From 29d4710c1e3406348e01dd970a6570569f898cda Mon Sep 17 00:00:00 2001 From: Katarzyna Grzyb Date: Fri, 26 Jun 2026 17:16:54 +0200 Subject: [PATCH] Resolved lab --- .DS_Store | Bin 6148 -> 6148 bytes ...structuring-and-combining-checkpoint.ipynb | 2526 +++++++++++++++++ cleaned_data.csv | 1072 +++++++ lab-dw-data-structuring-and-combining.ipynb | 2380 +++++++++++++++- 4 files changed, 5967 insertions(+), 11 deletions(-) create mode 100644 .ipynb_checkpoints/lab-dw-data-structuring-and-combining-checkpoint.ipynb create mode 100644 cleaned_data.csv diff --git a/.DS_Store b/.DS_Store index 01222e6cfb2c441e1301af746b470bb69b3a7510..2a0aafb02fcbab33ec858e964b0dd63319fa0eb1 100644 GIT binary patch delta 454 zcmaJ;Jxc>Y5PiEF@HB=52>}ZWu?fm85&Q#zv#=0E8$lu5hxox=?u@5ml@$2_hHLE8 z21E`k?fpA;0ULdH5lt*yn3zTNK4Z zCdy=eX)D{05-_B z;lL#CHun>@Np6e|uBj5!ces0-FJR`KJeU^*LIk8{zy#Ec5$>2fvu%+*(RAB+>|>i% o3%iV(I^G|~<1Zt%vGs*^kiOEB)qF;Q%yo+2a1#(>?7j2x4BSR~^a^^6!87+4te7}6Os8A@{VU0jlK z@{@pK95Z8zj+)jVbwrgoVHlj8pIZRb!@$67z%Y3ai^k+NEWFGN;(kE335QGs z&s8CtqmDq1mJq@$Bw>xoF|52y3<{eCImB2d7PM_<=iui6Iv&XX&ODi4#E}DJHY3o{ Kn\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
customerstategendereducationcustomer_lifetime_valueincomemonthly_premium_autonumber_of_open_complaintspolicy_typevehicle_classtotal_claim_amount
0RB50392WashingtonUnknownMaster588174.2350.01000.00Personal AutoFour-Door Car2.704934
1QZ44356ArizonaFBachelor697953.5900.094.00Personal AutoFour-Door Car1131.464935
2AI49188NevadaFBachelor1288743.17048767.0108.00Personal AutoTwo-Door Car566.472247
3WW63253CaliforniaMBachelor764586.1800.0106.00Corporate AutoSUV529.881344
4GA49547WashingtonMHigh School or Below536307.65036357.068.00Personal AutoFour-Door Car17.269323
\n", + "" + ], + "text/plain": [ + " customer state 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 588174.235 0.0 1000.0 \n", + "1 697953.590 0.0 94.0 \n", + "2 1288743.170 48767.0 108.0 \n", + "3 764586.180 0.0 106.0 \n", + "4 536307.650 36357.0 68.0 \n", + "\n", + " number_of_open_complaints policy_type vehicle_class \\\n", + "0 0 Personal Auto Four-Door Car \n", + "1 0 Personal Auto Four-Door Car \n", + "2 0 Personal Auto Two-Door Car \n", + "3 0 Corporate Auto SUV \n", + "4 0 Personal Auto Four-Door Car \n", + "\n", + " total_claim_amount \n", + "0 2.704934 \n", + "1 1131.464935 \n", + "2 566.472247 \n", + "3 529.881344 \n", + "4 17.269323 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "file1.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "0b5f1179-8198-4f65-a66b-e62862c1dab9", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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CustomerSTGENDEREducationCustomer Lifetime ValueIncomeMonthly Premium AutoNumber of Open ComplaintsTotal Claim AmountPolicy TypeVehicle Class
0GS98873ArizonaFBachelor323912.47%16061881/0/00633.6Personal AutoFour-Door Car
1CW49887CaliforniaFMaster462680.11%794871141/0/00547.2Special AutoSUV
2MY31220CaliforniaFCollege899704.02%542301121/0/00537.6Personal AutoTwo-Door Car
3UH35128OregonFCollege2580706.30%712102141/1/001027.2Personal AutoLuxury Car
4WH52799ArizonaFCollege380812.21%94903941/0/00451.2Corporate AutoTwo-Door Car
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" + ], + "text/plain": [ + " Customer ST GENDER Education Customer Lifetime Value Income \\\n", + "0 GS98873 Arizona F Bachelor 323912.47% 16061 \n", + "1 CW49887 California F Master 462680.11% 79487 \n", + "2 MY31220 California F College 899704.02% 54230 \n", + "3 UH35128 Oregon F College 2580706.30% 71210 \n", + "4 WH52799 Arizona F College 380812.21% 94903 \n", + "\n", + " Monthly Premium Auto Number of Open Complaints Total Claim Amount \\\n", + "0 88 1/0/00 633.6 \n", + "1 114 1/0/00 547.2 \n", + "2 112 1/0/00 537.6 \n", + "3 214 1/1/00 1027.2 \n", + "4 94 1/0/00 451.2 \n", + "\n", + " Policy Type Vehicle Class \n", + "0 Personal Auto Four-Door Car \n", + "1 Special Auto SUV \n", + "2 Personal Auto Two-Door Car \n", + "3 Personal Auto Luxury Car \n", + "4 Corporate Auto Two-Door Car " + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "file2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "47c05ac8-a83e-4ecc-8d30-09e2c3ec487c", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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CustomerStateCustomer Lifetime ValueEducationGenderIncomeMonthly Premium AutoNumber of Open ComplaintsPolicy TypeTotal Claim AmountVehicle Class
0SA25987Washington3479.137523High School or BelowM01040Personal Auto499.200000Two-Door Car
1TB86706Arizona2502.637401MasterM0660Personal Auto3.468912Two-Door Car
2ZL73902Nevada3265.156348BachelorF25820820Personal Auto393.600000Four-Door Car
3KX23516California4455.843406High School or BelowF01210Personal Auto699.615192SUV
4FN77294California7704.958480High School or BelowM303661012Personal Auto484.800000SUV
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" + ], + "text/plain": [ + " Customer State Customer Lifetime Value Education Gender \\\n", + "0 SA25987 Washington 3479.137523 High School or Below M \n", + "1 TB86706 Arizona 2502.637401 Master M \n", + "2 ZL73902 Nevada 3265.156348 Bachelor F \n", + "3 KX23516 California 4455.843406 High School or Below F \n", + "4 FN77294 California 7704.958480 High School or Below M \n", + "\n", + " Income Monthly Premium Auto Number of Open Complaints Policy Type \\\n", + "0 0 104 0 Personal Auto \n", + "1 0 66 0 Personal Auto \n", + "2 25820 82 0 Personal Auto \n", + "3 0 121 0 Personal Auto \n", + "4 30366 101 2 Personal Auto \n", + "\n", + " Total Claim Amount Vehicle Class \n", + "0 499.200000 Two-Door Car \n", + "1 3.468912 Two-Door Car \n", + "2 393.600000 Four-Door Car \n", + "3 699.615192 SUV \n", + "4 484.800000 SUV " + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "file3.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "c32fe27f-f1b1-4577-ba00-35b3f365da5e", + "metadata": {}, + "outputs": [], + "source": [ + "def clean_data(df):\n", + " df.columns = df.columns.str.lower().str.replace(\" \", \"_\") \n", + " df = df.rename(columns={\"st\": \"state\"})\n", + " df[\"gender\"] = df[\"gender\"].replace({\"Male\":\"M\", \"female\":\"F\", \"Femal\":\"F\"\n", + "})\n", + " df[\"state\"] = df[\"state\"].replace({\"AZ\":\"Arizona\", \"WA\":\"Washington\", \"Cali\":\"California\"\n", + "})\n", + " df[\"education\"] = df[\"education\"].replace({\"Bachelors\":\"Bachelor\"\n", + "})\n", + " df[\"vehicle_class\"] = df[\"vehicle_class\"].replace({\"Sports Car\":\"Luxury\", \"Luxury SUV\":\"Luxury\", \"Luxury Car\":\"Luxury\"\n", + "})\n", + " df[\"customer_lifetime_value\"] = (\n", + " df[\"customer_lifetime_value\"]\n", + " .astype(str)\n", + " .str.replace(\"%\", \"\", regex=False)\n", + ")\n", + " \n", + " df[\"customer_lifetime_value\"] = df[\"customer_lifetime_value\"].str.replace(\"%\", \"\", regex=False)\n", + " df = df.drop_duplicates()\n", + "\n", + " df[\"customer_lifetime_value\"] = pd.to_numeric(\n", + " df[\"customer_lifetime_value\"],\n", + " errors=\"coerce\"\n", + ")\n", + " df[\"gender\"] = df[\"gender\"].fillna(\"Unknown\")\n", + " df = df.dropna(how=\"all\")\n", + " \n", + " return df\n", + "\n", + "file2 = clean_data(file2)\n", + "file3 = clean_data(file3)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "99d6cde7-4ff7-489e-b3ee-32128e0f1e44", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstatecustomer_lifetime_valueeducationgenderincomemonthly_premium_autonumber_of_open_complaintspolicy_typetotal_claim_amountvehicle_class
0SA25987Washington3479.137523High School or BelowM01040Personal Auto499.200000Two-Door Car
1TB86706Arizona2502.637401MasterM0660Personal Auto3.468912Two-Door Car
2ZL73902Nevada3265.156348BachelorF25820820Personal Auto393.600000Four-Door Car
3KX23516California4455.843406High School or BelowF01210Personal Auto699.615192SUV
4FN77294California7704.958480High School or BelowM303661012Personal Auto484.800000SUV
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" + ], + "text/plain": [ + " customer state customer_lifetime_value education gender \\\n", + "0 SA25987 Washington 3479.137523 High School or Below M \n", + "1 TB86706 Arizona 2502.637401 Master M \n", + "2 ZL73902 Nevada 3265.156348 Bachelor F \n", + "3 KX23516 California 4455.843406 High School or Below F \n", + "4 FN77294 California 7704.958480 High School or Below M \n", + "\n", + " income monthly_premium_auto number_of_open_complaints policy_type \\\n", + "0 0 104 0 Personal Auto \n", + "1 0 66 0 Personal Auto \n", + "2 25820 82 0 Personal Auto \n", + "3 0 121 0 Personal Auto \n", + "4 30366 101 2 Personal Auto \n", + "\n", + " total_claim_amount vehicle_class \n", + "0 499.200000 Two-Door Car \n", + "1 3.468912 Two-Door Car \n", + "2 393.600000 Four-Door Car \n", + "3 699.615192 SUV \n", + "4 484.800000 SUV " + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "file3.head()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "e90c12cc-5650-4c9c-ad18-ef221c07270c", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 2, 3, 1, 5, 4])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "file3[\"number_of_open_complaints\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "dcc77fb5-1298-413c-981c-372d8af314ee", + "metadata": {}, + "outputs": [], + "source": [ + "file2[\"number_of_open_complaints\"] = file2[\"number_of_open_complaints\"].str.split(\"/\").str[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "cbdb0d29-d013-4271-b0e5-5e9995d5eb9e", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['0', '1', '3', '5', '2', '4'], dtype=object)" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "file2[\"number_of_open_complaints\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "9acac1aa-b793-414e-8ef8-779b72662e2b", + "metadata": {}, + "outputs": [], + "source": [ + "file2[\"number_of_open_complaints\"]=file2[\"number_of_open_complaints\"].astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "4f446067-6f4d-4298-b496-a6753ffdfc36", + "metadata": {}, + "outputs": [], + "source": [ + "combined = pd.concat([file1, file2, file3], ignore_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "39884f91-43cb-4f5e-8568-939e7ea520a1", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(9137, 11)" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "1563e2d3-4034-4b47-80d7-4efae7150fa9", + "metadata": {}, + "outputs": [], + "source": [ + "combined = combined.drop_duplicates()" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "d7aede4a-614b-4138-ba76-1e04be8a824a", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstategendereducationcustomer_lifetime_valueincomemonthly_premium_autonumber_of_open_complaintspolicy_typevehicle_classtotal_claim_amount
0RB50392WashingtonUnknownMaster588174.2350.01000.00Personal AutoFour-Door Car2.704934
1QZ44356ArizonaFBachelor697953.5900.094.00Personal AutoFour-Door Car1131.464935
2AI49188NevadaFBachelor1288743.17048767.0108.00Personal AutoTwo-Door Car566.472247
3WW63253CaliforniaMBachelor764586.1800.0106.00Corporate AutoSUV529.881344
4GA49547WashingtonMHigh School or Below536307.65036357.068.00Personal AutoFour-Door Car17.269323
5OC83172OregonFBachelor825629.78062902.069.00Personal AutoTwo-Door Car159.383042
6XZ87318OregonFCollege538089.86055350.067.00Corporate AutoFour-Door Car321.600000
7CF85061ArizonaMMaster721610.0300.0101.00Corporate AutoFour-Door Car363.029680
8DY87989OregonMBachelor2412750.40014072.071.00Corporate AutoFour-Door Car511.200000
9BQ94931OregonFCollege738817.81028812.093.00Special AutoFour-Door Car425.527834
10SX51350CaliforniaMCollege473899.2000.067.00Personal AutoFour-Door Car482.400000
11VQ65197CaliforniaUnknownCollege819719.7100.0110.00Personal AutoSUV528.000000
12DP39365CaliforniaUnknownMaster879879.70077026.0110.02Corporate AutoFour-Door Car472.029737
13SJ95423ArizonaUnknownHigh School or Below881901.89099845.0110.01Corporate AutoSUV528.000000
14IL66569CaliforniaUnknownCollege538443.17083689.070.02Corporate AutoFour-Door Car307.139132
15BW63560OregonUnknownBachelor746313.94024599.064.01Corporate AutoFour-Door Car42.920271
16FV94802NevadaUnknownHigh School or Below256686.78025049.067.00Personal AutoTwo-Door Car454.245098
17OE15005CaliforniaUnknownCollege394524.16028855.0101.00Personal AutoSUV647.442031
18WC83389OregonUnknownCollege571033.31051148.072.00Personal AutoFour-Door Car308.981664
19FL50705CaliforniaUnknownHigh School or Below816261.71066140.0101.00Corporate AutoFour-Door Car484.800000
20ZK25313OregonUnknownHigh School or Below287205.13057749.074.00Personal AutoTwo-Door Car355.200000
21QK46697WashingtonMBachelor617710.93061040.079.01Personal AutoTwo-Door Car20.382876
22YH23384ArizonaUnknownBachelor2412750.40014072.071.00Personal AutoFour-Door Car511.200000
23TZ98966NevadaUnknownBachelor245019.1000.073.03Corporate AutoFour-Door Car554.376763
24HM55802CaliforniaUnknownBachelor239210.79017870.061.00Corporate AutoFour-Door Car439.200000
25FS42516OregonUnknownCollege580206.60097541.072.00Personal AutoFour-Door Car389.185006
26US89481CaliforniaUnknownBachelor394637.2100.0111.00Personal AutoFour-Door Car799.200000
27HS14476WashingtonMCollege916206.32029723.080.00Personal AutoFour-Door Car20.985105
28GE62437ArizonaUnknownCollege1290256.01086584.0111.02Personal AutoFour-Door Car532.800000
29EJ77678OregonUnknownMaster323536.05075690.080.01Personal AutoFour-Door Car384.000000
30SV85652ArizonaUnknownCollege245458.35023158.063.01Personal AutoFour-Door Car322.294043
31UL64533NevadaUnknownHigh School or Below1897545.61065999.0237.00Corporate AutoLuxury615.927769
32PF41800CaliforniaUnknownBachelor471532.1300.065.00Personal AutoFour-Door Car308.150890
33HD95276WashingtonFCollege473787.1700.0130.00Personal AutoSUV23.820158
34SK67821OregonUnknownBachelor493291.63037260.062.00Corporate AutoFour-Door Car15.437681
35YV55495ArizonaUnknownHigh School or Below574422.97068987.071.00Personal AutoFour-Door Car204.475147
36KY38074CaliforniaUnknownBachelor1389173.57042305.0117.00Personal AutoFour-Door Car561.600000
37DM79012OregonUnknownMaster738097.67065706.091.00Personal AutoFour-Door Car436.800000
38CM61827OregonUnknownBachelor309003.4100.090.00Personal AutoTwo-Door Car648.000000
39WC35801ArizonaUnknownHigh School or Below252163.31053243.066.02Personal AutoFour-Door Car157.397849
40QG25316NevadaUnknownHigh School or Below265206.1800.070.01Corporate AutoTwo-Door Car484.318536
41MB98372OregonUnknownCollege277104.50050071.071.00Corporate AutoTwo-Door Car18.918935
42IL19217CaliforniaUnknownBachelor393900.64060021.099.00Personal AutoFour-Door Car882.871945
43SR38658ArizonaUnknownHigh School or Below1223187.97043244.0103.00Personal AutoLuxury494.400000
44YD87931WashingtonMDoctor495165.61046896.035354.01Personal AutoFour-Door Car31.707317
45HG65722OregonUnknownDoctor1281910.29010105.0172.03Personal AutoSUV0.517753
46BU27331ArizonaUnknownBachelor446851.0500.073.03Personal AutoFour-Door Car579.165954
47XM45289OregonUnknownHigh School or Below551434.40023218.071.00Personal AutoTwo-Door Car447.793440
48KP34198CaliforniaUnknownBachelor334387.5300.092.00Corporate AutoFour-Door Car529.624084
49SH90947ArizonaUnknownHigh School or Below229447.8900.062.00Personal AutoFour-Door Car313.023175
\n", + "
" + ], + "text/plain": [ + " customer state 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", + "5 OC83172 Oregon F Bachelor \n", + "6 XZ87318 Oregon F College \n", + "7 CF85061 Arizona M Master \n", + "8 DY87989 Oregon M Bachelor \n", + "9 BQ94931 Oregon F College \n", + "10 SX51350 California M College \n", + "11 VQ65197 California Unknown College \n", + "12 DP39365 California Unknown Master \n", + "13 SJ95423 Arizona Unknown High School or Below \n", + "14 IL66569 California Unknown College \n", + "15 BW63560 Oregon Unknown Bachelor \n", + "16 FV94802 Nevada Unknown High School or Below \n", + "17 OE15005 California Unknown College \n", + "18 WC83389 Oregon Unknown College \n", + "19 FL50705 California Unknown High School or Below \n", + "20 ZK25313 Oregon Unknown High School or Below \n", + "21 QK46697 Washington M Bachelor \n", + "22 YH23384 Arizona Unknown Bachelor \n", + "23 TZ98966 Nevada Unknown Bachelor \n", + "24 HM55802 California Unknown Bachelor \n", + "25 FS42516 Oregon Unknown College \n", + "26 US89481 California Unknown Bachelor \n", + "27 HS14476 Washington M College \n", + "28 GE62437 Arizona Unknown College \n", + "29 EJ77678 Oregon Unknown Master \n", + "30 SV85652 Arizona Unknown College \n", + "31 UL64533 Nevada Unknown High School or Below \n", + "32 PF41800 California Unknown Bachelor \n", + "33 HD95276 Washington F College \n", + "34 SK67821 Oregon Unknown Bachelor \n", + "35 YV55495 Arizona Unknown High School or Below \n", + "36 KY38074 California Unknown Bachelor \n", + "37 DM79012 Oregon Unknown Master \n", + "38 CM61827 Oregon Unknown Bachelor \n", + "39 WC35801 Arizona Unknown High School or Below \n", + "40 QG25316 Nevada Unknown High School or Below \n", + "41 MB98372 Oregon Unknown College \n", + "42 IL19217 California Unknown Bachelor \n", + "43 SR38658 Arizona Unknown High School or Below \n", + "44 YD87931 Washington M Doctor \n", + "45 HG65722 Oregon Unknown Doctor \n", + "46 BU27331 Arizona Unknown Bachelor \n", + "47 XM45289 Oregon Unknown High School or Below \n", + "48 KP34198 California Unknown Bachelor \n", + "49 SH90947 Arizona Unknown High School or Below \n", + "\n", + " customer_lifetime_value income monthly_premium_auto \\\n", + "0 588174.235 0.0 1000.0 \n", + "1 697953.590 0.0 94.0 \n", + "2 1288743.170 48767.0 108.0 \n", + "3 764586.180 0.0 106.0 \n", + "4 536307.650 36357.0 68.0 \n", + "5 825629.780 62902.0 69.0 \n", + "6 538089.860 55350.0 67.0 \n", + "7 721610.030 0.0 101.0 \n", + "8 2412750.400 14072.0 71.0 \n", + "9 738817.810 28812.0 93.0 \n", + "10 473899.200 0.0 67.0 \n", + "11 819719.710 0.0 110.0 \n", + "12 879879.700 77026.0 110.0 \n", + "13 881901.890 99845.0 110.0 \n", + "14 538443.170 83689.0 70.0 \n", + "15 746313.940 24599.0 64.0 \n", + "16 256686.780 25049.0 67.0 \n", + "17 394524.160 28855.0 101.0 \n", + "18 571033.310 51148.0 72.0 \n", + "19 816261.710 66140.0 101.0 \n", + "20 287205.130 57749.0 74.0 \n", + "21 617710.930 61040.0 79.0 \n", + "22 2412750.400 14072.0 71.0 \n", + "23 245019.100 0.0 73.0 \n", + "24 239210.790 17870.0 61.0 \n", + "25 580206.600 97541.0 72.0 \n", + "26 394637.210 0.0 111.0 \n", + "27 916206.320 29723.0 80.0 \n", + "28 1290256.010 86584.0 111.0 \n", + "29 323536.050 75690.0 80.0 \n", + "30 245458.350 23158.0 63.0 \n", + "31 1897545.610 65999.0 237.0 \n", + "32 471532.130 0.0 65.0 \n", + "33 473787.170 0.0 130.0 \n", + "34 493291.630 37260.0 62.0 \n", + "35 574422.970 68987.0 71.0 \n", + "36 1389173.570 42305.0 117.0 \n", + "37 738097.670 65706.0 91.0 \n", + "38 309003.410 0.0 90.0 \n", + "39 252163.310 53243.0 66.0 \n", + "40 265206.180 0.0 70.0 \n", + "41 277104.500 50071.0 71.0 \n", + "42 393900.640 60021.0 99.0 \n", + "43 1223187.970 43244.0 103.0 \n", + "44 495165.610 46896.0 35354.0 \n", + "45 1281910.290 10105.0 172.0 \n", + "46 446851.050 0.0 73.0 \n", + "47 551434.400 23218.0 71.0 \n", + "48 334387.530 0.0 92.0 \n", + "49 229447.890 0.0 62.0 \n", + "\n", + " number_of_open_complaints policy_type vehicle_class \\\n", + "0 0 Personal Auto Four-Door Car \n", + "1 0 Personal Auto Four-Door Car \n", + "2 0 Personal Auto Two-Door Car \n", + "3 0 Corporate Auto SUV \n", + "4 0 Personal Auto Four-Door Car \n", + "5 0 Personal Auto Two-Door Car \n", + "6 0 Corporate Auto Four-Door Car \n", + "7 0 Corporate Auto Four-Door Car \n", + "8 0 Corporate Auto Four-Door Car \n", + "9 0 Special Auto Four-Door Car \n", + "10 0 Personal Auto Four-Door Car \n", + "11 0 Personal Auto SUV \n", + "12 2 Corporate Auto Four-Door Car \n", + "13 1 Corporate Auto SUV \n", + "14 2 Corporate Auto Four-Door Car \n", + "15 1 Corporate Auto Four-Door Car \n", + "16 0 Personal Auto Two-Door Car \n", + "17 0 Personal Auto SUV \n", + "18 0 Personal Auto Four-Door Car \n", + "19 0 Corporate Auto Four-Door Car \n", + "20 0 Personal Auto Two-Door Car \n", + "21 1 Personal Auto Two-Door Car \n", + "22 0 Personal Auto Four-Door Car \n", + "23 3 Corporate Auto Four-Door Car \n", + "24 0 Corporate Auto Four-Door Car \n", + "25 0 Personal Auto Four-Door Car \n", + "26 0 Personal Auto Four-Door Car \n", + "27 0 Personal Auto Four-Door Car \n", + "28 2 Personal Auto Four-Door Car \n", + "29 1 Personal Auto Four-Door Car \n", + "30 1 Personal Auto Four-Door Car \n", + "31 0 Corporate Auto Luxury \n", + "32 0 Personal Auto Four-Door Car \n", + "33 0 Personal Auto SUV \n", + "34 0 Corporate Auto Four-Door Car \n", + "35 0 Personal Auto Four-Door Car \n", + "36 0 Personal Auto Four-Door Car \n", + "37 0 Personal Auto Four-Door Car \n", + "38 0 Personal Auto Two-Door Car \n", + "39 2 Personal Auto Four-Door Car \n", + "40 1 Corporate Auto Two-Door Car \n", + "41 0 Corporate Auto Two-Door Car \n", + "42 0 Personal Auto Four-Door Car \n", + "43 0 Personal Auto Luxury \n", + "44 1 Personal Auto Four-Door Car \n", + "45 3 Personal Auto SUV \n", + "46 3 Personal Auto Four-Door Car \n", + "47 0 Personal Auto Two-Door Car \n", + "48 0 Corporate Auto Four-Door Car \n", + "49 0 Personal Auto Four-Door Car \n", + "\n", + " total_claim_amount \n", + "0 2.704934 \n", + "1 1131.464935 \n", + "2 566.472247 \n", + "3 529.881344 \n", + "4 17.269323 \n", + "5 159.383042 \n", + "6 321.600000 \n", + "7 363.029680 \n", + "8 511.200000 \n", + "9 425.527834 \n", + "10 482.400000 \n", + "11 528.000000 \n", + "12 472.029737 \n", + "13 528.000000 \n", + "14 307.139132 \n", + "15 42.920271 \n", + "16 454.245098 \n", + "17 647.442031 \n", + "18 308.981664 \n", + "19 484.800000 \n", + "20 355.200000 \n", + "21 20.382876 \n", + "22 511.200000 \n", + "23 554.376763 \n", + "24 439.200000 \n", + "25 389.185006 \n", + "26 799.200000 \n", + "27 20.985105 \n", + "28 532.800000 \n", + "29 384.000000 \n", + "30 322.294043 \n", + "31 615.927769 \n", + "32 308.150890 \n", + "33 23.820158 \n", + "34 15.437681 \n", + "35 204.475147 \n", + "36 561.600000 \n", + "37 436.800000 \n", + "38 648.000000 \n", + "39 157.397849 \n", + "40 484.318536 \n", + "41 18.918935 \n", + "42 882.871945 \n", + "43 494.400000 \n", + "44 31.707317 \n", + "45 0.517753 \n", + "46 579.165954 \n", + "47 447.793440 \n", + "48 529.624084 \n", + "49 313.023175 " + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined.head(50)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "de8e6603-2b24-44de-be27-6873ca76ea0e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 2, 1, 3, 5, 4])" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined[\"number_of_open_complaints\"].unique()" + ] + }, + { + "cell_type": "markdown", + "id": "31b8a9e7-7db9-4604-991b-ef6771603e57", + "metadata": { + "id": "31b8a9e7-7db9-4604-991b-ef6771603e57" + }, + "source": [ + "# Challenge 2: Structuring Data" + ] + }, + { + "cell_type": "markdown", + "id": "a877fd6d-7a0c-46d2-9657-f25036e4ca4b", + "metadata": { + "id": "a877fd6d-7a0c-46d2-9657-f25036e4ca4b" + }, + "source": [ + "In this challenge, we will continue to work with customer data from an insurance company, but we will use a dataset with more columns, called marketing_customer_analysis.csv, which can be found at the following link:\n", + "\n", + "https://raw.githubusercontent.com/data-bootcamp-v4/data/main/marketing_customer_analysis_clean.csv\n", + "\n", + "This dataset contains information such as customer demographics, policy details, vehicle information, and the customer's response to the last marketing campaign. Our goal is to explore and analyze this data by performing data cleaning, formatting, and structuring." