1525, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "startyr\n", + "2000.0 1200.0\n", + "2001.0 241.0\n", + "2002.0 3030.0\n", + "2003.0 2019.5\n", + "2004.0 1950.0\n", + "2005.0 3120.0\n", + "2006.0 1793.0\n", + "2007.0 1003.0\n", + "2008.0 1130.0\n", + "2009.0 1270.5\n", + "2010.0 1683.5\n", + "2011.0 457.0\n", + "2012.0 250.0\n", + "2013.0 189.0\n", + "2014.0 292.5\n", + "2015.0 232.0\n", + "2016.0 223.0\n", + "Name: OUTAGE DURATION, dtype: float64" + ] + }, + "execution_count": 1525, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dur_by_yr = df.assign(startyr = df['OUTAGE START'].dt.year)\n", + "dur_by_yr = dur_by_yr.groupby('startyr')['OUTAGE DURATION'].median()\n", + "dur_by_yr" + ] + }, + { + "cell_type": "code", + "execution_count": 1524, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Year=%{x}
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However, keep in mind from earlier: we have a lot more data for the more recent years, meaning there is probably a higher variance in the earlier years, which could lead to the perceived decline. We could've just gotten really unlucky, and the outages that were recorded from 2002-06 happened to be really long. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Proportion of Customers affected\n", + "Something we might also use to measure severity is how many people were affected. However, since the total number of customers in each region could vary, it'd be unhelpful to look at the raw totals. Let's make a column, `PROP CUST AFFECTED`, that tells us what proportion of annual customers for that state were affected by the outage." + ] + }, + { + "cell_type": "code", + "execution_count": 1255, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "PROP CUST AFFECTED" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "px.histogram(df, x='PROP CUST AFFECTED')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since the distribution of total customers affected was heavily right-skewed, this distribution makes sense." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Severity by Location\n", + "Does the location have some correlation with outage severity (in terms of length and proportion of customers affected)? We can plot a choropleth map to see if there are any trends. Since we only have data for states, we'll do this on the state level." + ] + }, + { + "cell_type": "code", + "execution_count": 1258, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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POSTAL CODEOUTAGE DURATIONPROP CUST AFFECTED
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" + ], + "text/plain": [ + " POSTAL CODE OUTAGE DURATION PROP CUST AFFECTED\n", + "0 WV 5288.0 0.204557\n", + "1 MI 4110.0 0.025650\n", + "2 NJ 3120.5 0.034682\n", + "3 SC 2947.5 0.060589\n", + "4 PA 2880.0 0.020991" + ] + }, + "execution_count": 1258, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Grouping by states and getting median stats\n", + "# Median is used again here since our data is heavily skewed\n", + "grouped = df.groupby('POSTAL CODE').median().get(['OUTAGE DURATION', 'PROP CUST AFFECTED']).sort_values('OUTAGE DURATION', ascending=False).reset_index()\n", + "grouped.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 1259, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 1259, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = folium.Map(location=[48, -102], zoom_start=3)\n", + "folium.Choropleth(\n", + " geo_data= \"https://raw.githubusercontent.com/python-visualization/folium-example-data/main/us_states.json\",\n", + " name=\"choropleth\",\n", + " data=grouped,\n", + " columns=[\"POSTAL CODE\", \"OUTAGE DURATION\"],\n", + " key_on=\"feature.id\",\n", + " fill_color=\"YlGn\",\n", + " fill_opacity=0.7,\n", + " line_opacity=0.2,\n", + " legend_name=\"OUTAGE DURATION\",\n", + ").add_to(m)\n", + "\n", + "folium.LayerControl().add_to(m)\n", + "\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*The States in black are States with no recorded Outage Duration.*\n", + "\n", + "This table was grouped by US State and aggregated by median. We can see that Eastern States seem to have longer median outage durations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3: Assessment of Missingness\n", + "In this section, we'll be going over the missingness in some of the columns of our dataset, and the mechanisms that they might follow.\n", + "\n", + "Here are the columns that are missing at least one value:" + ] + }, + { + "cell_type": "code", + "execution_count": 1260, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YEARMONTHU S STATEPOSTAL CODENERC REGIONCLIMATE REGIONANOMALY LEVELCLIMATE CATEGORYOUTAGE START DATEOUTAGE START TIMEOUTAGE RESTORATION DATEOUTAGE RESTORATION TIMECAUSE CATEGORYCAUSE CATEGORY DETAILHURRICANE NAMESOUTAGE DURATIONDEMAND LOSS MWCUSTOMERS AFFECTEDRES PRICECOM PRICEIND PRICETOTAL PRICERES SALESCOM SALESIND SALESTOTAL SALESRES PERCENCOM PERCENIND PERCENRES CUSTOMERSCOM CUSTOMERSIND CUSTOMERSTOTAL CUSTOMERSRES CUST PCTCOM CUST PCTIND CUST PCTPC REALGSP STATEPC REALGSP USAPC REALGSP RELPC REALGSP CHANGEUTIL REALGSPTOTAL REALGSPUTIL CONTRIPI UTIL OFUSAPOPULATIONPOPPCT URBANPOPPCT UCPOPDEN URBANPOPDEN UCPOPDEN RURALAREAPCT URBANAREAPCT UCPCT LANDPCT WATER TOTPCT WATER INLANDOUTAGE STARTOUTAGE RESTORATIONPROP CUST AFFECTED
009000699995858047114625870544322222222222222222222220000000000000000000101000000958443
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" + ], + "text/plain": [ + " YEAR MONTH U S STATE POSTAL CODE NERC REGION CLIMATE REGION \\\n", + "0 0 9 0 0 0 6 \n", + "\n", + " ANOMALY LEVEL CLIMATE CATEGORY OUTAGE START DATE OUTAGE START TIME \\\n", + "0 9 9 9 9 \n", + "\n", + " OUTAGE RESTORATION DATE OUTAGE RESTORATION TIME CAUSE CATEGORY \\\n", + "0 58 58 0 \n", + "\n", + " CAUSE CATEGORY DETAIL HURRICANE NAMES OUTAGE DURATION DEMAND LOSS MW \\\n", + "0 471 1462 58 705 \n", + "\n", + " CUSTOMERS AFFECTED RES PRICE COM PRICE IND PRICE TOTAL PRICE \\\n", + "0 443 22 22 22 22 \n", + "\n", + " RES SALES COM SALES IND SALES TOTAL SALES RES PERCEN COM PERCEN \\\n", + "0 22 22 22 22 22 22 \n", + "\n", + " IND PERCEN RES CUSTOMERS COM CUSTOMERS IND CUSTOMERS TOTAL CUSTOMERS \\\n", + "0 22 0 0 0 0 \n", + "\n", + " RES CUST PCT COM CUST PCT IND CUST PCT PC REALGSP STATE PC REALGSP USA \\\n", + "0 0 0 0 0 0 \n", + "\n", + " PC REALGSP REL PC REALGSP CHANGE UTIL REALGSP TOTAL REALGSP \\\n", + "0 0 0 0 0 \n", + "\n", + " UTIL CONTRI PI UTIL OFUSA POPULATION POPPCT URBAN POPPCT UC \\\n", + "0 0 0 0 0 0 \n", + "\n", + " POPDEN URBAN POPDEN UC POPDEN RURAL AREAPCT URBAN AREAPCT UC PCT LAND \\\n", + "0 0 10 10 0 0 0 \n", + "\n", + " PCT WATER TOT PCT WATER INLAND OUTAGE START OUTAGE RESTORATION \\\n", + "0 0 0 9 58 \n", + "\n", + " PROP CUST AFFECTED \n", + "0 443 " + ] + }, + "execution_count": 1260, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "missingness = pd.DataFrame(df.isna().sum())\n", + "missingness.T#[missingness[0] > 0].T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### NMAR Analysis\n", + "One column that could be NMAR, meaning the missingness of the data depends on some property of the missing data itself, is '`OUTAGE RESTORATION DATE`'. This is because restoration dates could have started being recorded after a certain date. Restoration dates before that date would be missing. The additional data we would want to obtain would be when they started recording restoration dates, and the dates for outage restorations before they started recording restorations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Missingness Dependency\n", + "In this section, we'll run some tests to see if the missingness in certain columns of our dataset is dependent on any other columns.