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DataMining Homework/bankdata_csv_all.csv

id age sex region income married children car save_act current_act mortgage pep
ID12101 48 FEMALE INNER_CITY 17546 NO 1 NO NO NO NO YES
ID12102 40 MALE TOWN 30085.1 YES 3 YES NO YES YES NO
ID12103 51 FEMALE INNER_CITY 16575.4 YES 0 YES YES YES NO NO
ID12104 23 FEMALE TOWN 20375.4 YES 3 NO NO YES NO NO
ID12105 57 FEMALE RURAL 50576.3 YES 0 NO YES NO NO NO
ID12106 57 FEMALE TOWN 37869.6 YES 2 NO YES YES NO YES
ID12107 22 MALE RURAL 8877.07 NO 0 NO NO YES NO YES
ID12108 58 MALE TOWN 24946.6 YES 0 YES YES YES NO NO
ID12109 37 FEMALE SUBURBAN 25304.3 YES 2 YES NO NO NO NO
ID12110 54 MALE TOWN 24212.1 YES 2 YES YES YES NO NO
ID12111 66 FEMALE TOWN 59803.9 YES 0 NO YES YES NO NO
ID12112 52 FEMALE INNER_CITY 26658.8 NO 0 YES YES YES YES NO
ID12113 44 FEMALE TOWN 15735.8 YES 1 NO YES YES YES YES
ID12114 66 FEMALE TOWN 55204.7 YES 1 YES YES YES YES YES
ID12115 36 MALE RURAL 19474.6 YES 0 NO YES YES YES NO
ID12116 38 FEMALE INNER_CITY 22342.1 YES 0 YES YES YES YES NO
ID12117 37 FEMALE TOWN 17729.8 YES 2 NO NO NO YES NO
ID12118 46 FEMALE SUBURBAN 41016 YES 0 NO YES NO YES NO
ID12119 62 FEMALE INNER_CITY 26909.2 YES 0 NO YES NO NO YES
ID12120 31 MALE TOWN 22522.8 YES 0 YES YES YES NO NO
ID12121 61 MALE INNER_CITY 57880.7 YES 2 NO YES NO NO YES
ID12122 50 MALE TOWN 16497.3 YES 2 NO YES YES NO NO
ID12123 54 MALE INNER_CITY 38446.6 YES 0 NO YES YES NO NO
ID12124 27 FEMALE TOWN 15538.8 NO 0 YES YES YES YES NO
ID12125 22 MALE INNER_CITY 12640.3 NO 2 YES YES YES NO NO
ID12126 56 MALE INNER_CITY 41034 YES 0 YES YES YES YES NO
ID12127 45 MALE INNER_CITY 20809.7 YES 0 NO YES YES YES NO
ID12128 39 FEMALE TOWN 20114 YES 1 NO NO YES NO YES
ID12129 39 FEMALE INNER_CITY 29359.1 NO 3 YES NO YES YES NO
ID12130 61 MALE RURAL 24270.1 YES 1 NO NO YES NO YES
ID12131 61 FEMALE RURAL 22942.9 YES 2 NO YES YES NO NO
ID12132 20 FEMALE TOWN 16325.8 YES 2 NO YES NO NO NO
ID12133 45 MALE SUBURBAN 23443.2 YES 1 YES YES YES NO YES
ID12134 33 FEMALE INNER_CITY 29921.3 NO 3 YES YES NO NO NO
ID12135 43 MALE SUBURBAN 37521.9 NO 0 NO YES YES NO YES
ID12136 27 FEMALE INNER_CITY 19868 YES 2 NO YES YES NO NO
ID12137 19 MALE RURAL 10953 YES 3 YES YES YES NO NO
ID12138 36 FEMALE RURAL 13381 NO 0 YES NO YES NO YES