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "48cdfd12-314e-4490-9e5a-8ba8e6b9ed18", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"https://raw.githubusercontent.com/data-bootcamp-v4/data/main/marketing_customer_analysis_clean.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "df35fd0d-513e-4e77-867e-429da10a9cc7", + "metadata": { + "id": "df35fd0d-513e-4e77-867e-429da10a9cc7" + }, + "source": [ + "1. You work at the marketing department and you want to know which sales channel brought the most sales in terms of total revenue. Using pivot, create a summary table showing the total revenue for each sales channel (branch, call center, web, and mail).\n", + "Round the total revenue to 2 decimal points. Analyze the resulting table to draw insights." + ] + }, + { + "cell_type": "markdown", + "id": "640993b2-a291-436c-a34d-a551144f8196", + "metadata": { + "id": "640993b2-a291-436c-a34d-a551144f8196" + }, + "source": [ + "2. Create a pivot table that shows the average customer lifetime value per gender and education level. Analyze the resulting table to draw insights." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "aa10d9b0-1c27-4d3f-a8e4-db6ab73bfd26", + "metadata": { + "id": "aa10d9b0-1c27-4d3f-a8e4-db6ab73bfd26" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['unnamed:_0', 'customer', 'state', 'customer_lifetime_value',\n", + " 'response', 'coverage', 'education', 'effective_to_date',\n", + " 'employmentstatus', 'gender', 'income', 'location_code',\n", + " 'marital_status', 'monthly_premium_auto', 'months_since_last_claim',\n", + " 'months_since_policy_inception', 'number_of_open_complaints',\n", + " 'number_of_policies', 'policy_type', 'policy', 'renew_offer_type',\n", + " 'sales_channel', 'total_claim_amount', 'vehicle_class', 'vehicle_size',\n", + " 'vehicle_type', 'month'],\n", + " dtype='object')" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "17ebb73e-e8c3-4492-8e73-e5725be2aba5", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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unnamed:_0customerstatecustomer_lifetime_valueresponsecoverageeducationeffective_to_dateemploymentstatusgender...number_of_policiespolicy_typepolicyrenew_offer_typesales_channeltotal_claim_amountvehicle_classvehicle_sizevehicle_typemonth
00DK49336Arizona4809.216960NoBasicCollege2011-02-18EmployedM...9Corporate AutoCorporate L3Offer3Agent292.800000Four-Door CarMedsizeA2
11KX64629California2228.525238NoBasicCollege2011-01-18UnemployedF...1Personal AutoPersonal L3Offer4Call Center744.924331Four-Door CarMedsizeA1
22LZ68649Washington14947.917300NoBasicBachelor2011-02-10EmployedM...2Personal AutoPersonal L3Offer3Call Center480.000000SUVMedsizeA2
33XL78013Oregon22332.439460YesExtendedCollege2011-01-11EmployedM...2Corporate AutoCorporate L3Offer2Branch484.013411Four-Door CarMedsizeA1
44QA50777Oregon9025.067525NoPremiumBachelor2011-01-17Medical LeaveF...7Personal AutoPersonal L2Offer1Branch707.925645Four-Door CarMedsizeA1
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5 rows × 27 columns

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" + ], + "text/plain": [ + " unnamed:_0 customer state customer_lifetime_value response \\\n", + "0 0 DK49336 Arizona 4809.216960 No \n", + "1 1 KX64629 California 2228.525238 No \n", + "2 2 LZ68649 Washington 14947.917300 No \n", + "3 3 XL78013 Oregon 22332.439460 Yes \n", + "4 4 QA50777 Oregon 9025.067525 No \n", + "\n", + " coverage education effective_to_date employmentstatus gender ... \\\n", + "0 Basic College 2011-02-18 Employed M ... \n", + "1 Basic College 2011-01-18 Unemployed F ... \n", + "2 Basic Bachelor 2011-02-10 Employed M ... \n", + "3 Extended College 2011-01-11 Employed M ... \n", + "4 Premium Bachelor 2011-01-17 Medical Leave F ... \n", + "\n", + " number_of_policies policy_type policy renew_offer_type \\\n", + "0 9 Corporate Auto Corporate L3 Offer3 \n", + "1 1 Personal Auto Personal L3 Offer4 \n", + "2 2 Personal Auto Personal L3 Offer3 \n", + "3 2 Corporate Auto Corporate L3 Offer2 \n", + "4 7 Personal Auto Personal L2 Offer1 \n", + "\n", + " sales_channel total_claim_amount vehicle_class vehicle_size \\\n", + "0 Agent 292.800000 Four-Door Car Medsize \n", + "1 Call Center 744.924331 Four-Door Car Medsize \n", + "2 Call Center 480.000000 SUV Medsize \n", + "3 Branch 484.013411 Four-Door Car Medsize \n", + "4 Branch 707.925645 Four-Door Car Medsize \n", + "\n", + " vehicle_type month \n", + "0 A 2 \n", + "1 A 1 \n", + "2 A 2 \n", + "3 A 1 \n", + "4 A 1 \n", + "\n", + "[5 rows x 27 columns]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "baab75d1-9df1-40bb-a92d-a7fa21521400", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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sales_channel
Agent1810226.82
Branch1301204.00
Call Center926600.82
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" + ], + "text/plain": [ + " total_claim_amount\n", + "sales_channel \n", + "Agent 1810226.82\n", + "Branch 1301204.00\n", + "Call Center 926600.82\n", + "Web 706600.04" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "revenue_by_channel = pd.pivot_table(\n", + " df,\n", + " index=\"sales_channel\",\n", + " values=\"total_claim_amount\",\n", + " aggfunc=\"sum\"\n", + ").round(2)\n", + "\n", + "revenue_by_channel" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9a412a1d-5250-47e3-a354-9a0432c7b373", + "metadata": {}, + "outputs": [], + "source": [ + "# Agent generated the highest total revenue, contributing approximately 38% of the total sales revenue. This suggests that direct interaction with customers through agents remains the most effective sales channel.\n", + "# Branch offices generated the second-highest revenue, indicating that traditional in-person sales channels continue to play an important role.\n", + "# The Call Center generated moderate revenue, outperforming the Web channel, which suggests that customers may prefer human interaction when purchasing insurance products.\n", + "# The Web channel produced the lowest total revenue. This could indicate lower customer adoption of digital channels or potential opportunities to improve online marketing and customer experience." + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "49835d28-c7a9-4f47-9876-aa4473f054c6", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 10910 entries, 0 to 10909\n", + "Data columns (total 27 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 unnamed:_0 10910 non-null int64 \n", + " 1 customer 10910 non-null object \n", + " 2 state 10910 non-null object \n", + " 3 customer_lifetime_value 10910 non-null float64\n", + " 4 response 10910 non-null object \n", + " 5 coverage 10910 non-null object \n", + " 6 education 10910 non-null object \n", + " 7 effective_to_date 10910 non-null object \n", + " 8 employmentstatus 10910 non-null object \n", + " 9 gender 10910 non-null object \n", + " 10 income 10910 non-null int64 \n", + " 11 location_code 10910 non-null object \n", + " 12 marital_status 10910 non-null object \n", + " 13 monthly_premium_auto 10910 non-null int64 \n", + " 14 months_since_last_claim 10910 non-null float64\n", + " 15 months_since_policy_inception 10910 non-null int64 \n", + " 16 number_of_open_complaints 10910 non-null float64\n", + " 17 number_of_policies 10910 non-null int64 \n", + " 18 policy_type 10910 non-null object \n", + " 19 policy 10910 non-null object \n", + " 20 renew_offer_type 10910 non-null object \n", + " 21 sales_channel 10910 non-null object \n", + " 22 total_claim_amount 10910 non-null float64\n", + " 23 vehicle_class 10910 non-null object \n", + " 24 vehicle_size 10910 non-null object \n", + " 25 vehicle_type 10910 non-null object \n", + " 26 month 10910 non-null int64 \n", + "dtypes: float64(4), int64(6), object(17)\n", + "memory usage: 2.2+ MB\n" + ] + } + ], + "source": [ + "df = df.drop_duplicates()\n", + "df = df.dropna(how=\"all\")\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "63f88e6d-949c-439b-aa45-679487825c8e", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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educationBachelorCollegeDoctorHigh School or BelowMaster
gender
F7874.277748.827328.518675.228157.05
M7703.608052.467415.338149.698168.83
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" + ], + "text/plain": [ + "education Bachelor College Doctor High School or Below Master\n", + "gender \n", + "F 7874.27 7748.82 7328.51 8675.22 8157.05\n", + "M 7703.60 8052.46 7415.33 8149.69 8168.83" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clv_pivot = pd.pivot_table(\n", + " df,\n", + " index=\"gender\",\n", + " columns=\"education\",\n", + " values=\"customer_lifetime_value\",\n", + " aggfunc=\"mean\"\n", + ").round(2)\n", + "\n", + "clv_pivot" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8be17a68-7b0f-4492-95a0-76b0ef6f08c5", + "metadata": {}, + "outputs": [], + "source": [ + "# Customers with \"High School or Below\" education have the highest average CLV, particularly among female customers (8675.22). This suggests that lower educational attainment does not necessarily correspond to lower customer value.\n", + "# Customers with doctoral degrees have the lowest average CLV for both genders, indicating that highly educated customers are not the most profitable segment in this dataset.\n", + "# Gender differences are relatively small across most education levels. For example, male and female customers with master's degrees have nearly identical CLV values.\n", + "# The relationship between education and customer lifetime value is not linear. Higher educational attainment does not consistently lead to higher customer value." + ] + }, + { + "cell_type": "markdown", + "id": "32c7f2e5-3d90-43e5-be33-9781b6069198", + "metadata": { + "id": "32c7f2e5-3d90-43e5-be33-9781b6069198" + }, + "source": [ + "## Bonus\n", + "\n", + "You work at the customer service department and you want to know which months had the highest number of complaints by policy type category. Create a summary table showing the number of complaints by policy type and month.\n", + "Show it in a long format table." + ] + }, + { + "cell_type": "markdown", + "id": "e3d09a8f-953c-448a-a5f8-2e5a8cca7291", + "metadata": { + "id": "e3d09a8f-953c-448a-a5f8-2e5a8cca7291" + }, + "source": [ + "*In data analysis, a long format table is a way of structuring data in which each observation or measurement is stored in a separate row of the table. The key characteristic of a long format table is that each column represents a single variable, and each row represents a single observation of that variable.*\n", + "\n", + "*More information about long and wide format tables here: https://www.statology.org/long-vs-wide-data/*" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "3a069e0b-b400-470e-904d-d17582191be4", + "metadata": { + "id": "3a069e0b-b400-470e-904d-d17582191be4" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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policy_typemonthnumber_of_complaints
0Corporate Auto11252
1Corporate Auto21089
2Personal Auto14329
3Personal Auto23799
4Special Auto1237
5Special Auto2204
\n", + "
" + ], + "text/plain": [ + " policy_type month number_of_complaints\n", + "0 Corporate Auto 1 1252\n", + "1 Corporate Auto 2 1089\n", + "2 Personal Auto 1 4329\n", + "3 Personal Auto 2 3799\n", + "4 Special Auto 1 237\n", + "5 Special Auto 2 204" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "complaints = (\n", + " df.groupby([\"policy_type\", \"month\"])\n", + " .size()\n", + " .reset_index(name=\"number_of_complaints\")\n", + ")\n", + "\n", + "complaints" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14c3e240-48ce-4185-ac12-a07549cd7f0f", + "metadata": {}, + "outputs": [], + "source": [ + "#Personal Auto policies generated the highest number of complaints in both months, accounting for the majority of customer complaints. This is likely due to Personal Auto being the company's largest product category.\n", + "#Corporate Auto policies generated a substantially lower number of complaints than Personal Auto but still represented a significant share of customer service interactions.\n", + "#Special Auto policies generated the fewest complaints, suggesting either a smaller customer base or fewer service-related issues.\n", + "#For all policy types, the number of complaints decreased from month 1 to month 2:\n", + "#Personal Auto complaints decreased from 4,329 to 3,799.\n", + "#Corporate Auto complaints decreased from 1,252 to 1,089.\n", + "#Special Auto complaints decreased from 237 to 204." + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/cleaned_data.csv b/cleaned_data.csv new file mode 100644 index 0000000..e2831e5 --- /dev/null +++ b/cleaned_data.csv @@ -0,0 +1,1072 @@ +customer,state,gender,education,customer_lifetime_value,income,monthly_premium_auto,number_of_open_complaints,policy_type,vehicle_class,total_claim_amount +RB50392,Washington,Unknown,Master,588174.235,0.0,1000.0,0,Personal Auto,Four-Door Car,2.704934 +QZ44356,Arizona,F,Bachelor,697953.59,0.0,94.0,0,Personal Auto,Four-Door Car,1131.464935 +AI49188,Nevada,F,Bachelor,1288743.17,48767.0,108.0,0,Personal Auto,Two-Door Car,566.472247 +WW63253,California,M,Bachelor,764586.18,0.0,106.0,0,Corporate Auto,SUV,529.881344 +GA49547,Washington,M,High School or Below,536307.65,36357.0,68.0,0,Personal Auto,Four-Door Car,17.269323 +OC83172,Oregon,F,Bachelor,825629.78,62902.0,69.0,0,Personal Auto,Two-Door Car,159.383042 +XZ87318,Oregon,F,College,538089.86,55350.0,67.0,0,Corporate Auto,Four-Door Car,321.6 +CF85061,Arizona,M,Master,721610.03,0.0,101.0,0,Corporate Auto,Four-Door Car,363.02968 +DY87989,Oregon,M,Bachelor,2412750.4,14072.0,71.0,0,Corporate Auto,Four-Door Car,511.2 +BQ94931,Oregon,F,College,738817.81,28812.0,93.0,0,Special Auto,Four-Door Car,425.527834 +SX51350,California,M,College,473899.2,0.0,67.0,0,Personal Auto,Four-Door Car,482.4 +VQ65197,California,Unknown,College,819719.71,0.0,110.0,0,Personal Auto,SUV,528.0 +DP39365,California,Unknown,Master,879879.7,77026.0,110.0,2,Corporate Auto,Four-Door Car,472.029737 +SJ95423,Arizona,Unknown,High School or Below,881901.89,99845.0,110.0,1,Corporate Auto,SUV,528.0 +IL66569,California,Unknown,College,538443.17,83689.0,70.0,2,Corporate Auto,Four-Door Car,307.139132 +BW63560,Oregon,Unknown,Bachelor,746313.94,24599.0,64.0,1,Corporate Auto,Four-Door Car,42.920271 +FV94802,Nevada,Unknown,High School or Below,256686.78,25049.0,67.0,0,Personal Auto,Two-Door Car,454.245098 +OE15005,California,Unknown,College,394524.16,28855.0,101.0,0,Personal Auto,SUV,647.442031 +WC83389,Oregon,Unknown,College,571033.31,51148.0,72.0,0,Personal Auto,Four-Door Car,308.981664 +FL50705,California,Unknown,High School or Below,816261.71,66140.0,101.0,0,Corporate Auto,Four-Door Car,484.8 +ZK25313,Oregon,Unknown,High School or Below,287205.13,57749.0,74.0,0,Personal Auto,Two-Door Car,355.2 +QK46697,Washington,M,Bachelor,617710.93,61040.0,79.0,1,Personal Auto,Two-Door Car,20.382876 +YH23384,Arizona,Unknown,Bachelor,2412750.4,14072.0,71.0,0,Personal Auto,Four-Door Car,511.2 +TZ98966,Nevada,Unknown,Bachelor,245019.1,0.0,73.0,3,Corporate Auto,Four-Door Car,554.376763 +HM55802,California,Unknown,Bachelor,239210.79,17870.0,61.0,0,Corporate Auto,Four-Door Car,439.2 +FS42516,Oregon,Unknown,College,580206.6,97541.0,72.0,0,Personal Auto,Four-Door Car,389.185006 +US89481,California,Unknown,Bachelor,394637.21,0.0,111.0,0,Personal Auto,Four-Door Car,799.2 +HS14476,Washington,M,College,916206.32,29723.0,80.0,0,Personal Auto,Four-Door Car,20.985105 +GE62437,Arizona,Unknown,College,1290256.01,86584.0,111.0,2,Personal Auto,Four-Door Car,532.8 +EJ77678,Oregon,Unknown,Master,323536.05,75690.0,80.0,1,Personal Auto,Four-Door Car,384.0 +SV85652,Arizona,Unknown,College,245458.35,23158.0,63.0,1,Personal Auto,Four-Door Car,322.294043 +UL64533,Nevada,Unknown,High School or Below,1897545.61,65999.0,237.0,0,Corporate Auto,Luxury,615.927769 +PF41800,California,Unknown,Bachelor,471532.13,0.0,65.0,0,Personal Auto,Four-Door Car,308.15089 +HD95276,Washington,F,College,473787.17,0.0,130.0,0,Personal Auto,SUV,23.820158 +SK67821,Oregon,Unknown,Bachelor,493291.63,37260.0,62.0,0,Corporate Auto,Four-Door Car,15.437681 +YV55495,Arizona,Unknown,High School or Below,574422.97,68987.0,71.0,0,Personal Auto,Four-Door Car,204.475147 +KY38074,California,Unknown,Bachelor,1389173.57,42305.0,117.0,0,Personal Auto,Four-Door Car,561.6 +DM79012,Oregon,Unknown,Master,738097.67,65706.0,91.0,0,Personal Auto,Four-Door Car,436.8 +CM61827,Oregon,Unknown,Bachelor,309003.41,0.0,90.0,0,Personal Auto,Two-Door Car,648.0 +WC35801,Arizona,Unknown,High School or Below,252163.31,53243.0,66.0,2,Personal Auto,Four-Door Car,157.397849 +QG25316,Nevada,Unknown,High School or Below,265206.18,0.0,70.0,1,Corporate Auto,Two-Door Car,484.318536 +MB98372,Oregon,Unknown,College,277104.5,50071.0,71.0,0,Corporate Auto,Two-Door Car,18.918935 +IL19217,California,Unknown,Bachelor,393900.64,60021.0,99.0,0,Personal Auto,Four-Door Car,882.871945 +SR38658,Arizona,Unknown,High School or Below,1223187.97,43244.0,103.0,0,Personal Auto,Luxury,494.4 +YD87931,Washington,M,Doctor,495165.61,46896.0,35354.0,1,Personal Auto,Four-Door Car,31.707317 +HG65722,Oregon,Unknown,Doctor,1281910.29,10105.0,172.0,3,Personal Auto,SUV,0.517753 +BU27331,Arizona,Unknown,Bachelor,446851.05,0.0,73.0,3,Personal Auto,Four-Door Car,579.165954 +XM45289,Oregon,Unknown,High School or Below,551434.4,23218.0,71.0,0,Personal Auto,Two-Door Car,447.79344 +KP34198,California,Unknown,Bachelor,334387.53,0.0,92.0,0,Corporate Auto,Four-Door Car,529.624084 +SH90947,Arizona,Unknown,High School or Below,229447.89,0.0,62.0,0,Personal Auto,Four-Door Car,313.023175 +WE95729,Oregon,Unknown,College,3670742.64,24804.0,104.0,0,Personal Auto,SUV,593.830288 +PY51963,California,Unknown,Bachelor,3347334.95,33190.0,106.0,0,Corporate Auto,SUV,508.8 +RB69909,Nevada,Unknown,High School or Below,798343.17,36014.0,69.0,3,Special Auto,Four-Door Car,173.956072 +NW21079,Washington,F,Master,487938.48,67163.0,61.0,2,Personal Auto,Two-Door Car,33.192803 +FR46645,California,Unknown,Bachelor,429399.73,16701.0,113.0,0,Personal Auto,Four-Door Car,831.625979 +SY17488,Arizona,Unknown,College,716439.55,46623.0,91.0,0,Corporate Auto,Four-Door Car,436.8 +AP67935,California,Unknown,College,761951.58,64749.0,64.0,0,Special Auto,Four-Door Car,302.56519 +FS37417,Arizona,Unknown,High School or