\n", + "\n", + "Let's start off by defining some functions to avoid repeating code. These might be used later on as well, to test other hypotheses." + ] + }, + { + "cell_type": "code", + "execution_count": 1261, + "metadata": {}, + "outputs": [], + "source": [ + "# tvd function from lecture 8, slightly modified to work more generally\n", + "def tvd_of_groups(df, cats, groups):\n", + " '''groups: the binary column (e.g. married vs. unmarried).\n", + " cats: the categorical column (e.g. employment status).\n", + " '''\n", + " cnts = df.pivot_table(index=groups, columns=cats, aggfunc='size')\n", + " # Normalize each column.\n", + " distr = cnts / cnts.sum()\n", + " # Compute and return the TVD.\n", + " return (distr.iloc[:,0] - distr.iloc[:,1]).abs().sum() / 2\n", + "\n", + "# abs diff of means function\n", + "def abs_diff_means(df, quant, groups):\n", + " \"\"\"\n", + " groups: binary column\n", + " quant: quantitative column\n", + " \"\"\"\n", + " grouped = df.groupby(groups).mean()\n", + " diff = grouped.diff().iloc[-1][quant]\n", + " return np.abs(diff)" + ] + }, + { + "cell_type": "code", + "execution_count": 1262, + "metadata": {}, + "outputs": [], + "source": [ + "# Runs a permutation test\n", + "def perm_test(df, col1, col2, N=500, showplot=False, debug=False, test_statistic=None):\n", + " \"\"\"\n", + " col1: Binary Column\n", + " col2: Other Column\n", + " \"\"\"\n", + " # permutation test\n", + " df = df.copy()\n", + " # Step 1: Calculate observed test statistic\n", + " # **Picking test statistic\n", + " ts_functions = {\n", + " 'tvd': tvd_of_groups,\n", + " 'abs diff means': abs_diff_means\n", + " }\n", + " if not test_statistic:\n", + " calc_ts = abs_diff_means if df[col2].dtype == float else tvd_of_groups\n", + " elif callable(test_statistic):\n", + " calc_ts = test_statistic\n", + " else:\n", + " try:\n", + " calc_ts = ts_functions[test_statistic]\n", + " except KeyError as e:\n", + " raise KeyError(f'Invalid Test Statistic \"{test_statistic}\"')\n", + "\n", + " if debug:\n", + " print(\"Calculating with\", calc_ts)\n", + " \n", + " obs_ts = calc_ts(df, col2, col1)\n", + "\n", + " # Step 2: generate N simulated tvds\n", + " sim_test_stats=[]\n", + " for _ in range(N):\n", + " df['shuffled_col'] = np.random.permutation(df[col2])\n", + " sim_ts = calc_ts(df, 'shuffled_col', col1)\n", + " sim_test_stats.append(sim_ts)\n", + "\n", + " # Step 3: calculate p-value, extreme direction is to the right (greater than)\n", + " p_val = (np.array(sim_test_stats) >= obs_ts).mean()\n", + " if showplot:\n", + " fig = px.histogram(sim_test_stats, \n", + " nbins=20, \n", + " title=f'Simulated and Observed {calc_ts.__name__} from Permutation Test',\n", + " labels={\n", + " 'value': calc_ts.__name__\n", + " })\n", + " fig.add_vline(obs_ts)\n", + " fig.show()\n", + " if debug:\n", + " return p_val, sim_test_stats\n", + " return p_val\n", + "\n", + "# Runs a perm test, specifically to determine missingness dependency\n", + "def missingness_perm_test(df, missing_col, col, N=500, showplot=False, debug=False, test_statistic=None):\n", + " \"\"\"Runs a missingness permutation test on the column given\n", + " \"\"\"\n", + " # make a mini dataframe with only columns of interest\n", + " df_mini = df[[missing_col, col]].copy()\n", + " df_mini[missing_col] = df_mini[missing_col].isna()\n", + "\n", + " return perm_test(df_mini, missing_col, col, N=N, showplot=showplot, debug=debug, test_statistic=test_statistic)" + ] + }, + { + "cell_type": "code", + "execution_count": 1263, + "metadata": {}, + "outputs": [], + "source": [ + "# plot distribution difference for a given column based on missingness in another column\n", + "def plot_missing_diff(df, miss, col, barmode=''):\n", + " \"\"\"Plots difference in distribution for a categorical column between missing\n", + " and present data in another column.\n", + " \n", + " df: data\n", + " miss: name of column with missing data\n", + " col: name of column to plot distribution of\n", + " \"\"\"\n", + " mode = (barmode if barmode\n", + " else 'overlay' if df[col].dtype in ['float', 'int'] \n", + " else 'group')\n", + " return px.histogram(df.assign(missing=df[miss].isna()),\n", + " x=col,\n", + " color='missing',\n", + " histnorm='probability density',\n", + " title=f'Distribution of {col} between Missing and Present {miss}',\n", + " barmode=mode,\n", + " color_discrete_map={\n", + " True: '#ff7f0e',\n", + " False: '#1f77b4'\n", + " })" + ] + }, + { + "cell_type": "code", + "execution_count": 1264, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.03780964797913951" + ] + }, + "execution_count": 1264, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['OUTAGE DURATION'].isna().sum() / df.shape[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In our dataset, the `'OUTAGE DURATION'` column, which we are interested in as a measure of outage severity, is missing some of its values. This is problematic, and we want to know which missingness mechanism it follows so that we can impute values and closely replicate the missing data.\n", + "\n", + "One way to check this is to look at the difference in the distributions of a column between rows where duration is missing and rows where it's present. This is demonstrated for `'CAUSE CATEGORY'` below." + ] + }, + { + "cell_type": "code", + "execution_count": 1265, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "histnorm": "probability density", + "hovertemplate": "missing=False
CAUSE CATEGORY=%{x}
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"white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Distribution of CAUSE CATEGORY between Missing and Present OUTAGE DURATION" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "CAUSE CATEGORY" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "probability density" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_missing_diff(df, 'OUTAGE DURATION', 'CAUSE CATEGORY')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The rows of \"severe weather\" seem to be missing duration less, while \"fuel supply emergency\" seems to be missing it more. Based on this difference in distributions, we believe that the `'OUTAGE DURATION'` Column is Missing at Random (MAR) depending on the `'CAUSE CATEGORY'` column. To test this theory, we'll run a permutation test on these two columns.\n", + "***\n", + "#### **H0**: The distribution of Cause Category is the same for rows that are missing Outage Duration and rows that are not missing Outage Duration.\n", + "\n", + "#### **Ha**: The distribution of Cause Category is *different* for rows that are missing Outage Duration and rows that are not missing Outage Duration.\n", + "\n", + "##### Test Statistic: The Total Variation Distance between the distributions of Cause Category for rows missing Outage Duration and rows not missing Outage Duration.\n", + "\n", + "Significance level: $\\alpha = 0.05$\n", + "***" + ] + }, + { + "cell_type": "code", + "execution_count": 1266, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "P-value: 0.0\n" + ] + } + ], + "source": [ + "p_val = missingness_perm_test(df, 'OUTAGE DURATION', 'CAUSE CATEGORY')\n", + "print(f'P-value: {p_val}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Based on the results of our permutation test, we reject the null hypothesis. We rarely see TVD's as high as our observed. This tells us that the missingness of Outage Duration does depend on Cause Category, making it NMAR. To replace these values, we should employ **probabilistic imputation**, replacing each missing duration value with a randomly sampled value from the durations with the same cause category." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's run the same test on some other columns, to see if the missingness in Duration is dependant on anything else." + ] + }, + { + "cell_type": "code", + "execution_count": 1267, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "histnorm": "probability density", + "hovertemplate": "missing=False