ID12139 43 FEMALE TOWN 18504.3 YES 0 YES YES YES NO NO
ID12140 66 FEMALE SUBURBAN 25391.5 NO 2 NO NO YES NO NO
ID12141 55 MALE TOWN 26774.2 YES 0 NO NO YES YES YES
ID12142 47 FEMALE INNER_CITY 26952.6 YES 0 YES NO YES NO NO
ID12143 67 MALE TOWN 55716.5 NO 2 YES YES NO NO YES
ID12144 32 FEMALE TOWN 27571.5 YES 0 YES NO YES YES NO
ID12145 20 MALE INNER_CITY 13740 NO 2 YES YES YES YES NO
ID12146 64 MALE INNER_CITY 52670.6 YES 2 NO YES YES YES YES
ID12147 50 FEMALE INNER_CITY 13283.9 NO 1 YES YES YES NO YES
ID12148 29 MALE INNER_CITY 13106.6 NO 2 NO YES YES YES YES
ID12149 52 MALE INNER_CITY 39547.8 NO 2 YES NO YES NO YES
ID12150 47 FEMALE RURAL 17867.3 YES 2 YES YES NO NO NO
ID12151 24 MALE TOWN 14309.7 NO 2 YES YES NO NO NO
ID12152 36 MALE TOWN 23894.8 YES 0 NO NO NO NO NO
ID12153 43 MALE TOWN 16259.7 YES 1 NO YES YES NO YES
ID12154 48 MALE SUBURBAN 29794.1 NO 1 NO YES YES NO YES
ID12155 63 MALE TOWN 56842.5 YES 0 NO YES YES YES NO
ID12156 52 FEMALE RURAL 47835.8 NO 3 NO YES NO NO YES
ID12157 58 FEMALE INNER_CITY 24977.5 NO 0 NO NO YES NO YES
ID12158 28 MALE INNER_CITY 23124.9 YES 0 NO YES YES NO YES
ID12159 29 FEMALE INNER_CITY 15143.8 YES 0 NO NO YES NO NO
ID12160 34 MALE INNER_CITY 25334.3 NO 1 YES YES YES YES YES
ID12161 42 FEMALE INNER_CITY 24763.3 YES 1 NO YES YES YES YES
ID12162 65 FEMALE INNER_CITY 36589 NO 1 YES NO YES NO YES
ID12163 47 MALE INNER_CITY 27022.6 YES 2 NO YES YES NO NO
ID12164 20 MALE INNER_CITY 11700.4 YES 0 NO YES NO NO NO
ID12165 21 MALE TOWN 5014.21 NO 0 YES YES YES YES NO
ID12166 42 MALE INNER_CITY 17390.1 YES 0 NO YES YES NO NO
ID12167 19 MALE TOWN 10861 NO 2 NO YES YES NO NO
ID12168 41 FEMALE TOWN 34892.9 NO 0 NO YES YES YES NO
ID12169 30 MALE TOWN 19403.1 NO 2 NO YES YES NO NO
ID12170 31 FEMALE RURAL 10441.9 YES 2 NO NO YES NO YES
ID12171 25 MALE INNER_CITY 14064.9 YES 3 YES YES YES NO NO
ID12172 21 MALE INNER_CITY 8062.73 NO 0 NO NO YES NO YES
ID12173 36 MALE INNER_CITY 31982 YES 3 YES YES YES YES YES
ID12174 58 FEMALE INNER_CITY 23197.5 YES 2 NO YES NO YES NO
ID12175 64 FEMALE INNER_CITY 52674 NO 2 YES YES YES NO YES
ID12176 59 FEMALE RURAL 35610.5 NO 2 YES NO NO NO YES
ID12177 45 FEMALE TOWN 26948 NO 0 NO YES YES YES NO
ID12178 61 MALE INNER_CITY 49456.7 YES 1 YES YES YES YES YES
ID12179 30 FEMALE INNER_CITY 14724.5 YES 0 YES NO YES NO NO
ID12180 58 FEMALE TOWN 34524.9 YES 2 YES YES NO NO YES