Below,395800.28,0.0,101.0,0,Personal Auto,SUV,484.8 +ML29312,Oregon,Unknown,High School or Below,449949.33,16969.0,124.0,2,Personal Auto,SUV,704.768111 +UB61619,Oregon,Unknown,Master,405956.74,11621.0,108.0,0,Personal Auto,Four-Door Car,518.4 +CD86811,Arizona,Unknown,Bachelor,445811.34,17622.0,65.0,1,Personal Auto,Four-Door Car,312.0 +RU83859,California,Unknown,Bachelor,811033.31,11489.0,105.0,0,Personal Auto,Two-Door Car,504.0 +FG63582,Oregon,Unknown,Bachelor,333976.49,0.0,94.0,0,Personal Auto,Two-Door Car,863.327324 +NN71951,California,Unknown,High School or Below,2426101.78,66525.0,100.0,0,Personal Auto,SUV,104.331355 +WB37082,Arizona,Unknown,Bachelor,661397.37,0.0,63.0,0,Personal Auto,Four-Door Car,676.391482 +SM52139,Washington,Unknown,College,293069.35,33663.0,73.0,0,Personal Auto,Four-Door Car,350.4 +FL82372,Oregon,Unknown,College,867219.43,22547.0,112.0,0,Corporate Auto,SUV,537.6 +DP45816,Arizona,Unknown,High School or Below,1163866.93,61486.0,97.0,0,Personal Auto,Two-Door Car,465.258644 +GW33762,Oregon,Unknown,Bachelor,684615.03,0.0,95.0,0,Personal Auto,Two-Door Car,456.0 +RZ33670,California,Unknown,College,1172777.65,29879.0,102.0,0,Personal Auto,Four-Door Car,500.254235 +PY70169,Oregon,Unknown,High School or Below,2264383.48,93011.0,113.0,0,Personal Auto,SUV,281.451042 +MO91628,Oregon,Unknown,Master,261447.43,65186.0,65.0,0,Personal Auto,Two-Door Car,5.434505 +HW87852,Oregon,Unknown,Master,245175.27,26840.0,64.0,2,Personal Auto,Four-Door Car,307.2 +HB20453,Oregon,Unknown,Bachelor,678127.02,0.0,104.0,1,Personal Auto,Luxury,982.399613 +BN87372,Oregon,Unknown,Bachelor,497480.15,75644.0,65.0,3,Personal Auto,Two-Door Car,467.803638 +YX23800,Oregon,Unknown,Bachelor,859160.49,38984.0,73.0,0,Personal Auto,Four-Door Car,350.4 +DZ87709,Oregon,Unknown,High School or Below,559216.14,71811.0,71.0,0,Personal Auto,Four-Door Car,29.03416 +XW13033,Nevada,Unknown,College,800947.28,20961.0,67.0,0,Personal Auto,Four-Door Car,321.6 +SP81997,Washington,F,Master,588174.235,41275.0,96.0,0,Personal Auto,Four-Door Car,41.122303 +OM82309,California,Unknown,Bachelor,5816655.35,61321.0,186.0,1,Personal Auto,Luxury,427.63121 +ZU35962,California,Unknown,College,802522.94,0.0,77.0,0,Personal Auto,Two-Door Car,25.807685 +VH85817,California,Unknown,High School or Below,578018.22,51066.0,74.0,0,Personal Auto,Four-Door Car,787.993313 +DT85712,California,Unknown,Doctor,411853.91,34378.0,102.0,0,Personal Auto,SUV,489.6 +YJ88573,Nevada,Unknown,Master,252307.02,43072.0,63.0,0,Personal Auto,Four-Door Car,302.4 +SQ19467,Oregon,Unknown,College,655421.64,25222.0,90.0,0,Personal Auto,Four-Door Car,475.623251 +YB66933,Washington,F,Bachelor,538275.2,77552.0,68.0,1,Corporate Auto,Four-Door Car,45.215059 +ET79815,California,Unknown,College,592672.94,23091.0,96.0,5,Personal Auto,Four-Door Car,460.8 +QC35222,California,Unknown,Bachelor,268347.07,48269.0,69.0,3,Corporate Auto,Four-Door Car,282.151207 +CJ15590,Oregon,Unknown,Bachelor,269518.24,32720.0,67.0,0,Personal Auto,Four-Door Car,321.6 +OI48267,California,Unknown,College,604702.52,20396.0,76.0,1,Personal Auto,Four-Door Car,364.8 +JY67916,Oregon,Unknown,College,1317101.28,21513.0,119.0,1,Personal Auto,Two-Door Car,679.827592 +OW15518,Washington,F,College,1595001.95,0.0,87.0,1,Personal Auto,Two-Door Car,46.041452 +CZ33664,Oregon,Unknown,Bachelor,252765.38,80744.0,63.0,0,Corporate Auto,Four-Door Car,11.879037 +WK30175,Oregon,Unknown,Bachelor,267209.58,52822.0,67.0,0,Corporate Auto,Two-Door Car,350.529033 +ON44465,California,Unknown,High School or Below,531329.4,0.0,77.0,1,Personal Auto,Four-Door Car,863.3947 +TV87155,Oregon,Unknown,Bachelor,2094619.25,69738.0,74.0,1,Personal Auto,Four-Door Car,492.127532 +KH48895,Arizona,Unknown,Master,837535.39,17780.0,109.0,0,Personal Auto,SUV,132.588288 +NZ30757,California,Unknown,Bachelor,480166.15,18107.0,62.0,0,Personal Auto,Four-Door Car,297.6 +RI22468,Arizona,Unknown,Bachelor,574594.33,57740.0,74.0,3,Personal Auto,Four-Door Car,269.905129 +FZ30935,Oregon,Unknown,College,606611.6,32627.0,76.0,0,Personal Auto,Two-Door Car,380.036697 +UG93476,California,Unknown,College,800230.83,0.0,107.0,0,Personal Auto,SUV,513.6 +AB96670,California,Unknown,College,239391.54,0.0,70.0,0,Personal Auto,Four-Door Car,425.266308 +XK64261,Oregon,Unknown,Bachelor,476281.79,65795.0,62.0,1,Corporate Auto,Two-Door Car,49.011099 +EV68375,California,Unknown,College,433038.6,60475.0,107.0,0,Personal Auto,Four-Door Car,513.6 +UN51653,California,Unknown,High School or Below,940272.98,0.0,130.0,0,Personal Auto,SUV,936.0 +TO96662,Oregon,Unknown,Bachelor,696669.45,41837.0,88.0,0,Personal Auto,Four-Door Car,142.062768 +MR52087,California,Unknown,Bachelor,769406.43,32303.0,65.0,0,Personal Auto,Four-Door Car,45.152521 +DE75225,Oregon,Unknown,High School or Below,871756.11,0.0,117.0,1,Personal Auto,SUV,561.6 +EP80820,California,Unknown,Bachelor,592874.85,40531.0,74.0,0,Personal Auto,Two-Door Car,30.567357 +GU99037,Oregon,Unknown,College,245297.73,79898.0,62.0,1,Corporate Auto,Four-Door Car,271.606799 +WI57118,California,Unknown,College,670157.17,56398.0,85.0,0,Personal Auto,Four-Door Car,408.0 +GP39118,Washington,M,High School or Below,499655.27,71600.0,63.0,0,Personal Auto,Two-Door Car,46.158117 +MQ14219,Arizona,Unknown,College,849269.88,27804.0,109.0,0,Personal Auto,SUV,784.8 +KN20603,Oregon,Unknown,Bachelor,771349.4,45506.0,66.0,2,Personal Auto,Four-Door Car,316.8 +SG20925,Washington,F,Master,518579.76,99428.0,6464.0,1,Personal Auto,Four-Door Car,48.046869 +JI70886,California,Unknown,High School or Below,729006.98,0.0,102.0,1,Corporate Auto,SUV,489.6 +VF72557,Oregon,Unknown,High School or Below,477294.38,20993.0,133.0,0,Personal Auto,SUV,638.4 +OX28638,Arizona,Unknown,High School or Below,680649.14,37839.0,86.0,0,Personal Auto,Two-Door Car,465.633954 +SK55033,California,Unknown,Bachelor,246978.13,92711.0,62.0,0,Personal Auto,Two-Door Car,368.400146 +OO88645,California,Unknown,College,310392.3,74665.0,78.0,2,Corporate Auto,Four-Door Car,236.902001 +FM14335,Washington,F,College,1048491.54,61108.0,89.0,0,Personal Auto,Four-Door Car,49.451117 +CW82151,California,Unknown,Bachelor,890273.76,46833.0,112.0,0,Personal Auto,Luxury,64.109663 +DY22043,Oregon,Unknown,High School or Below,549944.72,88768.0,68.0,0,Personal Auto,Two-Door Car,326.4 +SH36774,California,Unknown,High School or Below,1502359.86,28262.0,192.0,0,Personal Auto,Luxury,921.6 +EM43724,Nevada,Unknown,Bachelor,250910.79,33555.0,63.0,0,Personal Auto,Four-Door Car,101.89645 +FH85960,Oregon,Unknown,College,3122174.81,42780.0,113.0,1,Personal Auto,Four-Door Car,542.4 +XA55993,Oregon,Unknown,Master,313350.34,58850.0,78.0,0,Personal Auto,Four-Door Car,143.747794 +GO36627,Arizona,Unknown,College,383745.19,21880.0,97.0,0,Special Auto,Four-Door Car,424.077159 +QH48047,Oregon,Unknown,College,1179049.62,25251.0,66.0,0,Personal Auto,Four-Door Car,316.8 +HS28694,Washington,F,High School or Below,282986.39,25317.0,71.0,0,Personal Auto,Two-Door Car,50.422181 +UH65059,Arizona,Unknown,High School or Below,430580.83,24188.0,109.0,0,Personal Auto,Luxury,523.2 +FV21968,Nevada,Unknown,Bachelor,597397.69,41611.0,74.0,0,Special Auto,Four-Door Car,113.801497 +QA87025,Oregon,Unknown,Bachelor,567044.24,28406.0,72.0,1,Personal Auto,Four-Door Car,192.87572 +TQ13499,Arizona,Unknown,College,473174.93,69833.0,118.0,0,Personal Auto,Four-Door Car,828.662719 +BU44523,Arizona,Unknown,High School or Below,802637.96,0.0,74.0,0,Corporate Auto,Four-Door Car,532.8 +MS41162,Arizona,Unknown,High School or Below,402296.35,0.0,117.0,0,Personal Auto,SUV,975.107098 +PU25891,Oregon,Unknown,High School or Below,961831.09,80536.0,119.0,0,Special Auto,Luxury,53.798708 +LH92841,Washington,F,Bachelor,725595.38,88891.0,89.0,0,Personal Auto,Four-Door Car,50.528355 +SX26335,Oregon,Unknown,College,955292.69,97732.0,79.0,0,Personal Auto,Four-Door Car,289.9122 +AZ95587,Arizona,F,Bachelor,1038855.32,61222.0,89.0,0,Special Auto,Four-Door Car,392.604371 +DS81757,Oregon,M,College,247012.12,0.0,74.0,0,Personal Auto,Two-Door Car,721.242206 +OJ94107,Arizona,M,Master,561906.85,50335.0,140.0,0,Personal Auto,SUV,456.52385 +LP84436,California,F,High School or Below,904711.92,0.0,127.0,0,Personal Auto,Luxury,1087.995426 +FF22360,Washington,F,Doctor,268731.41,82210.0,68.0,4,Personal Auto,Four-Door Car,51.961915 +LM19287,Oregon,F,High School or Below,373150.46,0.0,96.0,0,Personal Auto,Four-Door Car,460.8 +ZU18643,Nevada,M,Bachelor,366077.03,64495.0,92.0,0,Corporate Auto,Four-Door Car,251.992083 +AZ82578,California,F,College,792882.93,0.0,72.0,0,Corporate Auto,Four-Door Car,345.6 +XC67861,Arizona,F,Bachelor,501175.16,28859.0,67.0,3,Corporate Auto,Two-Door Car,321.6 +YC43143,Arizona,F,High School or Below,798825.83,77330.0,99.0,0,Personal Auto,Four-Door Car,99.257608 +EK59571,Oregon,M,College,388545.64,0.0,105.0,0,Corporate Auto,Four-Door Car,504.0 +PA38372,Washington,F,High School or Below,935773.78,33060.0,117.0,0,Personal Auto,Four-Door Car,56.731578 +RO18530,Washington,M,Master,254068.98,42557.0,65.0,0,Personal Auto,Four-Door Car,57.562324 +PD27940,Arizona,M,High School or Below,488516.25,26372.0,126.0,0,Personal Auto,SUV,604.8 +BS77946,Arizona,F,Bachelor,975330.71,17514.0,127.0,0,Personal Auto,SUV,8.312729 +YM50253,California,F,Bachelor,294615.37,89270.0,74.0,0,Personal Auto,Four-Door Car,316.599228 +NR15332,California,M,High School or Below,258111.09,29757.0,65.0,0,Personal Auto,Four-Door Car,312.0 +RC62865,Oregon,M,College,351738.58,51814.0,92.0,0,Personal Auto,Four-Door Car,56.300724 +CC15295,Oregon,F,Bachelor,974335.01,24028.0,82.0,0,Personal Auto,Four-Door Car,393.6 +KA61892,Arizona,M,College,387364.7,28142.0,105.0,0,Personal Auto,Luxury,701.708239 +OS94884,Arizona,F,Bachelor,764928.2,52705.0,64.0,1,Personal Auto,Two-Door Car,128.705563 +ND87334,California,M,High School or Below,228759.69,0.0,63.0,0,Corporate Auto,Two-Door Car,679.368378 +OY51402,Washington,F,High School or Below,825576.39,54040.0,103.0,0,Personal Auto,SUV,59.987126 +YL74911,California,F,College,871492.21,0.0,118.0,0,Personal Auto,SUV,566.4 +GK92563,Washington,F,Doctor,681923.12,22492.0,85.0,0,Personal Auto,Two-Door Car,61.654262 +HL53154,California,M,Bachelor,741619.73,0.0,77.0,2,Personal Auto,Four-Door Car,554.4 +RI78966,Oregon,M,Master,777115.9,21876.0,68.0,0,Personal Auto,Four-Door Car,465.41477 +IC13702,California,F,Bachelor,696834.19,0.0,69.0,1,Personal Auto,Four-Door Car,496.8 +BE10809,California,F,High School or Below,425028.26,0.0,61.0,1,Personal Auto,Four-Door Car,292.8 +HT87217,Oregon,F,High School or Below,1977656.65,70699.0,82.0,0,Personal Auto,Four-Door Car,256.813837 +TH95618,California,F,High School or Below,2134346.6,0.0,74.0,1,Personal Auto,Four-Door Car,355.2 +TS19868,California,M,College,241313.97,27501.0,63.0,0,Personal Auto,Four-Door Car,542.319401 +LP45550,Oregon,F,Doctor,1536384.72,15897.0,101.0,0,Personal Auto,Four-Door Car,303.148399 +QR87004,Nevada,F,College,845696.19,25141.0,73.0,1,Personal Auto,Four-Door Car,25.438063 +OE75747,Nevada,F,College,218964.25,0.0,61.0,3,Personal Auto,Four-Door Car,292.8 +DX91392,California,M,High School or Below,578018.22,51066.0,74.0,0,Personal Auto,Four-Door Car,787.993313 +AB72731,California,F,Bachelor,463998.16,28358.0,117.0,0,Personal Auto,Luxury,84.024413 +GX84338,Washington,F,Doctor,382443.13,62530.0,95.0,0,Personal Auto,Four-Door Car,61.693771 +IS12901,Arizona,F,Bachelor,596811.89,90972.0,74.0,0,Personal Auto,Two-Door Car,232.926145 +BN90616,Washington,F,Bachelor,859033.5,63110.0,72.0,0,Personal Auto,Four-Door Car,68.179721 +HH90090,California,F,Bachelor,407663.47,29549.0,104.0,0,Personal Auto,Luxury,710.433775 +IU25463,California,F,Bachelor,1225260.18,0.0,115.0,1,Personal Auto,Four-Door Car,552.0 +KC11055,Nevada,F,Bachelor,1693627.15,39411.0,217.0,2,Personal Auto,Luxury,1122.658899 +PD33979,Oregon,M,High School or Below,489243.55,21709.0,62.0,0,Personal Auto,Four-Door Car,408.374746 +NK71023,Nevada,M,Bachelor,994230.48,67890.0,85.0,0,Personal Auto,Four-Door Car,408.0 +AB13432,California,M,Bachelor,373583.81,0.0,110.0,0,Personal Auto,SUV,792.0 +OZ97704,California,F,High School or Below,1311752.22,84311.0,111.0,4,Personal Auto,SUV,532.8 +UF46533,California,F,College,457452.41,99316.0,114.0,0,Corporate Auto,SUV,754.358929 +XP47431,Arizona,F,Bachelor,547006.06,54507.0,138.0,0,Personal Auto,SUV,702.990032 +GK73582,California,F,Bachelor,297884.6,64586.0,76.0,0,Personal Auto,Four-Door Car,206.837111 +RV98763,Oregon,M,College,641096.75,61709.0,82.0,2,Personal Auto,Four-Door Car,275.395894 +II62831,California,M,Master,447902.31,94656.0,111.0,1,Special Auto,SUV,459.738128 +XK33449,California,F,High School or Below,238373.19,0.0,69.0,0,Special Auto,Two-Door Car,496.8 +TR85083,California,M,Bachelor,276449.37,61085.0,70.0,1,Personal Auto,Two-Door Car,336.0 +EO95328,Oregon,F,Bachelor,792010.54,89284.0,67.0,3,Personal Auto,Two-Door Car,321.6 +EN21086,Arizona,F,High School or Below,688909.8,0.0,63.0,0,Personal Auto,Four-Door Car,302.4 +YL83902,Washington,F,Bachelor,327419.46,31686.0,81.0,0,Personal Auto,Four-Door Car,430.994107 +AZ62651,Oregon,M,High School or Below,995170.77,56855.0,255.0,0,Corporate Auto,Luxury,1836.0 +ZW25874,Oregon,M,Bachelor,252155.57,53703.0,67.0,2,Special Auto,Four-Door Car,67.632476 +EH41854,Washington,F,High School or Below,2370611.34,0.0,96.0,1,Personal Auto,Two-Door Car,844.481918 +MW70227,California,M,College,604702.52,20396.0,76.0,1,Personal Auto,Four-Door Car,364.8 +SL22297,California,F,Master,1114030.25,27679.0,150.0,0,Personal Auto,SUV,722.486994 +RV14138,Nevada,F,Bachelor,433406.41,23904.0,123.0,3,Personal Auto,SUV,590.4 +UO62808,Arizona,F,High School or Below,279974.79,65351.0,69.0,0,Corporate Auto,Four-Door Car,481.027516 +ZX64745,California,M,College,792313.66,0.0,113.0,0,Personal Auto,SUV,1124.427734 +FL34139,California,M,High School or Below,368811.09,0.0,63.0,3,Personal Auto,Four-Door Car,669.682001 +TS11219,California,M,College,1206745.6,0.0,116.0,0,Personal Auto,SUV,1284.093173 +XX12304,California,F,College,292497.67,64459.0,72.0,0,Personal Auto,Four-Door Car,240.259479 +SD64087,California,M,College,1501409.27,32961.0,190.0,0,Corporate Auto,SUV,912.0 +OY38576,Oregon,F,High School or Below,927723.38,71416.0,116.0,0,Corporate Auto,SUV,556.8 +BG76355,Washington,F,Bachelor,627412.39,68964.0,78.0,0,Personal Auto,Four-Door Car,115.086827 +IP66913,California,M,High School or Below,388664.74,78108.0,98.0,0,Personal Auto,Two-Door Car,470.4 +LE95702,California,M,College,438627.76,10621.0,67.0,0,Special Auto,Four-Door Car,321.6 +KX54357,Washington,M,College,1136526.77,84910.0,95.0,0,Corporate Auto,Two-Door Car,383.167471 +EZ78112,California,F,High School or Below,561096.43,77493.0,70.0,0,Special Auto,Four-Door Car,307.963291 +XN16891,Arizona,M,College,291289.2,81097.0,74.0,0,Personal Auto,Four-Door Car,355.2 +XK31350,Oregon,F,College,691572.99,96610.0,85.0,0,Corporate Auto,Four-Door Car,520.364752 +CC30924,Oregon,M,College,626266.33,30110.0,159.0,0,Corporate Auto,Luxury,466.436375 +IT78748,Oregon,F,High School or Below,650339.7,22081.0,84.0,0,Special Auto,Two-Door Car,451.670309 +KY33386,Washington,F,High School or Below,800739.94,0.0,112.0,0,Personal Auto,Luxury,537.6 +CO44221,California,M,College,292991.65,98473.0,72.0,0,Personal Auto,Four-Door Car,345.6 +LK60013,Oregon,F,Bachelor,596955.3,97431.0,74.0,0,Personal Auto,Four-Door Car,355.2 +DE21533,California,M,Bachelor,547315.99,93870.0,69.0,0,Personal Auto,Four-Door Car,331.2 +YS94121,Nevada,M,High School or Below,564539.67,50366.0,72.0,0,Personal Auto,Four-Door Car,428.734656 +UK68427,Washington,M,High School or Below,636926.24,34498.0,83.0,0,Personal Auto,Two-Door Car,398.4 +TE49565,Oregon,F,College,1183376.73,16552.0,103.0,0,Personal Auto,SUV,494.4 +RA88421,Oregon,F,College,612110.79,26787.0,77.0,0,Personal Auto,Four-Door Car,369.6 +KQ51983,Nevada,M,College,515936.97,0.0,74.0,0,Personal Auto,Two-Door Car,831.752839 +CD88896,Nevada,F,High School or Below,251459.2,43860.0,65.0,0,Corporate Auto,Four-Door Car,156.124914 +YV22553,Arizona,M,High School or Below,866861.13,21474.0,114.0,2,Corporate Auto,SUV,373.428187 +WU14435,California,M,Bachelor,496096.54,18174.0,66.0,0,Corporate Auto,Four-Door Car,395.934815 +XV84099,Arizona,F,Bachelor,550413.9,0.0,73.0,0,Corporate Auto,Four-Door Car,350.4 +RI24911,Arizona,M,College,750745.54,60920.0,64.0,0,Personal Auto,Two-Door Car,231.201886 +KO26461,Arizona,M,High School or Below,3226985.14,41520.0,90.0,0,Personal Auto,Four-Door Car,289.904105 +HI14283,Oregon,F,Bachelor,565703.16,0.0,152.0,0,Personal Auto,SUV,729.6 +PT50227,Arizona,M,High School or Below,506175.79,0.0,68.0,0,Personal Auto,Two-Door Car,326.4 +BH36570,California,M,Bachelor,591278.38,72208.0,73.0,0,Personal Auto,Two-Door Car,350.4 +TX17484,California,F,Bachelor,1518227.98,53863.0,63.0,0,Personal Auto,Four-Door Car,105.765111 +CT41158,Washington,M,College,1074703.09,66446.0,136.0,0,Corporate Auto,SUV,639.464548 +AO87348,Washington,M,College,205062.35,0.0,61.0,0,Personal Auto,Four-Door Car,292.8 +DE55857,Washington,F,Bachelor,246544.49,64997.0,63.0,1,Personal Auto,Four-Door Car,383.442328 +LF66923,Nevada,F,High School or Below,534312.13,64460.0,66.0,0,Corporate Auto,Two-Door Car,316.8 +CN24514,Arizona,F,College,811982.91,46618.0,67.0,0,Personal Auto,Four-Door Car,99.085943 +UW32074,Oregon,F,College,460526.52,0.0,64.0,0,Corporate Auto,Four-Door Car,307.2 +HP36979,California,M,College,640878.56,49988.0,84.0,5,Personal Auto,Two-Door Car,566.935022 +PP40919,California,F,College,237653.35,0.0,91.0,5,Personal Auto,Two-Door Car,436.8 +RO73268,California,M,Bachelor,321107.0,16269.0,86.0,0,Corporate Auto,Two-Door Car,412.8 +HO61691,Arizona,F,Bachelor,509452.23,72006.0,64.0,0,Personal Auto,Four-Door Car,307.2 +BS13062,Arizona,F,High School or Below,2575527.82,0.0,81.0,2,Personal Auto,Four-Door Car,388.8 +FO35655,Oregon,M,Bachelor,867222.97,0.0,245.0,0,Corporate Auto,Luxury,2345.413441 +HR10526,California,M,Master,804473.07,44320.0,67.0,0,Personal Auto,Four-Door Car,321.6 +IA63417,Arizona,F,High School or Below,400151.91,19782.0,108.0,0,Personal Auto,Two-Door Car,773.470977 +BH35016,Nevada,F,Bachelor,1670611.7,63933.0,70.0,0,Personal Auto,Two-Door Car,424.883448 +PK52952,Arizona,M,Doctor,854441.11,28224.0,109.0,0,Personal Auto,SUV,523.2 +OD76309,Washington,F,College,780531.29,21073.0,106.0,1,Personal Auto,SUV,508.8 +IL28481,Oregon,M,Bachelor,611275.69,63243.0,77.0,0,Personal Auto,Four-Door Car,364.240307 +GY55092,Nevada,M,High School or Below,477294.38,20993.0,133.0,0,Personal Auto,SUV,638.4 +UF33451,Oregon,F,Bachelor,1097909.56,94827.0,135.0,0,Personal Auto,SUV,354.729129 +CF15558,California,F,Master,500426.38,39161.0,63.0,1,Personal Auto,Two-Door Car,283.995953 +JM62924,Washington,M,Bachelor,1322304.38,37534.0,84.0,2,Personal Auto,Four-Door Car,403.2 +EM66435,Oregon,F,Bachelor,262331.54,80210.0,65.0,0,Corporate Auto,Four-Door Car,20.543176 +QX45933,California,M,Bachelor,1784019.56,0.0,62.0,0,Personal Auto,Four-Door Car,385.115437 +JI71369,California,F,College,510611.18,30110.0,64.0,0,Personal Auto,Four-Door Car,140.165035 +JU93290,Arizona,F,College,1793060.45,21708.0,68.0,0,Personal Auto,Four-Door Car,326.4 +GU66096,Arizona,M,High School or Below,545734.26,94731.0,67.0,0,Personal Auto,Four-Door Car,321.6 +UC33108,California,M,Bachelor,656364.41,32375.0,83.0,0,Personal Auto,Four-Door Car,398.4 +LW93867,Oregon,M,College,481252.52,16531.0,63.0,0,Corporate Auto,Four-Door Car,102.879769 +OU78470,Arizona,F,Master,2932804.19,32006.0,94.0,0,Corporate Auto,Four-Door Car,56.868289 +XW90265,Arizona,F,Bachelor,577352.07,81676.0,72.0,0,Personal Auto,Two-Door Car,463.158502 +HS67749,California,M,College,684711.89,71038.0,86.0,0,Corporate Auto,Four-Door Car,205.444066 +VZ51506,Arizona,F,High School or Below,359531.29,0.0,103.0,0,Corporate Auto,Luxury,741.6 +UI64281,Nevada,F,Master,2285561.21,20832.0,65.0,0,Personal Auto,Two-Door Car,56.371967 +AE98193,Washington,M,High School or Below,785941.46,0.0,113.0,0,Personal Auto,SUV,813.6 +AZ74055,Oregon,M,High School or Below,411557.74,52405.0,103.0,0,Personal Auto,Four-Door Car,494.4 +XS76911,Arizona,F,High School or Below,502963.88,0.0,133.0,0,Personal Auto,Luxury,795.864079 +AY40674,Washington,F,Bachelor,482141.85,26583.0,1005.0,4,Personal Auto,SUV,614.4 +NA12740,Oregon,M,Master,500431.05,25486.0,65.0,0,Special Auto,Two-Door Car,72.438681 +UA84837,Arizona,M,College,863005.39,24065.0,111.0,0,Corporate Auto,Four-Door Car,532.8 +DJ51510,Arizona,F,High School or Below,932208.51,70435.0,116.0,0,Personal Auto,Four-Door Car,67.881546 +VM58985,California,M,College,1672756.06,0.0,76.0,2,Personal Auto,Two-Door Car,402.636829 +OH60605,Oregon,F,High School or Below,365253.24,39679.0,92.0,0,Personal Auto,Two-Door Car,641.388616 +UO98052,Nevada,M,College,615860.12,0.0,89.0,0,Personal Auto,Four-Door Car,342.481173 +NC53424,California,M,Bachelor,437608.4,0.0,69.0,4,Personal Auto,Two-Door Car,331.2 +LQ13873,Nevada,M,High School or Below,556945.62,53565.0,71.0,1,Personal Auto,Four-Door Car,340.8 +LA97014,Washington,M,Bachelor,257651.3,37574.0,66.0,1,Personal