From 599b054c92a3a346aba12e78afd3477b667ede6d Mon Sep 17 00:00:00 2001 From: Andrealafarga99 Date: Sat, 5 Oct 2024 14:27:07 +0200 Subject: [PATCH] lab pandas Andrea Lafarga --- file1.csv | 4009 +++++++++++++++++++++++++++++++++++++++++++ lab-dw-pandas.ipynb | 991 ++++++++++- 2 files changed, 4986 insertions(+), 14 deletions(-) create mode 100644 file1.csv diff --git a/file1.csv b/file1.csv new file mode 100644 index 000000000..da4692c77 --- /dev/null +++ b/file1.csv @@ -0,0 +1,4009 @@ +Customer,ST,GENDER,Education,Customer Lifetime Value,Income,Monthly Premium Auto,Number of Open Complaints,Policy Type,Vehicle Class,Total Claim Amount +RB50392,Washington,NA,Master,,0,1000.0000000000,1/0/00,Personal Auto,Four-Door Car,2.704934 +QZ44356,Arizona,F,Bachelor,697953.59%,0,94.0000000000,1/0/00,Personal Auto,Four-Door Car,1131.464935 +AI49188,Nevada,F,Bachelor,1288743.17%,48767,108.0000000000,1/0/00,Personal Auto,Two-Door Car,566.472247 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Auto,Four-Door Car,192.87572 +TQ13499,AZ,NA,College,473174.93%,69833,118.0000000000,1/0/00,Personal Auto,Four-Door Car,828.662719 +BU44523,AZ,NA,High School or Below,802637.96%,0,74.0000000000,1/0/00,Corporate Auto,Four-Door Car,532.8 +MS41162,AZ,NA,High School or Below,402296.35%,0,117.0000000000,1/0/00,Personal Auto,SUV,975.107098 +PU25891,Oregon,NA,High School or Below,961831.09%,80536,119.0000000000,1/0/00,Special Auto,Sports Car,53.798708 +LH92841,Washington,F,Bachelors,725595.38%,88891,89.0000000000,1/0/00,Personal Auto,Four-Door Car,50.528355 +SX26335,Oregon,NA,College,955292.69%,97732,79.0000000000,1/0/00,Personal Auto,Four-Door Car,289.9122 +AZ95587,AZ,F,Bachelor,1038855.32%,61222,89.0000000000,1/0/00,Special Auto,Four-Door Car,392.604371 +DS81757,Oregon,M,College,247012.12%,0,74.0000000000,1/0/00,Personal Auto,Two-Door Car,721.242206 +OJ94107,AZ,M,Master,561906.85%,50335,140.0000000000,1/0/00,Personal Auto,SUV,456.52385 +LP84436,California,F,High School or Below,904711.92%,0,127.0000000000,1/0/00,Personal Auto,Sports Car,1087.995426 +FF22360,Washington,F,Doctor,268731.41%,82210,68.0000000000,1/4/00,Personal Auto,Four-Door Car,51.961915 +LM19287,Oregon,F,High School or Below,373150.46%,0,96.0000000000,1/0/00,Personal Auto,Four-Door Car,460.8 +ZU18643,Nevada,M,Bachelor,366077.03%,64495,92.0000000000,1/0/00,Corporate Auto,Four-Door Car,251.992083 +AZ82578,California,F,College,792882.93%,0,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,345.6 +XC67861,Arizona,F,Bachelor,501175.16%,28859,67.0000000000,1/3/00,Corporate Auto,Two-Door Car,321.6 +YC43143,Arizona,F,High School or Below,798825.83%,77330,99.0000000000,1/0/00,Personal Auto,Four-Door Car,99.257608 +EK59571,Oregon,M,College,388545.64%,0,105.0000000000,1/0/00,Corporate Auto,Four-Door Car,504 +PA38372,Washington,F,High School or Below,935773.78%,33060,117.0000000000,1/0/00,Personal Auto,Four-Door Car,56.731578 +RO18530,Washington,M,Master,254068.98%,42557,65.0000000000,1/0/00,Personal Auto,Four-Door Car,57.562324 +PD27940,Arizona,M,High School or Below,488516.25%,26372,126.0000000000,1/0/00,Personal Auto,SUV,604.8 +BS77946,Arizona,F,Bachelor,975330.71%,17514,127.0000000000,1/0/00,Personal Auto,SUV,8.312729 +YM50253,California,Femal,Bachelor,294615.37%,89270,74.0000000000,1/0/00,Personal Auto,Four-Door Car,316.599228 +NR15332,California,M,High School or Below,258111.09%,29757,65.0000000000,1/0/00,Personal Auto,Four-Door Car,312 +RC62865,Oregon,M,College,351738.58%,51814,92.0000000000,1/0/00,Personal Auto,Four-Door Car,56.300724 +CC15295,Oregon,F,Bachelor,974335.01%,24028,82.0000000000,1/0/00,Personal Auto,Four-Door Car,393.6 +KA61892,Arizona,M,College,387364.70%,28142,105.0000000000,1/0/00,Personal Auto,Sports Car,701.708239 +OS94884,Arizona,F,Bachelor,764928.20%,52705,64.0000000000,1/1/00,Personal Auto,Two-Door Car,128.705563 +ND87334,California,M,High School or Below,228759.69%,0,63.0000000000,1/0/00,Corporate Auto,Two-Door Car,679.368378 +OY51402,Washington,F,High School or Below,825576.39%,54040,103.0000000000,1/0/00,Personal Auto,SUV,59.987126 +YL74911,California,F,College,871492.21%,0,118.0000000000,1/0/00,Personal Auto,SUV,566.4 +GK92563,Washington,F,Doctor,681923.12%,22492,85.0000000000,1/0/00,Personal Auto,Two-Door Car,61.654262 +HL53154,California,M,Bachelor,741619.73%,0,77.0000000000,1/2/00,Personal Auto,Four-Door Car,554.4 +RI78966,Oregon,M,Master,777115.90%,21876,68.0000000000,1/0/00,Personal Auto,Four-Door Car,465.41477 +IC13702,California,F,Bachelor,696834.19%,0,69.0000000000,1/1/00,Personal Auto,Four-Door Car,496.8 +BE10809,California,F,High School or Below,425028.26%,0,61.0000000000,1/1/00,Personal Auto,Four-Door Car,292.8 +HT87217,Oregon,F,High School or Below,1977656.65%,70699,82.0000000000,1/0/00,Personal Auto,Four-Door Car,256.813837 +TH95618,California,F,High School or Below,2134346.60%,0,74.0000000000,1/1/00,Personal Auto,Four-Door Car,355.2 +TS19868,California,M,College,241313.97%,27501,63.0000000000,1/0/00,Personal Auto,Four-Door Car,542.319401 +LP45550,Oregon,F,Doctor,1536384.72%,15897,101.0000000000,1/0/00,Personal Auto,Four-Door Car,303.148399 +QR87004,Nevada,F,College,845696.19%,25141,73.0000000000,1/1/00,Personal Auto,Four-Door Car,25.438063 +OE75747,Nevada,F,College,218964.25%,0,61.0000000000,1/3/00,Personal Auto,Four-Door Car,292.8 +DX91392,California,M,High School or Below,578018.22%,51066,74.0000000000,1/0/00,Personal Auto,Four-Door Car,787.993313 +AB72731,California,F,Bachelor,463998.16%,28358,117.0000000000,1/0/00,Personal Auto,Sports Car,84.024413 +GX84338,Washington,F,Doctor,382443.13%,62530,95.0000000000,1/0/00,Personal Auto,Four-Door Car,61.693771 +IS12901,Arizona,F,Bachelor,596811.89%,90972,74.0000000000,1/0/00,Personal Auto,Two-Door Car,232.926145 +BN90616,Washington,F,Bachelor,859033.50%,63110,72.0000000000,1/0/00,Personal Auto,Four-Door Car,68.179721 +HH90090,California,F,Bachelor,407663.47%,29549,104.0000000000,1/0/00,Personal Auto,Sports Car,710.433775 +IU25463,California,F,Bachelor,1225260.18%,0,115.0000000000,1/1/00,Personal Auto,Four-Door Car,552 +KC11055,Nevada,F,Bachelor,1693627.15%,39411,217.0000000000,1/2/00,Personal Auto,Luxury Car,1122.658899 +PD33979,Oregon,M,High School or Below,489243.55%,21709,62.0000000000,1/0/00,Personal Auto,Four-Door Car,408.374746 +NK71023,Nevada,M,Bachelor,994230.48%,67890,85.0000000000,1/0/00,Personal Auto,Four-Door Car,408 +AB13432,California,M,Bachelor,373583.81%,0,110.0000000000,1/0/00,Personal Auto,SUV,792 +OZ97704,California,F,High School or Below,1311752.22%,84311,111.0000000000,1/4/00,Personal Auto,SUV,532.8 +UF46533,California,F,College,457452.41%,99316,114.0000000000,1/0/00,Corporate Auto,SUV,754.358929 +XP47431,Arizona,F,Bachelor,547006.06%,54507,138.0000000000,1/0/00,Personal Auto,SUV,702.990032 +GK73582,California,F,Bachelor,297884.60%,64586,76.0000000000,1/0/00,Personal Auto,Four-Door Car,206.837111 +RV98763,Oregon,M,College,641096.75%,61709,82.0000000000,1/2/00,Personal Auto,Four-Door Car,275.395894 +II62831,California,M,Master,447902.31%,94656,111.0000000000,1/1/00,Special Auto,SUV,459.738128 +XK33449,California,F,High School or Below,238373.19%,0,69.0000000000,1/0/00,Special Auto,Two-Door Car,496.8 +TR85083,California,M,Bachelor,276449.37%,61085,70.0000000000,1/1/00,Personal Auto,Two-Door Car,336 +EO95328,Oregon,F,Bachelor,792010.54%,89284,67.0000000000,1/3/00,Personal Auto,Two-Door Car,321.6 +EN21086,Arizona,F,High School or Below,688909.80%,0,63.0000000000,1/0/00,Personal Auto,Four-Door Car,302.4 +YL83902,WA,F,Bachelor,327419.46%,31686,81.0000000000,1/0/00,Personal Auto,Four-Door Car,430.994107 +AZ62651,Oregon,M,High School or Below,995170.77%,56855,255.0000000000,1/0/00,Corporate Auto,Luxury SUV,1836 +ZW25874,Oregon,M,Bachelor,252155.57%,53703,67.0000000000,1/2/00,Special Auto,Four-Door Car,67.632476 +EH41854,WA,F,High School or Below,2370611.34%,0,96.0000000000,1/1/00,Personal Auto,Two-Door Car,844.481918 +MW70227,California,M,College,604702.52%,20396,76.0000000000,1/1/00,Personal Auto,Four-Door Car,364.8 +SL22297,California,F,Master,1114030.25%,27679,150.0000000000,1/0/00,Personal Auto,SUV,722.486994 +RV14138,Nevada,F,Bachelor,433406.41%,23904,123.0000000000,1/3/00,Personal Auto,SUV,590.4 +UO62808,Arizona,F,High School or Below,279974.79%,65351,69.0000000000,1/0/00,Corporate Auto,Four-Door Car,481.027516 +ZX64745,California,M,College,792313.66%,0,113.0000000000,1/0/00,Personal Auto,SUV,1124.427734 +FL34139,California,M,High School or Below,368811.09%,0,63.0000000000,1/3/00,Personal Auto,Four-Door Car,669.682001 +TS11219,California,M,College,1206745.60%,0,116.0000000000,1/0/00,Personal Auto,SUV,1284.093173 +XX12304,California,F,College,292497.67%,64459,72.0000000000,1/0/00,Personal Auto,Four-Door Car,240.259479 +SD64087,California,M,College,1501409.27%,32961,190.0000000000,1/0/00,Corporate Auto,SUV,912 +OY38576,Oregon,F,High School or Below,927723.38%,71416,116.0000000000,1/0/00,Corporate Auto,SUV,556.8 +BG76355,WA,F,Bachelor,627412.39%,68964,78.0000000000,1/0/00,Personal Auto,Four-Door Car,115.086827 +IP66913,Cali,M,High School or Below,388664.74%,78108,98.0000000000,1/0/00,Personal Auto,Two-Door Car,470.4 +LE95702,Cali,M,College,438627.76%,10621,67.0000000000,1/0/00,Special Auto,Four-Door Car,321.6 +KX54357,WA,M,College,1136526.77%,84910,95.0000000000,1/0/00,Corporate Auto,Two-Door Car,383.167471 +EZ78112,Cali,Femal,High School or Below,561096.43%,77493,70.0000000000,1/0/00,Special Auto,Four-Door Car,307.963291 +XN16891,Arizona,M,College,291289.20%,81097,74.0000000000,1/0/00,Personal Auto,Four-Door Car,355.2 +XK31350,Oregon,Femal,College,691572.99%,96610,85.0000000000,1/0/00,Corporate Auto,Four-Door Car,520.364752 +CC30924,Oregon,M,College,626266.33%,30110,159.0000000000,1/0/00,Corporate Auto,Sports Car,466.436375 +IT78748,Oregon,Femal,High School or Below,650339.70%,22081,84.0000000000,1/0/00,Special Auto,Two-Door Car,451.670309 +KY33386,WA,Femal,High School or Below,800739.94%,0,112.0000000000,1/0/00,Personal Auto,Sports Car,537.6 +CO44221,Cali,M,College,292991.65%,98473,72.0000000000,1/0/00,Personal Auto,Four-Door Car,345.6 +LK60013,Oregon,Femal,Bachelor,596955.30%,97431,74.0000000000,1/0/00,Personal Auto,Four-Door Car,355.2 +DE21533,Cali,M,Bachelor,547315.99%,93870,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +YS94121,Nevada,M,High School or Below,564539.67%,50366,72.0000000000,1/0/00,Personal Auto,Four-Door Car,428.734656 +UK68427,WA,M,High School or Below,636926.24%,34498,83.0000000000,1/0/00,Personal Auto,Two-Door Car,398.4 +TE49565,Oregon,Femal,College,1183376.73%,16552,103.0000000000,1/0/00,Personal Auto,SUV,494.4 +RA88421,Oregon,Femal,College,612110.79%,26787,77.0000000000,1/0/00,Personal Auto,Four-Door Car,369.6 +KQ51983,Nevada,M,College,515936.97%,0,74.0000000000,1/0/00,Personal Auto,Two-Door Car,831.752839 +CD88896,Nevada,Femal,High School or Below,251459.20%,43860,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,156.124914 +YV22553,Arizona,M,High School or Below,866861.13%,21474,114.0000000000,1/2/00,Corporate Auto,SUV,373.428187 +WU14435,Cali,M,Bachelor,496096.54%,18174,66.0000000000,1/0/00,Corporate Auto,Four-Door Car,395.934815 +XV84099,Arizona,Femal,Bachelor,550413.90%,0,73.0000000000,1/0/00,Corporate Auto,Four-Door Car,350.4 +RI24911,Arizona,Male,College,750745.54%,60920,64.0000000000,1/0/00,Personal Auto,Two-Door Car,231.201886 +KO26461,Arizona,Male,High School or Below,3226985.14%,41520,90.0000000000,1/0/00,Personal Auto,Four-Door Car,289.904105 +HI14283,Oregon,Femal,Bachelor,565703.16%,0,152.0000000000,1/0/00,Personal Auto,SUV,729.6 +PT50227,Arizona,Male,High School or Below,506175.79%,0,68.0000000000,1/0/00,Personal Auto,Two-Door Car,326.4 +BH36570,Cali,Male,Bachelor,591278.38%,72208,73.0000000000,1/0/00,Personal Auto,Two-Door Car,350.4 +TX17484,Cali,Femal,Bachelor,1518227.98%,53863,63.0000000000,1/0/00,Personal Auto,Four-Door Car,105.765111 +CT41158,WA,Male,College,1074703.09%,66446,136.0000000000,1/0/00,Corporate Auto,SUV,639.464548 +AO87348,WA,Male,College,205062.35%,0,61.0000000000,1/0/00,Personal Auto,Four-Door Car,292.8 +DE55857,WA,Femal,Bachelor,246544.49%,64997,63.0000000000,1/1/00,Personal Auto,Four-Door Car,383.442328 +LF66923,Nevada,Femal,High School or Below,534312.13%,64460,66.0000000000,1/0/00,Corporate Auto,Two-Door Car,316.8 +CN24514,Arizona,Femal,College,811982.91%,46618,67.0000000000,1/0/00,Personal Auto,Four-Door Car,99.085943 +UW32074,Oregon,Femal,College,460526.52%,0,64.0000000000,1/0/00,Corporate Auto,Four-Door Car,307.2 +HP36979,Cali,Male,College,640878.56%,49988,84.0000000000,1/5/00,Personal Auto,Two-Door Car,566.935022 +PP40919,Cali,Femal,College,237653.35%,0,91.0000000000,1/5/00,Personal Auto,Two-Door Car,436.8 +RO73268,Cali,M,Bachelor,321107.00%,16269,86.0000000000,1/0/00,Corporate Auto,Two-Door Car,412.8 +HO61691,Arizona,F,Bachelor,509452.23%,72006,64.0000000000,1/0/00,Personal Auto,Four-Door Car,307.2 +BS13062,Arizona,F,High School or Below,2575527.82%,0,81.0000000000,1/2/00,Personal Auto,Four-Door Car,388.8 +FO35655,Oregon,M,Bachelor,867222.97%,0,245.0000000000,1/0/00,Corporate Auto,Luxury SUV,2345.413441 +HR10526,Cali,M,Master,804473.07%,44320,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +IA63417,Arizona,F,High School or Below,400151.91%,19782,108.0000000000,1/0/00,Personal Auto,Two-Door Car,773.470977 +BH35016,Nevada,F,Bachelor,1670611.70%,63933,70.0000000000,1/0/00,Personal Auto,Two-Door Car,424.883448 +PK52952,Arizona,M,Doctor,854441.11%,28224,109.0000000000,1/0/00,Personal Auto,SUV,523.2 +OD76309,WA,F,College,780531.29%,21073,106.0000000000,1/1/00,Personal Auto,SUV,508.8 +IL28481,Oregon,M,Bachelor,611275.69%,63243,77.0000000000,1/0/00,Personal Auto,Four-Door Car,364.240307 +GY55092,Nevada,M,High School or Below,477294.38%,20993,133.0000000000,1/0/00,Personal Auto,SUV,638.4 +UF33451,Oregon,F,Bachelor,1097909.56%,94827,135.0000000000,1/0/00,Personal Auto,SUV,354.729129 +CF15558,Cali,F,Master,500426.38%,39161,63.0000000000,1/1/00,Personal Auto,Two-Door Car,283.995953 +JM62924,WA,M,Bachelor,1322304.38%,37534,84.0000000000,1/2/00,Personal