ID12181 50 FEMALE TOWN 22052.1 NO 3 NO YES YES NO YES
ID12182 30 MALE INNER_CITY 27808.1 NO 3 NO NO YES NO NO
ID12183 29 FEMALE INNER_CITY 12591.4 YES 1 NO YES YES NO NO
ID12184 35 MALE INNER_CITY 16394.4 YES 1 NO YES YES NO YES
ID12185 62 MALE INNER_CITY 24026.1 YES 0 NO NO YES YES YES
ID12186 36 MALE INNER_CITY 31683.1 YES 1 YES YES YES NO YES
ID12187 25 FEMALE INNER_CITY 15525 YES 0 NO YES YES NO NO
ID12188 66 FEMALE TOWN 22562.2 NO 0 YES YES YES YES NO
ID12189 30 MALE SUBURBAN 15848.7 YES 0 YES YES NO YES NO
ID12190 54 FEMALE INNER_CITY 31095.6 YES 2 NO NO YES NO YES
ID12191 37 MALE TOWN 24814.5 YES 1 YES NO YES YES YES
ID12192 28 FEMALE INNER_CITY 25429.3 NO 2 NO YES YES YES NO
ID12193 53 FEMALE RURAL 34866.5 NO 0 NO NO YES NO YES
ID12194 61 MALE INNER_CITY 42579.1 YES 2 YES YES YES NO NO
ID12195 61 FEMALE INNER_CITY 41127.4 YES 0 YES YES NO NO NO
ID12196 18 FEMALE INNER_CITY 9990.11 YES 0 NO YES YES NO NO
ID12197 22 MALE INNER_CITY 7948.62 YES 1 NO NO NO YES NO
ID12198 34 MALE TOWN 30870.8 YES 2 YES YES YES YES YES
ID12199 35 FEMALE INNER_CITY 12125.8 NO 2 NO YES YES NO NO
ID12200 18 FEMALE RURAL 15348.9 YES 0 YES NO YES NO NO
ID12201 54 MALE INNER_CITY 26707.9 YES 1 NO YES YES YES YES
ID12202 27 FEMALE INNER_CITY 11604.4 YES 2 YES YES YES NO NO
ID12203 42 MALE INNER_CITY 15499.9 YES 0 YES NO YES YES YES
ID12204 43 MALE TOWN 33088.5 NO 0 NO YES YES YES NO
ID12205 64 FEMALE INNER_CITY 34513.6 YES 1 NO YES YES NO YES
ID12206 43 MALE TOWN 32395.5 YES 3 YES YES YES NO NO
ID12207 49 MALE RURAL 46633 YES 0 YES YES NO NO NO
ID12208 23 MALE INNER_CITY 13039.9 YES 0 NO NO YES NO NO
ID12209 23 MALE INNER_CITY 12681.9 NO 0 NO YES YES NO YES
ID12210 30 FEMALE INNER_CITY 24031.5 YES 2 YES YES YES YES NO
ID12211 36 MALE TOWN 37330.5 NO 2 NO YES YES NO YES
ID12212 34 MALE INNER_CITY 25333.2 YES 3 YES NO NO YES NO
ID12213 51 FEMALE INNER_CITY 37094.2 YES 0 YES NO YES NO NO
ID12214 36 MALE TOWN 33630.6 NO 2 YES YES YES NO YES
ID12215 56 MALE INNER_CITY 43228.2 YES 1 YES YES YES NO YES
ID12216 54 FEMALE INNER_CITY 47796.8 YES 0 NO YES YES NO NO
ID12217 56 FEMALE TOWN 21730.3 YES 2 NO YES NO NO NO
ID12218 26 MALE INNER_CITY 10044.1 YES 3 NO YES YES YES NO
ID12219 39 MALE TOWN 17270.1 NO 0 YES NO NO NO YES
ID12220 64 FEMALE RURAL 45765 YES 3 YES YES YES NO YES