Auto,Two-Door Car,412.101933 +NB79936,Washington,M,Bachelor,834698.32,48259.0,108.0,0,Personal Auto,Two-Door Car,73.700573 +NT89061,Arizona,F,High School or Below,632392.39,78532.0,78.0,0,Personal Auto,Four-Door Car,374.4 +AF10970,Arizona,F,Bachelor,597314.34,96163.0,73.0,0,Corporate Auto,Four-Door Car,350.4 +ZG48513,California,M,Bachelor,470667.7,0.0,72.0,0,Personal Auto,Four-Door Car,345.6 +JQ59145,California,M,High School or Below,809341.03,0.0,114.0,1,Personal Auto,Luxury,722.024742 +FE84989,Washington,M,College,503574.46,72672.0,63.0,0,Personal Auto,Four-Door Car,259.361117 +JT52858,Oregon,F,Bachelor,902786.72,99002.0,112.0,1,Personal Auto,Four-Door Car,537.6 +MC62068,California,M,High School or Below,728888.48,79494.0,91.0,0,Personal Auto,Four-Door Car,396.295614 +EU27538,Oregon,M,Master,1804247.94,35704.0,225.0,0,Personal Auto,Luxury,358.281562 +RH42306,Arizona,F,Bachelor,499206.3,0.0,71.0,0,Corporate Auto,Four-Door Car,653.388564 +US23612,Oregon,F,High School or Below,910226.78,26049.0,118.0,0,Personal Auto,Two-Door Car,121.032372 +WV76014,Arizona,M,Doctor,254040.77,70125.0,64.0,0,Special Auto,Four-Door Car,92.813396 +RK96223,California,M,College,1294189.19,52369.0,110.0,1,Personal Auto,SUV,528.0 +MF82000,Washington,F,Bachelor,236534.86,0.0,66.0,2,Special Auto,Four-Door Car,159.636956 +FM46980,Arizona,M,College,572076.51,41770.0,72.0,0,Personal Auto,Four-Door Car,476.156957 +SY56792,Oregon,M,High School or Below,703553.41,0.0,101.0,0,Corporate Auto,Four-Door Car,727.2 +RF61565,California,M,College,263697.77,31911.0,67.0,0,Personal Auto,Four-Door Car,321.6 +IM94808,Nevada,M,Bachelor,539583.2,70051.0,68.0,0,Corporate Auto,Four-Door Car,42.078345 +VI14730,Oregon,M,High School or Below,838263.01,19683.0,117.0,1,Personal Auto,Luxury,561.6 +YR34119,Washington,F,College,3116174.52,30916.0,112.0,0,Personal Auto,SUV,200.11606 +RR77985,Oregon,F,Bachelor,288774.23,0.0,80.0,0,Personal Auto,Four-Door Car,676.944023 +QD28391,Washington,M,College,742584.53,84302.0,62.0,0,Personal Auto,Four-Door Car,76.609295 +WV17090,California,M,Bachelor,2558572.78,0.0,116.0,0,Corporate Auto,SUV,830.623064 +TM23514,Oregon,M,College,1027260.82,60145.0,132.0,0,Personal Auto,SUV,580.473259 +MQ68407,Oregon,F,Bachelor,437636.36,63774.0,111.0,0,Personal Auto,Four-Door Car,60.036683 +GJ59592,California,F,Bachelor,531889.66,25134.0,67.0,0,Corporate Auto,Four-Door Car,321.6 +FY56083,Oregon,M,Bachelor,471976.22,37057.0,61.0,1,Personal Auto,Four-Door Car,47.53101 +UA94723,Oregon,F,High School or Below,442803.16,58577.0,110.0,0,Personal Auto,SUV,303.872752 +FW91032,California,M,High School or Below,587917.61,85857.0,73.0,0,Corporate Auto,Four-Door Car,100.620067 +DE34457,Oregon,F,Doctor,941690.85,70602.0,116.0,0,Personal Auto,SUV,481.339891 +HD32044,Oregon,F,Master,828815.56,33816.0,106.0,2,Corporate Auto,Four-Door Car,508.8 +HH30454,Oregon,M,Bachelor,3265483.83,0.0,153.0,0,Personal Auto,SUV,1101.6 +AH84063,Oregon,F,College,471945.01,89642.0,121.0,4,Corporate Auto,SUV,86.320022 +QA17596,California,F,Bachelor,390347.48,60068.0,98.0,0,Personal Auto,Two-Door Car,470.4 +XI41052,California,F,Bachelor,545725.97,50044.0,139.0,0,Personal Auto,SUV,667.2 +DI30528,California,F,Master,272535.64,36650.0,69.0,1,Personal Auto,Four-Door Car,56.60333 +SC66359,Arizona,F,College,443397.37,50653.0,110.0,0,Corporate Auto,SUV,262.865172 +EN61670,Arizona,F,Doctor,533246.27,68931.0,66.0,0,Personal Auto,Four-Door Car,309.577946 +DQ10761,Oregon,M,Bachelor,231509.5,0.0,73.0,1,Corporate Auto,Four-Door Car,350.4 +BQ51587,California,F,College,541195.37,0.0,73.0,0,Personal Auto,Four-Door Car,365.364581 +JE21522,California,M,Bachelor,958733.23,39266.0,80.0,0,Personal Auto,Four-Door Car,384.0 +WS47147,California,M,College,2210350.72,0.0,102.0,0,Personal Auto,SUV,489.6 +ZA64638,Nevada,F,High School or Below,976494.53,0.0,98.0,1,Personal Auto,Four-Door Car,705.6 +EW38459,Nevada,F,Bachelor,256715.15,40864.0,65.0,0,Corporate Auto,Four-Door Car,9.51528 +QW87316,Oregon,F,College,265062.28,39035.0,68.0,0,Personal Auto,Four-Door Car,244.564334 +IC43478,California,M,Bachelor,1126436.33,34923.0,98.0,0,Personal Auto,Two-Door Car,639.105556 +TE34064,California,M,High School or Below,216852.35,0.0,63.0,0,Personal Auto,Four-Door Car,453.6 +WU60905,California,F,High School or Below,861066.75,0.0,111.0,0,Corporate Auto,SUV,532.8 +YM18992,California,F,College,283464.62,24506.0,71.0,0,Personal Auto,Two-Door Car,511.2 +PD55753,Oregon,M,High School or Below,893013.97,0.0,82.0,0,Personal Auto,Four-Door Car,554.522969 +KU56006,Arizona,F,College,553638.7,52220.0,70.0,1,Personal Auto,Four-Door Car,336.0 +MJ69973,Arizona,M,High School or Below,284085.43,0.0,74.0,0,Personal Auto,Two-Door Car,402.449823 +TW43626,California,M,College,808288.1,53554.0,67.0,0,Personal Auto,Four-Door Car,327.020539 +XX84133,California,M,Bachelor,525473.43,34476.0,67.0,1,Corporate Auto,Four-Door Car,5.3953 +ZW84453,Arizona,F,Bachelor,511623.76,0.0,70.0,0,Personal Auto,Four-Door Car,131.401291 +HO29524,California,M,College,303464.7,68205.0,76.0,0,Personal Auto,Two-Door Car,99.382943 +VE89726,California,F,High School or Below,802489.99,0.0,119.0,1,Personal Auto,SUV,856.8 +GE87503,California,M,High School or Below,1821114.32,53690.0,154.0,0,Personal Auto,SUV,739.2 +PX90263,Oregon,M,High School or Below,512156.33,0.0,72.0,0,Personal Auto,Four-Door Car,518.4 +NI17718,California,F,High School or Below,215017.86,0.0,61.0,0,Personal Auto,Four-Door Car,292.8 +FY32213,California,F,High School or Below,559538.99,74454.0,71.0,0,Personal Auto,Four-Door Car,340.8 +RZ13254,Nevada,F,Bachelor,756282.4,0.0,73.0,0,Personal Auto,Four-Door Car,350.4 +GN45013,Oregon,M,High School or Below,538585.32,29664.0,71.0,0,Personal Auto,Four-Door Car,340.8 +NM39588,Washington,F,Doctor,267805.83,72450.0,66.0,0,Corporate Auto,Four-Door Car,84.218363 +KU84464,Nevada,F,Bachelor,942256.79,47272.0,79.0,3,Personal Auto,Four-Door Car,64.546877 +YH43527,Oregon,F,College,360586.03,21585.0,92.0,0,Corporate Auto,Four-Door Car,441.6 +RO30676,California,F,College,776259.06,23827.0,106.0,2,Personal Auto,Four-Door Car,37.910623 +QL59704,Arizona,F,College,2344490.05,69906.0,74.0,2,Corporate Auto,Four-Door Car,202.860399 +QH19450,California,F,High School or Below,255817.82,0.0,72.0,0,Corporate Auto,Four-Door Car,345.6 +SA54664,Washington,M,Master,265438.1,73196.0,66.0,1,Personal Auto,Four-Door Car,85.809817 +CI38330,Washington,M,Bachelor,254978.61,72217.0,6464.0,0,Personal Auto,Four-Door Car,91.146661 +WB38524,California,M,High School or Below,296959.33,46131.0,74.0,0,Personal Auto,Two-Door Car,355.2 +CE56187,Oregon,F,Master,436312.46,54514.0,109.0,3,Personal Auto,SUV,286.234931 +JL19416,California,F,High School or Below,588430.86,0.0,161.0,0,Personal Auto,SUV,1159.2 +JZ61422,Nevada,F,College,527219.16,96668.0,66.0,0,Personal Auto,Four-Door Car,316.8 +LA13377,California,M,Doctor,550989.57,78879.0,69.0,1,Personal Auto,Four-Door Car,466.570791 +NC99948,Nevada,M,College,1631368.35,0.0,69.0,0,Personal Auto,Four-Door Car,331.2 +QD34785,Arizona,F,Bachelor,567805.02,0.0,76.0,0,Personal Auto,Four-Door Car,364.8 +RO26085,California,F,Bachelor,1210120.88,0.0,112.0,0,Personal Auto,Luxury,1252.406235 +ES57969,Oregon,M,Bachelor,245357.08,29735.0,69.0,0,Personal Auto,Four-Door Car,331.2 +JK55587,California,M,High School or Below,507566.27,23082.0,65.0,0,Special Auto,Four-Door Car,312.0 +RN97635,Arizona,M,Bachelor,321497.94,53984.0,80.0,0,Corporate Auto,Four-Door Car,421.484456 +BI76326,California,F,College,1227534.31,52135.0,156.0,0,Personal Auto,SUV,430.505942 +JA34909,California,F,College,272221.07,17576.0,71.0,0,Corporate Auto,Four-Door Car,398.502948 +OJ90342,Oregon,F,Bachelor,245744.09,29486.0,62.0,0,Personal Auto,Four-Door Car,7.646763 +CM88932,Oregon,F,Master,355484.53,58557.0,88.0,0,Corporate Auto,Four-Door Car,55.510526 +JJ97525,California,M,Bachelor,492954.97,25632.0,63.0,0,Personal Auto,Two-Door Car,351.270869 +XV21647,California,F,High School or Below,803645.03,0.0,112.0,0,Personal Auto,Luxury,806.4 +MC83487,Arizona,M,Bachelor,427691.53,18768.0,68.0,3,Corporate Auto,Four-Door Car,647.454583 +BL90769,California,F,Bachelor,3347334.95,33190.0,106.0,0,Personal Auto,SUV,508.8 +CR57148,Oregon,F,Master,596058.14,47945.0,74.0,0,Personal Auto,Two-Door Car,128.43823 +CP85232,Arizona,M,College,4479546.94,58778.0,126.0,0,Special Auto,SUV,302.033971 +YL74732,California,F,High School or Below,383211.81,15192.0,100.0,0,Personal Auto,SUV,480.0 +FG16766,California,F,Bachelor,683793.26,51859.0,171.0,0,Personal Auto,SUV,1003.160633 +NV55438,Nevada,F,High School or Below,528526.82,23422.0,72.0,0,Personal Auto,Two-Door Car,518.4 +RM10880,California,F,College,309651.12,21604.0,79.0,0,Corporate Auto,Four-Door Car,379.2 +GL56175,Arizona,M,College,358971.07,79298.0,90.0,0,Personal Auto,Four-Door Car,244.362072 +UK52289,Arizona,F,Bachelor,258240.85,76731.0,64.0,0,Special Auto,Four-Door Car,201.455005 +OT85112,Washington,M,College,340391.94,38460.0,88.0,1,Personal Auto,Four-Door Car,91.55098 +BC62782,Arizona,F,College,1357567.6,48534.0,115.0,1,Personal Auto,SUV,552.0 +TI19722,Washington,M,Doctor,343613.43,30817.0,88.0,0,Corporate Auto,Four-Door Car,91.834668 +JP30654,Oregon,F,College,2868582.79,48412.0,104.0,0,Personal Auto,SUV,707.430832 +UM45563,Washington,M,Bachelor,450267.97,68798.0,114.0,0,Personal Auto,SUV,92.915251 +EN60878,Oregon,M,Bachelor,618311.15,23712.0,85.0,0,Personal Auto,Four-Door Car,376.126419 +JF36291,California,M,College,387364.7,28142.0,105.0,0,Personal Auto,Luxury,701.708239 +BK59444,California,F,Master,1892933.06,72196.0,68.0,0,Personal Auto,Four-Door Car,152.184244 +MK70700,California,M,Master,555329.58,68197.0,69.0,0,Personal Auto,Four-Door Car,176.819414 +IW71076,California,M,Bachelor,501125.92,75248.0,63.0,0,Corporate Auto,Four-Door Car,104.454624 +AP98768,California,F,College,1044244.63,0.0,98.0,0,Personal Auto,Four-Door Car,941.718054 +OM24164,Nevada,M,Bachelor,219961.78,0.0,65.0,1,Personal Auto,Two-Door Car,468.0 +HR85211,Washington,F,Master,512317.09,89879.0,63.0,0,Personal Auto,Two-Door Car,94.030308 +VC87846,Oregon,M,High School or Below,748431.05,46998.0,96.0,0,Corporate Auto,Four-Door Car,460.8 +ZM92052,Oregon,M,Bachelor,261302.31,57099.0,67.0,0,Personal Auto,Two-Door Car,67.859881 +ON73702,Arizona,F,Bachelor,908063.97,33897.0,114.0,0,Corporate Auto,SUV,539.843003 +QQ90441,Nevada,F,High School or Below,1377097.62,59207.0,116.0,0,Personal Auto,Four-Door Car,556.8 +HU35721,Oregon,M,High School or Below,287682.29,40171.0,73.0,0,Personal Auto,Four-Door Car,350.4 +YP47665,Washington,M,Doctor,540891.15,80192.0,67.0,0,Personal Auto,Four-Door Car,95.193157 +FU99476,Washington,M,High School or Below,677030.68,74422.0,85.0,1,Personal Auto,Four-Door Car,95.338505 +AG85615,Oregon,M,College,2414387.56,0.0,87.0,0,Special Auto,Four-Door Car,626.4 +OY74069,Arizona,F,College,353805.95,0.0,67.0,5,Personal Auto,Four-Door Car,321.6 +DJ91267,Nevada,F,Bachelor,2909123.94,34226.0,244.0,0,Personal Auto,Luxury,494.395024 +KB72438,California,F,High School or Below,1983420.12,65989.0,123.0,1,Personal Auto,SUV,115.545086 +TR67616,Oregon,M,High School or Below,473136.7,30686.0,61.0,0,Corporate Auto,Four-Door Car,19.938981 +GF65731,California,F,Master,3553784.6,0.0,113.0,0,Personal Auto,Luxury,799.926741 +HB67642,Arizona,F,High School or Below,3461137.9,20090.0,109.0,0,Personal Auto,Luxury,523.2 +DP84567,California,M,High School or Below,2021630.88,0.0,183.0,0,Personal Auto,Luxury,878.4 +VV77534,Oregon,M,College,1397651.93,77094.0,176.0,0,Personal Auto,SUV,444.470676 +GL67540,California,F,College,590408.82,97413.0,73.0,0,Personal Auto,Four-Door Car,268.819985 +SV50502,Oregon,F,Master,559583.5,79189.0,69.0,0,Corporate Auto,Four-Door Car,331.2 +UK59698,California,F,High School or Below,229430.36,0.0,62.0,0,Personal Auto,Two-Door Car,297.6 +OA57352,Arizona,F,College,627391.19,18577.0,86.0,0,Personal Auto,Four-Door Car,412.8 +ZF84449,Oregon,F,College,372672.8,0.0,112.0,1,Special Auto,Luxury,806.4 +AX86150,Washington,M,High School or Below,265671.31,62777.0,67.0,0,Personal Auto,Two-Door Car,101.288069 +HG39060,Oregon,M,Bachelor,511068.08,0.0,74.0,0,Corporate Auto,Four-Door Car,532.8 +EM29359,Nevada,M,College,712659.65,17483.0,183.0,0,Personal Auto,Luxury,1317.6 +SF57173,Oregon,M,Master,460163.41,84394.0,114.0,0,Personal Auto,SUV,691.412378 +OT47603,Oregon,M,College,915523.97,0.0,127.0,0,Personal Auto,Luxury,804.811859 +SW31412,Oregon,F,College,1480805.62,41440.0,62.0,1,Personal Auto,Four-Door Car,297.6 +JS36322,Arizona,M,High School or Below,890167.84,0.0,136.0,1,Personal Auto,Luxury,1090.86434 +RE81445,Oregon,F,College,573459.82,98132.0,71.0,0,Personal Auto,Two-Door Car,50.587035 +RM24280,Oregon,F,High School or Below,417769.7,0.0,112.0,0,Personal Auto,Four-Door Car,537.6 +LC25393,California,M,Bachelor,2777628.91,88220.0,230.0,0,Personal Auto,Luxury,151.528482 +UX38930,Arizona,F,Master,1036434.75,58327.0,129.0,0,Personal Auto,SUV,347.075948 +HD95496,Oregon,M,Master,785190.14,25950.0,66.0,0,Personal Auto,Two-Door Car,271.697529 +RX24650,Oregon,M,High School or Below,477294.38,20993.0,133.0,0,Corporate Auto,SUV,638.4 +DW19309,Oregon,M,High School or Below,1422650.49,65726.0,177.0,0,Corporate Auto,SUV,849.6 +MT41386,Washington,M,Bachelor,287543.24,84768.0,72.0,0,Personal Auto,Two-Door Car,110.484661 +WZ40465,Washington,F,Bachelor,504129.96,36234.0,63.0,0,Personal Auto,Four-Door Car,113.534474 +DB42794,California,M,College,436293.12,58842.0,110.0,0,Personal Auto,Four-Door Car,528.0 +JB50798,Oregon,F,Master,962452.44,25629.0,124.0,2,Corporate Auto,Luxury,595.2 +IP69763,Washington,F,College,2191440.55,77311.0,181.0,0,Personal Auto,SUV,113.609508 +TE35785,California,M,Doctor,694842.22,0.0,196.0,2,Personal Auto,Luxury,1337.063487 +HX74855,Washington,M,High School or Below,247152.84,95697.0,61.0,0,Personal Auto,Two-Door Car,114.273025 +QN65180,Oregon,F,Bachelor,2190391.36,22254.0,79.0,0,Personal Auto,Four-Door Car,125.194389 +GE47180,Nevada,M,High School or Below,902882.14,65974.0,113.0,0,Personal Auto,Luxury,235.220971 +VQ38776,Oregon,F,College,530375.95,0.0,76.0,0,Personal Auto,Four-Door Car,395.34111 +BH86846,Washington,M,High School or Below,2070825.88,92079.0,65.0,1,Corporate Auto,Four-Door Car,114.798771 +IN17648,Nevada,M,High School or Below,512376.81,0.0,74.0,0,Personal Auto,Two-Door Car,772.798511 +DF95759,Oregon,M,College,949234.3,0.0,132.0,0,Personal Auto,SUV,633.6 +QG45324,Oregon,F,High School or Below,820486.32,0.0,73.0,0,Personal Auto,Four-Door Car,350.4 +MN61620,Arizona,F,College,987729.57,67752.0,131.0,4,Personal Auto,Luxury,168.517149 +YH86390,California,F,Bachelor,481500.97,25398.0,64.0,0,Corporate Auto,Four-Door Car,307.2 +FY13480,California,M,High School or Below,627701.17,0.0,88.0,0,Personal Auto,Four-Door Car,633.6 +YH61661,California,M,High School or Below,826063.98,33321.0,105.0,0,Special Auto,SUV,504.0 +NL93182,Nevada,M,Bachelor,254945.0,0.0,78.0,0,Corporate Auto,Four-Door Car,845.654042 +LN31673,Washington,Unknown,College,1131808.98,38923.0,99.0,2,Personal Auto,Four-Door Car,115.728852 +WE68644,Oregon,F,Bachelor,380392.18,20325.0,100.0,0,Personal Auto,Luxury,668.29397 +EZ30498,Oregon,M,Bachelor,863540.35,13129.0,117.0,0,Personal Auto,SUV,700.901632 +QY74517,Oregon,F,High School or Below,551055.9,0.0,73.0,0,Personal Auto,Four-Door Car,525.6 +NM88660,Nevada,M,Master,358588.41,49080.0,91.0,0,Corporate Auto,Four-Door Car,25.299 +MZ82036,Nevada,M,College,488925.28,42536.0,63.0,0,Personal Auto,Four-Door Car,375.330097 +ID20929,Oregon,M,Bachelor,275694.17,29926.0,74.0,0,Corporate Auto,Four-Door Car,418.233667 +EY50028,Nevada,M,Doctor,328954.74,0.0,86.0,0,Corporate Auto,Two-Door Car,398.240791 +TT82373,California,F,Bachelor,1093717.85,21450.0,138.0,0,Personal Auto,Luxury,938.513425 +OH64088,California,M,High School or Below,737556.79,33345.0,65.0,0,Corporate Auto,Four-Door Car,338.619869 +SK97780,California,F,Bachelor,1011077.82,15752.0,90.0,0,Corporate Auto,Two-Door Car,339.344531 +IO33050,Oregon,F,High School or Below,511941.43,40169.0,65.0,1,Personal Auto,Four-Door Car,302.818833 +XA55917,California,F,College,853383.2,26049.0,113.0,1,Personal Auto,SUV,619.165344 +JK32620,Nevada,M,College,222476.8,0.0,68.0,0,Personal Auto,Four-Door Car,326.4 +RQ19236,Arizona,M,Doctor,804280.38,55411.0,100.0,0,Personal Auto,Luxury,259.561195 +QC47433,Oregon,M,College,255443.71,12459.0,70.0,0,Personal Auto,Four-Door Car,336.0 +RA93608,Oregon,M,Bachelor,1807394.0,64620.0,76.0,1,Personal Auto,Two-Door Car,364.8 +XH97711,California,M,Bachelor,243050.66,83140.0,61.0,0,Corporate Auto,Four-Door Car,179.161843 +AU96286,Oregon,F,Bachelor,316765.84,0.0,92.0,0,Corporate Auto,Four-Door Car,662.4 +KC17170,Arizona,F,Bachelor,546560.4,54422.0,68.0,0,Corporate Auto,Four-Door Car,75.501852 +ZN47335,California,M,College,1035751.42,68309.0,131.0,0,Corporate Auto,SUV,306.983596 +EI46264,California,M,High School or Below,253781.39,56621.0,65.0,2,Personal Auto,Four-Door Car,84.026848 +EK87864,Arizona,F,College,282194.72,38977.0,70.0,0,Special Auto,Four-Door Car,139.489926 +GV45403,Arizona,M,Bachelor,775712.81,0.0,111.0,0,Corporate Auto,Two-Door Car,607.4459 +QK31192,Arizona,M,High School or Below,407913.27,0.0,114.0,0,Corporate Auto,Two-Door Car,631.124372 +LU89008,Arizona,F,College,595554.46,0.0,83.0,0,Personal Auto,Four-Door Car,628.023494 +NS10490,Oregon,F,Bachelor,1415861.36,83235.0,70.0,0,Personal Auto,Two-Door Car,336.0 +KL98495,Nevada,M,College,848723.8,0.0,74.0,0,Personal Auto,Two-Door Car,426.655599 +IU96845,Arizona,M,College,628547.69,32390.0,80.0,0,Personal Auto,Four-Door Car,91.417923 +QL93655,Oregon,F,High School or Below,1147348.15,66538.0,95.0,0,Personal Auto,Two-Door Car,317.844812 +PF40592,Washington,F,College,494263.06,23285.0,65.0,0,Personal Auto,Two-Door Car,118.446235 +LZ34046,Oregon,M,Bachelor,2359468.02,76358.0,66.0,0,Personal Auto,Four-Door Car,86.461582 +JC80093,Washington,M,Master,257250.66,21104.0,66.0,0,Personal Auto,Four-Door Car,118.454974 +YE88490,Arizona,F,College,538089.86,55350.0,67.0,0,Personal Auto,Four-Door Car,321.6 +YC80498,California,F,College,477055.09,12964.0,65.0,0,Personal Auto,Two-Door Car,362.774545 +AI85843,Arizona,F,Master,675665.14,33288.0,86.0,2,Personal Auto,Four-Door Car,221.856184 +XD66024,Arizona,F,College,593601.18,0.0,84.0,0,Personal Auto,Four-Door Car,980.169081 +FY51713,Arizona,F,Bachelor,357076.05,56168.0,88.0,0,Personal Auto,Four-Door Car,614.675906 +PH26378,California,M,College,601996.05,0.0,92.0,0,Personal Auto,Four-Door Car,662.4 +WQ18638,Oregon,M,High School or Below,542686.4,23105.0,69.0,0,Personal Auto,Two-Door Car,331.2 +KY14688,Oregon,F,Master,273031.38,36218.0,68.0,0,Personal Auto,Four-Door Car,145.252168 +TC97762,California,F,High School or Below,498268.14,52275.0,62.0,0,Corporate Auto,Four-Door Car,374.240783 +QC87108,Oregon,F,College,876926.68,49665.0,74.0,0,Personal Auto,Four-Door Car,355.2 +CX12134,Nevada,M,High School or Below,422061.35,32471.0,110.0,0,Personal Auto,Two-Door Car,528.0 +SM73248,Arizona,M,High School or Below,1153750.51,0.0,86.0,1,Corporate Auto,Two-Door Car,619.2 +CK19789,California,F,Master,588718.2,62773.0,73.0,0,Personal Auto,Four-Door Car,80.669257 +UV12583,California,F,College,470058.38,76694.0,117.0,0,Personal Auto,SUV,561.6 +JC11405,Oregon,M,High School or Below,1096395.72,55687.0,276.0,0,Personal Auto,Luxury,1324.8 +KA89683,Arizona,F,High School or Below,252317.12,0.0,70.0,0,Personal Auto,Four-Door Car,504.0 +BG85305,Nevada,M,Doctor,375780.47,36633.0,96.0,1,Personal Auto,Four-Door Car,460.8 +UQ87917,Oregon,M,High School or Below,1294173.35,77060.0,106.0,0,Personal Auto,SUV,468.566133 +XN11823,Nevada,F,Bachelor,376446.51,92600.0,94.0,0,Corporate Auto,Two-Door Car,842.43785 +OS46571,California,M,High School or Below,688955.7,0.0,66.0,0,Personal Auto,Four-Door Car,475.2 +PX17116,Nevada,M,College,362345.42,0.0,111.0,2,Corporate Auto,SUV,1171.93117 +RP19541,Arizona,M,College,758211.38,64801.0,64.0,0,Personal Auto,Four-Door Car,268.471802 +ZR25747,Oregon,F,College,827774.56,45257.0,103.0,0,Corporate Auto,Two-Door Car,494.4 +NQ86532,California,M,High School or Below,257645.56,26854.0,66.0,0,Personal Auto,Four-Door Car,475.2 +JY27336,Oregon,F,College,820538.79,85840.0,102.0,2,Corporate Auto,SUV,138.722385 +PB54378,Oregon,F,Doctor,1958246.89,26463.0,72.0,0,Corporate Auto,Four-Door Car,345.6 +SV38190,Nevada,F,Bachelor,648152.66,30689.0,81.0,0,Personal Auto,Four-Door Car,467.24802 +CV24005,Oregon,M,High School or Below,259931.09,29590.0,66.0,0,Corporate Auto,Two-Door Car,467.503236 +EX28656,Oregon,F,College,983033.76,25965.0,253.0,0,Personal Auto,Luxury,1214.4 +CF57022,Oregon,M,Bachelor,1044265.14,17269.0,139.0,0,Personal Auto,SUV,667.2 +GM16780,Oregon,M,College,3605753.7,90330.0,137.0,3,Corporate Auto,Luxury,192.085299 +BX94438,California,F,High School or Below,847003.68,0.0,113.0,0,Corporate Auto,SUV,619.973889 +RM41745,California,F,High School or Below,827878.65,0.0,110.0,0,Personal Auto,Four-Door Car,1002.782553 +XR70252,California,F,High School or