Auto,Four-Door Car,403.2 +EM66435,Oregon,F,Bachelor,262331.54%,80210,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,20.543176 +QX45933,Cali,M,Bachelor,1784019.56%,0,62.0000000000,1/0/00,Personal Auto,Four-Door Car,385.115437 +JI71369,Cali,F,College,510611.18%,30110,64.0000000000,1/0/00,Personal Auto,Four-Door Car,140.165035 +JU93290,Arizona,F,College,1793060.45%,21708,68.0000000000,1/0/00,Personal Auto,Four-Door Car,326.4 +GU66096,Arizona,M,High School or Below,545734.26%,94731,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +UC33108,Cali,M,Bachelor,656364.41%,32375,83.0000000000,1/0/00,Personal Auto,Four-Door Car,398.4 +LW93867,Oregon,M,College,481252.52%,16531,63.0000000000,1/0/00,Corporate Auto,Four-Door Car,102.879769 +OU78470,Arizona,F,Master,2932804.19%,32006,94.0000000000,1/0/00,Corporate Auto,Four-Door Car,56.868289 +XW90265,Arizona,F,Bachelor,577352.07%,81676,72.0000000000,1/0/00,Personal Auto,Two-Door Car,463.158502 +HS67749,Cali,M,College,684711.89%,71038,86.0000000000,1/0/00,Corporate Auto,Four-Door Car,205.444066 +VZ51506,Arizona,F,High School or Below,359531.29%,0,103.0000000000,1/0/00,Corporate Auto,Sports Car,741.6 +UI64281,Nevada,F,Master,2285561.21%,20832,65.0000000000,1/0/00,Personal Auto,Two-Door Car,56.371967 +AE98193,WA,M,High School or Below,785941.46%,0,113.0000000000,1/0/00,Personal Auto,SUV,813.6 +AZ74055,Oregon,M,High School or Below,411557.74%,52405,103.0000000000,1/0/00,Personal Auto,Four-Door Car,494.4 +XS76911,Arizona,F,High School or Below,502963.88%,0,133.0000000000,1/0/00,Personal Auto,Sports Car,795.864079 +AY40674,WA,F,Bachelor,482141.85%,26583,1005.0000000000,1/4/00,Personal Auto,SUV,614.4 +NA12740,Oregon,M,Master,500431.05%,25486,65.0000000000,1/0/00,Special Auto,Two-Door Car,72.438681 +UA84837,Arizona,M,College,863005.39%,24065,111.0000000000,1/0/00,Corporate Auto,Four-Door Car,532.8 +DJ51510,Arizona,F,High School or Below,932208.51%,70435,116.0000000000,1/0/00,Personal Auto,Four-Door Car,67.881546 +VM58985,Cali,M,College,1672756.06%,0,76.0000000000,1/2/00,Personal Auto,Two-Door Car,402.636829 +OH60605,Oregon,F,High School or Below,365253.24%,39679,92.0000000000,1/0/00,Personal Auto,Two-Door Car,641.388616 +UO98052,Nevada,M,College,615860.12%,0,89.0000000000,1/0/00,Personal Auto,Four-Door Car,342.481173 +NC53424,Cali,M,Bachelor,437608.40%,0,69.0000000000,1/4/00,Personal Auto,Two-Door Car,331.2 +LQ13873,Nevada,M,High School or Below,556945.62%,53565,71.0000000000,1/1/00,Personal Auto,Four-Door Car,340.8 +LA97014,WA,M,Bachelor,257651.30%,37574,66.0000000000,1/1/00,Personal Auto,Two-Door Car,412.101933 +NB79936,WA,M,Bachelor,834698.32%,48259,108.0000000000,1/0/00,Personal Auto,Two-Door Car,73.700573 +NT89061,Arizona,F,High School or Below,632392.39%,78532,78.0000000000,1/0/00,Personal Auto,Four-Door Car,374.4 +AF10970,Arizona,F,Bachelor,597314.34%,96163,73.0000000000,1/0/00,Corporate Auto,Four-Door Car,350.4 +ZG48513,Cali,M,Bachelor,470667.70%,0,72.0000000000,1/0/00,Personal Auto,Four-Door Car,345.6 +JQ59145,Cali,Male,High School or Below,809341.03%,0,114.0000000000,1/1/00,Personal Auto,Sports Car,722.024742 +FE84989,WA,Male,College,503574.46%,72672,63.0000000000,1/0/00,Personal Auto,Four-Door Car,259.361117 +JT52858,Oregon,F,Bachelor,902786.72%,99002,112.0000000000,1/1/00,Personal Auto,Four-Door Car,537.6 +MC62068,California,Male,High School or Below,728888.48%,79494,91.0000000000,1/0/00,Personal Auto,Four-Door Car,396.295614 +EU27538,Oregon,Male,Master,1804247.94%,35704,225.0000000000,1/0/00,Personal Auto,Luxury Car,358.281562 +RH42306,Arizona,F,Bachelor,499206.30%,0,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,653.388564 +US23612,Oregon,F,High School or Below,910226.78%,26049,118.0000000000,1/0/00,Personal Auto,Two-Door Car,121.032372 +WV76014,Arizona,Male,Doctor,254040.77%,70125,64.0000000000,1/0/00,Special Auto,Four-Door Car,92.813396 +RK96223,California,Male,College,1294189.19%,52369,110.0000000000,1/1/00,Personal Auto,SUV,528 +MF82000,WA,female,Bachelor,236534.86%,0,66.0000000000,1/2/00,Special Auto,Four-Door Car,159.636956 +FM46980,Arizona,Male,College,572076.51%,41770,72.0000000000,1/0/00,Personal Auto,Four-Door Car,476.156957 +SY56792,Oregon,Male,High School or Below,703553.41%,0,101.0000000000,1/0/00,Corporate Auto,Four-Door Car,727.2 +RF61565,California,M,College,263697.77%,31911,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +IM94808,Nevada,M,Bachelor,539583.20%,70051,68.0000000000,1/0/00,Corporate Auto,Four-Door Car,42.078345 +VI14730,Oregon,M,High School or Below,838263.01%,19683,117.0000000000,1/1/00,Personal Auto,Sports Car,561.6 +YR34119,WA,F,College,3116174.52%,30916,112.0000000000,1/0/00,Personal Auto,SUV,200.11606 +RR77985,Oregon,F,Bachelor,288774.23%,0,80.0000000000,1/0/00,Personal Auto,Four-Door Car,676.944023 +QD28391,Washington,M,College,742584.53%,84302,62.0000000000,1/0/00,Personal Auto,Four-Door Car,76.609295 +WV17090,California,M,Bachelor,2558572.78%,0,116.0000000000,1/0/00,Corporate Auto,SUV,830.623064 +TM23514,Oregon,M,College,1027260.82%,60145,132.0000000000,1/0/00,Personal Auto,SUV,580.473259 +MQ68407,Oregon,F,Bachelor,437636.36%,63774,111.0000000000,1/0/00,Personal Auto,Four-Door Car,60.036683 +GJ59592,California,F,Bachelor,531889.66%,25134,67.0000000000,1/0/00,Corporate Auto,Four-Door Car,321.6 +FY56083,Oregon,M,Bachelor,471976.22%,37057,61.0000000000,1/1/00,Personal Auto,Four-Door Car,47.53101 +UA94723,Oregon,F,High School or Below,442803.16%,58577,110.0000000000,1/0/00,Personal Auto,SUV,303.872752 +FW91032,California,M,High School or Below,587917.61%,85857,73.0000000000,1/0/00,Corporate Auto,Four-Door Car,100.620067 +DE34457,Oregon,F,Doctor,941690.85%,70602,116.0000000000,1/0/00,Personal Auto,SUV,481.339891 +HD32044,Oregon,F,Master,828815.56%,33816,106.0000000000,1/2/00,Corporate Auto,Four-Door Car,508.8 +HH30454,Oregon,M,Bachelor,3265483.83%,0,153.0000000000,1/0/00,Personal Auto,SUV,1101.6 +AH84063,Oregon,F,College,471945.01%,89642,121.0000000000,1/4/00,Corporate Auto,SUV,86.320022 +QA17596,California,F,Bachelor,390347.48%,60068,98.0000000000,1/0/00,Personal Auto,Two-Door Car,470.4 +XI41052,California,F,Bachelor,545725.97%,50044,139.0000000000,1/0/00,Personal Auto,SUV,667.2 +DI30528,California,F,Master,272535.64%,36650,69.0000000000,1/1/00,Personal Auto,Four-Door Car,56.60333 +SC66359,Arizona,F,College,443397.37%,50653,110.0000000000,1/0/00,Corporate Auto,SUV,262.865172 +EN61670,Arizona,F,Doctor,533246.27%,68931,66.0000000000,1/0/00,Personal Auto,Four-Door Car,309.577946 +DQ10761,Oregon,M,Bachelor,231509.50%,0,73.0000000000,1/1/00,Corporate Auto,Four-Door Car,350.4 +BQ51587,California,F,College,541195.37%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,365.364581 +JE21522,California,M,Bachelor,958733.23%,39266,80.0000000000,1/0/00,Personal Auto,Four-Door Car,384 +WS47147,California,M,College,2210350.72%,0,102.0000000000,1/0/00,Personal Auto,SUV,489.6 +ZA64638,Nevada,F,High School or Below,976494.53%,0,98.0000000000,1/1/00,Personal Auto,Four-Door Car,705.6 +EW38459,Nevada,F,Bachelor,256715.15%,40864,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,9.51528 +QW87316,Oregon,F,College,265062.28%,39035,68.0000000000,1/0/00,Personal Auto,Four-Door Car,244.564334 +IC43478,California,M,Bachelor,1126436.33%,34923,98.0000000000,1/0/00,Personal Auto,Two-Door Car,639.105556 +TE34064,California,M,High School or Below,216852.35%,0,63.0000000000,1/0/00,Personal Auto,Four-Door Car,453.6 +WU60905,California,F,High School or Below,861066.75%,0,111.0000000000,1/0/00,Corporate Auto,SUV,532.8 +YM18992,California,F,College,283464.62%,24506,71.0000000000,1/0/00,Personal Auto,Two-Door Car,511.2 +PD55753,Oregon,M,High School or Below,893013.97%,0,82.0000000000,1/0/00,Personal Auto,Four-Door Car,554.522969 +KU56006,Arizona,F,College,553638.70%,52220,70.0000000000,1/1/00,Personal Auto,Four-Door Car,336 +MJ69973,Arizona,M,High School or Below,284085.43%,0,74.0000000000,1/0/00,Personal Auto,Two-Door Car,402.449823 +TW43626,California,M,College,808288.10%,53554,67.0000000000,1/0/00,Personal Auto,Four-Door Car,327.020539 +XX84133,California,M,Bachelor,525473.43%,34476,67.0000000000,1/1/00,Corporate Auto,Four-Door Car,5.3953 +ZW84453,Arizona,F,Bachelor,511623.76%,0,70.0000000000,1/0/00,Personal Auto,Four-Door Car,131.401291 +HO29524,California,M,College,303464.70%,68205,76.0000000000,1/0/00,Personal Auto,Two-Door Car,99.382943 +VE89726,California,female,High School or Below,802489.99%,0,119.0000000000,1/1/00,Personal Auto,SUV,856.8 +GE87503,California,M,High School or Below,1821114.32%,53690,154.0000000000,1/0/00,Personal Auto,SUV,739.2 +PX90263,Oregon,M,High School or Below,512156.33%,0,72.0000000000,1/0/00,Personal Auto,Four-Door Car,518.4 +NI17718,California,female,High School or Below,215017.86%,0,61.0000000000,1/0/00,Personal Auto,Four-Door Car,292.8 +FY32213,California,female,High School or Below,559538.99%,74454,71.0000000000,1/0/00,Personal Auto,Four-Door Car,340.8 +RZ13254,Nevada,female,Bachelor,756282.40%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.4 +GN45013,Oregon,M,High School or Below,538585.32%,29664,71.0000000000,1/0/00,Personal Auto,Four-Door Car,340.8 +NM39588,Washington,F,Doctor,267805.83%,72450,66.0000000000,1/0/00,Corporate Auto,Four-Door Car,84.218363 +KU84464,Nevada,female,Bachelor,942256.79%,47272,79.0000000000,1/3/00,Personal Auto,Four-Door Car,64.546877 +YH43527,Oregon,female,College,360586.03%,21585,92.0000000000,1/0/00,Corporate Auto,Four-Door Car,441.6 +RO30676,California,female,College,776259.06%,23827,106.0000000000,1/2/00,Personal Auto,Four-Door Car,37.910623 +QL59704,Arizona,female,College,2344490.05%,69906,74.0000000000,1/2/00,Corporate Auto,Four-Door Car,202.860399 +QH19450,California,female,High School or Below,255817.82%,0,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,345.6 +SA54664,Washington,M,Master,265438.10%,73196,66.0000000000,1/1/00,Personal Auto,Four-Door Car,85.809817 +CI38330,Washington,M,Bachelor,254978.61%,72217,6464.0000000000,1/0/00,Personal Auto,Four-Door Car,91.146661 +WB38524,California,M,High School or Below,296959.33%,46131,74.0000000000,1/0/00,Personal Auto,Two-Door Car,355.2 +CE56187,Oregon,female,Master,436312.46%,54514,109.0000000000,1/3/00,Personal Auto,SUV,286.234931 +JL19416,California,female,High School or Below,588430.86%,0,161.0000000000,1/0/00,Personal Auto,SUV,1159.2 +JZ61422,Nevada,female,College,527219.16%,96668,66.0000000000,1/0/00,Personal Auto,Four-Door Car,316.8 +LA13377,California,M,Doctor,550989.57%,78879,69.0000000000,1/1/00,Personal Auto,Four-Door Car,466.570791 +NC99948,Nevada,M,College,1631368.35%,0,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +QD34785,Arizona,female,Bachelor,567805.02%,0,76.0000000000,1/0/00,Personal Auto,Four-Door Car,364.8 +RO26085,California,female,Bachelor,1210120.88%,0,112.0000000000,1/0/00,Personal Auto,Sports Car,1252.406235 +ES57969,Oregon,M,Bachelor,245357.08%,29735,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +JK55587,California,M,High School or Below,507566.27%,23082,65.0000000000,1/0/00,Special Auto,Four-Door Car,312 +RN97635,Arizona,M,Bachelor,321497.94%,53984,80.0000000000,1/0/00,Corporate Auto,Four-Door Car,421.484456 +BI76326,California,female,College,1227534.31%,52135,156.0000000000,1/0/00,Personal Auto,SUV,430.505942 +JA34909,California,female,College,272221.07%,17576,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,398.502948 +OJ90342,Oregon,female,Bachelor,245744.09%,29486,62.0000000000,1/0/00,Personal Auto,Four-Door Car,7.646763 +CM88932,Oregon,female,Master,355484.53%,58557,88.0000000000,1/0/00,Corporate Auto,Four-Door Car,55.510526 +JJ97525,California,M,Bachelor,492954.97%,25632,63.0000000000,1/0/00,Personal Auto,Two-Door Car,351.270869 +XV21647,California,female,High School or Below,803645.03%,0,112.0000000000,1/0/00,Personal Auto,Sports Car,806.4 +MC83487,Arizona,M,Bachelor,427691.53%,18768,68.0000000000,1/3/00,Corporate Auto,Four-Door Car,647.454583 +BL90769,California,female,Bachelor,3347334.95%,33190,106.0000000000,1/0/00,Personal Auto,SUV,508.8 +CR57148,Oregon,female,Master,596058.14%,47945,74.0000000000,1/0/00,Personal Auto,Two-Door Car,128.43823 +CP85232,Arizona,M,College,4479546.94%,58778,126.0000000000,1/0/00,Special Auto,SUV,302.033971 +YL74732,California,female,High School or Below,383211.81%,15192,100.0000000000,1/0/00,Personal Auto,SUV,480 +FG16766,California,female,Bachelor,683793.26%,51859,171.0000000000,1/0/00,Personal Auto,SUV,1003.160633 +NV55438,Nevada,female,High School or Below,528526.82%,23422,72.0000000000,1/0/00,Personal Auto,Two-Door Car,518.4 +RM10880,California,female,College,309651.12%,21604,79.0000000000,1/0/00,Corporate Auto,Four-Door Car,379.2 +GL56175,Arizona,M,College,358971.07%,79298,90.0000000000,1/0/00,Personal Auto,Four-Door Car,244.362072 +UK52289,Arizona,female,Bachelor,258240.85%,76731,64.0000000000,1/0/00,Special Auto,Four-Door Car,201.455005 +OT85112,Washington,M,College,340391.94%,38460,88.0000000000,1/1/00,Personal Auto,Four-Door Car,91.55098 +BC62782,Arizona,F,College,1357567.60%,48534,115.0000000000,1/1/00,Personal Auto,SUV,552 +TI19722,Washington,M,Doctor,343613.43%,30817,88.0000000000,1/0/00,Corporate Auto,Four-Door Car,91.834668 +JP30654,Oregon,F,College,2868582.79%,48412,104.0000000000,1/0/00,Personal Auto,SUV,707.430832 +UM45563,Washington,M,Bachelor,450267.97%,68798,114.0000000000,1/0/00,Personal Auto,SUV,92.915251 +EN60878,Oregon,M,Bachelor,618311.15%,23712,85.0000000000,1/0/00,Personal Auto,Four-Door Car,376.126419 +JF36291,California,M,College,387364.70%,28142,105.0000000000,1/0/00,Personal Auto,Sports Car,701.708239 +BK59444,California,F,Master,1892933.06%,72196,68.0000000000,1/0/00,Personal Auto,Four-Door Car,152.184244 +MK70700,California,M,Master,555329.58%,68197,69.0000000000,1/0/00,Personal Auto,Four-Door Car,176.819414 +IW71076,California,M,Bachelor,501125.92%,75248,63.0000000000,1/0/00,Corporate Auto,Four-Door Car,104.454624 +AP98768,California,F,College,1044244.63%,0,98.0000000000,1/0/00,Personal Auto,Four-Door Car,941.718054 +OM24164,Nevada,M,Bachelor,219961.78%,0,65.0000000000,1/1/00,Personal Auto,Two-Door Car,468 +HR85211,Washington,female,Master,512317.09%,89879,63.0000000000,1/0/00,Personal Auto,Two-Door Car,94.030308 +VC87846,Oregon,M,High School or Below,748431.05%,46998,96.0000000000,1/0/00,Corporate Auto,Four-Door Car,460.8 +ZM92052,Oregon,M,Bachelor,261302.31%,57099,67.0000000000,1/0/00,Personal Auto,Two-Door Car,67.859881 +ON73702,Arizona,F,Bachelor,908063.97%,33897,114.0000000000,1/0/00,Corporate Auto,SUV,539.843003 +QQ90441,Nevada,F,High School or Below,1377097.62%,59207,116.0000000000,1/0/00,Personal Auto,Four-Door Car,556.8 +HU35721,Oregon,M,High School or Below,287682.29%,40171,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.4 +YP47665,Washington,M,Doctor,540891.15%,80192,67.0000000000,1/0/00,Personal Auto,Four-Door Car,95.193157 +FU99476,Washington,M,High School or Below,677030.68%,74422,85.0000000000,1/1/00,Personal Auto,Four-Door Car,95.338505 +AG85615,Oregon,M,College,2414387.56%,0,87.0000000000,1/0/00,Special Auto,Four-Door Car,626.4 +OY74069,Arizona,F,College,353805.95%,0,67.0000000000,1/5/00,Personal Auto,Four-Door Car,321.6 +DJ91267,Nevada,F,Bachelor,2909123.94%,34226,244.0000000000,1/0/00,Personal Auto,Luxury SUV,494.395024 +KB72438,California,F,High School or Below,1983420.12%,65989,123.0000000000,1/1/00,Personal Auto,SUV,115.545086 +TR67616,Oregon,M,High School or Below,473136.70%,30686,61.0000000000,1/0/00,Corporate Auto,Four-Door Car,19.938981 +GF65731,California,F,Master,3553784.60%,0,113.0000000000,1/0/00,Personal Auto,Sports Car,799.926741 +HB67642,Arizona,F,High School or Below,3461137.90%,20090,109.0000000000,1/0/00,Personal Auto,Sports Car,523.2 +DP84567,California,M,High School or Below,2021630.88%,0,183.0000000000,1/0/00,Personal Auto,Luxury SUV,878.4 +VV77534,Oregon,M,College,1397651.93%,77094,176.0000000000,1/0/00,Personal Auto,SUV,444.470676 +GL67540,California,F,College,590408.82%,97413,73.0000000000,1/0/00,Personal Auto,Four-Door Car,268.819985 +SV50502,Oregon,F,Master,559583.50%,79189,69.0000000000,1/0/00,Corporate Auto,Four-Door Car,331.2 +UK59698,California,F,High School or Below,229430.36%,0,62.0000000000,1/0/00,Personal Auto,Two-Door Car,297.6 +OA57352,Arizona,F,College,627391.19%,18577,86.0000000000,1/0/00,Personal Auto,Four-Door Car,412.8 +ZF84449,Oregon,F,College,372672.80%,0,112.0000000000,1/1/00,Special Auto,Sports Car,806.4 +AX86150,Washington,M,High School or Below,265671.31%,62777,67.0000000000,1/0/00,Personal Auto,Two-Door Car,101.288069 +HG39060,Oregon,Male,Bachelor,511068.08%,0,74.0000000000,1/0/00,Corporate Auto,Four-Door Car,532.8 +EM29359,Nevada,Male,College,712659.65%,17483,183.0000000000,1/0/00,Personal Auto,Luxury Car,1317.6 +SF57173,Oregon,Male,Master,460163.41%,84394,114.0000000000,1/0/00,Personal Auto,SUV,691.412378 +OT47603,Oregon,Male,College,915523.97%,0,127.0000000000,1/0/00,Personal Auto,Sports Car,804.811859 +SW31412,Oregon,F,College,1480805.62%,41440,62.0000000000,1/1/00,Personal Auto,Four-Door Car,297.6 +JS36322,Arizona,Male,High School or Below,890167.84%,0,136.0000000000,1/1/00,Personal Auto,Sports Car,1090.86434 +RE81445,Oregon,F,College,573459.82%,98132,71.0000000000,1/0/00,Personal Auto,Two-Door Car,50.587035 +RM24280,Oregon,F,High School or Below,417769.70%,0,112.0000000000,1/0/00,Personal Auto,Four-Door Car,537.6 +LC25393,California,Male,Bachelor,2777628.91%,88220,230.0000000000,1/0/00,Personal Auto,Luxury Car,151.528482 +UX38930,Arizona,F,Master,1036434.75%,58327,129.0000000000,1/0/00,Personal Auto,SUV,347.075948 +HD95496,Oregon,Male,Master,785190.14%,25950,66.0000000000,1/0/00,Personal Auto,Two-Door Car,271.697529 +RX24650,Oregon,Male,High School or Below,477294.38%,20993,133.0000000000,1/0/00,Corporate Auto,SUV,638.4 +DW19309,Oregon,Male,High School or Below,1422650.49%,65726,177.0000000000,1/0/00,Corporate Auto,SUV,849.6 +MT41386,Washington,M,Bachelors,287543.24%,84768,72.0000000000,1/0/00,Personal Auto,Two-Door Car,110.484661 +WZ40465,Washington,F,Bachelor,504129.96%,36234,63.0000000000,1/0/00,Personal Auto,Four-Door Car,113.534474 +DB42794,California,Male,College,436293.12%,58842,110.0000000000,1/0/00,Personal Auto,Four-Door Car,528 +JB50798,Oregon,F,Master,962452.44%,25629,124.0000000000,1/2/00,Corporate Auto,Sports Car,595.2 +IP69763,Washington,F,College,2191440.55%,77311,181.0000000000,1/0/00,Personal Auto,SUV,113.609508 +TE35785,California,Male,Doctor,694842.22%,0,196.0000000000,1/2/00,Personal Auto,Luxury SUV,1337.063487 +HX74855,Washington,M,High School or Below,247152.84%,95697,61.0000000000,1/0/00,Personal Auto,Two-Door Car,114.273025 +QN65180,Oregon,F,Bachelor,2190391.36%,22254,79.0000000000,1/0/00,Personal Auto,Four-Door Car,125.194389 +GE47180,Nevada,Male,High School or Below,902882.14%,65974,113.0000000000,1/0/00,Personal Auto,Sports Car,235.220971 +VQ38776,Oregon,F,College,530375.95%,0,76.0000000000,1/0/00,Personal Auto,Four-Door Car,395.34111 +BH86846,Washington,M,High School or Below,2070825.88%,92079,65.0000000000,1/1/00,Corporate Auto,Four-Door Car,114.798771 +IN17648,Nevada,Male,High School or Below,512376.81%,0,74.0000000000,1/0/00,Personal Auto,Two-Door Car,772.798511 +DF95759,Oregon,Male,College,949234.30%,0,132.0000000000,1/0/00,Personal Auto,SUV,633.6 +QG45324,Oregon,F,High School or Below,820486.32%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.4 +MN61620,Arizona,F,College,987729.57%,67752,131.0000000000,1/4/00,Personal Auto,Sports Car,168.517149 +YH86390,California,F,Bachelor,481500.97%,25398,64.0000000000,1/0/00,Corporate Auto,Four-Door Car,307.2 +FY13480,California,Male,High School or Below,627701.17%,0,88.0000000000,1/0/00,Personal Auto,Four-Door Car,633.6 +YH61661,California,M,High School or Below,826063.98%,33321,105.0000000000,1/0/00,Special Auto,SUV,504 +NL93182,Nevada,M,Bachelor,254945.00%,0,78.0000000000,1/0/00,Corporate Auto,Four-Door Car,845.654042 +LN31673,Washington,NA,College,1131808.98%,38923,99.0000000000,1/2/00,Personal Auto,Four-Door Car,115.728852 +WE68644,Oregon,F,Bachelor,380392.18%,20325,100.0000000000,1/0/00,Personal Auto,Sports Car,668.29397 +EZ30498,Oregon,M,Bachelor,863540.35%,13129,117.0000000000,1/0/00,Personal Auto,SUV,700.901632 +QY74517,Oregon,F,High School or Below,551055.90%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,525.6 +NM88660,Nevada,M,Master,358588.41%,49080,91.0000000000,1/0/00,Corporate Auto,Four-Door Car,25.299 +MZ82036,Nevada,M,College,488925.28%,42536,63.0000000000,1/0/00,Personal Auto,Four-Door Car,375.330097 +ID20929,Oregon,M,Bachelor,275694.17%,29926,74.0000000000,1/0/00,Corporate Auto,Four-Door Car,418.233667 +EY50028,Nevada,M,Doctor,328954.74%,0,86.0000000000,1/0/00,Corporate Auto,Two-Door Car,398.240791 +TT82373,California,F,Bachelor,1093717.85%,21450,138.0000000000,1/0/00,Personal Auto,Sports Car,938.513425 +OH64088,California,M,High School or Below,737556.79%,33345,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,338.619869 +SK97780,California,F,Bachelor,1011077.82%,15752,90.0000000000,1/0/00,Corporate Auto,Two-Door Car,339.344531 +IO33050,Oregon,F,High School or Below,511941.43%,40169,65.0000000000,1/1/00,Personal Auto,Four-Door Car,302.818833 +XA55917,California,F,College,853383.20%,26049,113.0000000000,1/1/00,Personal Auto,SUV,619.165344 +JK32620,Nevada,M,College,222476.80%,0,68.0000000000,1/0/00,Personal Auto,Four-Door Car,326.4 +RQ19236,Arizona,M,Doctor,804280.38%,55411,100.0000000000,1/0/00,Personal Auto,Sports Car,259.561195 +QC47433,Oregon,M,College,255443.71%,12459,70.0000000000,1/0/00,Personal Auto,Four-Door Car,336 +RA93608,Oregon,M,Bachelor,1807394.00%,64620,76.0000000000,1/1/00,Personal Auto,Two-Door Car,364.8 +XH97711,California,M,Bachelor,243050.66%,83140,61.0000000000,1/0/00,Corporate Auto,Four-Door Car,179.161843 +AU96286,Oregon,F,Bachelor,316765.84%,0,92.0000000000,1/0/00,Corporate Auto,Four-Door Car,662.4 +KC17170,Arizona,F,Bachelor,546560.40%,54422,68.0000000000,1/0/00,Corporate Auto,Four-Door Car,75.501852 +ZN47335,California,M,College,1035751.42%,68309,131.0000000000,1/0/00,Corporate Auto,SUV,306.983596 +EI46264,California,M,High School or Below,253781.39%,56621,65.0000000000,1/2/00,Personal Auto,Four-Door Car,84.026848 +EK87864,Arizona,F,College,282194.72%,38977,70.0000000000,1/0/00,Special Auto,Four-Door Car,139.489926 +GV45403,AZ,M,Bachelor,775712.81%,0,111.0000000000,1/0/00,Corporate Auto,Two-Door Car,607.4459 +QK31192,AZ,M,High School or Below,407913.27%,0,114.0000000000,1/0/00,Corporate Auto,Two-Door Car,631.124372 +LU89008,AZ,F,College,595554.46%,0,83.0000000000,1/0/00,Personal Auto,Four-Door Car,628.023494 +NS10490,Oregon,F,Bachelor,1415861.36%,83235,70.0000000000,1/0/00,Personal Auto,Two-Door Car,336 +KL98495,Nevada,M,College,848723.80%,0,74.0000000000,1/0/00,Personal Auto,Two-Door Car,426.655599 +IU96845,AZ,M,College,628547.69%,32390,80.0000000000,1/0/00,Personal Auto,Four-Door Car,91.417923 +QL93655,Oregon,F,High School or Below,1147348.15%,66538,95.0000000000,1/0/00,Personal Auto,Two-Door Car,317.844812 +PF40592,Washington,F,College,494263.06%,23285,65.0000000000,1/0/00,Personal Auto,Two-Door Car,118.446235 +LZ34046,Oregon,M,Bachelor,2359468.02%,76358,66.0000000000,1/0/00,Personal Auto,Four-Door Car,86.461582 +JC80093,Washington,M,Master,257250.66%,21104,66.0000000000,1/0/00,Personal Auto,Four-Door Car,118.454974 +YE88490,AZ,F,College,538089.86%,55350,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +YC80498,California,F,College,477055.09%,12964,65.0000000000,1/0/00,Personal Auto,Two-Door Car,362.774545 +AI85843,AZ,F,Master,675665.14%,33288,86.0000000000,1/2/00,Personal Auto,Four-Door Car,221.856184 +XD66024,AZ,F,College,593601.18%,0,84.0000000000,1/0/00,Personal Auto,Four-Door Car,980.169081 +FY51713,AZ,F,Bachelor,357076.05%,56168,88.0000000000,1/0/00,Personal Auto,Four-Door Car,614.675906 +PH26378,California,M,College,601996.05%,0,92.0000000000,1/0/00,Personal Auto,Four-Door Car,662.4 +WQ18638,Oregon,M,High School or Below,542686.40%,23105,69.0000000000,1/0/00,Personal Auto,Two-Door Car,331.2 +KY14688,Oregon,F,Master,273031.38%,36218,68.0000000000,1/0/00,Personal Auto,Four-Door Car,145.252168 +TC97762,California,F,High School or Below,498268.14%,52275,62.0000000000,1/0/00,Corporate Auto,Four-Door Car,374.240783 +QC87108,Oregon,F,College,876926.68%,49665,74.0000000000,1/0/00,Personal Auto,Four-Door Car,355.2 +CX12134,Nevada,M,High School or Below,422061.35%,32471,110.0000000000,1/0/00,Personal Auto,Two-Door Car,528 +SM73248,AZ,M,High School or Below,1153750.51%,0,86.0000000000,1/1/00,Corporate Auto,Two-Door Car,619.2 +CK19789,California,F,Master,588718.20%,62773,73.0000000000,1/0/00,Personal Auto,Four-Door Car,80.669257 +UV12583,California,F,College,470058.38%,76694,117.0000000000,1/0/00,Personal Auto,SUV,561.6 +JC11405,Oregon,M,High School or Below,1096395.72%,55687,276.0000000000,1/0/00,Personal Auto,Luxury SUV,1324.8 +KA89683,AZ,F,High School or Below,252317.12%,0,70.0000000000,1/0/00,Personal Auto,Four-Door Car,504 +BG85305,Nevada,M,Doctor,375780.47%,36633,96.0000000000,1/1/00,Personal Auto,Four-Door Car,460.8 +UQ87917,Oregon,M,High School or Below,1294173.35%,77060,106.0000000000,1/0/00,Personal Auto,SUV,468.566133 +XN11823,Nevada,F,Bachelor,376446.51%,92600,94.0000000000,1/0/00,Corporate Auto,Two-Door Car,842.43785 +OS46571,California,M,High School or Below,688955.70%,0,66.0000000000,1/0/00,Personal Auto,Four-Door Car,475.2 +PX17116,Nevada,M,College,362345.42%,0,111.0000000000,1/2/00,Corporate Auto,SUV,1171.93117 +RP19541,AZ,M,College,758211.38%,64801,64.0000000000,1/0/00,Personal Auto,Four-Door Car,268.471802 +ZR25747,Oregon,F,College,827774.56%,45257,103.0000000000,1/0/00,Corporate Auto,Two-Door Car,494.4 +NQ86532,California,M,High School or Below,257645.56%,26854,66.0000000000,1/0/00,Personal Auto,Four-Door Car,475.2 +JY27336,Oregon,F,College,820538.79%,85840,102.0000000000,1/2/00,Corporate Auto,SUV,138.722385 +PB54378,Oregon,F,Doctor,1958246.89%,26463,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,345.6 +SV38190,Nevada,F,Bachelor,648152.66%,30689,81.0000000000,1/0/00,Personal Auto,Four-Door Car,467.24802 +CV24005,Oregon,M,High School or Below,259931.09%,29590,66.0000000000,1/0/00,Corporate Auto,Two-Door Car,467.503236 +EX28656,Oregon,F,College,983033.76%,25965,253.0000000000,1/0/00,Personal Auto,Luxury SUV,1214.4 +CF57022,Oregon,M,Bachelor,1044265.14%,17269,139.0000000000,1/0/00,Personal Auto,SUV,667.2 +GM16780,Oregon,M,College,3605753.70%,90330,137.0000000000,1/3/00,Corporate Auto,Sports Car,192.085299 +BX94438,California,F,High School or Below,847003.68%,0,113.0000000000,1/0/00,Corporate Auto,SUV,619.973889 +RM41745,California,F,High School or Below,827878.65%,0,110.0000000000,1/0/00,Personal Auto,Four-Door Car,1002.782553 +XR70252,California,F,High School or Below,478893.26%,0,67.0000000000,1/1/00,Personal Auto,Two-Door Car,321.6 +YH92099,AZ,F,Bachelor,308799.99%,18558,80.0000000000,1/0/00,Special Auto,Four-Door Car,384 +SG81493,Arizona,M,Bachelor,444373.62%,46384,113.0000000000,1/0/00,Corporate Auto,Four-Door Car,251.774574 +ZX23819,Oregon,F,High School or Below,798408.65%,0,72.0000000000,1/0/00,Personal Auto,Two-Door Car,866.208321 +FJ54907,Oregon,F,College,718097.10%,42303,180.0000000000,1/0/00,Personal Auto,Luxury SUV,1210.920949 +CU26127,California,F,Bachelor,1565603.43%,71731,130.0000000000,1/0/00,Corporate Auto,SUV,599.648466 +YH60476,Oregon,M,High School or Below,578018.22%,51066,74.0000000000,1/0/00,Corporate Auto,Four-Door Car,787.993313 +ZZ97035,California,M,College,2071494.04%,0,203.0000000000,1/0/00,Corporate Auto,Luxury Car,2027.724442 +GE82737,Nevada,F,Bachelor,533735.24%,0,86.0000000000,1/3/00,Personal Auto,Four-Door Car,619.2 +KY21873,Arizona,M,College,505082.62%,0,69.0000000000,1/0/00,Personal Auto,Two-Door Car,72.852047 +UA51318,Arizona,F,High School or Below,511662.40%,26173,68.0000000000,1/1/00,Corporate Auto,Four-Door Car,449.819671 +BV55014,Oregon,M,Bachelor,726873.70%,24445,63.0000000000,1/0/00,Personal Auto,Two-Door Car,302.4 +HX21307,Oregon,Male,College,261661.39%,72302,66.0000000000,1/0/00,Personal