ID12221 46 MALE RURAL 29525.5 NO 2 NO YES NO YES NO
ID12222 62 FEMALE RURAL 54863.8 YES 1 YES YES YES NO YES
ID12223 36 FEMALE TOWN 20799 YES 1 NO YES NO YES YES
ID12224 35 FEMALE RURAL 33028.3 NO 1 NO YES YES NO YES
ID12225 47 MALE RURAL 45031.9 NO 3 YES YES NO NO YES
ID12226 47 MALE INNER_CITY 39010.8 YES 2 NO NO YES NO YES
ID12227 37 FEMALE TOWN 25257.7 YES 0 YES YES YES NO NO
ID12228 48 FEMALE INNER_CITY 42603.9 YES 0 NO YES YES NO NO
ID12229 41 MALE TOWN 14092.7 YES 3 YES YES YES NO NO
ID12230 27 FEMALE RURAL 21350.3 NO 0 YES YES YES NO YES
ID12231 43 MALE INNER_CITY 23246.4 NO 2 NO NO YES NO NO
ID12232 61 MALE RURAL 41609.5 YES 3 NO YES YES YES NO
ID12233 52 FEMALE SUBURBAN 16716.1 NO 2 YES YES YES NO NO
ID12234 64 FEMALE SUBURBAN 36436.4 YES 0 YES NO YES NO NO
ID12235 66 FEMALE TOWN 59503.8 YES 2 YES YES YES YES YES
ID12236 53 FEMALE TOWN 31334.8 YES 1 YES YES YES NO YES
ID12237 20 FEMALE INNER_CITY 14048.9 YES 2 YES NO YES YES NO
ID12238 57 FEMALE INNER_CITY 39205.3 NO 0 NO YES YES NO YES
ID12239 65 FEMALE RURAL 42173.9 YES 0 NO YES YES NO NO
ID12240 64 FEMALE INNER_CITY 55263 NO 1 NO YES YES NO YES
ID12241 52 MALE INNER_CITY 37095.2 YES 3 NO YES YES NO NO
ID12242 47 FEMALE INNER_CITY 22791.4 YES 0 NO NO YES NO NO
ID12243 28 FEMALE TOWN 17240.6 YES 1 YES NO NO YES NO
ID12244 64 MALE TOWN 48974.8 YES 0 YES YES YES YES NO
ID12245 25 MALE INNER_CITY 18923 YES 1 NO YES YES NO YES
ID12246 58 MALE SUBURBAN 51204.2 YES 0 NO YES NO YES YES
ID12247 34 MALE TOWN 20236.2 YES 2 YES NO YES NO NO
ID12248 20 FEMALE INNER_CITY 18860.3 NO 2 NO YES YES NO NO
ID12249 63 MALE RURAL 25732.5 YES 0 YES YES NO NO NO
ID12250 30 FEMALE SUBURBAN 28240.4 YES 3 YES YES YES NO NO
ID12251 53 MALE RURAL 28193.6 YES 1 YES YES YES NO YES
ID12252 43 MALE TOWN 36432.8 NO 2 YES NO YES NO YES
ID12253 63 MALE TOWN 54618.8 YES 2 NO YES NO YES YES
ID12254 33 MALE INNER_CITY 24760.8 YES 1 NO YES YES YES YES
ID12255 41 MALE RURAL 23356.1 NO 2 YES NO NO NO NO
ID12256 20 FEMALE SUBURBAN 8143.75 YES 2 NO YES YES NO YES
ID12257 50 MALE TOWN 26462.5 YES 0 YES YES YES NO NO
ID12258 24 MALE RURAL 20467.3 YES 2 YES YES YES NO NO
ID12259 60 FEMALE TOWN 21506.2 YES 0 NO NO YES NO YES
ID12260 44 FEMALE TOWN 15315.3 YES 1 NO YES YES NO YES
ID12261 23 MALE INNER_CITY 18875.7 YES 2 YES YES YES NO NO
ID12262 40 FEMALE INNER_CITY 12977.2 YES 0 NO NO NO NO NO