Below,478893.26,0.0,67.0,1,Personal Auto,Two-Door Car,321.6 +YH92099,Arizona,F,Bachelor,308799.99,18558.0,80.0,0,Special Auto,Four-Door Car,384.0 +SG81493,Arizona,M,Bachelor,444373.62,46384.0,113.0,0,Corporate Auto,Four-Door Car,251.774574 +ZX23819,Oregon,F,High School or Below,798408.65,0.0,72.0,0,Personal Auto,Two-Door Car,866.208321 +FJ54907,Oregon,F,College,718097.1,42303.0,180.0,0,Personal Auto,Luxury,1210.920949 +CU26127,California,F,Bachelor,1565603.43,71731.0,130.0,0,Corporate Auto,SUV,599.648466 +YH60476,Oregon,M,High School or Below,578018.22,51066.0,74.0,0,Corporate Auto,Four-Door Car,787.993313 +ZZ97035,California,M,College,2071494.04,0.0,203.0,0,Corporate Auto,Luxury,2027.724442 +GE82737,Nevada,F,Bachelor,533735.24,0.0,86.0,3,Personal Auto,Four-Door Car,619.2 +KY21873,Arizona,M,College,505082.62,0.0,69.0,0,Personal Auto,Two-Door Car,72.852047 +UA51318,Arizona,F,High School or Below,511662.4,26173.0,68.0,1,Corporate Auto,Four-Door Car,449.819671 +BV55014,Oregon,M,Bachelor,726873.7,24445.0,63.0,0,Personal Auto,Two-Door Car,302.4 +HX21307,Oregon,M,College,261661.39,72302.0,66.0,0,Personal Auto,Two-Door Car,316.8 +LQ68252,Oregon,M,High School or Below,373843.62,27208.0,102.0,0,Personal Auto,SUV,489.6 +CR92802,California,F,Master,272535.64,36650.0,69.0,1,Special Auto,Four-Door Car,56.60333 +SL35268,Arizona,M,College,545386.12,30855.0,68.0,0,Corporate Auto,Four-Door Car,259.060862 +RD62882,Arizona,F,Bachelor,684615.03,0.0,95.0,0,Personal Auto,Two-Door Car,456.0 +JS42382,Oregon,M,Master,617291.42,99960.0,76.0,0,Corporate Auto,Four-Door Car,364.8 +BT30554,Arizona,F,Bachelor,1034632.45,0.0,98.0,0,Personal Auto,Four-Door Car,470.4 +VP57424,Nevada,F,Bachelor,699700.86,55873.0,88.0,0,Personal Auto,Four-Door Car,299.356083 +VU19243,Arizona,F,High School or Below,419625.77,18052.0,111.0,0,Personal Auto,Four-Door Car,699.1679 +TA82973,Oregon,F,High School or Below,785810.98,28937.0,104.0,2,Personal Auto,SUV,117.959654 +GK71720,Oregon,F,High School or Below,606434.4,0.0,86.0,0,Personal Auto,Four-Door Car,545.240341 +OQ61223,California,M,College,1749752.2,0.0,73.0,0,Personal Auto,Two-Door Car,350.4 +LL62746,Oregon,M,Doctor,897064.73,12829.0,118.0,0,Personal Auto,SUV,328.231432 +JQ56711,Oregon,F,Master,592311.72,92163.0,73.0,0,Personal Auto,Two-Door Car,66.568642 +AW77988,Oregon,M,High School or Below,3585059.94,17588.0,192.0,0,Personal Auto,Luxury,1382.4 +QP84605,Washington,F,Bachelor,870984.53,41546.0,111.0,0,Corporate Auto,Four-Door Car,121.306839 +MY97912,Arizona,M,College,1330933.52,0.0,127.0,0,Personal Auto,SUV,609.6 +IB87349,California,M,High School or Below,452850.49,70340.0,113.0,0,Special Auto,Four-Door Car,542.4 +AW73065,Oregon,F,High School or Below,279190.65,0.0,74.0,0,Personal Auto,Four-Door Car,532.8 +BW80872,Washington,M,High School or Below,443441.12,34549.0,111.0,0,Personal Auto,Four-Door Car,125.933005 +PX70175,Arizona,M,College,799600.75,93459.0,99.0,0,Personal Auto,Four-Door Car,655.41333 +KF75098,Arizona,M,Bachelor,512973.9,86148.0,65.0,2,Personal Auto,Four-Door Car,312.0 +IS50283,California,F,Bachelor,569717.52,27048.0,72.0,0,Corporate Auto,Four-Door Car,345.6 +MY64920,Oregon,F,College,921713.06,73259.0,115.0,0,Personal Auto,SUV,673.34265 +KN34250,Oregon,F,College,1020892.76,35482.0,129.0,0,Corporate Auto,SUV,619.2 +GN46207,Oregon,F,Master,417068.73,29462.0,107.0,1,Personal Auto,SUV,513.6 +KL57176,Oregon,F,College,450540.58,67801.0,115.0,1,Personal Auto,SUV,23.810491 +MN94234,California,M,High School or Below,310756.86,0.0,94.0,4,Personal Auto,Two-Door Car,451.2 +JY90595,Arizona,M,High School or Below,552866.5,16042.0,73.0,0,Personal Auto,Two-Door Car,350.4 +HK26543,California,M,High School or Below,504586.67,28056.0,64.0,1,Personal Auto,Four-Door Car,307.2 +PN86062,California,M,High School or Below,296272.25,16495.0,85.0,3,Corporate Auto,Four-Door Car,408.0 +VW27730,California,F,Master,866595.64,41163.0,108.0,0,Corporate Auto,SUV,231.922173 +SH55671,Arizona,F,College,1141344.12,0.0,161.0,1,Personal Auto,Luxury,772.8 +MO56878,California,M,Bachelor,1548843.2,33799.0,109.0,3,Corporate Auto,SUV,664.980242 +VO38365,Washington,F,College,886114.95,90125.0,110.0,0,Corporate Auto,SUV,128.645946 +SV35618,Oregon,F,Bachelor,593474.15,87747.0,147.0,1,Personal Auto,SUV,46.492039 +RX12347,Nevada,M,College,354323.21,35695.0,90.0,0,Personal Auto,Four-Door Car,432.0 +FR55658,California,M,Master,349002.83,90985.0,87.0,0,Personal Auto,Four-Door Car,78.085149 +XS12556,California,F,College,368309.99,0.0,101.0,0,Corporate Auto,Luxury,564.466556 +ZU73588,California,M,College,598977.39,66839.0,154.0,0,Personal Auto,Luxury,739.2 +WT43034,California,F,High School or Below,1250084.3,0.0,165.0,0,Personal Auto,SUV,792.0 +VM13430,Oregon,F,Bachelor,860915.82,79090.0,107.0,0,Corporate Auto,SUV,289.040734 +TC78849,Oregon,M,Bachelor,249745.51,24825.0,64.0,0,Personal Auto,Two-Door Car,155.938593 +VC34764,California,M,College,701917.72,26806.0,63.0,0,Personal Auto,Four-Door Car,302.4 +WO90953,Oregon,F,College,538792.63,56835.0,67.0,0,Personal Auto,Two-Door Car,326.549425 +IU47468,Oregon,F,Bachelor,616555.75,0.0,88.0,0,Special Auto,Two-Door Car,653.65668 +KO46064,California,M,Bachelor,273020.29,46135.0,69.0,0,Personal Auto,Four-Door Car,103.935601 +RB34917,Arizona,F,Bachelor,516211.69,0.0,73.0,0,Personal Auto,Four-Door Car,809.532341 +BI38192,Oregon,F,High School or Below,793706.48,22862.0,67.0,0,Personal Auto,Two-Door Car,321.6 +PU18983,Oregon,F,High School or Below,860815.72,21450.0,110.0,2,Personal Auto,Luxury,528.0 +SW79912,Oregon,M,Bachelor,263254.58,95854.0,65.0,0,Personal Auto,Two-Door Car,312.0 +ES39217,Oregon,F,Bachelor,778500.42,44897.0,99.0,1,Personal Auto,Four-Door Car,580.72531 +KP72427,Washington,M,High School or Below,2163983.86,64455.0,108.0,0,Personal Auto,SUV,133.735395 +UA19178,Oregon,F,Master,498082.5,53265.0,62.0,0,Personal Auto,Four-Door Car,238.005074 +PR53785,Arizona,F,High School or Below,745723.78,0.0,198.0,1,Personal Auto,Luxury,1577.674417 +XF57481,Washington,M,Master,1064093.93,50450.0,90.0,0,Personal Auto,Two-Door Car,135.892444 +CN90378,California,F,High School or Below,686250.83,54780.0,88.0,3,Personal Auto,Four-Door Car,135.26125 +KI56154,Nevada,M,High School or Below,904898.34,0.0,119.0,0,Personal Auto,Luxury,571.2 +UI55951,California,M,Bachelor,554803.19,67798.0,69.0,0,Personal Auto,Four-Door Car,331.2 +FF28650,Oregon,M,Bachelor,831268.16,21442.0,118.0,0,Personal Auto,SUV,566.4 +FS55302,California,M,Bachelor,238998.1,27615.0,62.0,1,Personal Auto,Four-Door Car,297.6 +TN79487,California,M,Bachelor,445811.34,17622.0,65.0,1,Personal Auto,Four-Door Car,312.0 +HG32616,Nevada,M,High School or Below,529574.17,50200.0,135.0,0,Personal Auto,Luxury,637.063458 +UK41984,Arizona,F,Doctor,383960.61,0.0,112.0,2,Personal Auto,SUV,537.6 +LZ52266,California,F,High School or Below,373150.46,0.0,96.0,0,Personal Auto,Four-Door Car,460.8 +PM27367,California,F,Master,277890.37,73570.0,70.0,1,Special Auto,Two-Door Car,75.936096 +ZK21724,Oregon,F,High School or Below,401654.2,0.0,111.0,0,Personal Auto,SUV,799.2 +BH35482,Washington,M,Doctor,493094.93,70412.0,61.0,0,Corporate Auto,Two-Door Car,136.291083 +QE22757,Nevada,M,Doctor,249131.7,36631.0,62.0,0,Personal Auto,Four-Door Car,67.530904 +ON77649,Oregon,F,College,290887.59,35895.0,73.0,0,Personal Auto,Four-Door Car,312.921256 +RN82884,Arizona,F,College,428294.8,40864.0,109.0,1,Personal Auto,SUV,166.937747 +CQ75652,Oregon,M,College,834162.37,0.0,118.0,0,Personal Auto,Four-Door Car,566.4 +FF58467,Arizona,F,Master,509078.13,93018.0,63.0,0,Personal Auto,Four-Door Car,135.382194 +BS83666,Oregon,M,Bachelor,736618.83,70014.0,62.0,0,Corporate Auto,Four-Door Car,17.742954 +WO29605,Oregon,F,College,243687.51,48875.0,61.0,0,Personal Auto,Two-Door Car,1.838367 +TL77607,California,M,Bachelor,885268.87,67969.0,74.0,0,Personal Auto,Four-Door Car,197.776009 +EZ50606,Oregon,F,High School or Below,2387547.68,0.0,108.0,0,Corporate Auto,SUV,612.102262 +OS39723,Oregon,F,Doctor,560049.65,68665.0,69.0,0,Personal Auto,Two-Door Car,331.2 +FN69743,California,M,College,463654.65,26802.0,66.0,1,Corporate Auto,Two-Door Car,316.8 +XW96958,Nevada,M,High School or Below,757334.51,0.0,110.0,0,Corporate Auto,Four-Door Car,1193.036154 +TU92578,California,M,College,1469663.55,45345.0,125.0,0,Personal Auto,SUV,600.0 +TL43709,Washington,M,Bachelor,897214.03,89689.0,74.0,0,Personal Auto,Four-Door Car,136.829537 +YE68736,California,F,Bachelor,772484.01,32051.0,193.0,1,Personal Auto,SUV,926.4 +OB96537,Oregon,M,Master,594667.07,81139.0,74.0,0,Special Auto,Four-Door Car,392.6364 +EU68825,Oregon,F,Master,800054.51,63834.0,100.0,1,Personal Auto,Luxury,215.226476 +CC31456,Arizona,M,Bachelor,645756.1,37548.0,81.0,0,Special Auto,Four-Door Car,160.598662 +DJ77787,Arizona,F,High School or Below,728144.01,0.0,69.0,3,Personal Auto,Four-Door Car,371.803029 +LN26837,California,M,High School or Below,259243.78,72421.0,65.0,0,Personal Auto,Four-Door Car,312.0 +YI92916,Nevada,M,Master,467842.34,83102.0,116.0,0,Corporate Auto,Four-Door Car,443.670399 +NW54906,Oregon,M,College,1386992.71,28432.0,118.0,0,Personal Auto,SUV,612.300581 +ME77513,Nevada,F,Master,871777.78,83707.0,108.0,0,Corporate Auto,Four-Door Car,290.391526 +UK76891,California,F,College,523398.68,63259.0,65.0,0,Corporate Auto,Four-Door Car,316.795337 +SI26888,Nevada,F,High School or Below,476418.97,0.0,67.0,0,Personal Auto,Four-Door Car,405.527937 +YD74948,Oregon,F,College,247246.92,63860.0,62.0,0,Personal Auto,Four-Door Car,208.598246 +HB64268,Washington,M,Bachelor,281369.26,43836.0,73.0,0,Personal Auto,Four-Door Car,138.130879 +BW52697,California,F,College,550505.7,86132.0,68.0,0,Personal Auto,Two-Door Car,301.437365 +NL41409,Oregon,F,Bachelor,260620.85,28519.0,66.0,0,Personal Auto,Two-Door Car,456.473115 +OD69005,Arizona,F,High School or Below,1048194.38,39102.0,88.0,0,Personal Auto,Four-Door Car,152.338562 +ZZ91716,California,F,Bachelor,325676.64,0.0,89.0,0,Personal Auto,Four-Door Car,491.755368 +UK70255,California,F,College,3047578.05,97298.0,128.0,0,Personal Auto,Luxury,48.517439 +QT25383,Nevada,M,High School or Below,636490.22,41986.0,84.0,2,Personal Auto,Two-Door Car,430.375049 +AW18068,Arizona,M,High School or Below,946850.93,0.0,88.0,0,Personal Auto,Two-Door Car,633.6 +NS45347,Oregon,F,College,563145.19,17291.0,73.0,0,Personal Auto,Four-Door Car,350.4 +FV19421,California,M,Bachelor,778099.93,0.0,74.0,0,Personal Auto,Four-Door Car,246.489123 +XW89091,California,M,College,981652.83,37256.0,62.0,0,Personal Auto,Four-Door Car,128.969729 +YC11951,Oregon,M,High School or Below,751913.36,96306.0,95.0,1,Corporate Auto,Four-Door Car,185.355353 +UY18770,California,F,Bachelor,1017971.7,14290.0,271.0,0,Personal Auto,Luxury,1300.8 +RA49085,California,F,College,277283.92,37038.0,71.0,1,Corporate Auto,Four-Door Car,9.071305 +BG84194,Oregon,M,College,403750.18,90760.0,103.0,2,Special Auto,SUV,133.475315 +PT64580,Washington,M,Master,419196.61,77048.0,103.0,0,Personal Auto,SUV,141.199465 +MR67738,Oregon,F,High School or Below,267686.79,54480.0,67.0,0,Personal Auto,Four-Door Car,321.6 +DM95829,California,M,College,252395.96,16244.0,68.0,0,Personal Auto,Two-Door Car,623.223617 +DB75522,California,F,College,698840.16,22436.0,89.0,0,Special Auto,Four-Door Car,427.2 +LM34525,Washington,F,College,874205.78,71592.0,72.0,0,Personal Auto,Four-Door Car,141.725051 +WW30771,Arizona,M,Master,267331.96,28728.0,67.0,0,Personal Auto,Four-Door Car,321.6 +QP65569,Arizona,M,High School or Below,1215732.99,57449.0,103.0,0,Personal Auto,Four-Door Car,494.4 +TN50051,California,F,Doctor,295776.4,83318.0,73.0,0,Personal Auto,Two-Door Car,211.336937 +UO86707,Washington,M,Bachelor,717390.94,75217.0,61.0,1,Personal Auto,Four-Door Car,147.080303 +JA41698,Nevada,M,Bachelor,309953.8,0.0,102.0,5,Corporate Auto,SUV,862.762957 +NX18774,Oregon,M,Bachelor,841568.46,55308.0,107.0,0,Corporate Auto,SUV,513.6 +DA69469,Oregon,F,College,2684312.45,36068.0,97.0,0,Personal Auto,Two-Door Car,113.367765 +CN23147,Oregon,M,Bachelor,1305717.07,48804.0,112.0,1,Corporate Auto,Four-Door Car,537.6 +RA68844,Oregon,M,College,959995.02,0.0,131.0,0,Personal Auto,SUV,943.2 +GH42026,Oregon,M,Bachelor,853510.89,55790.0,111.0,0,Personal Auto,SUV,117.672722 +BD16530,Arizona,F,Bachelor,829348.19,70258.0,69.0,0,Personal Auto,Four-Door Car,225.145949 +JH91579,Oregon,F,Bachelor,684615.03,0.0,95.0,0,Personal Auto,Two-Door Car,456.0 +WK23685,Oregon,F,Bachelor,663685.98,47274.0,83.0,1,Corporate Auto,Four-Door Car,182.432565 +GR62267,Washington,F,College,560908.25,44705.0,71.0,0,Personal Auto,Two-Door Car,148.173152 +PI78084,Arizona,M,High School or Below,507732.09,0.0,73.0,0,Personal Auto,Two-Door Car,525.6 +GF97874,Washington,F,Master,527562.7,70446.0,65.0,0,Personal Auto,Four-Door Car,155.570802 +ZH19885,Washington,F,High School or Below,251459.2,43860.0,65.0,0,Personal Auto,Four-Door Car,156.124914 +UK25655,Oregon,F,Bachelor,343525.01,64348.0,86.0,0,Personal Auto,Two-Door Car,212.391975 +QR45101,Oregon,M,Bachelor,662461.18,0.0,62.0,0,Corporate Auto,Two-Door Car,297.6 +EL93539,California,M,Master,575744.23,88997.0,72.0,0,Special Auto,Four-Door Car,174.041566 +EE99484,Washington,F,High School or Below,251459.2,43860.0,65.0,0,Corporate Auto,Four-Door Car,156.124914 +DP46882,California,F,High School or Below,288645.16,10312.0,78.0,0,Corporate Auto,Four-Door Car,486.278557 +WP41146,California,F,High School or Below,534143.88,0.0,72.0,1,Personal Auto,Four-Door Car,345.6 +TK60799,Arizona,F,High School or Below,416001.81,96263.0,103.0,0,Personal Auto,SUV,1.924709 +DN29808,California,F,College,284624.54,28919.0,72.0,0,Corporate Auto,Four-Door Car,518.4 +SS59521,Oregon,F,College,477025.66,0.0,68.0,1,Personal Auto,Two-Door Car,326.4 +NG66579,Oregon,M,Bachelor,505961.62,41869.0,64.0,0,Personal Auto,Two-Door Car,262.12205 +TC14209,Arizona,F,High School or Below,909574.46,0.0,128.0,0,Personal Auto,SUV,921.6 +ED50963,California,F,High School or Below,268886.4,32808.0,68.0,1,Personal Auto,Four-Door Car,541.695658 +GP40701,California,F,Bachelor,827763.76,79780.0,68.0,0,Personal Auto,Four-Door Car,326.4 +CP98451,Oregon,F,College,905793.53,91025.0,112.0,0,Personal Auto,SUV,327.682669 +NX52648,California,F,High School or Below,380175.04,33043.0,95.0,0,Personal Auto,Two-Door Car,456.0 +ZC32510,Arizona,M,High School or Below,933934.16,69442.0,118.0,3,Personal Auto,Four-Door Car,1265.570302 +NG27780,Oregon,M,College,252012.32,0.0,70.0,0,Corporate Auto,Four-Door Car,63.043197 +HN95240,Arizona,F,College,498409.53,0.0,70.0,0,Corporate Auto,Four-Door Car,336.0 +EB59129,Oregon,F,Bachelor,259574.8,47234.0,65.0,0,Personal Auto,Four-Door Car,15.631363 +RA70851,Oregon,M,High School or Below,743769.33,86863.0,92.0,0,Personal Auto,Four-Door Car,441.6 +PM19162,Oregon,M,Bachelor,1453678.76,25805.0,66.0,2,Personal Auto,Four-Door Car,375.866091 +MS59005,Nevada,M,Bachelor,591330.59,43676.0,76.0,0,Personal Auto,Four-Door Car,364.8 +SU71163,Arizona,M,College,277166.3,59855.0,74.0,4,Personal Auto,Two-Door Car,355.2 +BD35676,Arizona,M,Master,2919436.64,35296.0,126.0,0,Personal Auto,SUV,452.616872 +NI44621,Oregon,F,Master,988038.58,36576.0,125.0,1,Personal Auto,SUV,113.450122 +EW33419,California,F,High School or Below,1511440.24,28513.0,100.0,1,Corporate Auto,SUV,480.0 +HX44948,Oregon,M,Bachelor,575991.08,85448.0,72.0,0,Special Auto,Four-Door Car,16.03451 +DL36983,Oregon,F,High School or Below,849516.42,23791.0,110.0,3,Personal Auto,Two-Door Car,615.27228 +XR87264,California,F,Bachelor,438118.42,20597.0,112.0,0,Personal Auto,Four-Door Car,615.256301 +NN99001,Arizona,F,College,699782.74,56940.0,87.0,0,Personal Auto,Four-Door Car,512.66245 +XV95530,Oregon,M,Bachelor,1143058.85,93210.0,71.0,0,Personal Auto,Two-Door Car,74.523935 +OL97871,Oregon,F,Bachelor,748248.61,48992.0,94.0,1,Personal Auto,Four-Door Car,426.072946 +HQ23708,Arizona,F,Master,859691.66,53736.0,71.0,0,Personal Auto,Two-Door Car,169.287785 +WR63188,Arizona,M,College,785496.08,25378.0,66.0,1,Personal Auto,Four-Door Car,419.464143 +NG82219,Oregon,F,Bachelor,258240.85,76731.0,64.0,0,Personal Auto,Four-Door Car,201.455005 +KU29408,Washington,M,Master,907576.82,37722.0,116.0,0,Corporate Auto,Luxury,158.077504 +RE46783,California,F,Bachelor,411858.86,69379.0,103.0,0,Personal Auto,Two-Door Car,494.4 +RU94434,Oregon,M,High School or Below,1215732.99,57449.0,103.0,0,Personal Auto,Four-Door Car,494.4 +GI82355,Arizona,M,Bachelor,515281.96,0.0,68.0,0,Corporate Auto,Four-Door Car,326.4 +VO26340,Nevada,M,College,651297.65,0.0,93.0,0,Personal Auto,Two-Door Car,669.6 +NV61299,Arizona,F,Bachelor,2778969.24,33806.0,89.0,0,Corporate Auto,Four-Door Car,395.729716 +DX31066,Washington,F,College,266727.0,94041.0,66.0,0,Personal Auto,Four-Door Car,159.756733 +CY50337,Oregon,F,College,1092840.71,74965.0,90.0,0,Personal Auto,Four-Door Car,58.557552 +TJ20375,Arizona,F,High School or Below,761538.13,34095.0,63.0,0,Personal Auto,Two-Door Car,302.4 +EP72155,California,F,College,200435.07,0.0,66.0,4,Personal Auto,Four-Door Car,316.8 +JJ76159,California,M,College,243468.12,96045.0,61.0,0,Corporate Auto,Four-Door Car,8.582971 +BG15419,Nevada,F,Bachelor,1419536.03,86355.0,118.0,0,Personal Auto,Luxury,285.418473 +AO74776,California,F,High School or Below,942768.49,27824.0,118.0,0,Personal Auto,SUV,566.4 +HQ82233,California,M,High School or Below,1198242.09,42995.0,101.0,0,Personal Auto,SUV,410.508316 +OL72737,Oregon,F,High School or Below,310278.95,21235.0,79.0,0,Personal Auto,Two-Door Car,244.23135 +ZQ59828,California,M,High School or Below,422263.12,74585.0,106.0,0,Personal Auto,SUV,218.598065 +NZ15548,Oregon,M,Bachelor,402381.44,41833.0,103.0,0,Personal Auto,Four-Door Car,643.826716 +XK61304,California,F,College,529715.18,23908.0,70.0,0,Personal Auto,Four-Door Car,336.0 +EJ44139,Oregon,M,Bachelor,2142363.72,0.0,65.0,0,Personal Auto,Two-Door Car,312.0 +CM94425,Arizona,M,Bachelor,441620.62,61953.0,113.0,0,Personal Auto,SUV,497.047297 +OV54878,California,M,Bachelor,463903.52,0.0,142.0,0,Corporate Auto,SUV,1022.4 +JF57282,Nevada,M,Bachelor,486354.46,0.0,137.0,0,Personal Auto,SUV,657.6 +MY37953,Arizona,F,Bachelor,2583090.98,73760.0,107.0,1,Personal Auto,Luxury,230.245772 +XP64922,Oregon,F,College,297431.49,23333.0,74.0,0,Corporate Auto,Four-Door Car,5.622751 +WL65572,California,M,College,206445.88,0.0,61.0,0,Personal Auto,Four-Door Car,292.8 +LN50325,Arizona,F,High School or Below,1006460.83,20440.0,128.0,2,Corporate Auto,Luxury,614.4 +HJ15383,Washington,M,Master,803240.19,27658.0,68.0,0,Personal Auto,Four-Door Car,160.07526 +KH59823,California,M,College,548921.41,50943.0,139.0,0,Special Auto,SUV,667.2 +YM79169,California,M,Bachelor,261275.67,19003.0,71.0,0,Personal Auto,Two-Door Car,34.651305 +DR38127,California,M,College,857346.39,46703.0,108.0,0,Personal Auto,Four-Door Car,678.100487 +PU42145,California,M,Bachelor,2412750.4,14072.0,71.0,0,Personal Auto,Four-Door Car,511.2 +KM33477,Oregon,M,College,855038.66,21733.0,73.0,0,Corporate Auto,Four-Door Car,525.6 +RI53167,Arizona,M,Bachelor,230864.8,20811.0,61.0,0,Personal Auto,Four-Door Car,292.8 +OF77789,Arizona,F,High School or Below,425462.07,11904.0,61.0,2,Personal Auto,Two-Door Car,292.8 +YB33445,Oregon,F,College,898285.04,43490.0,114.0,4,Corporate Auto,SUV,174.588413 +BA17836,California,M,High School or Below,786816.6,57340.0,67.0,0,Corporate Auto,Four-Door Car,159.391681 +JS43228,California,M,College,770424.87,49088.0,97.0,0,Corporate Auto,Four-Door Car,698.4 +BB11622,Nevada,M,Master,1055217.0,47761.0,131.0,0,Personal Auto,SUV,232.711071 +HQ70429,Washington,F,College,1604510.95,0.0,65.0,0,Personal Auto,Two-Door Car,163.046956 +WK88044,Arizona,M,Bachelor,873783.75,61281.0,110.0,0,Personal Auto,SUV,79.865605 +LA80525,Nevada,M,Bachelor,545489.07,0.0,82.0,1,Corporate Auto,Two-Door Car,393.6 +EH16250,Arizona,M,Bachelor,770528.33,25290.0,66.0,0,Personal Auto,Four-Door Car,382.085897 +PU41872,Arizona,F,High School or Below,703926.24,24239.0,88.0,0,Personal Auto,Four-Door Car,48.348319 +HB85743,California,M,Bachelor,883808.56,82664.0,114.0,3,Personal Auto,SUV,133.425609 +MM71959,Arizona,M,Bachelor,873352.73,83210.0,110.0,0,Personal Auto,Luxury,528.0 +MB83663,Oregon,F,Bachelor,959747.48,38736.0,81.0,0,Personal Auto,Two-Door Car,561.414794 +KR43119,California,M,College,450666.02,0.0,66.0,0,Personal Auto,Four-Door Car,316.8 +KH24214,Oregon,M,College,1785797.23,55437.0,64.0,1,Personal Auto,Four-Door Car,445.287788 +AC40767,Washington,M,Bachelor,249780.82,68041.0,6464.0,0,Personal Auto,Two-Door Car,165.570243 +HP55391,Oregon,M,Master,542613.62,0.0,71.0,0,Corporate Auto,Four-Door Car,407.99684 +EG62398,California,F,High School or Below,799814.38,29066.0,100.0,0,Personal Auto,SUV,844.229478 +VS19949,Nevada,M,Bachelor,289762.07,54337.0,72.0,0,Personal Auto,Four-Door Car,345.6 +AM92343,Oregon,F,High School or Below,1159950.22,67616.0,96.0,0,Personal Auto,Four-Door Car,340.306584 +GI68556,California,F,Bachelor,1514793.06,41082.0,63.0,0,Personal Auto,Two-Door Car,106.647493 +JT11876,Washington,F,High School or Below,543576.78,0.0,10202.0,0,Personal Auto,Four-Door