Auto,Two-Door Car,316.8 +LQ68252,Oregon,Male,High School or Below,373843.62%,27208,102.0000000000,1/0/00,Personal Auto,SUV,489.6 +CR92802,California,F,Master,272535.64%,36650,69.0000000000,1/1/00,Special Auto,Four-Door Car,56.60333 +SL35268,Arizona,Male,College,545386.12%,30855,68.0000000000,1/0/00,Corporate Auto,Four-Door Car,259.060862 +RD62882,Arizona,F,Bachelor,684615.03%,0,95.0000000000,1/0/00,Personal Auto,Two-Door Car,456 +JS42382,Oregon,Male,Master,617291.42%,99960,76.0000000000,1/0/00,Corporate Auto,Four-Door Car,364.8 +BT30554,Arizona,F,Bachelor,1034632.45%,0,98.0000000000,1/0/00,Personal Auto,Four-Door Car,470.4 +VP57424,Nevada,F,Bachelor,699700.86%,55873,88.0000000000,1/0/00,Personal Auto,Four-Door Car,299.356083 +VU19243,Arizona,F,High School or Below,419625.77%,18052,111.0000000000,1/0/00,Personal Auto,Four-Door Car,699.1679 +TA82973,Oregon,F,High School or Below,785810.98%,28937,104.0000000000,1/2/00,Personal Auto,SUV,117.959654 +GK71720,Oregon,F,High School or Below,606434.40%,0,86.0000000000,1/0/00,Personal Auto,Four-Door Car,545.240341 +OQ61223,California,Male,College,1749752.20%,0,73.0000000000,1/0/00,Personal Auto,Two-Door Car,350.4 +LL62746,Oregon,Male,Doctor,897064.73%,12829,118.0000000000,1/0/00,Personal Auto,SUV,328.231432 +JQ56711,Oregon,F,Master,592311.72%,92163,73.0000000000,1/0/00,Personal Auto,Two-Door Car,66.568642 +AW77988,Oregon,Male,High School or Below,3585059.94%,17588,192.0000000000,1/0/00,Personal Auto,Luxury Car,1382.4 +QP84605,Washington,F,Bachelor,870984.53%,41546,111.0000000000,1/0/00,Corporate Auto,Four-Door Car,121.306839 +MY97912,Arizona,Male,College,1330933.52%,0,127.0000000000,1/0/00,Personal Auto,SUV,609.6 +IB87349,California,M,High School or Below,452850.49%,70340,113.0000000000,1/0/00,Special Auto,Four-Door Car,542.4 +AW73065,Oregon,F,High School or Below,279190.65%,0,74.0000000000,1/0/00,Personal Auto,Four-Door Car,532.8 +BW80872,Washington,M,High School or Below,443441.12%,34549,111.0000000000,1/0/00,Personal Auto,Four-Door Car,125.933005 +PX70175,Arizona,M,College,799600.75%,93459,99.0000000000,1/0/00,Personal Auto,Four-Door Car,655.41333 +KF75098,Arizona,M,Bachelor,512973.90%,86148,65.0000000000,1/2/00,Personal Auto,Four-Door Car,312 +IS50283,California,F,Bachelor,569717.52%,27048,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,345.6 +MY64920,Oregon,F,College,921713.06%,73259,115.0000000000,1/0/00,Personal Auto,SUV,673.34265 +KN34250,Oregon,F,College,1020892.76%,35482,129.0000000000,1/0/00,Corporate Auto,SUV,619.2 +GN46207,Oregon,F,Master,417068.73%,29462,107.0000000000,1/1/00,Personal Auto,SUV,513.6 +KL57176,Oregon,F,College,450540.58%,67801,115.0000000000,1/1/00,Personal Auto,SUV,23.810491 +MN94234,California,M,High School or Below,310756.86%,0,94.0000000000,1/4/00,Personal Auto,Two-Door Car,451.2 +JY90595,Arizona,M,High School or Below,552866.50%,16042,73.0000000000,1/0/00,Personal Auto,Two-Door Car,350.4 +HK26543,California,M,High School or Below,504586.67%,28056,64.0000000000,1/1/00,Personal Auto,Four-Door Car,307.2 +PN86062,California,M,High School or Below,296272.25%,16495,85.0000000000,1/3/00,Corporate Auto,Four-Door Car,408 +VW27730,California,F,Master,866595.64%,41163,108.0000000000,1/0/00,Corporate Auto,SUV,231.922173 +SH55671,Arizona,F,College,1141344.12%,0,161.0000000000,1/1/00,Personal Auto,Sports Car,772.8 +MO56878,California,M,Bachelor,1548843.20%,33799,109.0000000000,1/3/00,Corporate Auto,SUV,664.980242 +VO38365,Washington,F,College,886114.95%,90125,110.0000000000,1/0/00,Corporate Auto,SUV,128.645946 +SV35618,Oregon,F,Bachelor,593474.15%,87747,147.0000000000,1/1/00,Personal Auto,SUV,46.492039 +RX12347,Nevada,M,College,354323.21%,35695,90.0000000000,1/0/00,Personal Auto,Four-Door Car,432 +FR55658,California,M,Master,349002.83%,90985,87.0000000000,1/0/00,Personal Auto,Four-Door Car,78.085149 +XS12556,California,F,College,368309.99%,0,101.0000000000,1/0/00,Corporate Auto,Sports Car,564.466556 +ZU73588,California,M,College,598977.39%,66839,154.0000000000,1/0/00,Personal Auto,Sports Car,739.2 +WT43034,California,F,High School or Below,1250084.30%,0,165.0000000000,1/0/00,Personal Auto,SUV,792 +VM13430,Oregon,F,Bachelor,860915.82%,79090,107.0000000000,1/0/00,Corporate Auto,SUV,289.040734 +TC78849,Oregon,M,Bachelor,249745.51%,24825,64.0000000000,1/0/00,Personal Auto,Two-Door Car,155.938593 +VC34764,California,M,College,701917.72%,26806,63.0000000000,1/0/00,Personal Auto,Four-Door Car,302.4 +WO90953,Oregon,F,College,538792.63%,56835,67.0000000000,1/0/00,Personal Auto,Two-Door Car,326.549425 +IU47468,Oregon,F,Bachelor,616555.75%,0,88.0000000000,1/0/00,Special Auto,Two-Door Car,653.65668 +KO46064,California,M,Bachelor,273020.29%,46135,69.0000000000,1/0/00,Personal Auto,Four-Door Car,103.935601 +RB34917,Arizona,F,Bachelor,516211.69%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,809.532341 +BI38192,Oregon,F,High School or Below,793706.48%,22862,67.0000000000,1/0/00,Personal Auto,Two-Door Car,321.6 +PU18983,Oregon,F,High School or Below,860815.72%,21450,110.0000000000,1/2/00,Personal Auto,Sports Car,528 +SW79912,Oregon,M,Bachelor,263254.58%,95854,65.0000000000,1/0/00,Personal Auto,Two-Door Car,312 +ES39217,Oregon,F,Bachelor,778500.42%,44897,99.0000000000,1/1/00,Personal Auto,Four-Door Car,580.72531 +KP72427,Washington,M,High School or Below,2163983.86%,64455,108.0000000000,1/0/00,Personal Auto,SUV,133.735395 +UA19178,Oregon,F,Master,498082.50%,53265,62.0000000000,1/0/00,Personal Auto,Four-Door Car,238.005074 +PR53785,Arizona,F,High School or Below,745723.78%,0,198.0000000000,1/1/00,Personal Auto,Luxury Car,1577.674417 +XF57481,Washington,M,Master,1064093.93%,50450,90.0000000000,1/0/00,Personal Auto,Two-Door Car,135.892444 +CN90378,California,F,High School or Below,686250.83%,54780,88.0000000000,1/3/00,Personal Auto,Four-Door Car,135.26125 +KI56154,Nevada,M,High School or Below,904898.34%,0,119.0000000000,1/0/00,Personal Auto,Sports Car,571.2 +UI55951,California,M,Bachelor,554803.19%,67798,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +FF28650,Oregon,M,Bachelor,831268.16%,21442,118.0000000000,1/0/00,Personal Auto,SUV,566.4 +FS55302,California,M,Bachelor,238998.10%,27615,62.0000000000,1/1/00,Personal Auto,Four-Door Car,297.6 +TN79487,California,M,Bachelor,445811.34%,17622,65.0000000000,1/1/00,Personal Auto,Four-Door Car,312 +HG32616,Nevada,M,High School or Below,529574.17%,50200,135.0000000000,1/0/00,Personal Auto,Sports Car,637.063458 +UK41984,Arizona,F,Doctor,383960.61%,0,112.0000000000,1/2/00,Personal Auto,SUV,537.6 +LZ52266,California,F,High School or Below,373150.46%,0,96.0000000000,1/0/00,Personal Auto,Four-Door Car,460.8 +PM27367,California,F,Master,277890.37%,73570,70.0000000000,1/1/00,Special Auto,Two-Door Car,75.936096 +ZK21724,Oregon,F,High School or Below,401654.20%,0,111.0000000000,1/0/00,Personal Auto,SUV,799.2 +BH35482,Washington,M,Doctor,493094.93%,70412,61.0000000000,1/0/00,Corporate Auto,Two-Door Car,136.291083 +QE22757,Nevada,M,Doctor,249131.70%,36631,62.0000000000,1/0/00,Personal Auto,Four-Door Car,67.530904 +ON77649,Oregon,F,College,290887.59%,35895,73.0000000000,1/0/00,Personal Auto,Four-Door Car,312.921256 +RN82884,Arizona,F,College,428294.80%,40864,109.0000000000,1/1/00,Personal Auto,SUV,166.937747 +CQ75652,Oregon,M,College,834162.37%,0,118.0000000000,1/0/00,Personal Auto,Four-Door Car,566.4 +FF58467,Arizona,F,Master,509078.13%,93018,63.0000000000,1/0/00,Personal Auto,Four-Door Car,135.382194 +BS83666,Oregon,M,Bachelor,736618.83%,70014,62.0000000000,1/0/00,Corporate Auto,Four-Door Car,17.742954 +WO29605,Oregon,F,College,243687.51%,48875,61.0000000000,1/0/00,Personal Auto,Two-Door Car,1.838367 +TL77607,California,M,Bachelor,885268.87%,67969,74.0000000000,1/0/00,Personal Auto,Four-Door Car,197.776009 +EZ50606,Oregon,F,High School or Below,2387547.68%,0,108.0000000000,1/0/00,Corporate Auto,SUV,612.102262 +OS39723,Oregon,F,Doctor,560049.65%,68665,69.0000000000,1/0/00,Personal Auto,Two-Door Car,331.2 +FN69743,California,M,College,463654.65%,26802,66.0000000000,1/1/00,Corporate Auto,Two-Door Car,316.8 +XW96958,Nevada,M,High School or Below,757334.51%,0,110.0000000000,1/0/00,Corporate Auto,Four-Door Car,1193.036154 +TU92578,California,M,College,1469663.55%,45345,125.0000000000,1/0/00,Personal Auto,SUV,600 +TL43709,Washington,M,Bachelors,897214.03%,89689,74.0000000000,1/0/00,Personal Auto,Four-Door Car,136.829537 +YE68736,California,F,Bachelor,772484.01%,32051,193.0000000000,1/1/00,Personal Auto,SUV,926.4 +OB96537,Oregon,M,Master,594667.07%,81139,74.0000000000,1/0/00,Special Auto,Four-Door Car,392.6364 +EU68825,Oregon,F,Master,800054.51%,63834,100.0000000000,1/1/00,Personal Auto,Sports Car,215.226476 +CC31456,Arizona,M,Bachelor,645756.10%,37548,81.0000000000,1/0/00,Special Auto,Four-Door Car,160.598662 +DJ77787,Arizona,F,High School or Below,728144.01%,0,69.0000000000,1/3/00,Personal Auto,Four-Door Car,371.803029 +LN26837,California,M,High School or Below,259243.78%,72421,65.0000000000,1/0/00,Personal Auto,Four-Door Car,312 +YI92916,Nevada,M,Master,467842.34%,83102,116.0000000000,1/0/00,Corporate Auto,Four-Door Car,443.670399 +NW54906,Oregon,M,College,1386992.71%,28432,118.0000000000,1/0/00,Personal Auto,SUV,612.300581 +ME77513,Nevada,F,Master,871777.78%,83707,108.0000000000,1/0/00,Corporate Auto,Four-Door Car,290.391526 +UK76891,California,F,College,523398.68%,63259,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,316.795337 +SI26888,Nevada,F,High School or Below,476418.97%,0,67.0000000000,1/0/00,Personal Auto,Four-Door Car,405.527937 +YD74948,Oregon,F,College,247246.92%,63860,62.0000000000,1/0/00,Personal Auto,Four-Door Car,208.598246 +HB64268,Washington,M,Bachelor,281369.26%,43836,73.0000000000,1/0/00,Personal Auto,Four-Door Car,138.130879 +BW52697,California,F,College,550505.70%,86132,68.0000000000,1/0/00,Personal Auto,Two-Door Car,301.437365 +NL41409,Oregon,F,Bachelor,260620.85%,28519,66.0000000000,1/0/00,Personal Auto,Two-Door Car,456.473115 +OD69005,Arizona,F,High School or Below,1048194.38%,39102,88.0000000000,1/0/00,Personal Auto,Four-Door Car,152.338562 +ZZ91716,California,F,Bachelor,325676.64%,0,89.0000000000,1/0/00,Personal Auto,Four-Door Car,491.755368 +UK70255,California,F,College,3047578.05%,97298,128.0000000000,1/0/00,Personal Auto,Sports Car,48.517439 +QT25383,Nevada,M,High School or Below,636490.22%,41986,84.0000000000,1/2/00,Personal Auto,Two-Door Car,430.375049 +AW18068,Arizona,M,High School or Below,946850.93%,0,88.0000000000,1/0/00,Personal Auto,Two-Door Car,633.6 +NS45347,Oregon,F,College,563145.19%,17291,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.4 +FV19421,California,M,Bachelor,778099.93%,0,74.0000000000,1/0/00,Personal Auto,Four-Door Car,246.489123 +XW89091,California,M,College,981652.83%,37256,62.0000000000,1/0/00,Personal Auto,Four-Door Car,128.969729 +YC11951,Oregon,M,High School or Below,751913.36%,96306,95.0000000000,1/1/00,Corporate Auto,Four-Door Car,185.355353 +UY18770,California,F,Bachelor,1017971.70%,14290,271.0000000000,1/0/00,Personal Auto,Luxury SUV,1300.8 +RA49085,California,F,College,277283.92%,37038,71.0000000000,1/1/00,Corporate Auto,Four-Door Car,9.071305 +BG84194,Oregon,M,College,403750.18%,90760,103.0000000000,1/2/00,Special Auto,SUV,133.475315 +PT64580,Washington,M,Master,419196.61%,77048,103.0000000000,1/0/00,Personal Auto,SUV,141.199465 +MR67738,Oregon,F,High School or Below,267686.79%,54480,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +DM95829,California,M,College,252395.96%,16244,68.0000000000,1/0/00,Personal Auto,Two-Door Car,623.223617 +DB75522,California,F,College,698840.16%,22436,89.0000000000,1/0/00,Special Auto,Four-Door Car,427.2 +LM34525,Washington,F,College,874205.78%,71592,72.0000000000,1/0/00,Personal Auto,Four-Door Car,141.725051 +WW30771,Arizona,M,Master,267331.96%,28728,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +QP65569,Arizona,M,High School or Below,1215732.99%,57449,103.0000000000,1/0/00,Personal Auto,Four-Door Car,494.4 +TN50051,California,F,Doctor,295776.40%,83318,73.0000000000,1/0/00,Personal Auto,Two-Door Car,211.336937 +UO86707,Washington,M,Bachelors,717390.94%,75217,61.0000000000,1/1/00,Personal Auto,Four-Door Car,147.080303 +JA41698,Nevada,M,Bachelor,309953.80%,0,102.0000000000,1/5/00,Corporate Auto,SUV,862.762957 +NX18774,Oregon,M,Bachelor,841568.46%,55308,107.0000000000,1/0/00,Corporate Auto,SUV,513.6 +DA69469,Oregon,F,College,2684312.45%,36068,97.0000000000,1/0/00,Personal Auto,Two-Door Car,113.367765 +CN23147,Oregon,M,Bachelor,1305717.07%,48804,112.0000000000,1/1/00,Corporate Auto,Four-Door Car,537.6 +RA68844,Oregon,M,College,959995.02%,0,131.0000000000,1/0/00,Personal Auto,SUV,943.2 +GH42026,Oregon,M,Bachelor,853510.89%,55790,111.0000000000,1/0/00,Personal Auto,SUV,117.672722 +BD16530,Arizona,F,Bachelor,829348.19%,70258,69.0000000000,1/0/00,Personal Auto,Four-Door Car,225.145949 +JH91579,Oregon,F,Bachelor,684615.03%,0,95.0000000000,1/0/00,Personal Auto,Two-Door Car,456 +WK23685,Oregon,F,Bachelor,663685.98%,47274,83.0000000000,1/1/00,Corporate Auto,Four-Door Car,182.432565 +GR62267,Washington,F,College,560908.25%,44705,71.0000000000,1/0/00,Personal Auto,Two-Door Car,148.173152 +PI78084,Arizona,M,High School or Below,507732.09%,0,73.0000000000,1/0/00,Personal Auto,Two-Door Car,525.6 +GF97874,Washington,F,Master,527562.70%,70446,65.0000000000,1/0/00,Personal Auto,Four-Door Car,155.570802 +ZH19885,Washington,F,High School or Below,251459.20%,43860,65.0000000000,1/0/00,Personal Auto,Four-Door Car,156.124914 +UK25655,Oregon,F,Bachelor,343525.01%,64348,86.0000000000,1/0/00,Personal Auto,Two-Door Car,212.391975 +QR45101,Oregon,M,Bachelor,662461.18%,0,62.0000000000,1/0/00,Corporate Auto,Two-Door Car,297.6 +EL93539,California,M,Master,575744.23%,88997,72.0000000000,1/0/00,Special Auto,Four-Door Car,174.041566 +EE99484,Washington,F,High School or Below,251459.20%,43860,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,156.124914 +DP46882,California,F,High School or Below,288645.16%,10312,78.0000000000,1/0/00,Corporate Auto,Four-Door Car,486.278557 +WP41146,California,F,High School or Below,534143.88%,0,72.0000000000,1/1/00,Personal Auto,Four-Door Car,345.6 +TK60799,Arizona,F,High School or Below,416001.81%,96263,103.0000000000,1/0/00,Personal Auto,SUV,1.924709 +DN29808,California,F,College,284624.54%,28919,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,518.4 +SS59521,Oregon,F,College,477025.66%,0,68.0000000000,1/1/00,Personal Auto,Two-Door Car,326.4 +NG66579,Oregon,M,Bachelor,505961.62%,41869,64.0000000000,1/0/00,Personal Auto,Two-Door Car,262.12205 +TC14209,Arizona,F,High School or Below,909574.46%,0,128.0000000000,1/0/00,Personal Auto,SUV,921.6 +ED50963,California,F,High School or Below,268886.40%,32808,68.0000000000,1/1/00,Personal Auto,Four-Door Car,541.695658 +GP40701,California,F,Bachelor,827763.76%,79780,68.0000000000,1/0/00,Personal Auto,Four-Door Car,326.4 +CP98451,Oregon,F,College,905793.53%,91025,112.0000000000,1/0/00,Personal Auto,SUV,327.682669 +NX52648,California,F,High School or Below,380175.04%,33043,95.0000000000,1/0/00,Personal Auto,Two-Door Car,456 +ZC32510,Arizona,M,High School or Below,933934.16%,69442,118.0000000000,1/3/00,Personal Auto,Four-Door Car,1265.570302 +NG27780,Oregon,M,College,252012.32%,0,70.0000000000,1/0/00,Corporate Auto,Four-Door Car,63.043197 +HN95240,Arizona,F,College,498409.53%,0,70.0000000000,1/0/00,Corporate Auto,Four-Door Car,336 +EB59129,Oregon,F,Bachelor,259574.80%,47234,65.0000000000,1/0/00,Personal Auto,Four-Door Car,15.631363 +RA70851,Oregon,M,High School or Below,743769.33%,86863,92.0000000000,1/0/00,Personal Auto,Four-Door Car,441.6 +PM19162,Oregon,M,Bachelor,1453678.76%,25805,66.0000000000,1/2/00,Personal Auto,Four-Door Car,375.866091 +MS59005,Nevada,M,Bachelor,591330.59%,43676,76.0000000000,1/0/00,Personal Auto,Four-Door Car,364.8 +SU71163,Arizona,M,College,277166.30%,59855,74.0000000000,1/4/00,Personal Auto,Two-Door Car,355.2 +BD35676,Arizona,M,Master,2919436.64%,35296,126.0000000000,1/0/00,Personal Auto,SUV,452.616872 +NI44621,Oregon,F,Master,988038.58%,36576,125.0000000000,1/1/00,Personal Auto,SUV,113.450122 +EW33419,California,F,High School or Below,1511440.24%,28513,100.0000000000,1/1/00,Corporate Auto,SUV,480 +HX44948,Oregon,M,Bachelor,575991.08%,85448,72.0000000000,1/0/00,Special Auto,Four-Door Car,16.03451 +DL36983,Oregon,F,High School or Below,849516.42%,23791,110.0000000000,1/3/00,Personal Auto,Two-Door Car,615.27228 +XR87264,California,F,Bachelor,438118.42%,20597,112.0000000000,1/0/00,Personal Auto,Four-Door Car,615.256301 +NN99001,Arizona,F,College,699782.74%,56940,87.0000000000,1/0/00,Personal Auto,Four-Door Car,512.66245 +XV95530,Oregon,M,Bachelor,1143058.85%,93210,71.0000000000,1/0/00,Personal Auto,Two-Door Car,74.523935 +OL97871,Oregon,F,Bachelor,748248.61%,48992,94.0000000000,1/1/00,Personal Auto,Four-Door Car,426.072946 +HQ23708,Arizona,F,Master,859691.66%,53736,71.0000000000,1/0/00,Personal Auto,Two-Door Car,169.287785 +WR63188,Arizona,M,College,785496.08%,25378,66.0000000000,1/1/00,Personal Auto,Four-Door Car,419.464143 +NG82219,Oregon,F,Bachelor,258240.85%,76731,64.0000000000,1/0/00,Personal Auto,Four-Door Car,201.455005 +KU29408,Washington,M,Master,907576.82%,37722,116.0000000000,1/0/00,Corporate Auto,Sports Car,158.077504 +RE46783,California,F,Bachelor,411858.86%,69379,103.0000000000,1/0/00,Personal Auto,Two-Door Car,494.4 +RU94434,Oregon,M,High School or Below,1215732.99%,57449,103.0000000000,1/0/00,Personal Auto,Four-Door Car,494.4 +GI82355,Arizona,M,Bachelor,515281.96%,0,68.0000000000,1/0/00,Corporate Auto,Four-Door Car,326.4 +VO26340,Nevada,M,College,651297.65%,0,93.0000000000,1/0/00,Personal Auto,Two-Door Car,669.6 +NV61299,Arizona,F,Bachelor,2778969.24%,33806,89.0000000000,1/0/00,Corporate Auto,Four-Door Car,395.729716 +DX31066,Washington,F,College,266727.00%,94041,66.0000000000,1/0/00,Personal Auto,Four-Door Car,159.756733 +CY50337,Oregon,F,College,1092840.71%,74965,90.0000000000,1/0/00,Personal Auto,Four-Door Car,58.557552 +TJ20375,Arizona,F,High School or Below,761538.13%,34095,63.0000000000,1/0/00,Personal Auto,Two-Door Car,302.4 +EP72155,California,F,College,200435.07%,0,66.0000000000,1/4/00,Personal Auto,Four-Door Car,316.8 +JJ76159,California,M,College,243468.12%,96045,61.0000000000,1/0/00,Corporate Auto,Four-Door Car,8.582971 +BG15419,Nevada,F,Bachelor,1419536.03%,86355,118.0000000000,1/0/00,Personal Auto,Sports Car,285.418473 +AO74776,California,F,High School or Below,942768.49%,27824,118.0000000000,1/0/00,Personal Auto,SUV,566.4 +HQ82233,California,M,High School or Below,1198242.09%,42995,101.0000000000,1/0/00,Personal Auto,SUV,410.508316 +OL72737,Oregon,F,High School or Below,310278.95%,21235,79.0000000000,1/0/00,Personal Auto,Two-Door Car,244.23135 +ZQ59828,California,M,High School or Below,422263.12%,74585,106.0000000000,1/0/00,Personal Auto,SUV,218.598065 +NZ15548,Oregon,M,Bachelor,402381.44%,41833,103.0000000000,1/0/00,Personal Auto,Four-Door Car,643.826716 +XK61304,California,F,College,529715.18%,23908,70.0000000000,1/0/00,Personal Auto,Four-Door Car,336 +EJ44139,Oregon,M,Bachelor,2142363.72%,0,65.0000000000,1/0/00,Personal Auto,Two-Door Car,312 +CM94425,Arizona,M,Bachelor,441620.62%,61953,113.0000000000,1/0/00,Personal Auto,SUV,497.047297 +OV54878,California,M,Bachelor,463903.52%,0,142.0000000000,1/0/00,Corporate Auto,SUV,1022.4 +JF57282,Nevada,M,Bachelor,486354.46%,0,137.0000000000,1/0/00,Personal Auto,SUV,657.6 +MY37953,Arizona,F,Bachelor,2583090.98%,73760,107.0000000000,1/1/00,Personal Auto,Sports Car,230.245772 +XP64922,Oregon,F,College,297431.49%,23333,74.0000000000,1/0/00,Corporate Auto,Four-Door Car,5.622751 +WL65572,California,M,College,206445.88%,0,61.0000000000,1/0/00,Personal Auto,Four-Door Car,292.8 +LN50325,Arizona,F,High School or Below,1006460.83%,20440,128.0000000000,1/2/00,Corporate Auto,Sports Car,614.4 +HJ15383,Washington,M,Master,803240.19%,27658,68.0000000000,1/0/00,Personal Auto,Four-Door Car,160.07526 +KH59823,California,M,College,548921.41%,50943,139.0000000000,1/0/00,Special Auto,SUV,667.2 +YM79169,California,M,Bachelor,261275.67%,19003,71.0000000000,1/0/00,Personal Auto,Two-Door Car,34.651305 +DR38127,California,M,College,857346.39%,46703,108.0000000000,1/0/00,Personal Auto,Four-Door Car,678.100487 +PU42145,California,M,Bachelor,2412750.40%,14072,71.0000000000,1/0/00,Personal Auto,Four-Door Car,511.2 +KM33477,Oregon,M,College,855038.66%,21733,73.0000000000,1/0/00,Corporate Auto,Four-Door Car,525.6 +RI53167,Arizona,M,Bachelor,230864.80%,20811,61.0000000000,1/0/00,Personal Auto,Four-Door Car,292.8 +OF77789,Arizona,F,High School or Below,425462.07%,11904,61.0000000000,1/2/00,Personal Auto,Two-Door Car,292.8 +YB33445,Oregon,F,College,898285.04%,43490,114.0000000000,1/4/00,Corporate Auto,SUV,174.588413 +BA17836,California,M,High School or Below,786816.60%,57340,67.0000000000,1/0/00,Corporate Auto,Four-Door Car,159.391681 +JS43228,California,M,College,770424.87%,49088,97.0000000000,1/0/00,Corporate Auto,Four-Door Car,698.4 +BB11622,Nevada,M,Master,1055217.00%,47761,131.0000000000,1/0/00,Personal Auto,SUV,232.711071 +HQ70429,Washington,F,College,1604510.95%,0,65.0000000000,1/0/00,Personal Auto,Two-Door Car,163.046956 +WK88044,Arizona,M,Bachelor,873783.75%,61281,110.0000000000,1/0/00,Personal Auto,SUV,79.865605 +LA80525,Nevada,M,Bachelor,545489.07%,0,82.0000000000,1/1/00,Corporate Auto,Two-Door Car,393.6 +EH16250,Arizona,M,Bachelor,770528.33%,25290,66.0000000000,1/0/00,Personal Auto,Four-Door Car,382.085897 +PU41872,Arizona,F,High School or Below,703926.24%,24239,88.0000000000,1/0/00,Personal Auto,Four-Door Car,48.348319 +HB85743,California,M,Bachelor,883808.56%,82664,114.0000000000,1/3/00,Personal Auto,SUV,133.425609 +MM71959,Arizona,M,Bachelor,873352.73%,83210,110.0000000000,1/0/00,Personal Auto,Sports Car,528 +MB83663,Oregon,F,Bachelor,959747.48%,38736,81.0000000000,1/0/00,Personal Auto,Two-Door Car,561.414794 +KR43119,California,M,College,450666.02%,0,66.0000000000,1/0/00,Personal Auto,Four-Door Car,316.8 +KH24214,Oregon,M,College,1785797.23%,55437,64.0000000000,1/1/00,Personal Auto,Four-Door Car,445.287788 +AC40767,Washington,M,Bachelors,249780.82%,68041,6464.0000000000,1/0/00,Personal Auto,Two-Door Car,165.570243 +HP55391,Oregon,M,Master,542613.62%,0,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,407.99684 +EG62398,California,F,High School or Below,799814.38%,29066,100.0000000000,1/0/00,Personal Auto,SUV,844.229478 +VS19949,Nevada,M,Bachelor,289762.07%,54337,72.0000000000,1/0/00,Personal Auto,Four-Door Car,345.6 +AM92343,Oregon,F,High School or Below,1159950.22%,67616,96.0000000000,1/0/00,Personal Auto,Four-Door Car,340.306584 +GI68556,California,F,Bachelor,1514793.06%,41082,63.0000000000,1/0/00,Personal Auto,Two-Door Car,106.647493 +JT11876,WA,F,High School or Below,543576.78%,0,10202.0000000000,1/0/00,Personal Auto,Four-Door Car,626.116259 +XR64251,Nevada,F,Master,272535.64%,36650,69.0000000000,1/1/00,Personal Auto,Four-Door Car,56.60333 +MK34957,Oregon,F,College,1329771.23%,50631,112.0000000000,1/4/00,Special Auto,SUV,784.65781 +GP18756,California,M,College,992704.97%,19592,92.0000000000,1/0/00,Personal Auto,Four-Door Car,441.6 +AP23850,WA,F,High School or Below,1777154.90%,0,114.0000000000,1/0/00,Personal Auto,Two-Door Car,547.2 +KQ65521,Arizona,F,College,1826927.02%,55761,115.0000000000,1/0/00,Personal Auto,Sports Car,86.27772 +EJ19449,California,F,College,272221.07%,17576,71.0000000000,1/0/00,Special Auto,Four-Door Car,398.502948 +QB70027,California,F,Bachelor,708321.24%,41449,89.0000000000,1/0/00,Personal Auto,Four-Door Car,63.516572 +QW47320,Cali,F,Bachelor,1017971.70%,14290,271.0000000000,1/0/00,Personal Auto,Luxury SUV,1300.8 +KH64733,Nevada,F,College,588950.91%,62007,73.0000000000,1/0/00,Personal Auto,Four-Door Car,120.015609 +ON59472,Arizona,M,High School or Below,1577139.34%,21921,206.0000000000,1/0/00,Corporate Auto,Luxury SUV,1254.137899 +HP94242,Arizona,F,Bachelor,528817.33%,42621,66.0000000000,1/0/00,Personal Auto,Four-Door Car,316.8 +RV15398,Oregon,M,College,2758055.40%,0,87.0000000000,1/1/00,Personal Auto,Four-Door Car,417.6 +EA25683,WA,M,High School or Below,777853.23%,63786,196.0000000000,1/0/00,Corporate Auto,Luxury SUV,798.002689 +PW73754,Cali,F,High School or Below,734186.13%,0,104.0000000000,1/3/00,Personal Auto,Sports Car,82.041684 +MC71942,Cali,F,High School or Below,791919.70%,82877,99.0000000000,1/1/00,Personal Auto,Two-Door Car,22.819088 +OX72195,Arizona,M,College,216387.02%,0,63.0000000000,1/0/00,Corporate Auto,Two-Door Car,302.4 +YQ99152,Nevada,M,High School or Below,978780.88%,10475,88.0000000000,1/1/00,Personal Auto,Two-Door Car,422.4 +KI19439,Oregon,F,High School or Below,520764.08%,21952,66.0000000000,1/0/00,Personal Auto,Four-Door Car,316.8 +PM76175,Oregon,F,Bachelor,2114727.72%,49721,132.0000000000,1/0/00,Corporate Auto,Sports Car,639.971388 +US45383,Cali,M,College,1228076.66%,88340,102.0000000000,1/0/00,Personal Auto,Two-Door Car,489.6 +GT38956,Cali,F,College,244139.42%,0,65.0000000000,1/0/00,Personal Auto,Four-Door Car,312 +SN41301,Oregon,M,Bachelor,653556.06%,0,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,468 +BE62503,WA,F,College,920659.83%,24589,82.0000000000,1/0/00,Personal Auto,Two-Door Car,511.497882 +PA16884,Cali,F,Bachelor,411858.86%,69379,103.0000000000,1/0/00,Personal Auto,Two-Door Car,494.4 +NC58480,Nevada,F,Bachelor,483820.90%,73769,61.0000000000,1/2/00,Personal Auto,Four-Door Car,239.540223 +NS39326,Cali,F,College,462554.81%,66670,114.0000000000,1/0/00,Personal Auto,SUV,518.180364 +PN18507,Arizona,M,Bachelor,1404210.30%,88854,118.0000000000,1/0/00,Personal Auto,Two-Door Car,715.252366 +EK91340,Oregon,M,Bachelor,754661.35%,31266,193.0000000000,1/0/00,Corporate Auto,Luxury Car,926.4 +JY16280,Cali,F,High School or Below,251459.20%,43860,65.0000000000,1/0/00,Personal Auto,Four-Door Car,156.124914 +ZW71731,Cali,M,Bachelor,517035.84%,89284,133.0000000000,1/2/00,Corporate Auto,SUV,402.070719 +ZC24631,Oregon,M,College,1391737.72%,67267,89.0000000000,1/0/00,Corporate Auto,Four-Door Car,94.814032 +YR34689,Cali,F,High School or Below,1131813.08%,79270,95.0000000000,1/3/00,Personal Auto,Four-Door Car,456 +RT65829,Oregon,M,Bachelor,427636.36%,36692,109.0000000000,1/1/00,Personal Auto,Four-Door Car,523.2 +BZ12077,Oregon,F,High School or Below,432224.03%,0,119.0000000000,1/0/00,Personal Auto,SUV,571.2 +WM65373,Cali,F,College,800230.83%,0,107.0000000000,1/0/00,Corporate Auto,SUV,513.6 +NH35059,Nevada,M,College,388545.64%,0,105.0000000000,1/0/00,Corporate Auto,Four-Door Car,504 +QD38160,Oregon,M,College,447177.82%,0,135.0000000000,1/0/00,Personal Auto,SUV,972 +BM15160,Cali,F,High School or Below,849635.28%,44624,71.0000000000,1/1/00,Special Auto,Four-Door Car,73.883044 +VY79030,Arizona,F,College,2250088.35%,0,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,340.8 +EV19512,Nevada,F,Master,1630196.76%,19614,85.0000000000,1/0/00,Personal Auto,Two-Door Car,574.024018 +TE13577,Oregon,F,College,231973.59%,0,64.0000000000,1/0/00,Personal Auto,Four-Door Car,632.715382 +WY97929,Arizona,M,College,871704.98%,83846,74.0000000000,1/3/00,Special Auto,Four-Door Car,355.2 +YG20683,WA,M,College,286011.17%,51159,72.0000000000,1/0/00,Personal Auto,Four-Door Car,4.238626 +FK75497,Cali,M,College,245340.83%,83772,62.0000000000,1/0/00,Personal Auto,Two-Door Car,42.248087 +NE60110,Arizona,M,College,598977.39%,66839,154.0000000000,1/0/00,Personal Auto,Sports Car,739.2 +TN36521,Arizona,F,College,2498022.55%,88440,70.0000000000,1/0/00,Personal Auto,Two-Door Car,27.145151 +HG33568,Arizona,F,Master,748263.95%,25666,63.0000000000,1/2/00,Personal Auto,Four-Door Car,270.002766 +TW17878,Oregon,F,High School or Below,245757.60%,52926,61.0000000000,1/0/00,Personal Auto,Four-Door Car,292.8 +ZO83562,Nevada,F,Bachelor,237974.12%,0,67.0000000000,1/0/00,Personal Auto,Four-Door Car,494.946438 +CH97539,WA,F,Bachelor,828696.44%,40001,70.0000000000,1/0/00,Personal Auto,Four-Door Car,142.567008 +CV29889,Cali,M,College,239391.54%,0,70.0000000000,1/0/00,Personal Auto,Four-Door Car,425.266308 +MO33320,Oregon,M,College,465715.95%,18024,65.0000000000,1/0/00,Personal