ID12263 49 FEMALE TOWN 20708.5 NO 3 NO NO YES NO NO
ID12264 21 FEMALE TOWN 7549.38 NO 1 YES NO YES NO NO
ID12265 40 FEMALE INNER_CITY 24904 YES 0 NO NO NO NO NO
ID12266 26 MALE RURAL 24071.8 YES 1 NO NO YES YES YES
ID12267 20 MALE TOWN 9589.91 NO 1 NO YES YES YES NO
ID12268 24 MALE INNER_CITY 8562.86 NO 1 NO NO NO YES NO
ID12269 37 FEMALE TOWN 26707.5 NO 0 YES YES YES NO NO
ID12270 56 MALE INNER_CITY 34020.5 YES 0 NO NO YES NO NO
ID12271 52 MALE INNER_CITY 49175.7 YES 0 YES YES YES NO NO
ID12272 22 MALE INNER_CITY 19726.3 YES 2 NO NO YES NO NO
ID12273 35 MALE INNER_CITY 24346.6 YES 3 YES YES YES NO NO
ID12274 34 MALE RURAL 26999.4 YES 1 YES YES YES NO YES
ID12275 67 FEMALE TOWN 41558.1 YES 2 NO YES YES NO YES
ID12276 58 FEMALE INNER_CITY 56340.3 NO 0 NO YES YES NO YES
ID12277 40 MALE TOWN 37558.5 YES 0 YES YES YES NO NO
ID12278 41 FEMALE INNER_CITY 30099.3 YES 0 YES YES YES YES YES
ID12279 43 MALE INNER_CITY 15254.8 YES 0 NO NO NO NO YES
ID12280 63 MALE INNER_CITY 36086.1 YES 2 NO NO YES NO YES
ID12281 22 FEMALE INNER_CITY 17655 YES 1 NO YES YES YES YES
ID12282 60 MALE RURAL 56658.9 NO 0 NO YES YES NO YES
ID12283 65 FEMALE INNER_CITY 37706.5 NO 0 YES YES YES YES NO
ID12284 48 FEMALE INNER_CITY 18516 YES 2 YES YES YES YES NO
ID12285 38 FEMALE INNER_CITY 29622 NO 0 YES YES NO YES NO
ID12286 49 MALE RURAL 32669.9 YES 1 YES YES YES YES YES
ID12287 20 FEMALE INNER_CITY 18275.5 YES 0 NO NO NO YES YES
ID12288 48 FEMALE TOWN 34410 YES 1 NO NO YES NO YES
ID12289 38 MALE INNER_CITY 34866.9 YES 2 YES NO YES YES NO
ID12290 41 FEMALE INNER_CITY 21796.6 YES 0 NO NO YES NO NO
ID12291 67 FEMALE SUBURBAN 63130.1 YES 2 YES YES YES NO YES
ID12292 39 MALE INNER_CITY 14996.4 YES 1 YES YES NO NO NO
ID12293 64 FEMALE RURAL 49024.9 YES 3 NO YES YES NO YES
ID12294 41 MALE INNER_CITY 16249.8 YES 0 YES NO YES YES YES
ID12295 55 MALE SUBURBAN 36192.1 YES 2 YES NO YES NO YES
ID12296 52 MALE INNER_CITY 17839.9 YES 1 NO YES NO YES YES
ID12297 30 FEMALE INNER_CITY 18802.4 NO 0 NO NO YES YES YES
ID12298 52 MALE INNER_CITY 48720.3 YES 2 YES YES YES NO YES
ID12299 26 MALE INNER_CITY 14585.9 NO 2 NO NO YES YES NO
ID12300 26 FEMALE INNER_CITY 20819 YES 0 NO YES YES NO YES
ID12301 46 MALE TOWN 26077.8 YES 1 YES YES YES NO YES
ID12302 46 FEMALE TOWN 41627.1 YES 0 NO YES YES YES NO