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of Duration. Let's see if that tiny difference is significant." + ] + }, + { + "cell_type": "code", + "execution_count": 1268, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "P-value: 0.858\n" + ] + } + ], + "source": [ + "p_val = missingness_perm_test(df, 'OUTAGE DURATION', 'MONTH', test_statistic='tvd')\n", + "print(f'P-value: {p_val}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As expected, the p-value is high, beyond the chosen significance threshold of 0.05. This means that Outage Duration is Not Missing at Random (NMAR) in relation to Month." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When we decide how to impute this data (if we decide to impute it later on), all of these will come into play.\n", + "\n", + "Another column we're interested in that is missing a lot of values is the `'CUSTOMERS AFFECTED'` column. Let's do the same sort of analysis with this column.\n", + "\n", + "First, we'll look at `'TOTAL CUSTOMERS'`. It's easy to theorize how total number of customers could affect the missingness: Places with less customers might not have bothered to track how many were affected since so little were, or places with more might not have since so many were it'd be hard to keep track. Let's test this theory in the same way.\n", + "***\n", + "#### **H0**: The distribution of Total Customers is the same for rows that are missing Customers Affected Duration and rows that are not missing Customers Affected.\n", + "\n", + "#### **Ha**: The distribution of Total Customers is *different* for rows that are missing Customers Affected Duration and rows that are not missing Customers Affected.\n", + "\n", + "##### Test Statistic: Absolute Difference in Means*\n", + "\n", + "Significance level: $\\alpha = 0.05$\n", + "***\n", + "**Note that we are using absolute difference in means as our test statistic this time. This is because Total Customers is quantitative data: it wouldn't make sense to split it into categories and calculate the TVD.*" + ] + }, + { + "cell_type": "code", + "execution_count": 1269, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "histnorm": "probability density", + "hovertemplate": "missing=False
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This means that we fail to reject the null: there's not enough evidence to say that the missingness of Customers Affected is affected by the value in Total Customers.\n", + "\n", + "Cause Category caused missingness in our other severity metric. Let's see if it also affects Customers Affected:" + ] + }, + { + "cell_type": "code", + "execution_count": 1271, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "histnorm": "probability density", + "hovertemplate": "missing=False
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Again, if we want to impute values later on, this analysis will be important to keep in mind.\n", + "\n", + "Our final severity measure is `'DEMAND LOSS MW'`, which is the peak demand lost (in megawatts) during an outage. Since this has been the trend, let's see if cause category affects the missingness here." + ] + }, + { + "cell_type": "code", + "execution_count": 1273, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "histnorm": "probability density", + "hovertemplate": "missing=True
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MAR depending on Cause Category." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imputation\n", + "Now, we'll fill the missing values in Outage Duration so that we can use them for prediction later on. To do this, for every missing value in `'OUTAGE DURATION'`, we'll randomly sample a present value from the same Cause Category (since it was shown to affect missingness) to fill it with. " + ] + }, + { + "cell_type": "code", + "execution_count": 1275, + "metadata": {}, + "outputs": [], + "source": [ + "# Probabilistic imputation function taken from Lecture 8\n", + "def prob_impute(s):\n", + " s = s.copy()\n", + " \n", + " num_null = s.isna().sum()\n", + " \n", + " fill_values = np.random.choice(s.dropna(), num_null)\n", + "\n", + " s[s.isna()] = fill_values\n", + " return s" + ] + }, + { + "cell_type": "code", + "execution_count": 1276, + "metadata": {}, + "outputs": [], + "source": [ + "# Drop Alaska, since its missing all of its durations\n", + "temp = df[df['POSTAL CODE'] != 'AK'].copy(deep=True)\n", + "filled_durations = temp.groupby('CAUSE CATEGORY')['OUTAGE DURATION'].transform(prob_impute)\n", + "temp['OUTAGE DURATION'] = filled_durations\n", + "df = temp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll perform the same imputation method on `'CUSTOMERS AFFECTED'` and `'DEMAND LOSS MW'`, so we can use them later for prediction." + ] + }, + { + "cell_type": "code", + "execution_count": 1277, + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(455) # for consistency\n", + "temp = df.copy()\n", + "filled_customers = temp.groupby('CAUSE CATEGORY')['CUSTOMERS AFFECTED'].transform(prob_impute)\n", + "temp['CUSTOMERS AFFECTED'] = filled_customers\n", + "filled_demand = temp.groupby('CAUSE CATEGORY')['DEMAND LOSS MW'].transform(prob_impute)\n", + "temp['DEMAND LOSS MW'] = filled_demand\n", + "filled_prop = temp.groupby('CAUSE CATEGORY')['PROP CUST AFFECTED'].transform(prob_impute)\n", + "temp['PROP CUST AFFECTED'] = filled_prop\n", + "df = temp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 4: Hypothesis Testing\n", + "In this section, we'll pick some questions about our data to answer with some hypothesis testing. We'll refer back to trends found during EDA to formulate some interesting questions." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Question 1: Are the durations of outages in the East North Central region significantly longer than the overall population?\n", + "Since we're interested in predicting Outage Duration as one metric for severity, it'd be helpful to know what factors affect this. In our EDA, we saw that the East North Central region had a higher median outage duration than other regions. This was backed up in our aggregate analysis. Is this a significant difference?\n", + "\n", + "Before running our hypothesis test, let's take a look at the data and see how different they really are." + ] + }, + { + "cell_type": "code", + "execution_count": 1279, + "metadata": { + "ExecuteTime": { + "end_time": "2019-10-31T23:36:28.666489Z", + "start_time": "2019-10-31T23:36:28.664381Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3125.749727286894\n" + ] + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "Climate Region=%{x}
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"cell_type": "markdown", + "metadata": {}, + "source": [ + "So in our observed data, there's a 3005 minute difference between the mean durations for ENC and other regions. Let's see if this difference is significant using a permutation test.\n", + "***\n", + "#### **H0**: The mean duration of outages in the East North Central region is the same as the mean duration of outages in other regions.\n", + "\n", + "#### **H0**: The mean duration of outages in the East North Central region *longer than* the mean duration of outages in other regions.\n", + "\n", + "##### Test statistic: Absolute Difference in Mean Duration between the ENC region and other regions.\n", + "\n", + "Significance level: $\\alpha=0.05$\n", + "***\n", + "To do this we'll have to create a dataframe where one of the columns is binary, which takes on one value for \"ENC\" and another value for \"not ENC\"." + ] + }, + { + "cell_type": "code", + "execution_count": 1280, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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alphabet, .diff() gives us Other - ENC, so we correct for that\n", + " diff = grouped.diff().iloc[-1][quant] * -1\n", + " return diff\n", + "p_val=perm_test(data, 'Region Binarized', 'OUTAGE DURATION', N=1000, showplot=True, test_statistic=diff_means)\n", + "print(f'P-value: {p_val}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the results of our permutation test, we can conclude that we reject the null hypothesis. The mean duration in the East North Central region is significantly different from the mean duration in other regions." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 5: Framing a Prediction Problem" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "ExecuteTime": { + "end_time": "2019-10-31T23:36:28.657068Z", + "start_time": "2019-10-31T23:36:28.654650Z" + } + }, + "source": [ + "Our prediction problem: **Predict the severity (measured in Outage Duration) of an outage by looking at data from any of the cause columns.** To solve this problem, we will be using **regression**, since we want to predict the duration, not classify the data. The response variable is **Outage Duration**. To evaluate our model, we will be using $R^2$, since it is more straightforward metric, where higher values are better (as opposed to RMSE, where lower error is better)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 6: Baseline Model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we'll train a baseline model with just 2 features, so we have something to compare our final model to. \n", + "\n", + "Before that, recall that our outage durations were heavily skewed right. This was due to a small number of outliers in the data. For our purposes, we'll drop any extreme values (defined as any outages lasting longer than a week). This will make our final model less accurate for durations longer than a week, but since most durations fall behind that threshold, it shouldn't hurt too much. More importantly, it'll make it *more accurate* for predicting durations shorter than a week, which is where the majority of our durations lie." + ] + }, + { + "cell_type": "code", + "execution_count": 1282, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "We still have 94.19% of our data left!\n" + ] + } + ], + "source": [ + "threshold = 60 * 24 * 7\n", + "df_new = df[df['OUTAGE DURATION'] <= threshold]\n", + "print(f'We still have {np.round(df_new.shape[0]/df.shape[0] * 100, 2)}% of our data left!')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's take a look at the correlations of each numerical feature with respect to Outage Duration, to get a sense of which features to use for our baseline." + ] + }, + { + "cell_type": "code", + "execution_count": 1283, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "OUTAGE DURATION 1.000000\n", + "PCT LAND 0.243277\n", + "PCT WATER TOT 0.243265\n", + "CUSTOMERS AFFECTED 0.237759\n", + "YEAR 0.228432\n", + "PROP CUST AFFECTED 0.210935\n", + "UTIL CONTRI 0.145433\n", + "PC REALGSP USA 0.134796\n", + "RES CUST PCT 0.122537\n", + "POPDEN RURAL 0.122264\n", + "POPPCT UC 0.121692\n", + "Name: OUTAGE DURATION, dtype: float64" + ] + }, + "execution_count": 1283, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "correlations = df_new.corr()['OUTAGE DURATION']\n", + "correlations.abs().sort_values(ascending=False).head(11)" + ] + }, + { + "cell_type": "code", + "execution_count": 1284, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.24327686067697857" + ] + }, + "execution_count": 1284, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "correlations['PCT LAND']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This tells us the top ten most correlated (calculated with absolute correlation) columns with respect to outage duration. From this, we can see that the percentage of land area in the state (compared to the overall land in the continental US) is moderately correlated with duration. The correlation is negative, meaning the larger the state, the shorted the outage. We'll use this as one of our baseline model's features." + ] + }, + { + "cell_type": "code", + "execution_count": 1285, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.23775886389825615" + ] + }, + "execution_count": 1285, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "correlations['CUSTOMERS AFFECTED']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another measure that is moderately correlated with duration is Customers Affected (we also saw this in our EDA). It seems like as more customers are affected, it takes longer to restore power. We'll use this as the other feature in our baseline." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Baseline Model Description\n", + "Our baseline model will use the features Pct. Land and Customers Affected. Both these features are continuous, quantitative features, so no encodings were necessary." + ] + }, + { + "cell_type": "code", + "execution_count": 1416, + "metadata": { + "ExecuteTime": { + "end_time": "2019-10-31T23:36:28.662099Z", + "start_time": "2019-10-31T23:36:28.660016Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Baseline Model R^2 Score: 0.09084731101837895\n" + ] + } + ], + "source": [ + "from sklearn.pipeline import Pipeline\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.preprocessing import OneHotEncoder\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "X = df_new[['PCT LAND', 'CUSTOMERS AFFECTED']] \n", + "y = df_new['OUTAGE DURATION']\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "base_pipeline = Pipeline(steps=[\n", + " ('regressor', LinearRegression()) \n", + "])\n", + "base_pipeline.fit(X_train, y_train)\n", + "\n", + "# Evaluating the model on the test set\n", + "base_score = base_pipeline.score(X_test, y_test)\n", + "print(\"Baseline Model R^2 Score:\", base_score)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This baseline model is not very good, as can be seen by the very low $R^2$ score. This is likely because even though we picked the best features based on correlation, the highest correlation score did not exceed 0.3, so it was still pretty low as-is. Hopefully, we can improve on this score in our final model." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 7: Final Model\n", + "Now we'll try to define a pipeline to improve on this baseline model.\n", + "\n", + "We'll be iteratively making changes to our base pipeline and checking the scores to see if it improved. It'd be nice to have a function to do this rather than copy-pasting code all the time." + ] + }, + { + "cell_type": "code", + "execution_count": 1417, + "metadata": {}, + "outputs": [], + "source": [ + "scores = pd.DataFrame(columns = ['Model', 'Train', 'Test'])\n", + "def check_score(X, y, pipeline, name=''):\n", + " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + " pipeline.fit(X_train, y_train)\n", + " train_score = pipeline.score(X_train, y_train)\n", + " score = pipeline.score(X_test, y_test)\n", + " if not name:\n", + " name = \"Pipeline\"\n", + " diff = score - base_score\n", + " pref = 'higher' if diff > 0 else 'lower'\n", + " print(f\"{name} R^2 Score on train: {train_score}\")\n", + " print(f\"{name} R^2 Score on test: {score} \\n {np.abs(diff)} {pref} than base\")\n", + " return train_score, score" + ] + }, + { + "cell_type": "code", + "execution_count": 1418, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Base R^2 Score on train: 0.11523481981957073\n", + "Base R^2 Score on test: 0.09084731101837895 \n", + " 0.0 lower than base\n" + ] + } + ], + "source": [ + "train, test = check_score(X, y, base_pipeline, name='Base') \n", + "scores.loc[scores.shape[0]] = ['Base', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Firstly, we want to include some of our categorical features as well as the numerical features. We can't directly calculate the correlation of these with the duration. However, we know from our EDA that the duration varied based on Climate Region, and that certain states also had higher median durations. The same is true for Cause Category: differing cause categories had large effects on the duration. Let's see if these are true after removing extreme values." + ] + }, + { + "cell_type": "code", + "execution_count": 1419, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_multiple_graphs(*figures, titles=[]):\n", + " \"\"\" code in this cell largely borrowed from:\n", + " https://stackoverflow.com/questions/56727843/how-can-i-create-subplots-with-plotly-express \"\"\"\n", + " from plotly.subplots import make_subplots\n", + " import plotly.graph_objects as go\n", + " # For as many traces that exist per Express figure, get the traces from each plot and store them in an array.\n", + " # This is essentially breaking down the Express fig into it's traces\n", + "\n", + "\n", + " #Create a 1x2 subplot\n", + " if not titles:\n", + " titles = [f'Plot {i}' for i in range(1, len(figures)+1)]\n", + " fig = make_subplots(rows=1, cols=len(figures), subplot_titles=titles) \n", + "\n", + " for i, figure in enumerate(figures):\n", + " for trace in range(len(figure[\"data\"])):\n", + " fig.append_trace(figure[\"data\"][trace], row=1, col=i+1)\n", + "\n", + " #the subplot as shown in the above image\n", + " return fig" + ] + }, + { + "cell_type": "code", + "execution_count": 1420, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "CLIMATE REGION=%{x}