Auto,Two-Door Car,312 +QZ81258,Oregon,F,College,1319792.89%,0,68.0000000000,1/3/00,Personal Auto,Four-Door Car,326.4 +NY56352,Oregon,F,Bachelor,280391.67%,23220,74.0000000000,1/0/00,Personal Auto,Four-Door Car,251.334247 +EA27048,Cali,F,High School or Below,864650.41%,64125,108.0000000000,1/0/00,Personal Auto,SUV,369.818708 +UT38865,Oregon,F,College,742587.06%,58042,62.0000000000,1/0/00,Corporate Auto,Four-Door Car,161.419528 +QC89139,Oregon,F,High School or Below,452873.74%,90034,112.0000000000,1/0/00,Corporate Auto,SUV,537.6 +LA14484,Nevada,M,High School or Below,222707.28%,27972,61.0000000000,1/0/00,Special Auto,Four-Door Car,292.8 +HN57556,Cali,F,High School or Below,729294.88%,0,65.0000000000,1/0/00,Personal Auto,Four-Door Car,312 +CV31235,Arizona,M,Bachelor,318435.52%,50989,80.0000000000,1/0/00,Corporate Auto,Four-Door Car,255.999709 +WR45726,Arizona,F,Bachelor,1131520.37%,11885,101.0000000000,1/0/00,Special Auto,Four-Door Car,484.8 +LB25094,Cali,F,Bachelor,253070.51%,89451,63.0000000000,1/0/00,Special Auto,Four-Door Car,61.769564 +KW56110,Oregon,M,Bachelor,1836155.53%,0,182.0000000000,1/0/00,Personal Auto,Luxury Car,1310.4 +XO36233,WA,M,Bachelor,864153.00%,78904,109.0000000000,1/0/00,Personal Auto,SUV,250.001424 +ZX86243,Arizona,M,Doctor,327853.19%,70247,83.0000000000,1/1/00,Personal Auto,Four-Door Car,141.799422 +DW29763,Arizona,M,High School or Below,527198.21%,32653,67.0000000000,1/0/00,Personal Auto,Two-Door Car,321.6 +CT83377,WA,M,High School or Below,376363.77%,93595,97.0000000000,1/4/00,Special Auto,Four-Door Car,49.797016 +OQ90898,Cali,M,Master,1395556.96%,90279,115.0000000000,1/0/00,Personal Auto,SUV,372.175592 +GO77248,Oregon,F,College,500152.75%,0,72.0000000000,1/0/00,Personal Auto,Four-Door Car,542.14385 +QW33258,Cali,M,Bachelor,708283.04%,53310,189.0000000000,1/3/00,Personal Auto,Luxury Car,1360.8 +OU79745,Cali,M,College,761948.28%,0,105.0000000000,1/0/00,Personal Auto,Four-Door Car,504 +VZ79886,Oregon,F,Bachelor,1255088.20%,22234,160.0000000000,1/0/00,Personal Auto,SUV,768 +FI92440,WA,F,High School or Below,3219660.04%,91375,99.0000000000,1/0/00,Personal Auto,Two-Door Car,72.632934 +YG85980,Nevada,F,High School or Below,679377.41%,22250,86.0000000000,1/0/00,Personal Auto,Two-Door Car,720.601429 +QM74621,Oregon,M,Bachelor,527231.97%,0,80.0000000000,1/0/00,Personal Auto,Four-Door Car,576 +EI71732,Oregon,F,Doctor,626534.33%,0,84.0000000000,1/1/00,Personal Auto,Four-Door Car,481.025786 +VN79010,Cali,F,High School or Below,854758.61%,51179,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,466.176731 +FI61723,Cali,M,Bachelor,278742.37%,38667,72.0000000000,1/0/00,Personal Auto,Four-Door Car,159.266473 +OH55411,Cali,F,Master,462680.11%,79487,114.0000000000,1/0/00,Corporate Auto,SUV,547.2 +TF10720,Nevada,F,Doctor,866336.40%,67763,107.0000000000,1/2/00,Personal Auto,Four-Door Car,41.283167 +NW30838,Nevada,M,High School or Below,387222.22%,0,62.0000000000,1/2/00,Corporate Auto,Four-Door Car,503.808329 +CB58476,Oregon,F,College,517081.15%,0,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,859.599411 +WI69346,Cali,F,Master,896028.02%,71943,112.0000000000,1/0/00,Corporate Auto,SUV,305.653785 +FS76657,Oregon,F,College,547183.43%,53526,68.0000000000,1/0/00,Personal Auto,Four-Door Car,278.902846 +YX89016,Oregon,M,College,3493100.17%,35005,295.0000000000,1/0/00,Personal Auto,Luxury Car,1416 +PK28821,Cali,M,College,262039.23%,24721,67.0000000000,1/0/00,Personal Auto,Four-Door Car,139.963594 +MB51200,WA,M,College,1906949.95%,0,102.0000000000,1/2/00,Personal Auto,Four-Door Car,734.4 +XG44587,Arizona,M,Master,575744.23%,88997,72.0000000000,1/0/00,Personal Auto,Four-Door Car,174.041566 +FG91922,Arizona,M,Master,4022401.36%,48587,111.0000000000,1/0/00,Personal Auto,SUV,532.8 +OM99303,Arizona,F,High School or Below,270148.83%,76310,67.0000000000,1/0/00,Personal Auto,Two-Door Car,321.6 +RV67546,Cali,M,Bachelor,371243.05%,73205,92.0000000000,1/0/00,Personal Auto,Four-Door Car,37.299865 +UJ79253,Oregon,F,College,2185084.00%,51056,78.0000000000,1/0/00,Personal Auto,Four-Door Car,95.816516 +PN98247,Cali,M,College,784016.58%,58414,210.0000000000,1/2/00,Personal Auto,Luxury SUV,1008 +IB67546,Cali,F,Bachelor,823703.79%,23940,107.0000000000,1/0/00,Personal Auto,SUV,513.6 +OE19087,Cali,F,High School or Below,224347.39%,0,62.0000000000,1/0/00,Personal Auto,Four-Door Car,446.4 +CM95716,Cali,M,Bachelor,843446.41%,44216,71.0000000000,1/0/00,Personal Auto,Four-Door Car,72.205362 +MW62634,Cali,M,High School or Below,222707.28%,27972,61.0000000000,1/0/00,Corporate Auto,Four-Door Car,292.8 +QW67581,Arizona,F,High School or Below,517002.60%,0,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +SN16059,Cali,F,Master,264144.61%,29305,66.0000000000,1/0/00,Personal Auto,Four-Door Car,475.2 +OE51254,Cali,F,College,279068.30%,53882,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +RM42344,Oregon,M,College,274512.98%,91757,69.0000000000,1/1/00,Personal Auto,Four-Door Car,331.2 +GB35238,Cali,F,Bachelor,757953.27%,33906,64.0000000000,1/0/00,Personal Auto,Two-Door Car,401.592109 +ML82674,Oregon,M,Bachelor,1097878.03%,68158,139.0000000000,1/1/00,Personal Auto,SUV,253.183568 +EI85244,Cali,M,College,825506.01%,0,134.0000000000,1/3/00,Personal Auto,SUV,643.2 +DE28132,Oregon,M,College,474773.46%,42165,123.0000000000,1/0/00,Corporate Auto,SUV,799.673766 +TV25678,WA,M,College,354090.43%,0,101.0000000000,1/0/00,Personal Auto,SUV,727.2 +TY26512,Cali,M,Doctor,343613.43%,30817,88.0000000000,1/0/00,Personal Auto,Four-Door Car,91.834668 +OB69153,Cali,M,Bachelor,258218.53%,68074,65.0000000000,1/0/00,Personal Auto,Four-Door Car,27.987867 +QZ77637,Washington,F,College,1166509.78%,84978,35353.0000000000,1/1/00,Corporate Auto,Four-Door Car,166.77296 +XN41715,Cali,F,Master,739628.37%,71135,92.0000000000,1/1/00,Personal Auto,Four-Door Car,270.563995 +QR15857,Cali,F,College,433079.98%,0,61.0000000000,1/0/00,Personal Auto,Two-Door Car,292.8 +FL69363,Oregon,M,Master,907576.82%,37722,116.0000000000,1/0/00,Personal Auto,Sports Car,158.077504 +IS30295,Arizona,F,Bachelor,1463545.16%,0,139.0000000000,1/0/00,Personal Auto,SUV,667.2 +WA25797,Washington,Male,High School or Below,856476.82%,95697,107.0000000000,1/0/00,Personal Auto,Sports Car,178.006524 +NL59519,Cali,F,College,1156568.75%,64642,96.0000000000,1/0/00,Personal Auto,Four-Door Car,404.265696 +ZU93025,Oregon,F,College,277104.50%,50071,71.0000000000,1/0/00,Personal Auto,Two-Door Car,18.918935 +DK94262,Oregon,M,High School or Below,850712.88%,46754,106.0000000000,1/1/00,Personal Auto,SUV,513.818403 +UQ30615,Cali,M,College,758211.38%,64801,64.0000000000,1/0/00,Corporate Auto,Four-Door Car,268.471802 +OR40060,Arizona,M,Bachelor,332309.25%,70410,83.0000000000,1/0/00,Personal Auto,Four-Door Car,131.828507 +DK32872,Nevada,F,High School or Below,523433.17%,66957,131.0000000000,1/1/00,Personal Auto,SUV,628.8 +FA46418,Nevada,F,High School or Below,2470959.96%,24213,78.0000000000,1/1/00,Personal Auto,Four-Door Car,374.4 +ER19995,Washington,F,College,1778627.78%,99790,6464.0000000000,1/0/00,Personal Auto,Four-Door Car,178.986788 +KI75855,Oregon,M,Master,255122.67%,79751,63.0000000000,1/0/00,Personal Auto,Two-Door Car,392.235698 +ND41876,Arizona,M,High School or Below,724771.37%,86122,182.0000000000,1/1/00,Personal Auto,Luxury SUV,873.6 +PN21042,Arizona,M,Bachelor,453884.78%,82297,116.0000000000,1/0/00,Personal Auto,Sports Car,0.382107 +GJ43254,Washington,M,College,3164210.46%,89057,98.0000000000,1/0/00,Corporate Auto,Two-Door Car,187.363583 +AL46984,Cali,M,High School or Below,873042.20%,43259,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.4 +JP58047,Oregon,M,College,833273.06%,0,79.0000000000,1/0/00,Personal Auto,Four-Door Car,379.2 +ZE85014,Cali,M,College,235774.70%,25064,62.0000000000,1/0/00,Personal Auto,Four-Door Car,297.6 +KU88219,Arizona,M,Master,463716.40%,25816,119.0000000000,1/0/00,Personal Auto,Sports Car,571.2 +UU98729,Cali,M,Bachelor,535719.27%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.853987 +WS82822,Oregon,F,College,539197.10%,41662,69.0000000000,1/0/00,Corporate Auto,Four-Door Car,217.973168 +YB49933,Arizona,M,Bachelor,369414.05%,96170,92.0000000000,1/0/00,Personal Auto,Four-Door Car,441.6 +XC16387,Arizona,F,High School or Below,504041.24%,46072,64.0000000000,1/0/00,Personal Auto,Four-Door Car,25.934064 +XJ96748,Arizona,F,High School or Below,2749542.19%,37931,99.0000000000,1/0/00,Personal Auto,Four-Door Car,475.2 +TM98684,Oregon,M,High School or Below,484228.50%,35127,62.0000000000,1/0/00,Personal Auto,Four-Door Car,297.6 +AY18433,Washington,F,High School or Below,2738281.89%,45473,76.0000000000,1/0/00,Special Auto,Two-Door Car,188.938397 +DM74502,Nevada,F,College,522710.19%,93087,131.0000000000,1/3/00,Corporate Auto,Sports Car,628.8 +FT56968,Arizona,M,High School or Below,259009.60%,22398,67.0000000000,1/2/00,Personal Auto,Four-Door Car,321.6 +OX36896,Cali,M,High School or Below,1053607.80%,92983,87.0000000000,1/1/00,Corporate Auto,Four-Door Car,153.205591 +BZ65376,Arizona,M,Bachelor,858127.87%,27689,239.0000000000,1/2/00,Personal Auto,Luxury SUV,2893.239678 +LN34660,Cali,F,College,946311.33%,69654,118.0000000000,1/0/00,Corporate Auto,SUV,629.532731 +JC29295,Cali,F,Bachelor,1344100.64%,80744,111.0000000000,1/0/00,Personal Auto,SUV,361.284757 +KJ87930,Cali,F,Bachelor,388650.48%,0,112.0000000000,1/0/00,Corporate Auto,SUV,1185.988301 +XT36360,Arizona,F,High School or Below,678489.37%,0,64.0000000000,1/1/00,Personal Auto,Four-Door Car,460.8 +IX35050,Arizona,M,Bachelor,2359468.02%,76358,66.0000000000,1/0/00,Special Auto,Four-Door Car,86.461582 +UN97379,Oregon,M,Bachelor,253862.63%,18608,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,340.8 +MR57294,Cali,M,High School or Below,563994.20%,73168,70.0000000000,1/0/00,Personal Auto,Four-Door Car,425.800112 +UG79499,Washington,M,Bachelor,1168137.43%,70930,99.0000000000,1/0/00,Personal Auto,Four-Door Car,190.43446 +UA50747,Washington,F,High School or Below,2599775.00%,62262,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,193.505325 +GL20444,Nevada,F,Master,1377836.93%,91474,113.0000000000,1/0/00,Corporate Auto,Two-Door Car,24.087774 +SP58110,Cali,F,Bachelor,492318.17%,61469,63.0000000000,1/5/00,Personal Auto,Four-Door Car,302.4 +XM91635,Arizona,F,High School or Below,227233.54%,16618,62.0000000000,1/0/00,Special Auto,Four-Door Car,219.288706 +TV82603,Cali,F,Bachelor,1489539.80%,48081,188.0000000000,1/0/00,Personal Auto,Luxury SUV,881.360959 +BB82067,Oregon,M,Doctor,975604.50%,67632,121.0000000000,1/0/00,Personal Auto,Sports Car,26.951627 +JP94676,Oregon,F,Bachelor,942297.41%,34115,119.0000000000,1/0/00,Personal Auto,SUV,466.122541 +VU53417,Arizona,M,High School or Below,383735.76%,23051,99.0000000000,1/0/00,Personal Auto,Two-Door Car,475.2 +IW54795,Cali,M,College,1095213.19%,23748,99.0000000000,1/0/00,Personal Auto,Four-Door Car,607.095655 +RN78170,Arizona,F,College,815913.66%,40589,69.0000000000,1/0/00,Corporate Auto,Four-Door Car,331.2 +IX55883,Cali,F,College,1948049.98%,50809,83.0000000000,1/0/00,Personal Auto,Four-Door Car,290.381707 +XM72420,Arizona,F,High School or Below,391936.67%,66676,97.0000000000,1/0/00,Personal Auto,Four-Door Car,558.099357 +GC15104,Nevada,F,Bachelor,798514.21%,52339,70.0000000000,1/3/00,Corporate Auto,Four-Door Car,336 +RX13282,Oregon,M,Bachelor,1216874.49%,14973,115.0000000000,1/0/00,Personal Auto,SUV,828 +QA85890,Arizona,F,High School or Below,584932.15%,0,83.0000000000,1/0/00,Corporate Auto,Four-Door Car,540.514115 +IR62668,Arizona,F,Bachelor,508583.66%,31546,65.0000000000,1/0/00,Personal Auto,Four-Door Car,100.049832 +AL96740,Cali,F,College,290393.98%,67763,73.0000000000,1/1/00,Personal Auto,Four-Door Car,59.861963 +SS48498,Washington,F,College,627317.34%,20836,79.0000000000,1/0/00,Corporate Auto,Four-Door Car,193.57032 +PE39479,Washington,M,College,1832141.90%,88592,76.0000000000,1/0/00,Corporate Auto,Four-Door Car,199.79727 +JH62891,Oregon,F,College,517870.42%,66943,65.0000000000,1/1/00,Special Auto,Four-Door Car,53.084753 +FI20423,Arizona,F,High School or Below,1402435.84%,81872,115.0000000000,1/0/00,Special Auto,Four-Door Car,256.43803 +PM13394,Washington,F,College,530943.59%,22404,70.0000000000,1/1/00,Personal Auto,Four-Door Car,211.136067 +YV67971,Cali,F,High School or Below,494980.38%,21342,62.0000000000,1/0/00,Personal Auto,Four-Door Car,74.350893 +QD31377,Cali,M,Bachelor,859566.53%,34621,108.0000000000,1/1/00,Corporate Auto,SUV,621.464468 +YG10247,Oregon,M,College,2295189.20%,62396,64.0000000000,1/0/00,Personal Auto,Four-Door Car,307.2 +FE73696,Oregon,M,High School or Below,379213.03%,97212,93.0000000000,1/0/00,Personal Auto,Two-Door Car,360.05589 +SW19699,Arizona,F,Bachelor,275574.80%,49648,70.0000000000,1/0/00,Personal Auto,Four-Door Car,65.954813 +QJ40732,Arizona,M,College,488033.96%,97984,61.0000000000,1/1/00,Personal Auto,Four-Door Car,407.450118 +HM76207,Cali,F,College,905190.53%,26308,114.0000000000,1/0/00,Corporate Auto,SUV,547.2 +NT59303,Oregon,F,College,1011544.62%,63528,256.0000000000,1/0/00,Personal Auto,Luxury Car,1228.8 +PU41393,Nevada,M,College,826907.54%,20225,114.0000000000,1/1/00,Special Auto,SUV,547.2 +QO86948,Nevada,M,High School or Below,807165.30%,0,112.0000000000,1/0/00,Personal Auto,SUV,806.4 +QN10888,Oregon,F,High School or Below,772699.36%,87620,64.0000000000,1/0/00,Personal Auto,Four-Door Car,24.063693 +VY19543,Cali,F,Bachelor,831113.59%,0,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,311.329282 +XC15133,Nevada,F,Master,257402.04%,34990,65.0000000000,1/0/00,Personal Auto,Four-Door Car,42.689135 +ST43550,Oregon,M,Bachelor,572732.71%,99934,71.0000000000,1/0/00,Special Auto,Four-Door Car,460.323855 +FX36546,Washington,M,Master,367914.21%,60804,92.0000000000,1/0/00,Personal Auto,Four-Door Car,213.225001 +JX68983,Oregon,M,Bachelor,274451.96%,94648,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +HX78576,Cali,F,High School or Below,563674.03%,24516,71.0000000000,1/0/00,Personal Auto,Four-Door Car,300.607591 +ZQ11381,Arizona,M,Bachelor,1687038.82%,61063,85.0000000000,1/0/00,Personal