ID12303 52 MALE INNER_CITY 16977.3 YES 0 NO NO YES NO NO
ID12304 37 MALE INNER_CITY 19012.8 NO 3 YES NO YES NO NO
ID12305 22 MALE INNER_CITY 12764.8 YES 1 NO YES YES YES YES
ID12306 18 MALE INNER_CITY 14388.6 NO 0 YES NO YES YES YES
ID12307 63 MALE INNER_CITY 59409.1 NO 0 YES YES YES NO YES
ID12308 25 FEMALE INNER_CITY 14960.2 YES 0 NO YES YES YES NO
ID12309 67 MALE INNER_CITY 39666.6 YES 0 YES YES YES NO NO
ID12310 27 MALE INNER_CITY 20771.9 NO 0 NO YES NO NO YES
ID12311 61 MALE INNER_CITY 24474.1 NO 0 YES NO NO NO YES
ID12312 58 MALE TOWN 33123.7 YES 1 YES YES YES NO YES
ID12313 22 MALE INNER_CITY 14433.4 YES 0 YES YES YES NO YES
ID12314 28 MALE TOWN 13175.5 NO 1 NO NO YES NO YES
ID12315 23 MALE INNER_CITY 9824.37 YES 0 NO YES YES NO NO
ID12316 27 MALE SUBURBAN 17610.3 YES 0 NO YES YES NO NO
ID12317 27 FEMALE SUBURBAN 15156.2 YES 0 YES NO YES NO NO
ID12318 40 FEMALE INNER_CITY 31774.1 YES 3 YES YES YES YES NO
ID12319 39 MALE TOWN 31693.5 NO 0 YES YES NO NO YES
ID12320 35 FEMALE INNER_CITY 28598.7 YES 0 YES YES YES NO NO
ID12321 37 FEMALE INNER_CITY 26261.7 NO 2 YES NO NO NO NO
ID12322 47 MALE INNER_CITY 42124.1 YES 2 NO YES YES NO YES
ID12323 42 FEMALE INNER_CITY 39308.7 YES 1 NO YES YES NO YES
ID12324 67 FEMALE INNER_CITY 43530 YES 0 NO YES YES YES NO
ID12325 57 MALE RURAL 49874.4 YES 3 NO YES YES NO YES
ID12326 47 FEMALE RURAL 27434.8 NO 0 YES YES YES NO YES
ID12327 67 MALE INNER_CITY 50474.6 YES 2 YES YES YES NO YES
ID12328 56 MALE TOWN 24888.2 NO 0 NO YES YES NO YES
ID12329 37 MALE RURAL 28021.6 NO 0 YES NO YES YES YES
ID12330 27 MALE INNER_CITY 12279.5 NO 0 YES NO NO NO YES
ID12331 59 FEMALE INNER_CITY 30189.4 YES 0 YES NO YES YES YES
ID12332 31 MALE INNER_CITY 28969.4 NO 1 NO NO YES YES NO
ID12333 31 MALE SUBURBAN 14058.5 YES 0 NO NO YES YES YES
ID12334 32 FEMALE TOWN 30404.3 YES 0 YES YES YES NO NO
ID12335 57 FEMALE RURAL 41438.2 NO 3 NO YES NO NO NO
ID12336 49 FEMALE INNER_CITY 16711.3 NO 1 NO YES YES YES YES
ID12337 65 MALE TOWN 52255.9 NO 2 YES YES YES NO YES
ID12338 22 FEMALE INNER_CITY 17866.9 YES 2 NO YES YES YES NO
ID12339 26 FEMALE RURAL 18067.5 YES 2 NO YES NO NO NO
ID12340 23 MALE INNER_CITY 12823.7 YES 0 YES YES YES NO NO
ID12341 26 FEMALE RURAL 11299.3 YES 2 YES NO NO NO NO
ID12342 59 FEMALE INNER_CITY 56031.1 NO 0 YES YES YES NO YES
ID12343 67 MALE INNER_CITY 35263.5 YES 1 YES YES YES NO YES