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"showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 0.45 + ] + }, + "xaxis2": { + "anchor": "y2", + "domain": [ + 0.55, + 1 + ] + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ] + }, + "yaxis2": { + "anchor": "x2", + "domain": [ + 0, + 1 + ] + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "figure1 = px.box(df_new, x='CLIMATE REGION', y='OUTAGE DURATION')\n", + "figure2 = px.box(df_new, x='CAUSE CATEGORY', y='OUTAGE DURATION')\n", + "titles = ['Distribution of Duration by Climate Region','Distribution of Duration by Cause Category']\n", + "figures = [figure1, figure2]\n", + "plot_multiple_graphs(figure1, figure2, titles=titles)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The distributions are still there. We'll add this column as a feature in our pipeline, one-hot-encoding it. We'll also drop the first encoded column, to avoid multicollinearity and make sure our coefficients make sense later." + ] + }, + { + "cell_type": "code", + "execution_count": 1421, + "metadata": { + "ExecuteTime": { + "end_time": "2019-10-31T23:36:28.662099Z", + "start_time": "2019-10-31T23:36:28.660016Z" + } + }, + "outputs": [], + "source": [ + "num_features = ['PCT LAND', 'CUSTOMERS AFFECTED']\n", + "cat_features = ['CLIMATE REGION', 'CAUSE CATEGORY']\n", + "ft_transformer = ColumnTransformer([\n", + " ('onehot', OneHotEncoder(drop='first', handle_unknown='ignore'), cat_features)\n", + "], remainder='passthrough')\n", + "\n", + "cat_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', LinearRegression())\n", + "])\n", + "X = df_new[num_features + cat_features] \n", + "y = df_new['OUTAGE DURATION']" + ] + }, + { + "cell_type": "code", + "execution_count": 1422, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.3061359706375959\n", + "Pipeline R^2 Score on test: 0.27493088895772255 \n", + " 0.1840835779393436 higher than base\n" + ] + } + ], + "source": [ + "train, test = check_score(X, y, cat_pipe) \n", + "scores.loc[scores.shape[0]] = ['Cat', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So we've made a significant improvement! However, our $R^2$ is still pretty low." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another thing we might try is performing transformations on the quantitative features we're using. As we saw earlier in our EDA, our Customers Affected column was heavily right-skewed. We haven't removed outliers from that column, so let's see if we can sqrt transform it to make it fit a linear model better." + ] + }, + { + "cell_type": "code", + "execution_count": 1423, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import FunctionTransformer\n", + "num_features = ['PCT LAND', 'CUSTOMERS AFFECTED']\n", + "cat_features = ['CLIMATE REGION', 'CAUSE CATEGORY']\n", + "\n", + "ft_transformer = ColumnTransformer([\n", + " ('onehot', OneHotEncoder(drop='first', handle_unknown='ignore'), cat_features),\n", + " ('sqrt customers', FunctionTransformer(np.sqrt), ['CUSTOMERS AFFECTED'])\n", + "], remainder='passthrough')\n", + "\n", + "sqrt_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', LinearRegression())\n", + "])\n", + "X = df_new[num_features + cat_features] \n", + "y = df_new['OUTAGE DURATION']" + ] + }, + { + "cell_type": "code", + "execution_count": 1424, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.3439573484435672\n", + "Pipeline R^2 Score on test: 0.32756755693958883 \n", + " 0.23672024592120988 higher than base\n" + ] + } + ], + "source": [ + "train, test = check_score(X, y, sqrt_pipe) \n", + "scores.loc[scores.shape[0]] = ['Sqrt', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It did improve our model, but it's still not stellar, considering $R^2$ ranges from 0 to 1.\n", + "\n", + "We saw in our EDA that outage duration varied wildly from state to state. Let's add `'U S STATE'` in our categorical features and see if that helps." + ] + }, + { + "cell_type": "code", + "execution_count": 1425, + "metadata": {}, + "outputs": [], + "source": [ + "num_features = ['PCT LAND', 'CUSTOMERS AFFECTED']\n", + "cat_features = ['U S STATE', 'CLIMATE REGION', 'CAUSE CATEGORY']\n", + "\n", + "ft_transformer = ColumnTransformer([\n", + " ('onehot', OneHotEncoder(drop='first', handle_unknown='ignore'), cat_features),\n", + " ('sqrt customers', FunctionTransformer(np.sqrt), ['CUSTOMERS AFFECTED'])\n", + "], remainder='passthrough')\n", + "\n", + "state_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', LinearRegression())\n", + "])\n", + "X = df_new[num_features + cat_features] \n", + "y = df_new['OUTAGE DURATION']" + ] + }, + { + "cell_type": "code", + "execution_count": 1426, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.38582687911591773\n", + "Pipeline R^2 Score on test: 0.3373753721049356 \n", + " 0.24652806108655667 higher than base\n" + ] + } + ], + "source": [ + "train, test = check_score(X, y, state_pipe) \n", + "scores.loc[scores.shape[0]] = ['State', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That improved the performance a good amount. We also noticed if we removed `'PCT LAND'` and `'CLIMATE REGION'` from our features, it doesn't affect the performance that much. Perhaps these were giving the same information as `'U S STATE'`, since every state has a different percent land (so rows with the same value for state would have the same value for pct. land), and climate region is just a coarser-grained determination of location.\n", + "\n", + "What if we were to use the proportion of customers affected instead of the total number? That might remove some bias for more populated areas having more customers affected. We made the `'PROP CUST AFFECTED'` column earlier, so we'll replace `'CUSTOMERS AFFECTED'` with it." + ] + }, + { + "cell_type": "code", + "execution_count": 1427, + "metadata": {}, + "outputs": [], + "source": [ + "num_features = ['PROP CUST AFFECTED']\n", + "cat_features = ['U S STATE', 'CAUSE CATEGORY']\n", + "\n", + "ft_transformer = ColumnTransformer([\n", + " ('onehot', OneHotEncoder(drop='first', handle_unknown='ignore'), cat_features),\n", + " ('sqrt customers', FunctionTransformer(np.sqrt), ['PROP CUST AFFECTED'])\n", + "], remainder='passthrough')\n", + "\n", + "prop_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', LinearRegression())\n", + "])\n", + "X = df_new[num_features + cat_features]\n", + "y = df_new['OUTAGE DURATION']" + ] + }, + { + "cell_type": "code", + "execution_count": 1428, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.3813982583644432\n", + "Pipeline R^2 Score on test: 0.3306535495028118 \n", + " 0.23980623848443283 higher than base\n" + ] + } + ], + "source": [ + "train, test = check_score(X, y, prop_pipe) \n", + "scores.loc[scores.shape[0]] = ['Props', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This dropped our performance slightly. We'll stick to just using `'CUSTOMERS AFFECTED'` for now.