Car,626.116259 +XR64251,Nevada,F,Master,272535.64,36650.0,69.0,1,Personal Auto,Four-Door Car,56.60333 +MK34957,Oregon,F,College,1329771.23,50631.0,112.0,4,Special Auto,SUV,784.65781 +GP18756,California,M,College,992704.97,19592.0,92.0,0,Personal Auto,Four-Door Car,441.6 +AP23850,Washington,F,High School or Below,1777154.9,0.0,114.0,0,Personal Auto,Two-Door Car,547.2 +KQ65521,Arizona,F,College,1826927.02,55761.0,115.0,0,Personal Auto,Luxury,86.27772 +EJ19449,California,F,College,272221.07,17576.0,71.0,0,Special Auto,Four-Door Car,398.502948 +QB70027,California,F,Bachelor,708321.24,41449.0,89.0,0,Personal Auto,Four-Door Car,63.516572 +QW47320,California,F,Bachelor,1017971.7,14290.0,271.0,0,Personal Auto,Luxury,1300.8 +KH64733,Nevada,F,College,588950.91,62007.0,73.0,0,Personal Auto,Four-Door Car,120.015609 +ON59472,Arizona,M,High School or Below,1577139.34,21921.0,206.0,0,Corporate Auto,Luxury,1254.137899 +HP94242,Arizona,F,Bachelor,528817.33,42621.0,66.0,0,Personal Auto,Four-Door Car,316.8 +RV15398,Oregon,M,College,2758055.4,0.0,87.0,1,Personal Auto,Four-Door Car,417.6 +EA25683,Washington,M,High School or Below,777853.23,63786.0,196.0,0,Corporate Auto,Luxury,798.002689 +PW73754,California,F,High School or Below,734186.13,0.0,104.0,3,Personal Auto,Luxury,82.041684 +MC71942,California,F,High School or Below,791919.7,82877.0,99.0,1,Personal Auto,Two-Door Car,22.819088 +OX72195,Arizona,M,College,216387.02,0.0,63.0,0,Corporate Auto,Two-Door Car,302.4 +YQ99152,Nevada,M,High School or Below,978780.88,10475.0,88.0,1,Personal Auto,Two-Door Car,422.4 +KI19439,Oregon,F,High School or Below,520764.08,21952.0,66.0,0,Personal Auto,Four-Door Car,316.8 +PM76175,Oregon,F,Bachelor,2114727.72,49721.0,132.0,0,Corporate Auto,Luxury,639.971388 +US45383,California,M,College,1228076.66,88340.0,102.0,0,Personal Auto,Two-Door Car,489.6 +GT38956,California,F,College,244139.42,0.0,65.0,0,Personal Auto,Four-Door Car,312.0 +SN41301,Oregon,M,Bachelor,653556.06,0.0,65.0,0,Corporate Auto,Four-Door Car,468.0 +BE62503,Washington,F,College,920659.83,24589.0,82.0,0,Personal Auto,Two-Door Car,511.497882 +PA16884,California,F,Bachelor,411858.86,69379.0,103.0,0,Personal Auto,Two-Door Car,494.4 +NC58480,Nevada,F,Bachelor,483820.9,73769.0,61.0,2,Personal Auto,Four-Door Car,239.540223 +NS39326,California,F,College,462554.81,66670.0,114.0,0,Personal Auto,SUV,518.180364 +PN18507,Arizona,M,Bachelor,1404210.3,88854.0,118.0,0,Personal Auto,Two-Door Car,715.252366 +EK91340,Oregon,M,Bachelor,754661.35,31266.0,193.0,0,Corporate Auto,Luxury,926.4 +JY16280,California,F,High School or Below,251459.2,43860.0,65.0,0,Personal Auto,Four-Door Car,156.124914 +ZW71731,California,M,Bachelor,517035.84,89284.0,133.0,2,Corporate Auto,SUV,402.070719 +ZC24631,Oregon,M,College,1391737.72,67267.0,89.0,0,Corporate Auto,Four-Door Car,94.814032 +YR34689,California,F,High School or Below,1131813.08,79270.0,95.0,3,Personal Auto,Four-Door Car,456.0 +RT65829,Oregon,M,Bachelor,427636.36,36692.0,109.0,1,Personal Auto,Four-Door Car,523.2 +BZ12077,Oregon,F,High School or Below,432224.03,0.0,119.0,0,Personal Auto,SUV,571.2 +WM65373,California,F,College,800230.83,0.0,107.0,0,Corporate Auto,SUV,513.6 +NH35059,Nevada,M,College,388545.64,0.0,105.0,0,Corporate Auto,Four-Door Car,504.0 +QD38160,Oregon,M,College,447177.82,0.0,135.0,0,Personal Auto,SUV,972.0 +BM15160,California,F,High School or Below,849635.28,44624.0,71.0,1,Special Auto,Four-Door Car,73.883044 +VY79030,Arizona,F,College,2250088.35,0.0,71.0,0,Corporate Auto,Four-Door Car,340.8 +EV19512,Nevada,F,Master,1630196.76,19614.0,85.0,0,Personal Auto,Two-Door Car,574.024018 +TE13577,Oregon,F,College,231973.59,0.0,64.0,0,Personal Auto,Four-Door Car,632.715382 +WY97929,Arizona,M,College,871704.98,83846.0,74.0,3,Special Auto,Four-Door Car,355.2 +YG20683,Washington,M,College,286011.17,51159.0,72.0,0,Personal Auto,Four-Door Car,4.238626 +FK75497,California,M,College,245340.83,83772.0,62.0,0,Personal Auto,Two-Door Car,42.248087 +NE60110,Arizona,M,College,598977.39,66839.0,154.0,0,Personal Auto,Luxury,739.2 +TN36521,Arizona,F,College,2498022.55,88440.0,70.0,0,Personal Auto,Two-Door Car,27.145151 +HG33568,Arizona,F,Master,748263.95,25666.0,63.0,2,Personal Auto,Four-Door Car,270.002766 +TW17878,Oregon,F,High School or Below,245757.6,52926.0,61.0,0,Personal Auto,Four-Door Car,292.8 +ZO83562,Nevada,F,Bachelor,237974.12,0.0,67.0,0,Personal Auto,Four-Door Car,494.946438 +CH97539,Washington,F,Bachelor,828696.44,40001.0,70.0,0,Personal Auto,Four-Door Car,142.567008 +CV29889,California,M,College,239391.54,0.0,70.0,0,Personal Auto,Four-Door Car,425.266308 +MO33320,Oregon,M,College,465715.95,18024.0,65.0,0,Personal Auto,Two-Door Car,312.0 +QZ81258,Oregon,F,College,1319792.89,0.0,68.0,3,Personal Auto,Four-Door Car,326.4 +NY56352,Oregon,F,Bachelor,280391.67,23220.0,74.0,0,Personal Auto,Four-Door Car,251.334247 +EA27048,California,F,High School or Below,864650.41,64125.0,108.0,0,Personal Auto,SUV,369.818708 +UT38865,Oregon,F,College,742587.06,58042.0,62.0,0,Corporate Auto,Four-Door Car,161.419528 +QC89139,Oregon,F,High School or Below,452873.74,90034.0,112.0,0,Corporate Auto,SUV,537.6 +LA14484,Nevada,M,High School or Below,222707.28,27972.0,61.0,0,Special Auto,Four-Door Car,292.8 +HN57556,California,F,High School or Below,729294.88,0.0,65.0,0,Personal Auto,Four-Door Car,312.0 +CV31235,Arizona,M,Bachelor,318435.52,50989.0,80.0,0,Corporate Auto,Four-Door Car,255.999709 +WR45726,Arizona,F,Bachelor,1131520.37,11885.0,101.0,0,Special Auto,Four-Door Car,484.8 +LB25094,California,F,Bachelor,253070.51,89451.0,63.0,0,Special Auto,Four-Door Car,61.769564 +KW56110,Oregon,M,Bachelor,1836155.53,0.0,182.0,0,Personal Auto,Luxury,1310.4 +XO36233,Washington,M,Bachelor,864153.0,78904.0,109.0,0,Personal Auto,SUV,250.001424 +ZX86243,Arizona,M,Doctor,327853.19,70247.0,83.0,1,Personal Auto,Four-Door Car,141.799422 +DW29763,Arizona,M,High School or Below,527198.21,32653.0,67.0,0,Personal Auto,Two-Door Car,321.6 +CT83377,Washington,M,High School or Below,376363.77,93595.0,97.0,4,Special Auto,Four-Door Car,49.797016 +OQ90898,California,M,Master,1395556.96,90279.0,115.0,0,Personal Auto,SUV,372.175592 +GO77248,Oregon,F,College,500152.75,0.0,72.0,0,Personal Auto,Four-Door Car,542.14385 +QW33258,California,M,Bachelor,708283.04,53310.0,189.0,3,Personal Auto,Luxury,1360.8 +OU79745,California,M,College,761948.28,0.0,105.0,0,Personal Auto,Four-Door Car,504.0 +VZ79886,Oregon,F,Bachelor,1255088.2,22234.0,160.0,0,Personal Auto,SUV,768.0 +FI92440,Washington,F,High School or Below,3219660.04,91375.0,99.0,0,Personal Auto,Two-Door Car,72.632934 +YG85980,Nevada,F,High School or Below,679377.41,22250.0,86.0,0,Personal Auto,Two-Door Car,720.601429 +QM74621,Oregon,M,Bachelor,527231.97,0.0,80.0,0,Personal Auto,Four-Door Car,576.0 +EI71732,Oregon,F,Doctor,626534.33,0.0,84.0,1,Personal Auto,Four-Door Car,481.025786 +VN79010,California,F,High School or Below,854758.61,51179.0,71.0,0,Corporate Auto,Four-Door Car,466.176731 +FI61723,California,M,Bachelor,278742.37,38667.0,72.0,0,Personal Auto,Four-Door Car,159.266473 +OH55411,California,F,Master,462680.11,79487.0,114.0,0,Corporate Auto,SUV,547.2 +TF10720,Nevada,F,Doctor,866336.4,67763.0,107.0,2,Personal Auto,Four-Door Car,41.283167 +NW30838,Nevada,M,High School or Below,387222.22,0.0,62.0,2,Corporate Auto,Four-Door Car,503.808329 +CB58476,Oregon,F,College,517081.15,0.0,71.0,0,Corporate Auto,Four-Door Car,859.599411 +WI69346,California,F,Master,896028.02,71943.0,112.0,0,Corporate Auto,SUV,305.653785 +FS76657,Oregon,F,College,547183.43,53526.0,68.0,0,Personal Auto,Four-Door Car,278.902846 +YX89016,Oregon,M,College,3493100.17,35005.0,295.0,0,Personal Auto,Luxury,1416.0 +PK28821,California,M,College,262039.23,24721.0,67.0,0,Personal Auto,Four-Door Car,139.963594 +MB51200,Washington,M,College,1906949.95,0.0,102.0,2,Personal Auto,Four-Door Car,734.4 +XG44587,Arizona,M,Master,575744.23,88997.0,72.0,0,Personal Auto,Four-Door Car,174.041566 +FG91922,Arizona,M,Master,4022401.36,48587.0,111.0,0,Personal Auto,SUV,532.8 +OM99303,Arizona,F,High School or Below,270148.83,76310.0,67.0,0,Personal Auto,Two-Door Car,321.6 +RV67546,California,M,Bachelor,371243.05,73205.0,92.0,0,Personal Auto,Four-Door Car,37.299865 +UJ79253,Oregon,F,College,2185084.0,51056.0,78.0,0,Personal Auto,Four-Door Car,95.816516 +PN98247,California,M,College,784016.58,58414.0,210.0,2,Personal Auto,Luxury,1008.0 +IB67546,California,F,Bachelor,823703.79,23940.0,107.0,0,Personal Auto,SUV,513.6 +OE19087,California,F,High School or Below,224347.39,0.0,62.0,0,Personal Auto,Four-Door Car,446.4 +CM95716,California,M,Bachelor,843446.41,44216.0,71.0,0,Personal Auto,Four-Door Car,72.205362 +MW62634,California,M,High School or Below,222707.28,27972.0,61.0,0,Corporate Auto,Four-Door Car,292.8 +QW67581,Arizona,F,High School or Below,517002.6,0.0,69.0,0,Personal Auto,Four-Door Car,331.2 +SN16059,California,F,Master,264144.61,29305.0,66.0,0,Personal Auto,Four-Door Car,475.2 +OE51254,California,F,College,279068.3,53882.0,69.0,0,Personal Auto,Four-Door Car,331.2 +RM42344,Oregon,M,College,274512.98,91757.0,69.0,1,Personal Auto,Four-Door Car,331.2 +GB35238,California,F,Bachelor,757953.27,33906.0,64.0,0,Personal Auto,Two-Door Car,401.592109 +ML82674,Oregon,M,Bachelor,1097878.03,68158.0,139.0,1,Personal Auto,SUV,253.183568 +EI85244,California,M,College,825506.01,0.0,134.0,3,Personal Auto,SUV,643.2 +DE28132,Oregon,M,College,474773.46,42165.0,123.0,0,Corporate Auto,SUV,799.673766 +TV25678,Washington,M,College,354090.43,0.0,101.0,0,Personal Auto,SUV,727.2 +TY26512,California,M,Doctor,343613.43,30817.0,88.0,0,Personal Auto,Four-Door Car,91.834668 +OB69153,California,M,Bachelor,258218.53,68074.0,65.0,0,Personal Auto,Four-Door Car,27.987867 +QZ77637,Washington,F,College,1166509.78,84978.0,35353.0,1,Corporate Auto,Four-Door Car,166.77296 +XN41715,California,F,Master,739628.37,71135.0,92.0,1,Personal Auto,Four-Door Car,270.563995 +QR15857,California,F,College,433079.98,0.0,61.0,0,Personal Auto,Two-Door Car,292.8 +FL69363,Oregon,M,Master,907576.82,37722.0,116.0,0,Personal Auto,Luxury,158.077504 +IS30295,Arizona,F,Bachelor,1463545.16,0.0,139.0,0,Personal Auto,SUV,667.2 +WA25797,Washington,M,High School or Below,856476.82,95697.0,107.0,0,Personal Auto,Luxury,178.006524 +NL59519,California,F,College,1156568.75,64642.0,96.0,0,Personal Auto,Four-Door Car,404.265696 +ZU93025,Oregon,F,College,277104.5,50071.0,71.0,0,Personal Auto,Two-Door Car,18.918935 +DK94262,Oregon,M,High School or Below,850712.88,46754.0,106.0,1,Personal Auto,SUV,513.818403 +UQ30615,California,M,College,758211.38,64801.0,64.0,0,Corporate Auto,Four-Door Car,268.471802 +OR40060,Arizona,M,Bachelor,332309.25,70410.0,83.0,0,Personal Auto,Four-Door Car,131.828507 +DK32872,Nevada,F,High School or Below,523433.17,66957.0,131.0,1,Personal Auto,SUV,628.8 +FA46418,Nevada,F,High School or Below,2470959.96,24213.0,78.0,1,Personal Auto,Four-Door Car,374.4 +ER19995,Washington,F,College,1778627.78,99790.0,6464.0,0,Personal Auto,Four-Door Car,178.986788 +KI75855,Oregon,M,Master,255122.67,79751.0,63.0,0,Personal Auto,Two-Door Car,392.235698 +ND41876,Arizona,M,High School or Below,724771.37,86122.0,182.0,1,Personal Auto,Luxury,873.6 +PN21042,Arizona,M,Bachelor,453884.78,82297.0,116.0,0,Personal Auto,Luxury,0.382107 +GJ43254,Washington,M,College,3164210.46,89057.0,98.0,0,Corporate Auto,Two-Door Car,187.363583 +AL46984,California,M,High School or Below,873042.2,43259.0,73.0,0,Personal Auto,Four-Door Car,350.4 +JP58047,Oregon,M,College,833273.06,0.0,79.0,0,Personal Auto,Four-Door Car,379.2 +ZE85014,California,M,College,235774.7,25064.0,62.0,0,Personal Auto,Four-Door Car,297.6 +KU88219,Arizona,M,Master,463716.4,25816.0,119.0,0,Personal Auto,Luxury,571.2 +UU98729,California,M,Bachelor,535719.27,0.0,73.0,0,Personal Auto,Four-Door Car,350.853987 +WS82822,Oregon,F,College,539197.1,41662.0,69.0,0,Corporate Auto,Four-Door Car,217.973168 +YB49933,Arizona,M,Bachelor,369414.05,96170.0,92.0,0,Personal Auto,Four-Door Car,441.6 +XC16387,Arizona,F,High School or Below,504041.24,46072.0,64.0,0,Personal Auto,Four-Door Car,25.934064 +XJ96748,Arizona,F,High School or Below,2749542.19,37931.0,99.0,0,Personal Auto,Four-Door Car,475.2 +TM98684,Oregon,M,High School or Below,484228.5,35127.0,62.0,0,Personal Auto,Four-Door Car,297.6 +AY18433,Washington,F,High School or Below,2738281.89,45473.0,76.0,0,Special Auto,Two-Door Car,188.938397 +DM74502,Nevada,F,College,522710.19,93087.0,131.0,3,Corporate Auto,Luxury,628.8 +FT56968,Arizona,M,High School or Below,259009.6,22398.0,67.0,2,Personal Auto,Four-Door Car,321.6 +OX36896,California,M,High School or Below,1053607.8,92983.0,87.0,1,Corporate Auto,Four-Door Car,153.205591 +BZ65376,Arizona,M,Bachelor,858127.87,27689.0,239.0,2,Personal Auto,Luxury,2893.239678 +LN34660,California,F,College,946311.33,69654.0,118.0,0,Corporate Auto,SUV,629.532731 +JC29295,California,F,Bachelor,1344100.64,80744.0,111.0,0,Personal Auto,SUV,361.284757 +KJ87930,California,F,Bachelor,388650.48,0.0,112.0,0,Corporate Auto,SUV,1185.988301 +XT36360,Arizona,F,High School or Below,678489.37,0.0,64.0,1,Personal Auto,Four-Door Car,460.8 +IX35050,Arizona,M,Bachelor,2359468.02,76358.0,66.0,0,Special Auto,Four-Door Car,86.461582 +UN97379,Oregon,M,Bachelor,253862.63,18608.0,71.0,0,Corporate Auto,Four-Door Car,340.8 +MR57294,California,M,High School or Below,563994.2,73168.0,70.0,0,Personal Auto,Four-Door Car,425.800112 +UG79499,Washington,M,Bachelor,1168137.43,70930.0,99.0,0,Personal Auto,Four-Door Car,190.43446 +UA50747,Washington,F,High School or Below,2599775.0,62262.0,72.0,0,Corporate Auto,Four-Door Car,193.505325 +GL20444,Nevada,F,Master,1377836.93,91474.0,113.0,0,Corporate Auto,Two-Door Car,24.087774 +SP58110,California,F,Bachelor,492318.17,61469.0,63.0,5,Personal Auto,Four-Door Car,302.4 +XM91635,Arizona,F,High School or Below,227233.54,16618.0,62.0,0,Special Auto,Four-Door Car,219.288706 +TV82603,California,F,Bachelor,1489539.8,48081.0,188.0,0,Personal Auto,Luxury,881.360959 +BB82067,Oregon,M,Doctor,975604.5,67632.0,121.0,0,Personal Auto,Luxury,26.951627 +JP94676,Oregon,F,Bachelor,942297.41,34115.0,119.0,0,Personal Auto,SUV,466.122541 +VU53417,Arizona,M,High School or Below,383735.76,23051.0,99.0,0,Personal Auto,Two-Door Car,475.2 +IW54795,California,M,College,1095213.19,23748.0,99.0,0,Personal Auto,Four-Door Car,607.095655 +RN78170,Arizona,F,College,815913.66,40589.0,69.0,0,Corporate Auto,Four-Door Car,331.2 +IX55883,California,F,College,1948049.98,50809.0,83.0,0,Personal Auto,Four-Door Car,290.381707 +XM72420,Arizona,F,High School or Below,391936.67,66676.0,97.0,0,Personal Auto,Four-Door Car,558.099357 +GC15104,Nevada,F,Bachelor,798514.21,52339.0,70.0,3,Corporate Auto,Four-Door Car,336.0 +RX13282,Oregon,M,Bachelor,1216874.49,14973.0,115.0,0,Personal Auto,SUV,828.0 +QA85890,Arizona,F,High School or Below,584932.15,0.0,83.0,0,Corporate Auto,Four-Door Car,540.514115 +IR62668,Arizona,F,Bachelor,508583.66,31546.0,65.0,0,Personal Auto,Four-Door Car,100.049832 +AL96740,California,F,College,290393.98,67763.0,73.0,1,Personal Auto,Four-Door Car,59.861963 +SS48498,Washington,F,College,627317.34,20836.0,79.0,0,Corporate Auto,Four-Door Car,193.57032 +PE39479,Washington,M,College,1832141.9,88592.0,76.0,0,Corporate Auto,Four-Door Car,199.79727 +JH62891,Oregon,F,College,517870.42,66943.0,65.0,1,Special Auto,Four-Door Car,53.084753 +FI20423,Arizona,F,High School or Below,1402435.84,81872.0,115.0,0,Special Auto,Four-Door Car,256.43803 +PM13394,Washington,F,College,530943.59,22404.0,70.0,1,Personal Auto,Four-Door Car,211.136067 +YV67971,California,F,High School or Below,494980.38,21342.0,62.0,0,Personal Auto,Four-Door Car,74.350893 +QD31377,California,M,Bachelor,859566.53,34621.0,108.0,1,Corporate Auto,SUV,621.464468 +YG10247,Oregon,M,College,2295189.2,62396.0,64.0,0,Personal Auto,Four-Door Car,307.2 +FE73696,Oregon,M,High School or Below,379213.03,97212.0,93.0,0,Personal Auto,Two-Door Car,360.05589 +SW19699,Arizona,F,Bachelor,275574.8,49648.0,70.0,0,Personal Auto,Four-Door Car,65.954813 +QJ40732,Arizona,M,College,488033.96,97984.0,61.0,1,Personal Auto,Four-Door Car,407.450118 +HM76207,California,F,College,905190.53,26308.0,114.0,0,Corporate Auto,SUV,547.2 +NT59303,Oregon,F,College,1011544.62,63528.0,256.0,0,Personal Auto,Luxury,1228.8 +PU41393,Nevada,M,College,826907.54,20225.0,114.0,1,Special Auto,SUV,547.2 +QO86948,Nevada,M,High School or Below,807165.3,0.0,112.0,0,Personal Auto,SUV,806.4 +QN10888,Oregon,F,High School or Below,772699.36,87620.0,64.0,0,Personal Auto,Four-Door Car,24.063693 +VY19543,California,F,Bachelor,831113.59,0.0,72.0,0,Corporate Auto,Four-Door Car,311.329282 +XC15133,Nevada,F,Master,257402.04,34990.0,65.0,0,Personal Auto,Four-Door Car,42.689135 +ST43550,Oregon,M,Bachelor,572732.71,99934.0,71.0,0,Special Auto,Four-Door Car,460.323855 +FX36546,Washington,M,Master,367914.21,60804.0,92.0,0,Personal Auto,Four-Door Car,213.225001 +JX68983,Oregon,M,Bachelor,274451.96,94648.0,69.0,0,Personal Auto,Four-Door Car,331.2 +HX78576,California,F,High School or Below,563674.03,24516.0,71.0,0,Personal Auto,Four-Door Car,300.607591 +ZQ11381,Arizona,M,Bachelor,1687038.82,61063.0,85.0,0,Personal Auto,Four-Door Car,262.504882 +ON39271,California,M,Master,273800.2,0.0,74.0,0,Personal Auto,Two-Door Car,263.365432 +SB18278,Oregon,M,Bachelor,464470.05,0.0,64.0,0,Corporate Auto,Four-Door Car,307.2 +ZT30559,California,F,High School or Below,474668.65,15169.0,63.0,0,Personal Auto,Four-Door Car,302.4 +XI41106,Arizona,M,College,1687432.82,55390.0,71.0,0,Corporate Auto,Two-Door Car,256.268091 +ZS88847,Oregon,F,Bachelor,238760.61,27592.0,62.0,0,Personal Auto,Four-Door Car,297.6 +RU49126,Washington,F,College,446533.57,61846.0,112.0,0,Personal Auto,SUV,215.8182 +KR62797,Arizona,F,High School or Below,459162.59,83297.0,113.0,0,Personal Auto,SUV,542.4 +ZJ73220,Arizona,F,College,1309258.58,0.0,188.0,0,Special Auto,Luxury,1353.6 +FY62633,Oregon,M,Bachelor,911226.66,0.0,90.0,0,Personal Auto,Four-Door Car,432.0 +CU36986,California,F,High School or Below,416516.66,55897.0,104.0,0,Personal Auto,Four-Door Car,499.2 +WZ53904,Arizona,M,Bachelor,265998.06,21297.0,71.0,0,Personal Auto,Four-Door Car,45.507952 +AA71604,Arizona,F,Master,1198659.21,87560.0,98.0,1,Personal Auto,Two-Door Car,470.4 +TD10493,Oregon,F,High School or Below,289873.27,0.0,96.0,4,Personal Auto,Four-Door Car,691.2 +LY97989,Oregon,F,Bachelor,289424.39,0.0,85.0,0,Personal Auto,Four-Door Car,408.0 +VX39856,Arizona,F,Doctor,350045.44,89398.0,86.0,0,Personal Auto,Four-Door Car,82.409922 +TP51897,California,F,College,262180.86,36843.0,68.0,3,Corporate Auto,Four-Door Car,357.642982 +QQ89253,Oregon,F,College,1022180.5,0.0,134.0,0,Personal Auto,SUV,643.2 +EI91403,California,M,High School or Below,257827.1,34946.0,65.0,0,Personal Auto,Two-Door Car,420.35698 +QG15435,Arizona,F,College,624259.57,75680.0,78.0,0,Personal Auto,Four-Door Car,136.787725 +FZ55002,Nevada,F,Doctor,522028.1,0.0,69.0,0,Personal Auto,Four-Door Car,331.2 +HX77930,Washington,F,College,313643.21,49532.0,79.0,1,Personal Auto,Four-Door Car,220.186677 +UN37063,Arizona,M,Bachelor,452536.58,10269.0,65.0,0,Personal Auto,Two-Door Car,170.798204 +VB87946,California,M,College,497035.73,49714.0,63.0,3,Personal Auto,Four-Door Car,266.165535 +AB60627,California,M,High School or Below,1546778.9,77517.0,129.0,0,Corporate Auto,SUV,98.921782 +TA34903,Oregon,M,High School or Below,583889.92,81082.0,73.0,0,Personal Auto,Four-Door Car,281.295903 +AQ51368,Oregon,F,Bachelor,1065688.2,72540.0,88.0,0,Corporate Auto,Two-Door Car,631.743039 +NZ26102,Oregon,F,High School or Below,228961.87,0.0,65.0,0,Personal Auto,Four-Door Car,468.0 +GB45753,California,M,High School or Below,543980.42,61546.0,68.0,0,Corporate Auto,Two-Door Car,29.209521 +BV79904,California,F,Master,795615.01,44818.0,67.0,1,Personal Auto,Two-Door Car,136.883999 +OB49075,Arizona,M,Bachelor,445811.34,17622.0,65.0,1,Personal Auto,Four-Door Car,312.0 +DS97676,Oregon,F,College,255505.15,0.0,72.0,0,Personal Auto,Four-Door Car,518.4 +JO63462,California,M,Bachelor,330799.9,79797.0,84.0,0,Corporate Auto,Two-Door Car,31.755601 +NJ10602,Washington,F,College,845905.32,92717.0,70.0,0,Personal Auto,Two-Door Car,224.27582 +RS24501,Oregon,F,College,1335012.09,28919.0,173.0,0,Personal Auto,SUV,830.4 +VT78274,Arizona,M,College,493122.13,0.0,68.0,0,Personal Auto,Four-Door Car,480.159011 +SU56153,Nevada,M,Bachelor,777683.52,63568.0,65.0,0,Corporate Auto,Two-Door Car,390.792553 +MN20737,Nevada,F,College,255367.22,73935.0,64.0,1,Corporate Auto,Four-Door Car,72.071195 +KL43114,Arizona,F,High School or Below,487646.97,0.0,66.0,0,Corporate Auto,Two-Door Car,316.8 +YQ15567,Oregon,F,Bachelor,903430.58,18846.0,115.0,0,Personal Auto,SUV,552.0 +TR88637,Arizona,F,High School or Below,810591.08,38893.0,103.0,0,Personal Auto,SUV,41.965252 +TC88986,Oregon,M,High School or Below,561968.91,0.0,153.0,0,Special Auto,SUV,1027.000029 +XX88577,California,M,Bachelor,1572713.06,84824.0,196.0,0,Corporate Auto,SUV,319.820747 +NE49052,California,F,High School