ID12344 34 FEMALE INNER_CITY 19968.1 YES 0 YES YES YES NO NO
ID12345 50 MALE RURAL 27825.5 YES 2 YES YES NO NO NO
ID12346 46 MALE SUBURBAN 37773.9 NO 0 YES YES YES YES NO
ID12347 23 FEMALE INNER_CITY 7606.25 NO 3 YES NO NO NO NO
ID12348 26 MALE RURAL 21384.4 YES 0 NO NO YES NO NO
ID12349 40 MALE TOWN 20347 YES 3 NO YES YES NO NO
ID12350 36 MALE TOWN 21332.3 YES 3 YES NO YES NO NO
ID12351 65 MALE INNER_CITY 57671.7 NO 0 NO YES YES YES NO
ID12352 45 FEMALE TOWN 36057.8 YES 1 YES YES YES YES YES
ID12353 23 MALE INNER_CITY 14290.5 YES 2 NO NO YES YES NO
ID12354 42 FEMALE TOWN 17882.9 YES 1 NO NO NO NO YES
ID12355 21 FEMALE RURAL 10629.1 NO 3 NO YES YES YES NO
ID12356 62 FEMALE INNER_CITY 24262.8 NO 0 YES NO YES NO YES
ID12357 49 FEMALE SUBURBAN 26097.9 NO 2 NO YES YES NO NO
ID12358 28 FEMALE TOWN 23371 YES 2 NO NO YES YES NO
ID12359 38 FEMALE TOWN 21495.6 NO 3 NO NO YES YES NO
ID12360 36 MALE TOWN 12166.9 NO 0 NO NO NO NO NO
ID12361 22 MALE SUBURBAN 17180.2 YES 0 NO YES YES NO NO
ID12362 40 FEMALE TOWN 28882.3 YES 1 NO YES YES YES YES
ID12363 40 FEMALE TOWN 21612.2 YES 0 NO NO YES NO NO
ID12364 60 FEMALE INNER_CITY 46358.4 YES 0 YES YES YES YES NO
ID12365 23 MALE INNER_CITY 19166 NO 0 YES YES NO NO YES
ID12366 21 MALE INNER_CITY 17921.8 YES 1 YES NO NO NO YES
ID12367 58 MALE TOWN 33229 NO 0 YES YES YES NO YES
ID12368 48 FEMALE SUBURBAN 30396.1 NO 0 NO YES YES NO YES
ID12369 63 FEMALE TOWN 34625.2 YES 0 YES NO YES NO NO
ID12370 20 MALE TOWN 16672.8 NO 3 YES NO YES YES NO
ID12371 67 FEMALE SUBURBAN 60747.5 NO 2 NO YES YES YES YES
ID12372 62 FEMALE INNER_CITY 56394.3 NO 0 YES YES YES NO YES
ID12373 36 MALE TOWN 13236.4 YES 0 NO YES YES NO NO
ID12374 31 MALE INNER_CITY 28409.4 YES 1 YES NO YES NO YES
ID12375 42 FEMALE INNER_CITY 27056.5 YES 0 YES YES YES NO NO
ID12376 18 MALE RURAL 9362.58 YES 0 YES NO YES YES YES
ID12377 46 FEMALE SUBURBAN 28702.7 NO 1 NO YES YES YES YES
ID12378 25 MALE TOWN 22366.1 YES 1 YES YES YES NO YES
ID12379 65 FEMALE RURAL 24477.5 NO 0 NO YES NO YES NO
ID12380 40 MALE TOWN 36972.4 YES 1 NO NO YES YES YES
ID12381 32 MALE INNER_CITY 22327.8 YES 1 NO NO NO NO YES
ID12382 18 FEMALE INNER_CITY 15610.2 YES 0 NO YES YES NO NO
ID12383 64 MALE INNER_CITY 54314.5 YES 1 YES YES NO NO YES
ID12384 43 FEMALE INNER_CITY 39175.8 YES 3 NO YES YES YES NO