\n", + "\n", + "The final severity measure in our dataset was demand loss. Since Customers (another severity measure) seemed to have a large effect on duration, perhaps adding in demand loss will improve it even more.\n", + "\n", + "Recall from our univariate analysis that demand loss is heavily right-skewed, just like duration and customers. For this reason, we'll also perform a sqrt transform on it." + ] + }, + { + "cell_type": "code", + "execution_count": 1429, + "metadata": {}, + "outputs": [], + "source": [ + "num_features = ['PROP CUST AFFECTED', 'DEMAND LOSS MW']\n", + "cat_features = ['U S STATE', 'CAUSE CATEGORY']\n", + "\n", + "ft_transformer = ColumnTransformer([\n", + " ('onehot', OneHotEncoder(drop='first', handle_unknown='ignore'), cat_features),\n", + " ('sqrt customers', FunctionTransformer(np.sqrt), ['PROP CUST AFFECTED', 'DEMAND LOSS MW'])\n", + "], remainder='passthrough')\n", + "\n", + "demand_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', LinearRegression())\n", + "])\n", + "X = df_new[num_features + cat_features]\n", + "y = df_new['OUTAGE DURATION']" + ] + }, + { + "cell_type": "code", + "execution_count": 1430, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.38178007192953123\n", + "Pipeline R^2 Score on test: 0.32941079020441877 \n", + " 0.23856347918603982 higher than base\n" + ] + } + ], + "source": [ + "train, test = check_score(X, y, demand_pipe) \n", + "scores.loc[scores.shape[0]] = ['Demand', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Adding in demand loss seemed to decrease performance, so we'll leave it out of the final model.\n", + "\n", + "What about Year and Month? In the EDA, we saw that the number of outages that happened was dependant on the month, and that durations fluctuated heavily from year to year. Maybe adding in these features can help our performance. Month is missing some values though, so we'll have to handle that first." + ] + }, + { + "cell_type": "code", + "execution_count": 1486, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "8" + ] + }, + "execution_count": 1486, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_new.isna().sum()['MONTH']" + ] + }, + { + "cell_type": "code", + "execution_count": 1487, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 1487, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Only missing 8 values, we'll drop them\n", + "df_new = df_new[df_new['MONTH'].notna()]\n", + "df_new.isna().sum()['MONTH']" + ] + }, + { + "cell_type": "code", + "execution_count": 1488, + "metadata": {}, + "outputs": [], + "source": [ + "num_features = ['PROP CUST AFFECTED', 'DEMAND LOSS MW', 'YEAR', 'MONTH']\n", + "cat_features = ['U S STATE', 'CAUSE CATEGORY']\n", + "\n", + "ft_transformer = ColumnTransformer([\n", + " ('onehot', OneHotEncoder(drop='first', handle_unknown='ignore'), cat_features),\n", + " ('sqrt customers', FunctionTransformer(np.sqrt), ['PROP CUST AFFECTED', 'DEMAND LOSS MW'])\n", + "], remainder='passthrough')\n", + "\n", + "year_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', LinearRegression())\n", + "])\n", + "X = df_new[num_features + cat_features]\n", + "y = df_new['OUTAGE DURATION']" + ] + }, + { + "cell_type": "code", + "execution_count": 1490, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.38351095207346275\n", + "Pipeline R^2 Score on test: 0.36803930833402576 \n", + " 0.2771919973156468 higher than base\n" + ] + } + ], + "source": [ + "train, test = check_score(X, y, year_pipe)\n", + "scores.loc[scores.shape[0]] = ['YearMonth', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Better! Our performance keeps going up." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The problem with moving forward from here is that a *lot* of our variables seem to be dependant on state. Using `'U S STATE'` as a feature already covers most of the features, since the rest, unless having a large, direct impact on duration (which, through looking at linear correlation, none of them do), would just be indicators for the state. Intuitively, adding any new features here wouldn't help our model, only make it increasingly complex and thus overfit to the training data. So, let's work with what features we currently have." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We've been square root transforming demand loss and customers affected to acccount for the heavy skew. What if we didn't care about *how many* customers were affected, or *how much* demand was lost, but rather only cared if it was a little or a lot? Let's binarize these two columns instead of linearizing (picking the median for both as our threshold for now) and see if that helps performance." + ] + }, + { + "cell_type": "code", + "execution_count": 1431, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(52680.5, 137.0)" + ] + }, + "execution_count": 1431, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# finding the medians to use as thresholds\n", + "df_new['CUSTOMERS AFFECTED'].median(), df_new['DEMAND LOSS MW'].median()" + ] + }, + { + "cell_type": "code", + "execution_count": 1493, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import Binarizer\n", + "num_features = ['CUSTOMERS AFFECTED', 'DEMAND LOSS MW', 'YEAR', 'MONTH']\n", + "cat_features = ['U S STATE', 'CAUSE CATEGORY']\n", + "\n", + "ft_transformer = ColumnTransformer([\n", + " ('onehot', OneHotEncoder(drop='first', handle_unknown='ignore'), cat_features),\n", + " ('bin cust', Binarizer(threshold=52680.5), ['CUSTOMERS AFFECTED']),\n", + " ('bin demand', Binarizer(threshold=137), ['DEMAND LOSS MW'])\n", + "], remainder='passthrough')\n", + "\n", + "bin_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', LinearRegression())\n", + "])\n", + "X = df_new[num_features + cat_features]\n", + "y = df_new['OUTAGE DURATION']" + ] + }, + { + "cell_type": "code", + "execution_count": 1494, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.3741089315228223\n", + "Pipeline R^2 Score on test: 0.3769743527258298 \n", + " 0.28612704170745085 higher than base\n" + ] + } + ], + "source": [ + "train, test = check_score(X, y, bin_pipe) \n", + "scores.loc[scores.shape[0]] = ['Binary', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The model actually performs worse on both training and testing. Can we get better performance with better thresholds? Let's use Grid Search to find the best threshold values." + ] + }, + { + "cell_type": "code", + "execution_count": 1496, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'ft transform__bin cust__threshold': 67000,\n", + " 'ft transform__bin demand__threshold': 100}" + ] + }, + "execution_count": 1496, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.model_selection import GridSearchCV\n", + "bin_cv = GridSearchCV(bin_pipe,{\n", + " 'ft transform__bin cust__threshold': range(0, 70_000, 1_000),\n", + " 'ft transform__bin demand__threshold': range(0, 200, 10)\n", + "})\n", + "bin_cv.fit(X, y)\n", + "best = bin_cv.best_params_\n", + "best" + ] + }, + { + "cell_type": "code", + "execution_count": 1497, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.3802546697512367\n", + "Pipeline R^2 Score on test: 0.37971267062975045 \n", + " 0.2888653596113715 higher than base\n" + ] + } + ], + "source": [ + "# Retraining our model with the best parameters\n", + "threshold_cust = best['ft transform__bin cust__threshold']\n", + "threshold_demand = best['ft transform__bin demand__threshold']\n", + "ft_transformer = ColumnTransformer([\n", + " ('onehot', OneHotEncoder(drop='first', handle_unknown='ignore'), cat_features),\n", + " ('bin cust', Binarizer(threshold=threshold_cust), ['CUSTOMERS AFFECTED']),\n", + " ('bin demand', Binarizer(threshold=threshold_demand), ['DEMAND LOSS MW'])\n", + "], remainder='passthrough')\n", + "\n", + "bin_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', LinearRegression())\n", + "])\n", + "train, test = check_score(X, y, bin_pipe) \n", + "scores.loc[scores.shape[0]] = ['Best Bin', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using these hyperparameters did improve our performance slightly!." + ] + }, + { + "cell_type": "code", + "execution_count": 1498, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "Dataset Scored=Train