or Below,661801.64,20068.0,86.0,0,Corporate Auto,Four-Door Car,411.011162 +KX17826,Oregon,M,Doctor,467004.8,0.0,125.0,0,Corporate Auto,SUV,600.0 +CC91503,Arizona,F,High School or Below,1016936.98,0.0,135.0,0,Personal Auto,Luxury,648.0 +WH32183,California,M,Bachelor,832307.4,97245.0,70.0,0,Personal Auto,Four-Door Car,4.110585 +ES90681,California,F,College,241776.0,51808.0,61.0,1,Personal Auto,Four-Door Car,351.149904 +DW96592,California,M,Bachelor,804487.24,71391.0,67.0,0,Personal Auto,Four-Door Car,284.000172 +MT23134,Oregon,M,High School or Below,532572.45,0.0,73.0,0,Personal Auto,Two-Door Car,496.474767 +BM69081,Arizona,M,Bachelor,694752.4,0.0,100.0,0,Personal Auto,SUV,925.137143 +MB90871,Oregon,F,College,584741.52,23496.0,77.0,0,Special Auto,Four-Door Car,13.164097 +GT62080,Washington,M,High School or Below,588174.235,55561.0,63.0,0,Personal Auto,Four-Door Car,227.872071 +QL77686,Nevada,F,College,472478.61,23986.0,119.0,0,Corporate Auto,SUV,463.335061 +ON77827,Arizona,F,Master,279022.8,22974.0,71.0,0,Personal Auto,Four-Door Car,180.667969 +KP18988,Oregon,F,High School or Below,2153133.28,0.0,101.0,0,Personal Auto,Four-Door Car,484.8 +TI92884,Arizona,M,Bachelor,1262283.27,61844.0,106.0,0,Personal Auto,Luxury,508.8 +JH73503,Arizona,M,Doctor,2017196.15,24804.0,73.0,0,Personal Auto,Two-Door Car,350.4 +YE97964,California,F,Bachelor,1646436.59,27760.0,104.0,0,Personal Auto,SUV,302.764283 +VA30351,Oregon,F,High School or Below,559538.99,74454.0,71.0,0,Personal Auto,Four-Door Car,340.8 +PV55726,Oregon,F,Master,417068.73,29462.0,107.0,1,Personal Auto,SUV,513.6 +UC88305,Arizona,F,College,266544.71,52266.0,68.0,0,Corporate Auto,Two-Door Car,141.922839 +TS53809,Oregon,M,Bachelor,709891.41,0.0,70.0,0,Personal Auto,Two-Door Car,349.783046 +ZV32120,California,M,Doctor,397134.51,23599.0,103.0,0,Corporate Auto,SUV,494.4 +FB80807,Oregon,M,Bachelor,552821.28,36088.0,72.0,0,Personal Auto,Four-Door Car,345.6 +AS55677,California,F,High School or Below,833899.58,70534.0,104.0,0,Personal Auto,Four-Door Car,54.065538 +WA15684,Oregon,M,College,3844585.59,27398.0,125.0,1,Personal Auto,SUV,600.0 +SA50567,Nevada,M,Bachelor,544855.52,85296.0,68.0,0,Personal Auto,Four-Door Car,342.515136 +KJ31611,Arizona,M,High School or Below,1080806.6,31063.0,92.0,0,Personal Auto,Four-Door Car,441.6 +VL37375,California,M,Bachelor,618509.65,0.0,92.0,0,Personal Auto,Two-Door Car,1027.177255 +KN21017,Nevada,M,High School or Below,320822.59,52367.0,81.0,0,Personal Auto,Four-Door Car,275.989978 +PX44289,Arizona,M,College,548010.41,58651.0,71.0,0,Personal Auto,Four-Door Car,472.599683 +AM97901,Nevada,F,College,2298615.39,84831.0,192.0,0,Special Auto,Luxury,1336.931716 +RE42925,Oregon,M,Bachelor,1310792.59,49088.0,114.0,1,Corporate Auto,SUV,547.2 +TR81766,California,F,College,746292.63,70263.0,93.0,0,Corporate Auto,Two-Door Car,7.345946 +CH85057,Oregon,F,Doctor,1146399.1,45354.0,285.0,0,Personal Auto,Luxury,540.141566 +UP71482,Arizona,M,High School or Below,723613.25,0.0,63.0,0,Personal Auto,Four-Door Car,383.363758 +EG40670,California,F,Bachelor,623268.79,28334.0,83.0,0,Special Auto,Four-Door Car,537.765151 +HV83672,Oregon,F,Bachelor,2839332.99,38772.0,90.0,0,Personal Auto,Four-Door Car,321.873474 +MG10140,Oregon,F,College,374675.16,41479.0,94.0,1,Personal Auto,Two-Door Car,19.575683 +TC44716,California,M,Bachelor,2156933.73,23909.0,119.0,0,Personal Auto,SUV,571.2 +QO65264,California,M,College,501208.37,48328.0,63.0,0,Personal Auto,Two-Door Car,108.138715 +EB66698,California,M,High School or Below,337185.84,86689.0,85.0,0,Corporate Auto,Two-Door Car,408.0 +OT52034,California,M,Bachelor,386477.68,24204.0,99.0,1,Personal Auto,Four-Door Car,707.303416 +CH85444,Oregon,M,College,414571.19,25943.0,110.0,0,Corporate Auto,Two-Door Car,1067.333126 +PU85769,California,M,High School or Below,515607.27,0.0,73.0,0,Personal Auto,Four-Door Car,807.947292 +UI73201,California,M,College,366737.5,62375.0,92.0,0,Personal Auto,Two-Door Car,618.630955 +SL50592,California,F,High School or Below,783568.35,0.0,71.0,0,Corporate Auto,Four-Door Car,404.272806 +XP11075,Arizona,M,Bachelor,1456726.84,0.0,148.0,0,Personal Auto,SUV,710.4 +SI31236,Oregon,M,Bachelor,1017133.9,70200.0,65.0,0,Corporate Auto,Four-Door Car,312.0 +JN26745,Nevada,F,Bachelor,413577.52,0.0,112.0,0,Special Auto,Four-Door Car,707.977614 +VK48036,Oregon,F,College,551149.11,79027.0,70.0,0,Corporate Auto,Four-Door Car,336.0 +JX76668,Washington,F,High School or Below,1131424.39,62935.0,141.0,0,Personal Auto,Luxury,232.242326 +DS45802,California,F,High School or Below,541461.73,26893.0,68.0,0,Personal Auto,Four-Door Car,68.226001 +OA96690,Oregon,F,High School or Below,742159.35,47406.0,94.0,1,Personal Auto,Four-Door Car,287.149807 +EM27919,California,M,Bachelor,445811.34,17622.0,65.0,1,Personal Auto,Four-Door Car,312.0 +QO41043,Oregon,F,College,1447612.49,27572.0,124.0,0,Corporate Auto,SUV,595.2 +OV50124,Oregon,F,College,493688.84,0.0,72.0,2,Personal Auto,Two-Door Car,391.636628 +PR31642,Oregon,F,Bachelor,452527.65,32802.0,114.0,0,Personal Auto,SUV,547.2 +BU41599,Washington,F,Master,558176.13,62739.0,70.0,0,Personal Auto,Two-Door Car,239.328571 +TK30357,California,F,Bachelor,1413434.74,90844.0,118.0,0,Personal Auto,SUV,232.674417 +NF31087,Nevada,F,High School or Below,2472318.31,44685.0,69.0,0,Personal Auto,Four-Door Car,331.2 +NH16984,California,F,Bachelor,283806.78,0.0,80.0,0,Personal Auto,Four-Door Car,336.50961 +OS75493,California,F,High School or Below,384848.36,42589.0,98.0,0,Corporate Auto,Four-Door Car,470.4 +VT63298,Oregon,M,Bachelor,1950447.39,0.0,72.0,0,Personal Auto,Four-Door Car,345.6 +QS75550,Washington,F,Bachelor,248004.59,93383.0,62.0,0,Corporate Auto,Two-Door Car,244.212286 +SZ16483,Arizona,F,High School or Below,436137.29,79583.0,109.0,2,Personal Auto,Four-Door Car,523.2 +VM92311,Arizona,F,High School or Below,252907.75,89129.0,64.0,0,Personal Auto,Four-Door Car,328.870868 +NJ46849,Arizona,M,College,250444.48,0.0,69.0,0,Personal Auto,Four-Door Car,496.8 +WZ31900,Oregon,F,Bachelor,864970.06,94389.0,107.0,0,Corporate Auto,SUV,85.063708 +RG30482,Oregon,F,College,1366835.53,0.0,197.0,0,Personal Auto,SUV,1418.4 +ZM86949,Oregon,F,High School or Below,2063508.46,84106.0,64.0,0,Personal Auto,Two-Door Car,334.408717 +QQ39596,Arizona,F,College,251753.36,0.0,69.0,0,Personal Auto,Four-Door Car,42.096415 +FH51383,California,F,High School or Below,532667.77,76717.0,66.0,0,Personal Auto,Two-Door Car,300.528579 +BJ53923,Arizona,M,High School or Below,260027.21,51978.0,66.0,0,Corporate Auto,Four-Door Car,144.782152 +CZ96653,Oregon,F,Bachelor,853479.28,47325.0,107.0,0,Personal Auto,SUV,64.598216 +FB23788,Oregon,M,High School or Below,882883.5,86721.0,111.0,0,Corporate Auto,SUV,532.8 +NT43594,Nevada,F,Bachelor,224844.96,24910.0,63.0,1,Personal Auto,Four-Door Car,347.857619 +RJ85627,Washington,F,Bachelor,1230276.24,43817.0,62.0,1,Personal Auto,Four-Door Car,245.447622 +KJ86296,Oregon,M,High School or Below,455659.3,0.0,73.0,2,Personal Auto,Four-Door Car,525.6 +PI47776,Oregon,F,Bachelor,253070.51,89451.0,63.0,0,Corporate Auto,Four-Door Car,61.769564 +MD73554,California,M,College,525198.4,59537.0,66.0,0,Personal Auto,Two-Door Car,316.8 +UX92071,Oregon,M,High School or Below,674311.93,0.0,199.0,0,Personal Auto,Luxury,955.2 +YG44474,Oregon,M,College,1401472.13,54193.0,117.0,0,Corporate Auto,SUV,720.752945 +UH45301,Oregon,M,College,943891.56,86946.0,118.0,0,Personal Auto,Four-Door Car,340.656963 +RY92647,California,F,Bachelor,1050677.17,0.0,92.0,0,Personal Auto,Four-Door Car,546.524896 +IK12620,Arizona,F,High School or Below,421391.86,12160.0,109.0,0,Personal Auto,Four-Door Car,489.411833 +GQ66762,California,M,College,477368.64,33701.0,63.0,0,Personal Auto,Four-Door Car,171.325856 +YT69858,Washington,F,Bachelor,544142.01,85702.0,67.0,0,Personal Auto,Two-Door Car,249.085887 +XD85577,California,M,Bachelor,284226.69,69417.0,73.0,1,Personal Auto,Four-Door Car,30.874869 +TM65736,Oregon,M,Master,305955.03,38644.0,78.0,1,Personal Auto,Four-Door Car,361.455219 +VJ51327,California,F,High School or Below,2031499.76,63209.0,102.0,2,Personal Auto,SUV,207.320041 +GS98873,Arizona,F,Bachelor,323912.47,16061.0,88.0,0,Personal Auto,Four-Door Car,633.6 +CW49887,California,F,Master,462680.11,79487.0,114.0,0,Special Auto,SUV,547.2 +MY31220,California,F,College,899704.02,54230.0,112.0,0,Personal Auto,Two-Door Car,537.6 diff --git a/lab-dw-data-structuring-and-combining.ipynb b/lab-dw-data-structuring-and-combining.ipynb index ec4e3f9..0ff0551 100644 --- a/lab-dw-data-structuring-and-combining.ipynb +++ b/lab-dw-data-structuring-and-combining.ipynb @@ -36,14 +36,1763 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "492d06e3-92c7-4105-ac72-536db98d3244", "metadata": { "id": "492d06e3-92c7-4105-ac72-536db98d3244" }, "outputs": [], "source": [ - "# Your code goes here" + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "file1 = pd.read_csv(\"cleaned_data.csv\")\n", + "\n", + "file2 = pd.read_csv(\n", + " \"https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file2.csv\"\n", + ")\n", + "\n", + "file3 = pd.read_csv(\n", + " \"https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file3.csv\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "e6712019-ac45-4bfa-be08-ac2715a979d8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstategendereducationcustomer_lifetime_valueincomemonthly_premium_autonumber_of_open_complaintspolicy_typevehicle_classtotal_claim_amount
0RB50392WashingtonUnknownMaster588174.2350.01000.00Personal AutoFour-Door Car2.704934
1QZ44356ArizonaFBachelor697953.5900.094.00Personal AutoFour-Door Car1131.464935
2AI49188NevadaFBachelor1288743.17048767.0108.00Personal AutoTwo-Door Car566.472247
3WW63253CaliforniaMBachelor764586.1800.0106.00Corporate AutoSUV529.881344
4GA49547WashingtonMHigh School or Below536307.65036357.068.00Personal AutoFour-Door Car17.269323
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" + ], + "text/plain": [ + " customer state 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 588174.235 0.0 1000.0 \n", + "1 697953.590 0.0 94.0 \n", + "2 1288743.170 48767.0 108.0 \n", + "3 764586.180 0.0 106.0 \n", + "4 536307.650 36357.0 68.0 \n", + "\n", + " number_of_open_complaints policy_type vehicle_class \\\n", + "0 0 Personal Auto Four-Door Car \n", + "1 0 Personal Auto Four-Door Car \n", + "2 0 Personal Auto Two-Door Car \n", + "3 0 Corporate Auto SUV \n", + "4 0 Personal Auto Four-Door Car \n", + "\n", + " total_claim_amount \n", + "0 2.704934 \n", + "1 1131.464935 \n", + "2 566.472247 \n", + "3 529.881344 \n", + "4 17.269323 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "file1.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "0b5f1179-8198-4f65-a66b-e62862c1dab9", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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CustomerSTGENDEREducationCustomer Lifetime ValueIncomeMonthly Premium AutoNumber of Open ComplaintsTotal Claim AmountPolicy TypeVehicle Class
0GS98873ArizonaFBachelor323912.47%16061881/0/00633.6Personal AutoFour-Door Car
1CW49887CaliforniaFMaster462680.11%794871141/0/00547.2Special AutoSUV
2MY31220CaliforniaFCollege899704.02%542301121/0/00537.6Personal AutoTwo-Door Car
3UH35128OregonFCollege2580706.30%712102141/1/001027.2Personal AutoLuxury Car
4WH52799ArizonaFCollege380812.21%94903941/0/00451.2Corporate AutoTwo-Door Car
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" + ], + "text/plain": [ + " Customer ST GENDER Education Customer Lifetime Value Income \\\n", + "0 GS98873 Arizona F Bachelor 323912.47% 16061 \n", + "1 CW49887 California F Master 462680.11% 79487 \n", + "2 MY31220 California F College 899704.02% 54230 \n", + "3 UH35128 Oregon F College 2580706.30% 71210 \n", + "4 WH52799 Arizona F College 380812.21% 94903 \n", + "\n", + " Monthly Premium Auto Number of Open Complaints Total Claim Amount \\\n", + "0 88 1/0/00 633.6 \n", + "1 114 1/0/00 547.2 \n", + "2 112 1/0/00 537.6 \n", + "3 214 1/1/00 1027.2 \n", + "4 94 1/0/00 451.2 \n", + "\n", + " Policy Type Vehicle Class \n", + "0 Personal Auto Four-Door Car \n", + "1 Special Auto SUV \n", + "2 Personal Auto Two-Door Car \n", + "3 Personal Auto Luxury Car \n", + "4 Corporate Auto Two-Door Car " + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "file2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "47c05ac8-a83e-4ecc-8d30-09e2c3ec487c", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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CustomerStateCustomer Lifetime ValueEducationGenderIncomeMonthly Premium AutoNumber of Open ComplaintsPolicy TypeTotal Claim AmountVehicle Class
0SA25987Washington3479.137523High School or BelowM01040Personal Auto499.200000Two-Door Car
1TB86706Arizona2502.637401MasterM0660Personal Auto3.468912Two-Door Car
2ZL73902Nevada3265.156348BachelorF25820820Personal Auto393.600000Four-Door Car
3KX23516California4455.843406High School or BelowF01210Personal Auto699.615192SUV
4FN77294California7704.958480High School or BelowM303661012Personal Auto484.800000SUV
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" + ], + "text/plain": [ + " Customer State Customer Lifetime Value Education Gender \\\n", + "0 SA25987 Washington 3479.137523 High School or Below M \n", + "1 TB86706 Arizona 2502.637401 Master M \n", + "2 ZL73902 Nevada 3265.156348 Bachelor F \n", + "3 KX23516 California 4455.843406 High School or Below F \n", + "4 FN77294 California 7704.958480 High School or Below M \n", + "\n", + " Income Monthly Premium Auto Number of Open Complaints Policy Type \\\n", + "0 0 104 0 Personal Auto \n", + "1 0 66 0 Personal Auto \n", + "2 25820 82 0 Personal Auto \n", + "3 0 121 0 Personal Auto \n", + "4 30366 101 2 Personal Auto \n", + "\n", + " Total Claim Amount Vehicle Class \n", + "0 499.200000 Two-Door Car \n", + "1 3.468912 Two-Door Car \n", + "2 393.600000 Four-Door Car \n", + "3 699.615192 SUV \n", + "4 484.800000 SUV " + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "file3.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "c32fe27f-f1b1-4577-ba00-35b3f365da5e", + "metadata": {}, + "outputs": [], + "source": [ + "def clean_data(df):\n", + " df.columns = df.columns.str.lower().str.replace(\" \", \"_\") \n", + " df = df.rename(columns={\"st\": \"state\"})\n", + " df[\"gender\"] = df[\"gender\"].replace({\"Male\":\"M\", \"female\":\"F\", \"Femal\":\"F\"\n", + "})\n", + " df[\"state\"] = df[\"state\"].replace({\"AZ\":\"Arizona\", \"WA\":\"Washington\", \"Cali\":\"California\"\n", + "})\n", + " df[\"education\"] = df[\"education\"].replace({\"Bachelors\":\"Bachelor\"\n", + "})\n", + " df[\"vehicle_class\"] = df[\"vehicle_class\"].replace({\"Sports Car\":\"Luxury\", \"Luxury SUV\":\"Luxury\", \"Luxury Car\":\"Luxury\"\n", + "})\n", + " df[\"customer_lifetime_value\"] = (\n", + " df[\"customer_lifetime_value\"]\n", + " .astype(str)\n", + " .str.replace(\"%\", \"\", regex=False)\n", + ")\n", + " \n", + " df[\"customer_lifetime_value\"] = df[\"customer_lifetime_value\"].str.replace(\"%\", \"\", regex=False)\n", + " df = df.drop_duplicates()\n", + "\n", + " df[\"customer_lifetime_value\"] = pd.to_numeric(\n", + " df[\"customer_lifetime_value\"],\n", + " errors=\"coerce\"\n", + ")\n", + " df[\"gender\"] = df[\"gender\"].fillna(\"Unknown\")\n", + " df = df.dropna(how=\"all\")\n", + " \n", + " return df\n", + "\n", + "file2 = clean_data(file2)\n", + "file3 = clean_data(file3)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "99d6cde7-4ff7-489e-b3ee-32128e0f1e44", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstatecustomer_lifetime_valueeducationgenderincomemonthly_premium_autonumber_of_open_complaintspolicy_typetotal_claim_amountvehicle_class
0SA25987Washington3479.137523High School or BelowM01040Personal Auto499.200000Two-Door Car
1TB86706Arizona2502.637401MasterM0660Personal Auto3.468912Two-Door Car
2ZL73902Nevada3265.156348BachelorF25820820Personal Auto393.600000Four-Door Car
3KX23516California4455.843406High School or BelowF01210Personal Auto699.615192SUV
4FN77294California7704.958480High School or BelowM303661012Personal Auto484.800000SUV
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" + ], + "text/plain": [ + " customer state customer_lifetime_value education gender \\\n", + "0 SA25987 Washington 3479.137523 High School or Below M \n", + "1 TB86706 Arizona 2502.637401 Master M \n", + "2 ZL73902 Nevada 3265.156348 Bachelor F \n", + "3 KX23516 California 4455.843406 High School or Below F \n", + "4 FN77294 California 7704.958480 High School or Below M \n", + "\n", + " income monthly_premium_auto number_of_open_complaints policy_type \\\n", + "0 0 104 0 Personal Auto \n", + "1 0 66 0 Personal Auto \n", + "2 25820 82 0 Personal Auto \n", + "3 0 121 0 Personal Auto \n", + "4 30366 101 2 Personal Auto \n", + "\n", + " total_claim_amount vehicle_class \n", + "0 499.200000 Two-Door Car \n", + "1 3.468912 Two-Door Car \n", + "2 393.600000 Four-Door Car \n", + "3 699.615192 SUV \n", + "4 484.800000 SUV " + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "file3.head()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "e90c12cc-5650-4c9c-ad18-ef221c07270c", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 2, 3, 1, 5, 4])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "file3[\"number_of_open_complaints\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "dcc77fb5-1298-413c-981c-372d8af314ee", + "metadata": {}, + "outputs": [], + "source": [ + "file2[\"number_of_open_complaints\"] = file2[\"number_of_open_complaints\"].str.split(\"/\").str[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "cbdb0d29-d013-4271-b0e5-5e9995d5eb9e", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['0', '1', '3', '5', '2', '4'], dtype=object)" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "file2[\"number_of_open_complaints\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "9acac1aa-b793-414e-8ef8-779b72662e2b", + "metadata": {}, + "outputs": [], + "source": [ + "file2[\"number_of_open_complaints\"]=file2[\"number_of_open_complaints\"].astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "4f446067-6f4d-4298-b496-a6753ffdfc36", + "metadata": {}, + "outputs": [], + "source": [ + "combined = pd.concat([file1, file2, file3], ignore_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "39884f91-43cb-4f5e-8568-939e7ea520a1", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(9137, 11)" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "1563e2d3-4034-4b47-80d7-4efae7150fa9", + "metadata": {}, + "outputs": [], + "source": [ + "combined = combined.drop_duplicates()" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "d7aede4a-614b-4138-ba76-1e04be8a824a", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstategendereducationcustomer_lifetime_valueincomemonthly_premium_autonumber_of_open_complaintspolicy_typevehicle_classtotal_claim_amount
0RB50392WashingtonUnknownMaster588174.2350.01000.00Personal AutoFour-Door Car2.704934
1QZ44356ArizonaFBachelor697953.5900.094.00Personal AutoFour-Door Car1131.464935
2AI49188NevadaFBachelor1288743.17048767.0108.00Personal AutoTwo-Door Car566.472247
3WW63253CaliforniaMBachelor764586.1800.0106.00Corporate AutoSUV529.881344
4GA49547WashingtonMHigh School or Below536307.65036357.068.00Personal AutoFour-Door Car17.269323
5OC83172OregonFBachelor825629.78062902.069.00Personal AutoTwo-Door Car159.383042
6XZ87318OregonFCollege538089.86055350.067.00Corporate AutoFour-Door Car321.600000
7CF85061ArizonaMMaster721610.0300.0101.00Corporate AutoFour-Door Car363.029680
8DY87989OregonMBachelor2412750.40014072.071.00Corporate AutoFour-Door Car511.200000
9BQ94931OregonFCollege738817.81028812.093.00Special AutoFour-Door Car425.527834
10SX51350CaliforniaMCollege473899.2000.067.00Personal AutoFour-Door Car482.400000
11VQ65197CaliforniaUnknownCollege819719.7100.0110.00Personal AutoSUV528.000000
12DP39365CaliforniaUnknownMaster879879.70077026.0110.02Corporate AutoFour-Door Car472.029737
13SJ95423ArizonaUnknownHigh School or Below881901.89099845.0110.01Corporate AutoSUV528.000000
14IL66569CaliforniaUnknownCollege538443.17083689.070.02Corporate AutoFour-Door Car307.139132
15BW63560OregonUnknownBachelor746313.94024599.064.01Corporate AutoFour-Door Car42.920271
16FV94802NevadaUnknownHigh School or Below256686.78025049.067.00Personal AutoTwo-Door Car454.245098
17OE15005CaliforniaUnknownCollege394524.16028855.0101.00Personal AutoSUV647.442031
18WC83389OregonUnknownCollege571033.31051148.072.00Personal AutoFour-Door Car308.981664
19FL50705CaliforniaUnknownHigh School or Below816261.71066140.0101.00Corporate AutoFour-Door Car484.800000
20ZK25313OregonUnknownHigh School or Below287205.13057749.074.00Personal AutoTwo-Door Car355.200000
21QK46697WashingtonMBachelor617710.93061040.079.01Personal AutoTwo-Door Car20.382876
22YH23384ArizonaUnknownBachelor2412750.40014072.071.00Personal AutoFour-Door Car511.200000
23TZ98966NevadaUnknownBachelor245019.1000.073.03Corporate AutoFour-Door Car554.376763
24HM55802CaliforniaUnknownBachelor239210.79017870.061.00Corporate AutoFour-Door Car439.200000