Auto,Four-Door Car,262.504882 +ON39271,Cali,M,Master,273800.20%,0,74.0000000000,1/0/00,Personal Auto,Two-Door Car,263.365432 +SB18278,Oregon,M,Bachelor,464470.05%,0,64.0000000000,1/0/00,Corporate Auto,Four-Door Car,307.2 +ZT30559,Cali,F,High School or Below,474668.65%,15169,63.0000000000,1/0/00,Personal Auto,Four-Door Car,302.4 +XI41106,Arizona,M,College,1687432.82%,55390,71.0000000000,1/0/00,Corporate Auto,Two-Door Car,256.268091 +ZS88847,Oregon,F,Bachelor,238760.61%,27592,62.0000000000,1/0/00,Personal Auto,Four-Door Car,297.6 +RU49126,Washington,F,College,446533.57%,61846,112.0000000000,1/0/00,Personal Auto,SUV,215.8182 +KR62797,Arizona,F,High School or Below,459162.59%,83297,113.0000000000,1/0/00,Personal Auto,SUV,542.4 +ZJ73220,Arizona,F,College,1309258.58%,0,188.0000000000,1/0/00,Special Auto,Luxury Car,1353.6 +FY62633,Oregon,M,Bachelor,911226.66%,0,90.0000000000,1/0/00,Personal Auto,Four-Door Car,432 +CU36986,Cali,F,High School or Below,416516.66%,55897,104.0000000000,1/0/00,Personal Auto,Four-Door Car,499.2 +WZ53904,Arizona,M,Bachelor,265998.06%,21297,71.0000000000,1/0/00,Personal Auto,Four-Door Car,45.507952 +AA71604,Arizona,F,Master,1198659.21%,87560,98.0000000000,1/1/00,Personal Auto,Two-Door Car,470.4 +TD10493,Oregon,F,High School or Below,289873.27%,0,96.0000000000,1/4/00,Personal Auto,Four-Door Car,691.2 +LY97989,Oregon,F,Bachelor,289424.39%,0,85.0000000000,1/0/00,Personal Auto,Four-Door Car,408 +VX39856,Arizona,F,Doctor,350045.44%,89398,86.0000000000,1/0/00,Personal Auto,Four-Door Car,82.409922 +TP51897,Cali,F,College,262180.86%,36843,68.0000000000,1/3/00,Corporate Auto,Four-Door Car,357.642982 +QQ89253,Oregon,F,College,1022180.50%,0,134.0000000000,1/0/00,Personal Auto,SUV,643.2 +EI91403,Cali,M,High School or Below,257827.10%,34946,65.0000000000,1/0/00,Personal Auto,Two-Door Car,420.35698 +QG15435,Arizona,F,College,624259.57%,75680,78.0000000000,1/0/00,Personal Auto,Four-Door Car,136.787725 +FZ55002,Nevada,F,Doctor,522028.10%,0,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +HX77930,Washington,F,College,313643.21%,49532,79.0000000000,1/1/00,Personal Auto,Four-Door Car,220.186677 +UN37063,Arizona,M,Bachelor,452536.58%,10269,65.0000000000,1/0/00,Personal Auto,Two-Door Car,170.798204 +VB87946,Cali,M,College,497035.73%,49714,63.0000000000,1/3/00,Personal Auto,Four-Door Car,266.165535 +AB60627,Cali,M,High School or Below,1546778.90%,77517,129.0000000000,1/0/00,Corporate Auto,SUV,98.921782 +TA34903,Oregon,M,High School or Below,583889.92%,81082,73.0000000000,1/0/00,Personal Auto,Four-Door Car,281.295903 +AQ51368,Oregon,F,Bachelor,1065688.20%,72540,88.0000000000,1/0/00,Corporate Auto,Two-Door Car,631.743039 +NZ26102,Oregon,F,High School or Below,228961.87%,0,65.0000000000,1/0/00,Personal Auto,Four-Door Car,468 +GB45753,Cali,M,High School or Below,543980.42%,61546,68.0000000000,1/0/00,Corporate Auto,Two-Door Car,29.209521 +BV79904,Cali,F,Master,795615.01%,44818,67.0000000000,1/1/00,Personal Auto,Two-Door Car,136.883999 +OB49075,Arizona,M,Bachelor,445811.34%,17622,65.0000000000,1/1/00,Personal Auto,Four-Door Car,312 +DS97676,Oregon,F,College,255505.15%,0,72.0000000000,1/0/00,Personal Auto,Four-Door Car,518.4 +JO63462,Cali,M,Bachelor,330799.90%,79797,84.0000000000,1/0/00,Corporate Auto,Two-Door Car,31.755601 +NJ10602,Washington,F,College,845905.32%,92717,70.0000000000,1/0/00,Personal Auto,Two-Door Car,224.27582 +RS24501,Oregon,F,College,1335012.09%,28919,173.0000000000,1/0/00,Personal Auto,SUV,830.4 +VT78274,Arizona,M,College,493122.13%,0,68.0000000000,1/0/00,Personal Auto,Four-Door Car,480.159011 +SU56153,Nevada,M,Bachelor,777683.52%,63568,65.0000000000,1/0/00,Corporate Auto,Two-Door Car,390.792553 +MN20737,Nevada,F,College,255367.22%,73935,64.0000000000,1/1/00,Corporate Auto,Four-Door Car,72.071195 +KL43114,Arizona,F,High School or Below,487646.97%,0,66.0000000000,1/0/00,Corporate Auto,Two-Door Car,316.8 +YQ15567,Oregon,F,Bachelor,903430.58%,18846,115.0000000000,1/0/00,Personal Auto,SUV,552 +TR88637,Arizona,F,High School or Below,810591.08%,38893,103.0000000000,1/0/00,Personal Auto,SUV,41.965252 +TC88986,Oregon,M,High School or Below,561968.91%,0,153.0000000000,1/0/00,Special Auto,SUV,1027.000029 +XX88577,Cali,M,Bachelor,1572713.06%,84824,196.0000000000,1/0/00,Corporate Auto,SUV,319.820747 +NE49052,Cali,F,High School or Below,661801.64%,20068,86.0000000000,1/0/00,Corporate Auto,Four-Door Car,411.011162 +KX17826,Oregon,M,Doctor,467004.80%,0,125.0000000000,1/0/00,Corporate Auto,SUV,600 +CC91503,Arizona,F,High School or Below,1016936.98%,0,135.0000000000,1/0/00,Personal Auto,Sports Car,648 +WH32183,Cali,M,Bachelor,832307.40%,97245,70.0000000000,1/0/00,Personal Auto,Four-Door Car,4.110585 +ES90681,Cali,F,College,241776.00%,51808,61.0000000000,1/1/00,Personal Auto,Four-Door Car,351.149904 +DW96592,Cali,M,Bachelor,804487.24%,71391,67.0000000000,1/0/00,Personal Auto,Four-Door Car,284.000172 +MT23134,Oregon,M,High School or Below,532572.45%,0,73.0000000000,1/0/00,Personal Auto,Two-Door Car,496.474767 +BM69081,Arizona,M,Bachelor,694752.40%,0,100.0000000000,1/0/00,Personal Auto,SUV,925.137143 +MB90871,Oregon,F,College,584741.52%,23496,77.0000000000,1/0/00,Special Auto,Four-Door Car,13.164097 +GT62080,Washington,M,High School or Below,,55561,63.0000000000,1/0/00,Personal Auto,Four-Door Car,227.872071 +QL77686,Nevada,F,College,472478.61%,23986,119.0000000000,1/0/00,Corporate Auto,SUV,463.335061 +ON77827,Arizona,F,Master,279022.80%,22974,71.0000000000,1/0/00,Personal Auto,Four-Door Car,180.667969 +KP18988,Oregon,F,High School or Below,2153133.28%,0,101.0000000000,1/0/00,Personal Auto,Four-Door Car,484.8 +TI92884,Arizona,M,Bachelor,1262283.27%,61844,106.0000000000,1/0/00,Personal Auto,Sports Car,508.8 +JH73503,Arizona,M,Doctor,2017196.15%,24804,73.0000000000,1/0/00,Personal Auto,Two-Door Car,350.4 +YE97964,Cali,F,Bachelor,1646436.59%,27760,104.0000000000,1/0/00,Personal Auto,SUV,302.764283 +VA30351,Oregon,F,High School or Below,559538.99%,74454,71.0000000000,1/0/00,Personal Auto,Four-Door Car,340.8 +PV55726,Oregon,F,Master,417068.73%,29462,107.0000000000,1/1/00,Personal Auto,SUV,513.6 +UC88305,Arizona,F,College,266544.71%,52266,68.0000000000,1/0/00,Corporate Auto,Two-Door Car,141.922839 +TS53809,Oregon,M,Bachelor,709891.41%,0,70.0000000000,1/0/00,Personal Auto,Two-Door Car,349.783046 +ZV32120,Cali,M,Doctor,397134.51%,23599,103.0000000000,1/0/00,Corporate Auto,SUV,494.4 +FB80807,Oregon,M,Bachelor,552821.28%,36088,72.0000000000,1/0/00,Personal Auto,Four-Door Car,345.6 +AS55677,Cali,F,High School or Below,833899.58%,70534,104.0000000000,1/0/00,Personal Auto,Four-Door Car,54.065538 +WA15684,Oregon,M,College,3844585.59%,27398,125.0000000000,1/1/00,Personal Auto,SUV,600 +SA50567,Nevada,M,Bachelor,544855.52%,85296,68.0000000000,1/0/00,Personal Auto,Four-Door Car,342.515136 +KJ31611,Arizona,M,High School or Below,1080806.60%,31063,92.0000000000,1/0/00,Personal Auto,Four-Door Car,441.6 +VL37375,Cali,M,Bachelor,618509.65%,0,92.0000000000,1/0/00,Personal Auto,Two-Door Car,1027.177255 +KN21017,Nevada,M,High School or Below,320822.59%,52367,81.0000000000,1/0/00,Personal Auto,Four-Door Car,275.989978 +PX44289,Arizona,M,College,548010.41%,58651,71.0000000000,1/0/00,Personal Auto,Four-Door Car,472.599683 +AM97901,Nevada,F,College,2298615.39%,84831,192.0000000000,1/0/00,Special Auto,Sports Car,1336.931716 +RE42925,Oregon,M,Bachelor,1310792.59%,49088,114.0000000000,1/1/00,Corporate Auto,SUV,547.2 +TR81766,Cali,F,College,746292.63%,70263,93.0000000000,1/0/00,Corporate Auto,Two-Door Car,7.345946 +CH85057,Oregon,F,Doctor,1146399.10%,45354,285.0000000000,1/0/00,Personal Auto,Luxury SUV,540.141566 +UP71482,Arizona,M,High School or Below,723613.25%,0,63.0000000000,1/0/00,Personal Auto,Four-Door Car,383.363758 +EG40670,Cali,F,Bachelor,623268.79%,28334,83.0000000000,1/0/00,Special Auto,Four-Door Car,537.765151 +HV83672,Oregon,F,Bachelor,2839332.99%,38772,90.0000000000,1/0/00,Personal Auto,Four-Door Car,321.873474 +MG10140,Oregon,F,College,374675.16%,41479,94.0000000000,1/1/00,Personal Auto,Two-Door Car,19.575683 +TC44716,Cali,M,Bachelor,2156933.73%,23909,119.0000000000,1/0/00,Personal Auto,SUV,571.2 +QO65264,Cali,M,College,501208.37%,48328,63.0000000000,1/0/00,Personal Auto,Two-Door Car,108.138715 +EB66698,Cali,M,High School or Below,337185.84%,86689,85.0000000000,1/0/00,Corporate Auto,Two-Door Car,408 +OT52034,Cali,M,Bachelor,386477.68%,24204,99.0000000000,1/1/00,Personal Auto,Four-Door Car,707.303416 +CH85444,Oregon,M,College,414571.19%,25943,110.0000000000,1/0/00,Corporate Auto,Two-Door Car,1067.333126 +PU85769,Cali,M,High School or Below,515607.27%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,807.947292 +UI73201,Cali,M,College,366737.50%,62375,92.0000000000,1/0/00,Personal Auto,Two-Door Car,618.630955 +SL50592,Cali,F,High School or Below,783568.35%,0,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,404.272806 +XP11075,Arizona,M,Bachelor,1456726.84%,0,148.0000000000,1/0/00,Personal Auto,SUV,710.4 +SI31236,Oregon,M,Bachelor,1017133.90%,70200,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,312 +JN26745,Nevada,F,Bachelor,413577.52%,0,112.0000000000,1/0/00,Special Auto,Four-Door Car,707.977614 +VK48036,Oregon,F,College,551149.11%,79027,70.0000000000,1/0/00,Corporate Auto,Four-Door Car,336 +JX76668,Washington,F,High School or Below,1131424.39%,62935,141.0000000000,1/0/00,Personal Auto,Sports Car,232.242326 +DS45802,Cali,F,High School or Below,541461.73%,26893,68.0000000000,1/0/00,Personal Auto,Four-Door Car,68.226001 +OA96690,Oregon,F,High School or Below,742159.35%,47406,94.0000000000,1/1/00,Personal Auto,Four-Door Car,287.149807 +EM27919,Cali,M,Bachelor,445811.34%,17622,65.0000000000,1/1/00,Personal Auto,Four-Door Car,312 +QO41043,Oregon,F,College,1447612.49%,27572,124.0000000000,1/0/00,Corporate Auto,SUV,595.2 +OV50124,Oregon,F,College,493688.84%,0,72.0000000000,1/2/00,Personal Auto,Two-Door Car,391.636628 +PR31642,Oregon,F,Bachelor,452527.65%,32802,114.0000000000,1/0/00,Personal Auto,SUV,547.2 +BU41599,Washington,F,Master,558176.13%,62739,70.0000000000,1/0/00,Personal Auto,Two-Door Car,239.328571 +TK30357,Cali,F,Bachelor,1413434.74%,90844,118.0000000000,1/0/00,Personal Auto,SUV,232.674417 +NF31087,Nevada,F,High School or Below,2472318.31%,44685,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +NH16984,Cali,F,Bachelor,283806.78%,0,80.0000000000,1/0/00,Personal Auto,Four-Door Car,336.50961 +OS75493,Cali,F,High School or Below,384848.36%,42589,98.0000000000,1/0/00,Corporate Auto,Four-Door Car,470.4 +VT63298,Oregon,M,Bachelor,1950447.39%,0,72.0000000000,1/0/00,Personal Auto,Four-Door Car,345.6 +QS75550,Washington,F,Bachelors,248004.59%,93383,62.0000000000,1/0/00,Corporate Auto,Two-Door Car,244.212286 +SZ16483,Arizona,F,High School or Below,436137.29%,79583,109.0000000000,1/2/00,Personal Auto,Four-Door Car,523.2 +VM92311,Arizona,F,High School or Below,252907.75%,89129,64.0000000000,1/0/00,Personal Auto,Four-Door Car,328.870868 +NJ46849,Arizona,M,College,250444.48%,0,69.0000000000,1/0/00,Personal Auto,Four-Door Car,496.8 +WZ31900,Oregon,F,Bachelor,864970.06%,94389,107.0000000000,1/0/00,Corporate Auto,SUV,85.063708 +RG30482,Oregon,F,College,1366835.53%,0,197.0000000000,1/0/00,Personal Auto,SUV,1418.4 +ZM86949,Oregon,F,High School or Below,2063508.46%,84106,64.0000000000,1/0/00,Personal Auto,Two-Door Car,334.408717 +QQ39596,Arizona,F,College,251753.36%,0,69.0000000000,1/0/00,Personal Auto,Four-Door Car,42.096415 +FH51383,Cali,F,High School or Below,532667.77%,76717,66.0000000000,1/0/00,Personal Auto,Two-Door Car,300.528579 +BJ53923,Arizona,M,High School or Below,260027.21%,51978,66.0000000000,1/0/00,Corporate Auto,Four-Door Car,144.782152 +CZ96653,Oregon,F,Bachelor,853479.28%,47325,107.0000000000,1/0/00,Personal Auto,SUV,64.598216 +FB23788,Oregon,M,High School or Below,882883.50%,86721,111.0000000000,1/0/00,Corporate Auto,SUV,532.8 +NT43594,Nevada,F,Bachelor,224844.96%,24910,63.0000000000,1/1/00,Personal Auto,Four-Door Car,347.857619 +RJ85627,Washington,F,Bachelor,1230276.24%,43817,62.0000000000,1/1/00,Personal Auto,Four-Door Car,245.447622 +KJ86296,Oregon,M,High School or Below,455659.30%,0,73.0000000000,1/2/00,Personal Auto,Four-Door Car,525.6 +PI47776,Oregon,F,Bachelor,253070.51%,89451,63.0000000000,1/0/00,Corporate Auto,Four-Door Car,61.769564 +MD73554,Cali,M,College,525198.40%,59537,66.0000000000,1/0/00,Personal Auto,Two-Door Car,316.8 +UX92071,Oregon,M,High School or Below,674311.93%,0,199.0000000000,1/0/00,Personal Auto,Luxury SUV,955.2 +YG44474,Oregon,M,College,1401472.13%,54193,117.0000000000,1/0/00,Corporate Auto,SUV,720.752945 +UH45301,Oregon,M,College,943891.56%,86946,118.0000000000,1/0/00,Personal Auto,Four-Door Car,340.656963 +RY92647,Cali,F,Bachelor,1050677.17%,0,92.0000000000,1/0/00,Personal Auto,Four-Door Car,546.524896 +IK12620,Arizona,F,High School or Below,421391.86%,12160,109.0000000000,1/0/00,Personal Auto,Four-Door Car,489.411833 +GQ66762,Cali,M,College,477368.64%,33701,63.0000000000,1/0/00,Personal Auto,Four-Door Car,171.325856 +YT69858,Washington,F,Bachelor,544142.01%,85702,67.0000000000,1/0/00,Personal Auto,Two-Door Car,249.085887 +XD85577,Cali,M,Bachelor,284226.69%,69417,73.0000000000,1/1/00,Personal Auto,Four-Door Car,30.874869 +TM65736,Oregon,M,Master,305955.03%,38644,78.0000000000,1/1/00,Personal Auto,Four-Door Car,361.455219 +VJ51327,Cali,F,High School or Below,2031499.76%,63209,102.0000000000,1/2/00,Personal Auto,SUV,207.320041 +GS98873,Arizona,F,Bachelor,323912.47%,16061,88.0000000000,1/0/00,Personal Auto,Four-Door Car,633.6 +CW49887,California,F,Master,462680.11%,79487,114.0000000000,1/0/00,Special Auto,SUV,547.2 +MY31220,California,F,College,899704.02%,54230,112.0000000000,1/0/00,Personal Auto,Two-Door Car,537.6 +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, 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+,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, \ No newline at end of file diff --git a/lab-dw-pandas.ipynb b/lab-dw-pandas.ipynb index fbd468314..27990296f 100644 --- a/lab-dw-pandas.ipynb +++ b/lab-dw-pandas.ipynb @@ -82,12 +82,610 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, + "id": "024556fd", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, "id": "dd4e8cd8-a6f6-486c-a5c4-1745b0c035f4", "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "df_customers = pd.read_csv('C:/Users/Andre/OneDrive/Documents/GitHub/lab-dw-pandas/file1.csv')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "57141506", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4008, 11)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_customers.