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x='Model', y='value', color='variable', barmode='group',\n", + " labels={'value':'R^2 score', 'variable': 'Dataset Scored', 'Model': 'Model name'}, \n", + " title='Scores for our Models So Far',\n", + " category_orders={'variable': ['Train', 'Test']},\n", + " color_discrete_map={'Test':'green', 'Train':'lightgreen'})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's try another thing: changing the model we use. Linear Regressors are not the only models capable of solving a regression problem. Decision Trees and Random Forests can both help, and are better for handling skewed data like ours. Let's try to use these models and see how they change our performance." + ] + }, + { + "cell_type": "code", + "execution_count": 1499, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.tree import DecisionTreeRegressor\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "num_features = ['CUSTOMERS AFFECTED', 'DEMAND LOSS MW', 'YEAR', 'MONTH']\n", + "cat_features = ['U S STATE', 'CAUSE CATEGORY']\n", + "\n", + "ft_transformer = ColumnTransformer([\n", + " ('onehot', OneHotEncoder(drop='first', handle_unknown='ignore'), cat_features),\n", + " # ('bin cust', Binarizer(threshold=52000.0), ['CUSTOMERS AFFECTED']), \n", + " # ('bin demand', Binarizer(threshold=136), ['DEMAND LOSS MW'])\n", + "], remainder='passthrough')\n", + "\n", + "tree_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', DecisionTreeRegressor(max_depth=10)) # arbitrarily chosen, will tune\n", + "])\n", + "X = df_new[num_features + cat_features]\n", + "y = df_new['OUTAGE DURATION']" + ] + }, + { + "cell_type": "code", + "execution_count": 1500, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.6507360961958271\n", + "Pipeline R^2 Score on test: 0.2765137385593215 \n", + " 0.18566642754094254 higher than base\n" + ] + } + ], + "source": [ + "train, test = check_score(X, y, tree_pipe) \n", + "scores.loc[scores.shape[0]] = ['DT', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Decision Tree regressor seems to be overfitting, since it has a much higher training accuracy, but much lower testing accuracy. Let's use a Grid Search to tune the model's hyperparameters." + ] + }, + { + "cell_type": "code", + "execution_count": 1501, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'model__max_depth': 2}" + ] + }, + "execution_count": 1501, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.model_selection import GridSearchCV\n", + "tree_cv = GridSearchCV(tree_pipe, {\n", + " 'model__max_depth': [2, 3, 4, 5, 6, 7, 8, 9, 10]\n", + "})\n", + "tree_cv.fit(X, y)\n", + "tree_cv.best_params_" + ] + }, + { + "cell_type": "code", + "execution_count": 1502, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.2917996811216086\n", + "Pipeline R^2 Score on test: 0.3180417627408807 \n", + " 0.22719445172250174 higher than base\n" + ] + } + ], + "source": [ + "tree_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', DecisionTreeRegressor(max_depth=2))\n", + "])\n", + "train, test = check_score(X, y, tree_pipe)\n", + "scores.loc[scores.shape[0]] = ['Best DT', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our best tree regressor performs worse than our previous linear models. Let's see if Random Forest does any better." + ] + }, + { + "cell_type": "code", + "execution_count": 1503, + "metadata": {}, + "outputs": [], + "source": [ + "num_features = ['CUSTOMERS AFFECTED', 'DEMAND LOSS MW', 'YEAR', 'MONTH']\n", + "cat_features = ['U S STATE', 'CAUSE CATEGORY']\n", + "\n", + "ft_transformer = ColumnTransformer([\n", + " ('onehot', OneHotEncoder(drop='first', handle_unknown='ignore'), cat_features),\n", + " # ('bin cust', Binarizer(threshold=52000.0), ['CUSTOMERS AFFECTED']), \n", + " # ('bin demand', Binarizer(threshold=136), ['DEMAND LOSS MW'])\n", + "], remainder='passthrough')\n", + "\n", + "forest_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', RandomForestRegressor(max_depth=10)) # arbitrarily chosen, will tune\n", + "])\n", + "X = df_new[num_features + cat_features]\n", + "y = df_new['OUTAGE DURATION']" + ] + }, + { + "cell_type": "code", + "execution_count": 1504, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.7312419735649749\n", + "Pipeline R^2 Score on test: 0.44216615373881074 \n", + " 0.3513188427204318 higher than base\n" + ] + } + ], + "source": [ + "train, test = check_score(X, y, forest_pipe)\n", + "scores.loc[scores.shape[0]] = ['RF', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Random Forest regressor does better, but it also seems to be overfitting. Let's do some hyperparameter tuning." + ] + }, + { + "cell_type": "code", + "execution_count": 1506, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'model__max_depth': 2, 'model__n_estimators': 5}" + ] + }, + "execution_count": 1506, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "forest_cv = GridSearchCV(forest_pipe, {\n", + " 'model__max_depth': [2, 4, 6, 8, 10],\n", + " 'model__n_estimators': [5, 10, 15, 20, 25, 50, 100]\n", + "})\n", + "forest_cv.fit(X, y)\n", + "best_forest = forest_cv.best_params_\n", + "best_forest" + ] + }, + { + "cell_type": "code", + "execution_count": 1508, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.30289024129884323\n", + "Pipeline R^2 Score on test: 0.3338329298168672 \n", + " 0.24298561879848823 higher than base\n" + ] + } + ], + "source": [ + "depth = best_forest['model__max_depth']\n", + "estimators = best_forest['model__n_estimators']\n", + "cv_forest_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', RandomForestRegressor(max_depth=depth, n_estimators=estimators))\n", + "])\n", + "train, test = check_score(X, y, cv_forest_pipe)\n", + "scores.loc[scores.shape[0]] = ['Best RF', train, test]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using the \"best\" parameters from gridsearch seemed to drop our performance, actually." + ] + }, + { + "cell_type": "code", + "execution_count": 1509, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "Dataset Scored=Train
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y='value', color='variable', barmode='group',\n", + " labels={'value':'R^2 score', 'variable': 'Dataset Scored', 'Model': 'Model name'}, \n", + " title='Model Scores on Training and Testing data',\n", + " category_orders={'variable': ['Train', 'Test']},\n", + " color_discrete_map={'Test':'green', 'Train':'lightgreen'})" + ] + }, + { + "cell_type": "code", + "execution_count": 1510, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'RF'" + ] + }, + "execution_count": 1510, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scores.groupby('Model').last().sort_values('Test').index[-1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So, after all this exploring, our best model seems to be the Random Forest, with default parameters (max_depth = None, n_estimators = 100), that used the features US State, Cause Category, Demand Loss, Year, Month, and Customers Affected." + ] + }, + { + "cell_type": "code", + "execution_count": 1529, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pipeline R^2 Score on train: 0.7223089295801711\n", + "Pipeline R^2 Score on test: 0.4398747252197184 \n", + " 0.3490274142013394 higher than base\n" + ] + }, + { + "data": { + "text/plain": [ + "(0.7223089295801711, 0.4398747252197184)" + ] + }, + "execution_count": 1529, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num_features = ['CUSTOMERS AFFECTED', 'DEMAND LOSS MW', 'YEAR', 'MONTH']\n", + "cat_features = ['U S STATE', 'CAUSE CATEGORY']\n", + "\n", + "ft_transformer = ColumnTransformer([\n", + " ('onehot', OneHotEncoder(drop='first', handle_unknown='ignore'), cat_features),\n", + " # ('bin cust', Binarizer(threshold=52000.0), ['CUSTOMERS AFFECTED']), \n", + " # ('bin demand', Binarizer(threshold=136), ['DEMAND LOSS MW'])\n", + "], remainder='passthrough')\n", + "\n", + "final_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', RandomForestRegressor(max_depth=10)) # arbitrarily chosen, will tune\n", + "])\n", + "X = df_new[num_features + cat_features]\n", + "y = df_new['OUTAGE DURATION']\n", + "check_score(X, y, final_pipe)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This score is obviously still not great. With more time, we probably could have went through all the features critically and found the best possible model given the data we have. However, we did improve on our baseline by quite a bit, so we'll be using this model moving forward." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 8: Fairness Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 1536, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "YEAR=%{x}