25FS42516OregonUnknownCollege580206.60097541.072.00Personal AutoFour-Door Car389.185006
26US89481CaliforniaUnknownBachelor394637.2100.0111.00Personal AutoFour-Door Car799.200000
27HS14476WashingtonMCollege916206.32029723.080.00Personal AutoFour-Door Car20.985105
28GE62437ArizonaUnknownCollege1290256.01086584.0111.02Personal AutoFour-Door Car532.800000
29EJ77678OregonUnknownMaster323536.05075690.080.01Personal AutoFour-Door Car384.000000
30SV85652ArizonaUnknownCollege245458.35023158.063.01Personal AutoFour-Door Car322.294043
31UL64533NevadaUnknownHigh School or Below1897545.61065999.0237.00Corporate AutoLuxury615.927769
32PF41800CaliforniaUnknownBachelor471532.1300.065.00Personal AutoFour-Door Car308.150890
33HD95276WashingtonFCollege473787.1700.0130.00Personal AutoSUV23.820158
34SK67821OregonUnknownBachelor493291.63037260.062.00Corporate AutoFour-Door Car15.437681
35YV55495ArizonaUnknownHigh School or Below574422.97068987.071.00Personal AutoFour-Door Car204.475147
36KY38074CaliforniaUnknownBachelor1389173.57042305.0117.00Personal AutoFour-Door Car561.600000
37DM79012OregonUnknownMaster738097.67065706.091.00Personal AutoFour-Door Car436.800000
38CM61827OregonUnknownBachelor309003.4100.090.00Personal AutoTwo-Door Car648.000000
39WC35801ArizonaUnknownHigh School or Below252163.31053243.066.02Personal AutoFour-Door Car157.397849
40QG25316NevadaUnknownHigh School or Below265206.1800.070.01Corporate AutoTwo-Door Car484.318536
41MB98372OregonUnknownCollege277104.50050071.071.00Corporate AutoTwo-Door Car18.918935
42IL19217CaliforniaUnknownBachelor393900.64060021.099.00Personal AutoFour-Door Car882.871945
43SR38658ArizonaUnknownHigh School or Below1223187.97043244.0103.00Personal AutoLuxury494.400000
44YD87931WashingtonMDoctor495165.61046896.035354.01Personal AutoFour-Door Car31.707317
45HG65722OregonUnknownDoctor1281910.29010105.0172.03Personal AutoSUV0.517753
46BU27331ArizonaUnknownBachelor446851.0500.073.03Personal AutoFour-Door Car579.165954
47XM45289OregonUnknownHigh School or Below551434.40023218.071.00Personal AutoTwo-Door Car447.793440
48KP34198CaliforniaUnknownBachelor334387.5300.092.00Corporate AutoFour-Door Car529.624084
49SH90947ArizonaUnknownHigh School or Below229447.8900.062.00Personal AutoFour-Door Car313.023175
\n", + "
" + ], + "text/plain": [ + " customer state 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", + "5 OC83172 Oregon F Bachelor \n", + "6 XZ87318 Oregon F College \n", + "7 CF85061 Arizona M Master \n", + "8 DY87989 Oregon M Bachelor \n", + "9 BQ94931 Oregon F College \n", + "10 SX51350 California M College \n", + "11 VQ65197 California Unknown College \n", + "12 DP39365 California Unknown Master \n", + "13 SJ95423 Arizona Unknown High School or Below \n", + "14 IL66569 California Unknown College \n", + "15 BW63560 Oregon Unknown Bachelor \n", + "16 FV94802 Nevada Unknown High School or Below \n", + "17 OE15005 California Unknown College \n", + "18 WC83389 Oregon Unknown College \n", + "19 FL50705 California Unknown High School or Below \n", + "20 ZK25313 Oregon Unknown High School or Below \n", + "21 QK46697 Washington M Bachelor \n", + "22 YH23384 Arizona Unknown Bachelor \n", + "23 TZ98966 Nevada Unknown Bachelor \n", + "24 HM55802 California Unknown Bachelor \n", + "25 FS42516 Oregon Unknown College \n", + "26 US89481 California Unknown Bachelor \n", + "27 HS14476 Washington M College \n", + "28 GE62437 Arizona Unknown College \n", + "29 EJ77678 Oregon Unknown Master \n", + "30 SV85652 Arizona Unknown College \n", + "31 UL64533 Nevada Unknown High School or Below \n", + "32 PF41800 California Unknown Bachelor \n", + "33 HD95276 Washington F College \n", + "34 SK67821 Oregon Unknown Bachelor \n", + "35 YV55495 Arizona Unknown High School or Below \n", + "36 KY38074 California Unknown Bachelor \n", + "37 DM79012 Oregon Unknown Master \n", + "38 CM61827 Oregon Unknown Bachelor \n", + "39 WC35801 Arizona Unknown High School or Below \n", + "40 QG25316 Nevada Unknown High School or Below \n", + "41 MB98372 Oregon Unknown College \n", + "42 IL19217 California Unknown Bachelor \n", + "43 SR38658 Arizona Unknown High School or Below \n", + "44 YD87931 Washington M Doctor \n", + "45 HG65722 Oregon Unknown Doctor \n", + "46 BU27331 Arizona Unknown Bachelor \n", + "47 XM45289 Oregon Unknown High School or Below \n", + "48 KP34198 California Unknown Bachelor \n", + "49 SH90947 Arizona Unknown High School or Below \n", + "\n", + " customer_lifetime_value income monthly_premium_auto \\\n", + "0 588174.235 0.0 1000.0 \n", + "1 697953.590 0.0 94.0 \n", + "2 1288743.170 48767.0 108.0 \n", + "3 764586.180 0.0 106.0 \n", + "4 536307.650 36357.0 68.0 \n", + "5 825629.780 62902.0 69.0 \n", + "6 538089.860 55350.0 67.0 \n", + "7 721610.030 0.0 101.0 \n", + "8 2412750.400 14072.0 71.0 \n", + "9 738817.810 28812.0 93.0 \n", + "10 473899.200 0.0 67.0 \n", + "11 819719.710 0.0 110.0 \n", + "12 879879.700 77026.0 110.0 \n", + "13 881901.890 99845.0 110.0 \n", + "14 538443.170 83689.0 70.0 \n", + "15 746313.940 24599.0 64.0 \n", + "16 256686.780 25049.0 67.0 \n", + "17 394524.160 28855.0 101.0 \n", + "18 571033.310 51148.0 72.0 \n", + "19 816261.710 66140.0 101.0 \n", + "20 287205.130 57749.0 74.0 \n", + "21 617710.930 61040.0 79.0 \n", + "22 2412750.400 14072.0 71.0 \n", + "23 245019.100 0.0 73.0 \n", + "24 239210.790 17870.0 61.0 \n", + "25 580206.600 97541.0 72.0 \n", + "26 394637.210 0.0 111.0 \n", + "27 916206.320 29723.0 80.0 \n", + "28 1290256.010 86584.0 111.0 \n", + "29 323536.050 75690.0 80.0 \n", + "30 245458.350 23158.0 63.0 \n", + "31 1897545.610 65999.0 237.0 \n", + "32 471532.130 0.0 65.0 \n", + "33 473787.170 0.0 130.0 \n", + "34 493291.630 37260.0 62.0 \n", + "35 574422.970 68987.0 71.0 \n", + "36 1389173.570 42305.0 117.0 \n", + "37 738097.670 65706.0 91.0 \n", + "38 309003.410 0.0 90.0 \n", + "39 252163.310 53243.0 66.0 \n", + "40 265206.180 0.0 70.0 \n", + "41 277104.500 50071.0 71.0 \n", + "42 393900.640 60021.0 99.0 \n", + "43 1223187.970 43244.0 103.0 \n", + "44 495165.610 46896.0 35354.0 \n", + "45 1281910.290 10105.0 172.0 \n", + "46 446851.050 0.0 73.0 \n", + "47 551434.400 23218.0 71.0 \n", + "48 334387.530 0.0 92.0 \n", + "49 229447.890 0.0 62.0 \n", + "\n", + " number_of_open_complaints policy_type vehicle_class \\\n", + "0 0 Personal Auto Four-Door Car \n", + "1 0 Personal Auto Four-Door Car \n", + "2 0 Personal Auto Two-Door Car \n", + "3 0 Corporate Auto SUV \n", + "4 0 Personal Auto Four-Door Car \n", + "5 0 Personal Auto Two-Door Car \n", + "6 0 Corporate Auto Four-Door Car \n", + "7 0 Corporate Auto Four-Door Car \n", + "8 0 Corporate Auto Four-Door Car \n", + "9 0 Special Auto Four-Door Car \n", + "10 0 Personal Auto Four-Door Car \n", + "11 0 Personal Auto SUV \n", + "12 2 Corporate Auto Four-Door Car \n", + "13 1 Corporate Auto SUV \n", + "14 2 Corporate Auto Four-Door Car \n", + "15 1 Corporate Auto Four-Door Car \n", + "16 0 Personal Auto Two-Door Car \n", + "17 0 Personal Auto SUV \n", + "18 0 Personal Auto Four-Door Car \n", + "19 0 Corporate Auto Four-Door Car \n", + "20 0 Personal Auto Two-Door Car \n", + "21 1 Personal Auto Two-Door Car \n", + "22 0 Personal Auto Four-Door Car \n", + "23 3 Corporate Auto Four-Door Car \n", + "24 0 Corporate Auto Four-Door Car \n", + "25 0 Personal Auto Four-Door Car \n", + "26 0 Personal Auto Four-Door Car \n", + "27 0 Personal Auto Four-Door Car \n", + "28 2 Personal Auto Four-Door Car \n", + "29 1 Personal Auto Four-Door Car \n", + "30 1 Personal Auto Four-Door Car \n", + "31 0 Corporate Auto Luxury \n", + "32 0 Personal Auto Four-Door Car \n", + "33 0 Personal Auto SUV \n", + "34 0 Corporate Auto Four-Door Car \n", + "35 0 Personal Auto Four-Door Car \n", + "36 0 Personal Auto Four-Door Car \n", + "37 0 Personal Auto Four-Door Car \n", + "38 0 Personal Auto Two-Door Car \n", + "39 2 Personal Auto Four-Door Car \n", + "40 1 Corporate Auto Two-Door Car \n", + "41 0 Corporate Auto Two-Door Car \n", + "42 0 Personal Auto Four-Door Car \n", + "43 0 Personal Auto Luxury \n", + "44 1 Personal Auto Four-Door Car \n", + "45 3 Personal Auto SUV \n", + "46 3 Personal Auto Four-Door Car \n", + "47 0 Personal Auto Two-Door Car \n", + "48 0 Corporate Auto Four-Door Car \n", + "49 0 Personal Auto Four-Door Car \n", + "\n", + " total_claim_amount \n", + "0 2.704934 \n", + "1 1131.464935 \n", + "2 566.472247 \n", + "3 529.881344 \n", + "4 17.269323 \n", + "5 159.383042 \n", + "6 321.600000 \n", + "7 363.029680 \n", + "8 511.200000 \n", + "9 425.527834 \n", + "10 482.400000 \n", + "11 528.000000 \n", + "12 472.029737 \n", + "13 528.000000 \n", + "14 307.139132 \n", + "15 42.920271 \n", + "16 454.245098 \n", + "17 647.442031 \n", + "18 308.981664 \n", + "19 484.800000 \n", + "20 355.200000 \n", + "21 20.382876 \n", + "22 511.200000 \n", + "23 554.376763 \n", + "24 439.200000 \n", + "25 389.185006 \n", + "26 799.200000 \n", + "27 20.985105 \n", + "28 532.800000 \n", + "29 384.000000 \n", + "30 322.294043 \n", + "31 615.927769 \n", + "32 308.150890 \n", + "33 23.820158 \n", + "34 15.437681 \n", + "35 204.475147 \n", + "36 561.600000 \n", + "37 436.800000 \n", + "38 648.000000 \n", + "39 157.397849 \n", + "40 484.318536 \n", + "41 18.918935 \n", + "42 882.871945 \n", + "43 494.400000 \n", + "44 31.707317 \n", + "45 0.517753 \n", + "46 579.165954 \n", + "47 447.793440 \n", + "48 529.624084 \n", + "49 313.023175 " + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined.head(50)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "de8e6603-2b24-44de-be27-6873ca76ea0e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 2, 1, 3, 5, 4])" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined[\"number_of_open_complaints\"].unique()" ] }, { @@ -72,14 +1821,12 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "aa10d9b0-1c27-4d3f-a8e4-db6ab73bfd26", - "metadata": { - "id": "aa10d9b0-1c27-4d3f-a8e4-db6ab73bfd26" - }, + "execution_count": 64, + "id": "48cdfd12-314e-4490-9e5a-8ba8e6b9ed18", + "metadata": {}, "outputs": [], "source": [ - "# Your code goes here" + "df = pd.read_csv(\"https://raw.githubusercontent.com/data-bootcamp-v4/data/main/marketing_customer_analysis_clean.csv\")" ] }, { @@ -103,6 +1850,513 @@ "2. Create a pivot table that shows the average customer lifetime value per gender and education level. Analyze the resulting table to draw insights." ] }, + { + "cell_type": "code", + "execution_count": 65, + "id": "aa10d9b0-1c27-4d3f-a8e4-db6ab73bfd26", + "metadata": { + "id": "aa10d9b0-1c27-4d3f-a8e4-db6ab73bfd26" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['unnamed:_0', 'customer', 'state', 'customer_lifetime_value',\n", + " 'response', 'coverage', 'education', 'effective_to_date',\n", + " 'employmentstatus', 'gender', 'income', 'location_code',\n", + " 'marital_status', 'monthly_premium_auto', 'months_since_last_claim',\n", + " 'months_since_policy_inception', 'number_of_open_complaints',\n", + " 'number_of_policies', 'policy_type', 'policy', 'renew_offer_type',\n", + " 'sales_channel', 'total_claim_amount', 'vehicle_class', 'vehicle_size',\n", + " 'vehicle_type', 'month'],\n", + " dtype='object')" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "17ebb73e-e8c3-4492-8e73-e5725be2aba5", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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unnamed:_0customerstatecustomer_lifetime_valueresponsecoverageeducationeffective_to_dateemploymentstatusgender...number_of_policiespolicy_typepolicyrenew_offer_typesales_channeltotal_claim_amountvehicle_classvehicle_sizevehicle_typemonth
00DK49336Arizona4809.216960NoBasicCollege2011-02-18EmployedM...9Corporate AutoCorporate L3Offer3Agent292.800000Four-Door CarMedsizeA2
11KX64629California2228.525238NoBasicCollege2011-01-18UnemployedF...1Personal AutoPersonal L3Offer4Call Center744.924331Four-Door CarMedsizeA1
22LZ68649Washington14947.917300NoBasicBachelor2011-02-10EmployedM...2Personal AutoPersonal L3Offer3Call Center480.000000SUVMedsizeA2
33XL78013Oregon22332.439460YesExtendedCollege2011-01-11EmployedM...2Corporate AutoCorporate L3Offer2Branch484.013411Four-Door CarMedsizeA1
44QA50777Oregon9025.067525NoPremiumBachelor2011-01-17Medical LeaveF...7Personal AutoPersonal L2Offer1Branch707.925645Four-Door CarMedsizeA1
\n", + "

5 rows × 27 columns

\n", + "
" + ], + "text/plain": [ + " unnamed:_0 customer state customer_lifetime_value response \\\n", + "0 0 DK49336 Arizona 4809.216960 No \n", + "1 1 KX64629 California 2228.525238 No \n", + "2 2 LZ68649 Washington 14947.917300 No \n", + "3 3 XL78013 Oregon 22332.439460 Yes \n", + "4 4 QA50777 Oregon 9025.067525 No \n", + "\n", + " coverage education effective_to_date employmentstatus gender ... \\\n", + "0 Basic College 2011-02-18 Employed M ... \n", + "1 Basic College 2011-01-18 Unemployed F ... \n", + "2 Basic Bachelor 2011-02-10 Employed M ... \n", + "3 Extended College 2011-01-11 Employed M ... \n", + "4 Premium Bachelor 2011-01-17 Medical Leave F ... \n", + "\n", + " number_of_policies policy_type policy renew_offer_type \\\n", + "0 9 Corporate Auto Corporate L3 Offer3 \n", + "1 1 Personal Auto Personal L3 Offer4 \n", + "2 2 Personal Auto Personal L3 Offer3 \n", + "3 2 Corporate Auto Corporate L3 Offer2 \n", + "4 7 Personal Auto Personal L2 Offer1 \n", + "\n", + " sales_channel total_claim_amount vehicle_class vehicle_size \\\n", + "0 Agent 292.800000 Four-Door Car Medsize \n", + "1 Call Center 744.924331 Four-Door Car Medsize \n", + "2 Call Center 480.000000 SUV Medsize \n", + "3 Branch 484.013411 Four-Door Car Medsize \n", + "4 Branch 707.925645 Four-Door Car Medsize \n", + "\n", + " vehicle_type month \n", + "0 A 2 \n", + "1 A 1 \n", + "2 A 2 \n", + "3 A 1 \n", + "4 A 1 \n", + "\n", + "[5 rows x 27 columns]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "baab75d1-9df1-40bb-a92d-a7fa21521400", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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total_claim_amount
sales_channel
Agent1810226.82
Branch1301204.00
Call Center926600.82
Web706600.04
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" + ], + "text/plain": [ + " total_claim_amount\n", + "sales_channel \n", + "Agent 1810226.82\n", + "Branch 1301204.00\n", + "Call Center 926600.82\n", + "Web 706600.04" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "revenue_by_channel = pd.pivot_table(\n", + " df,\n", + " index=\"sales_channel\",\n", + " values=\"total_claim_amount\",\n", + " aggfunc=\"sum\"\n", + ").round(2)\n", + "\n", + "revenue_by_channel" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9a412a1d-5250-47e3-a354-9a0432c7b373", + "metadata": {}, + "outputs": [], + "source": [ + "# Agent generated the highest total revenue, contributing approximately 38% of the total sales revenue. This suggests that direct interaction with customers through agents remains the most effective sales channel.\n", + "# Branch offices generated the second-highest revenue, indicating that traditional in-person sales channels continue to play an important role.\n", + "# The Call Center generated moderate revenue, outperforming the Web channel, which suggests that customers may prefer human interaction when purchasing insurance products.\n", + "# The Web channel produced the lowest total revenue. This could indicate lower customer adoption of digital channels or potential opportunities to improve online marketing and customer experience." + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "49835d28-c7a9-4f47-9876-aa4473f054c6", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 10910 entries, 0 to 10909\n", + "Data columns (total 27 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 unnamed:_0 10910 non-null int64 \n", + " 1 customer 10910 non-null object \n", + " 2 state 10910 non-null object \n", + " 3 customer_lifetime_value 10910 non-null float64\n", + " 4 response 10910 non-null object \n", + " 5 coverage 10910 non-null object \n", + " 6 education 10910 non-null object \n", + " 7 effective_to_date 10910 non-null object \n", + " 8 employmentstatus 10910 non-null object \n", + " 9 gender 10910 non-null object \n", + " 10 income 10910 non-null int64 \n", + " 11 location_code 10910 non-null object \n", + " 12 marital_status 10910 non-null object \n", + " 13 monthly_premium_auto 10910 non-null int64 \n", + " 14 months_since_last_claim 10910 non-null float64\n", + " 15 months_since_policy_inception 10910 non-null int64 \n", + " 16 number_of_open_complaints 10910 non-null float64\n", + " 17 number_of_policies 10910 non-null int64 \n", + " 18 policy_type 10910 non-null object \n", + " 19 policy 10910 non-null object \n", + " 20 renew_offer_type 10910 non-null object \n", + " 21 sales_channel 10910 non-null object \n", + " 22 total_claim_amount 10910 non-null float64\n", + " 23 vehicle_class 10910 non-null object \n", + " 24 vehicle_size 10910 non-null object \n", + " 25 vehicle_type 10910 non-null object \n", + " 26 month 10910 non-null int64 \n", + "dtypes: float64(4), int64(6), object(17)\n", + "memory usage: 2.2+ MB\n" + ] + } + ], + "source": [ + "df = df.drop_duplicates()\n", + "df = df.dropna(how=\"all\")\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "63f88e6d-949c-439b-aa45-679487825c8e", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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educationBachelorCollegeDoctorHigh School or BelowMaster
gender
F7874.277748.827328.518675.228157.05
M7703.608052.467415.338149.698168.83
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" + ], + "text/plain": [ + "education Bachelor College Doctor High School or Below Master\n", + "gender \n", + "F 7874.27 7748.82 7328.51 8675.22 8157.05\n", + "M 7703.60 8052.46 7415.33 8149.69 8168.83" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clv_pivot = pd.pivot_table(\n", + " df,\n", + " index=\"gender\",\n", + " columns=\"education\",\n", + " values=\"customer_lifetime_value\",\n", + " aggfunc=\"mean\"\n", + ").round(2)\n", + "\n", + "clv_pivot" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8be17a68-7b0f-4492-95a0-76b0ef6f08c5", + "metadata": {}, + "outputs": [], + "source": [ + "# Customers with \"High School or Below\" education have the highest average CLV, particularly among female customers (8675.22). This suggests that lower educational attainment does not necessarily correspond to lower customer value.\n", + "# Customers with doctoral degrees have the lowest average CLV for both genders, indicating that highly educated customers are not the most profitable segment in this dataset.\n", + "# Gender differences are relatively small across most education levels. For example, male and female customers with master's degrees have nearly identical CLV values.\n", + "# The relationship between education and customer lifetime value is not linear. Higher educational attainment does not consistently lead to higher customer value." + ] + }, { "cell_type": "markdown", "id": "32c7f2e5-3d90-43e5-be33-9781b6069198", @@ -130,14 +2384,118 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 76, "id": "3a069e0b-b400-470e-904d-d17582191be4", "metadata": { "id": "3a069e0b-b400-470e-904d-d17582191be4" }, + "outputs": [ + { + "data": { + "text/html": [ + "
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policy_typemonthnumber_of_complaints
0Corporate Auto11252
1Corporate Auto21089
2Personal Auto14329
3Personal Auto23799
4Special Auto1237
5Special Auto2204
\n", + "
" + ], + "text/plain": [ + " policy_type month number_of_complaints\n", + "0 Corporate Auto 1 1252\n", + "1 Corporate Auto 2 1089\n", + "2 Personal Auto 1 4329\n", + "3 Personal Auto 2 3799\n", + "4 Special Auto 1 237\n", + "5 Special Auto 2 204" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "complaints = (\n", + " df.groupby([\"policy_type\", \"month\"])\n", + " .size()\n", + " .reset_index(name=\"number_of_complaints\")\n", + ")\n", + "\n", + "complaints" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14c3e240-48ce-4185-ac12-a07549cd7f0f", + "metadata": {}, "outputs": [], "source": [ - "# Your code goes here" + "#Personal Auto policies generated the highest number of complaints in both months, accounting for the majority of customer complaints. This is likely due to Personal Auto being the company's largest product category.\n", + "#Corporate Auto policies generated a substantially lower number of complaints than Personal Auto but still represented a significant share of customer service interactions.\n", + "#Special Auto policies generated the fewest complaints, suggesting either a smaller customer base or fewer service-related issues.\n", + "#For all policy types, the number of complaints decreased from month 1 to month 2:\n", + "#Personal Auto complaints decreased from 4,329 to 3,799.\n", + "#Corporate Auto complaints decreased from 1,252 to 1,089.\n", + "#Special Auto complaints decreased from 237 to 204." ] } ], @@ -160,7 +2518,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.13.9" } }, "nbformat": 4,