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "45215622", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Customer 1071\n", + "ST 8\n", + "GENDER 5\n", + "Education 6\n", + "Customer Lifetime Value 1027\n", + "Income 774\n", + "Monthly Premium Auto 132\n", + "Number of Open Complaints 6\n", + "Policy Type 3\n", + "Vehicle Class 6\n", + "Total Claim Amount 761\n", + "dtype: int64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valores_unicos = df_customers.nunique()\n", + "valores_unicos" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "a98e4d5b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Customer 2937\n", + "ST 2937\n", + "GENDER 0\n", + "Education 2937\n", + "Customer Lifetime Value 0\n", + "Income 2937\n", + "Monthly Premium Auto 2937\n", + "Number of Open Complaints 2937\n", + "Policy Type 2937\n", + "Vehicle Class 2937\n", + "Total Claim Amount 2937\n", + "dtype: int64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valores_nulos = df_customers.isnull().sum()\n", + "valores_nulos" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2a5b97fc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Customer object\n", + "ST object\n", + "GENDER object\n", + "Education object\n", + "Customer Lifetime Value object\n", + "Income float64\n", + "Monthly Premium Auto float64\n", + "Number of Open Complaints object\n", + "Policy Type object\n", + "Vehicle Class object\n", + "Total Claim Amount float64\n", + "dtype: object" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_customers.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "149e44f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
See Full Dataframe in Mito
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CustomerSTGENDEREducationCustomer Lifetime ValueIncomeMonthly Premium AutoNumber of Open ComplaintsPolicy TypeVehicle ClassTotal Claim Amount
0RB50392WashingtonNaNMasterNaN0.01000.01/0/00Personal AutoFour-Door Car2.704934
1QZ44356ArizonaFBachelor697953.59%0.094.01/0/00Personal AutoFour-Door Car1131.464935
2AI49188NevadaFBachelor1288743.17%48767.0108.01/0/00Personal AutoTwo-Door Car566.472247
3WW63253CaliforniaMBachelor764586.18%0.0106.01/0/00Corporate AutoSUV529.881344
4GA49547WashingtonMHigh School or Below536307.65%36357.068.01/0/00Personal AutoFour-Door Car17.269323
" + ], + "text/plain": [ + " Customer ST GENDER Education Customer Lifetime Value \\\n", + "0 RB50392 Washington NaN Master NaN \n", + "1 QZ44356 Arizona F Bachelor 697953.59% \n", + "2 AI49188 Nevada F Bachelor 1288743.17% \n", + "3 WW63253 California M Bachelor 764586.18% \n", + "4 GA49547 Washington M High School or Below 536307.65% \n", + "\n", + " Income Monthly Premium Auto Number of Open Complaints Policy Type \\\n", + "0 0.0 1000.0 1/0/00 Personal Auto \n", + "1 0.0 94.0 1/0/00 Personal Auto \n", + "2 48767.0 108.0 1/0/00 Personal Auto \n", + "3 0.0 106.0 1/0/00 Corporate Auto \n", + "4 36357.0 68.0 1/0/00 Personal Auto \n", + "\n", + " Vehicle Class Total Claim Amount \n", + "0 Four-Door Car 2.704934 \n", + "1 Four-Door Car 1131.464935 \n", + "2 Two-Door Car 566.472247 \n", + "3 SUV 529.881344 \n", + "4 Four-Door Car 17.269323 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_customers.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "e593405a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Customer Lifetime Value', 'Income', 'Monthly Premium Auto',\n", + " 'Total Claim Amount'],\n", + " dtype='object')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "columnas_numericas = df_customers.select_dtypes(include=['int64', 'float64']).columns\n", + "columnas_numericas" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "7ecbfa11", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Customer', 'ST', 'GENDER', 'Education', 'Number of Open Complaints',\n", + " 'Policy Type', 'Vehicle Class'],\n", + " dtype='object')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "columnas_categoricas = df_customers.select_dtypes(include=['object']).columns\n", + "columnas_categoricas" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "e714c448", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['1/0/00', '1/2/00', '1/1/00', '1/3/00', '1/5/00', '1/4/00', nan],\n", + " dtype=object)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valores_unicos_complaints = df_customers['Number of Open Complaints'].unique()\n", + "valores_unicos_complaints" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "0aa9c7a6", + "metadata": {}, + "outputs": [], + "source": [ + "# Eliminar simbolo %\n", + "df_customers['Customer Lifetime Value'] = df_customers['Customer Lifetime Value'].str.replace('%', '')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "93ce052c", + "metadata": {}, + "outputs": [], + "source": [ + "# Convertir a float\n", + "df_customers['Customer Lifetime Value'] = pd.to_numeric(df_customers['Customer Lifetime Value'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "ec05da6e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "count 4.008000e+03\n", + "mean 2.114923e+05\n", + "std 4.831354e+05\n", + "min 0.000000e+00\n", + "25% 0.000000e+00\n", + "50% 0.000000e+00\n", + "75% 2.523368e+05\n", + "max 5.816655e+06\n", + "Name: Customer Lifetime Value, dtype: float64\n" + ] + } + ], + "source": [ + "print(df_customers['Customer Lifetime Value'].describe())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "db74dc39", + "metadata": {}, + "outputs": [], + "source": [ + "# Rellenar NaN con 0\n", + "df_customers['Customer Lifetime Value'] = df_customers['Customer Lifetime Value'].fillna(0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "76f96af1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_customers.describe" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "8c7e4281", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
See Full Dataframe in Mito
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CustomerSTGENDEREducationCustomer Lifetime ValueIncomeMonthly Premium AutoNumber of Open ComplaintsPolicy TypeVehicle ClassTotal Claim Amount
0RB50392WashingtonUnknownMaster0.000.01000.01/0/00Personal AutoFour-Door Car2.704934
1QZ44356ArizonaFBachelor697953.590.094.01/0/00Personal AutoFour-Door Car1131.464935
2AI49188NevadaFBachelor1288743.1748767.0108.01/0/00Personal AutoTwo-Door Car566.472247
3WW63253CaliforniaMBachelor764586.180.0106.01/0/00Corporate AutoSUV529.881344
4GA49547WashingtonMHigh School or Below536307.6536357.068.01/0/00Personal AutoFour-Door Car17.269323
" + ], + "text/plain": [ + " Customer ST GENDER Education \\\n", + "0 RB50392 Washington Unknown Master \n", + "1 QZ44356 Arizona F Bachelor \n", + "2 AI49188 Nevada F Bachelor \n", + "3 WW63253 California M Bachelor \n", + "4 GA49547 Washington M High School or Below \n", + "\n", + " Customer Lifetime Value Income Monthly Premium Auto \\\n", + "0 0.00 0.0 1000.0 \n", + "1 697953.59 0.0 94.0 \n", + "2 1288743.17 48767.0 108.0 \n", + "3 764586.18 0.0 106.0 \n", + "4 536307.65 36357.0 68.0 \n", + "\n", + " Number of Open Complaints Policy Type Vehicle Class Total Claim Amount \n", + "0 1/0/00 Personal Auto Four-Door Car 2.704934 \n", + "1 1/0/00 Personal Auto Four-Door Car 1131.464935 \n", + "2 1/0/00 Personal Auto Two-Door Car 566.472247 \n", + "3 1/0/00 Corporate Auto SUV 529.881344 \n", + "4 1/0/00 Personal Auto Four-Door Car 17.269323 " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Sustituir NaN por Unknown\n", + "df_customers['GENDER'] = df_customers['GENDER'].fillna('Unknown')\n", + "df_customers.head()\n" ] }, { @@ -116,12 +714,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "id": "2dca5073-4520-4f42-9390-4b92733284ed", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "AZ 25\n", + "WA 30\n", + "Washington 81\n", + "Nevada 98\n", + "Cali 120\n", + "Name: ST, dtype: int64" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "frecuencia_ubicaciones = df_customers['ST'].value_counts()\n", + "\n", + "frecuencia_ubicaciones_serie = pd.Series(frecuencia_ubicaciones)\n", + "\n", + "top_5_menos_comunes = frecuencia_ubicaciones_serie.nsmallest(5)\n", + "\n", + "top_5_menos_comunes" ] }, { @@ -146,12 +766,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "id": "bcfad6c1-9af2-4b0b-9aa9-0dc5c17473c0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'Personal Auto'" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "frecuencia_policies = df_customers['Policy Type'].value_counts()\n", + "\n", + "frecuencia_policies_serie = pd.Series(frecuencia_policies)\n", + "\n", + "tipo_mas_vendido = frecuencia_policies_serie.idxmax()\n", + "\n", + "tipo_mas_vendido\n" ] }, { @@ -176,12 +813,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "id": "0c0563cf-6f8b-463d-a321-651a972f82e5", "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "df_personal_auto = df_customers[df_customers['Policy Type'] == 'Personal Auto']\n", + "df_corporate_auto = df_customers[df_customers['Policy Type'] == 'Corporate Auto']\n", + "\n", + "ingreso_promedio_personal = df_personal_auto['Income'].mean()\n", + "\n", + "ingreso_promedio_corporate = df_corporate_auto['Income'].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "a805423f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "38180.69871794872" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ingreso_promedio_personal" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "6252f469", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "41390.31196581197" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ingreso_promedio_corporate" ] }, { @@ -226,12 +910,291 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "id": "b731bca6-a760-4860-a27b-a33efa712ce0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 1071.000000\n", + "mean 404.986909\n", + "std 293.027260\n", + "min 0.382107\n", + "25% 202.157702\n", + "50% 354.729129\n", + "75% 532.800000\n", + "max 2893.239678\n", + "Name: Total Claim Amount, dtype: float64" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "estadisticas_total_claim = df_customers['Total Claim Amount'].describe()\n", + "estadisticas_total_claim" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "bd0d2504", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "532.8" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "percentil_75 = df_customers['Total Claim Amount'].quantile(0.75)\n", + "percentil_75" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "d25541c6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
See Full Dataframe in Mito
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CustomerSTGENDEREducationCustomer Lifetime ValueIncomeMonthly Premium AutoNumber of Open ComplaintsPolicy TypeVehicle ClassTotal Claim Amount
1QZ44356ArizonaFBachelor697953.590.094.01/0/00Personal AutoFour-Door Car1131.464935
2AI49188NevadaFBachelor1288743.1748767.0108.01/0/00Personal AutoTwo-Door Car566.472247
17OE15005CaliUnknownCollege394524.1628855.0101.01/0/00Personal AutoSUV647.442031
23TZ98966NevadaUnknownBachelor245019.100.073.01/3/00Corporate AutoFour-Door Car554.376763
26US89481CaliforniaUnknownBachelor394637.210.0111.01/0/00Personal AutoFour-Door Car799.200000
....................................
1059YG44474OregonMCollege1401472.1354193.0117.01/0/00Corporate AutoSUV720.752945
1061RY92647CaliFBachelor1050677.170.092.01/0/00Personal AutoFour-Door Car546.524896
1068GS98873ArizonaFBachelor323912.4716061.088.01/0/00Personal AutoFour-Door Car633.600000
1069CW49887CaliforniaFMaster462680.1179487.0114.01/0/00Special AutoSUV547.200000
1070MY31220CaliforniaFCollege899704.0254230.0112.01/0/00Personal AutoTwo-Door Car537.600000
" + ], + "text/plain": [ + " Customer ST GENDER Education Customer Lifetime Value \\\n", + "1 QZ44356 Arizona F Bachelor 697953.59 \n", + "2 AI49188 Nevada F Bachelor 1288743.17 \n", + "17 OE15005 Cali Unknown College 394524.16 \n", + "23 TZ98966 Nevada Unknown Bachelor 245019.10 \n", + "26 US89481 California Unknown Bachelor 394637.21 \n", + "... ... ... ... ... ... \n", + "1059 YG44474 Oregon M College 1401472.13 \n", + "1061 RY92647 Cali F Bachelor 1050677.17 \n", + "1068 GS98873 Arizona F Bachelor 323912.47 \n", + "1069 CW49887 California F Master 462680.11 \n", + "1070 MY31220 California F College 899704.02 \n", + "\n", + " Income Monthly Premium Auto Number of Open Complaints Policy Type \\\n", + "1 0.0 94.0 1/0/00 Personal Auto \n", + "2 48767.0 108.0 1/0/00 Personal Auto \n", + "17 28855.0 101.0 1/0/00 Personal Auto \n", + "23 0.0 73.0 1/3/00 Corporate Auto \n", + "26 0.0 111.0 1/0/00 Personal Auto \n", + "... ... ... ... ... \n", + "1059 54193.0 117.0 1/0/00 Corporate Auto \n", + "1061 0.0 92.0 1/0/00 Personal Auto \n", + "1068 16061.0 88.0 1/0/00 Personal Auto \n", + "1069 79487.0 114.0 1/0/00 Special Auto \n", + "1070 54230.0 112.0 1/0/00 Personal Auto \n", + "\n", + " Vehicle Class Total Claim Amount \n", + "1 Four-Door Car 1131.464935 \n", + "2 Two-Door Car 566.472247 \n", + "17 SUV 647.442031 \n", + "23 Four-Door Car 554.376763 \n", + "26 Four-Door Car 799.200000 \n", + "... ... ... \n", + "1059 SUV 720.752945 \n", + "1061 Four-Door Car 546.524896 \n", + "1068 Four-Door Car 633.600000 \n", + "1069 SUV 547.200000 \n", + "1070 Two-Door Car 537.600000 \n", + "\n", + "[264 rows x 11 columns]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "clientes_high_claim = df_customers[df_customers['Total Claim Amount'] > percentil_75]\n", + "clientes_high_claim" ] } ], @@ -251,7 +1214,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.7.9" } }, "nbformat": 4,