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"markdown", + "metadata": {}, + "source": [ + "In 2003, various geopolitical events, an increase in demand, and natural disasters caused the price for a barrel of crude oil in the US to rise to above $30, from its previous price of under $25. Under pressure from things like tensions in the Middle East and Hurricane Katrina, this price continued to skyrocket up until around 2008, causing a national [energy crisis](https://en.wikipedia.org/wiki/2000s_energy_crisis) (this was actually one of the many factors of the great recession, in 2007).\n", + "\n", + "The changes in the `'TOTAL PRICE'` column, which measures the average price of energy per month in each state, reflect this change (as seen above). We want to know if our model is equally successful for outages that occured before this crisis (before 2003) and after (during or after 2003). \n", + "\n", + "***\n", + "#### **Fairness Analysis:** Is Our Model Fair for Outages Before and After the 2003 Energy Crisis?\n", + "**Group X:** Outages occurring before 2003\n", + "\n", + "**Group Y:** Outages occurring during or after 2003\n", + "\n", + "**Evaluation metric:** $R^2$\n", + "\n", + "**Null Hypothesis:** Our model is fair. Its $R^2$ for power outages before 2003 and outages during or after 2003 are roughly the same, and any differences are due to random chance.\n", + "\n", + "**Alternative Hypothesis:** Our model is unfair. Its $R^2$ for outages before 2003 is different from its $R^2$ for outages during or after 2003.\n", + "\n", + "**Significance level:** $\\alpha = 0.05$\n", + "***\n", + "\n", + "First, we'll add a column to split the dataset into two groups: before 2003 and after 2003." + ] + }, + { + "cell_type": "code", + "execution_count": 1513, + "metadata": {}, + "outputs": [], + "source": [ + "df_new['Before Crisis'] = df_new['YEAR'] < 2003" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we'll train our model on the data in both splits and see how it fares, measured in $R^2$." + ] + }, + { + "cell_type": "code", + "execution_count": 1518, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R^2 for Group X (Before 2003): 0.3884990005991966\n", + "R^2 for Group Y (After 2003): 0.3878963836367155\n" + ] + } + ], + "source": [ + "#R^2 value from final model for both group X and group Y\n", + "num_features = ['CUSTOMERS AFFECTED']\n", + "cat_features = ['U S STATE', 'CAUSE CATEGORY']\n", + "\n", + "ft_transformer = ColumnTransformer([\n", + " ('onehot', OneHotEncoder(drop='first', handle_unknown='ignore'), cat_features),\n", + " ('sqrt customers', FunctionTransformer(np.sqrt), ['CUSTOMERS AFFECTED'])\n", + "], remainder='passthrough')\n", + "\n", + "state_pipe = Pipeline(steps=[\n", + " ('ft transform', ft_transformer),\n", + " ('model', LinearRegression())\n", + "])\n", + "\n", + "#\n", + "\n", + "# two groups based on 'U S STATE' and 'CLIMATE REGION'\n", + "before = df_new[df_new['Before Crisis']] # Group X\n", + "after = df_new[~df_new['Before Crisis']] # Group Y\n", + "X_before = before[num_features + cat_features]\n", + "X_after = after[num_features + cat_features]\n", + "y_before = before['OUTAGE DURATION']\n", + "y_after = after['OUTAGE DURATION']\n", + "\n", + "final_pipe.fit(X_before, y_before)\n", + "r2_before = final_pipe.score(X_before, y_before) # idk if these are right, may flip X & Y\n", + "\n", + "final_pipe.fit(X_after, y_after)\n", + "r2_after = final_pipe.score(X_after, y_after)\n", + "\n", + "print(\"R^2 for Group X (Before 2003):\", r2_state)\n", + "print(\"R^2 for Group Y (After 2003):\", r2_climate)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The $R^2$ values seem to be very similar, so the obs diff of our permutation test is very low. \n", + "\n", + "We'll now run a permutation test, based on the null and alternate hypotheses as stated above. Since our observed difference was low, and the null hypothesis states that it should be close to 0, we'd expect the p-value to be very high." + ] + }, + { + "cell_type": "code", + "execution_count": 1532, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Observed Difference in R-squared values: 0.4640390735634137\n", + "Permutation Test p-value: 0.365\n" + ] + } + ], + "source": [ + "#Permutation\n", + "\n", + "# helper functions\n", + "def get_r2(X, y):\n", + " \"\"\"Calculates the R^2 score of our model given features and responses.\n", + " \"\"\"\n", + " state_pipe.fit(X, y)\n", + " return state_pipe.score(X, y)\n", + "\n", + "def get_abs_diff_r2(df):\n", + " \"\"\"Splits a df into outages before and after 2003, then calculates the\n", + " difference in R^2s.\n", + " \"\"\"\n", + " before = df[df['Before Crisis']] # Group X\n", + " after = df[~df['Before Crisis']] # Group Y\n", + " X_before = before[num_features + cat_features]\n", + " X_after = after[num_features + cat_features]\n", + " y_before = before['OUTAGE DURATION']\n", + " y_after = after['OUTAGE DURATION']\n", + " \n", + " before_r2 = get_r2(X_before, y_before)\n", + " after_r2 = get_r2(X_after, y_after)\n", + " return np.abs(before_r2 - after_r2)\n", + " \n", + "# observed test statistic\n", + "observed_diff_r2 = get_abs_diff_r2(df_new)\n", + "\n", + "# simulated test statistics\n", + "N = 1000\n", + "permuted_diff_r2 = np.zeros(N)\n", + "perm_test_df = df_new.copy(deep=True)\n", + "for i in range(N):\n", + " perm_test_df['Before Crisis'] = np.random.permutation(perm_test_df['Before Crisis'])\n", + " # r^2 diff for each group\n", + " sim_diff_r2 = get_abs_diff_r2(perm_test_df)\n", + " # add to list\n", + " permuted_diff_r2[i] = sim_diff_r2\n", + " \n", + "p_value = np.mean(permuted_diff_r2 >= observed_diff_r2)\n", + "\n", + "print(\"Observed Difference in R-squared values:\", observed_diff_r2)\n", + "print(\"Permutation Test p-value:\", p_value)" + ] + }, + { + "cell_type": "code", + "execution_count": 1535, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "variable=0
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"title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.histogram(permuted_diff_r2, title='Observed and Simulated Differences in R^2',\n", + " labels={'value':'Difference in R^2'})\n", + "fig.add_vline(observed_diff_r2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The p-value is larger than our alpha value of 0.05. According to this, the observed diffs in $R^2$ values are not statistically significant and were likely due to random chance. \n", + "\n", + "Because the p-value is high, we fail to reject the null hypothesis and conclude that our model is fair. There is no sufficient evidence to prove that its performance for power outages before 2003 and those after 2003 are significantly different." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}