ID12385 22 FEMALE INNER_CITY 13739 YES 3 NO YES YES NO NO
ID12386 25 MALE TOWN 9485.84 YES 0 NO NO NO NO NO
ID12387 39 MALE INNER_CITY 24675.7 YES 1 YES YES YES YES YES
ID12388 58 FEMALE INNER_CITY 28253.6 YES 3 NO NO YES NO NO
ID12389 33 MALE INNER_CITY 14136.5 YES 1 NO YES NO NO NO
ID12390 52 FEMALE RURAL 37162.1 YES 1 YES YES YES NO YES
ID12391 23 MALE INNER_CITY 13519.2 NO 0 NO YES YES NO YES
ID12392 44 FEMALE INNER_CITY 39253.6 NO 0 YES YES NO NO YES
ID12393 51 MALE RURAL 46323.8 YES 2 YES YES YES YES YES
ID12394 26 FEMALE TOWN 20950.7 YES 0 NO YES YES NO NO
ID12395 42 MALE TOWN 22495.7 YES 0 NO YES NO YES NO
ID12396 34 MALE TOWN 32548.9 YES 0 YES YES YES YES NO
ID12397 54 FEMALE RURAL 24583.4 NO 2 YES YES YES YES NO
ID12398 18 MALE RURAL 8639.24 YES 2 NO NO NO NO NO
ID12399 47 FEMALE INNER_CITY 17139.5 NO 2 YES NO YES NO NO
ID12400 24 FEMALE INNER_CITY 13667.7 YES 0 NO YES YES NO NO
ID12401 19 FEMALE INNER_CITY 8162.42 YES 1 YES YES YES YES NO
ID12402 37 FEMALE TOWN 15349.6 YES 0 NO YES NO NO NO
ID12403 45 FEMALE TOWN 29231.4 YES 0 NO YES NO NO NO
ID12404 49 MALE RURAL 41462.3 YES 3 NO YES YES YES NO
ID12405 67 FEMALE RURAL 57398.1 NO 3 NO YES YES NO YES
ID12406 35 FEMALE RURAL 11520.8 YES 0 NO NO YES NO NO
ID12407 63 MALE INNER_CITY 52117.3 NO 2 YES YES YES NO YES
ID12408 38 MALE RURAL 26281.4 NO 0 YES YES YES NO YES
ID12409 48 MALE TOWN 25683.4 NO 2 YES YES YES NO NO
ID12410 28 FEMALE INNER_CITY 11920.7 NO 1 NO YES YES NO NO
ID12411 46 MALE TOWN 30658.7 YES 0 NO YES YES NO NO
ID12412 66 MALE INNER_CITY 36646.4 NO 1 NO YES YES NO YES
ID12413 61 FEMALE TOWN 30760.4 NO 2 YES NO YES NO YES
ID12414 18 FEMALE RURAL 16109.9 NO 2 YES YES YES NO NO
ID12415 54 FEMALE TOWN 18036.7 YES 0 YES YES NO NO NO
ID12416 45 MALE RURAL 42628.3 NO 0 YES YES YES YES NO
ID12417 60 MALE INNER_CITY 22110.1 NO 2 YES YES YES NO NO
ID12418 45 FEMALE TOWN 37689.1 NO 1 NO YES YES YES YES
ID12419 31 FEMALE INNER_CITY 23171.8 NO 2 NO YES NO NO NO
ID12420 39 MALE SUBURBAN 21951.3 NO 0 YES YES YES YES NO
ID12421 53 MALE INNER_CITY 38103.4 NO 2 YES YES YES NO YES
ID12422 35 MALE RURAL 22882.9 YES 0 YES NO NO YES YES
ID12423 25 FEMALE TOWN 11043.7 YES 1 YES YES NO YES NO
ID12424 32 MALE TOWN 24027.6 NO 0 NO YES YES NO YES
ID12425 36 MALE SUBURBAN 28495.1 YES 0 NO YES YES NO NO
ID12426 24 FEMALE TOWN 9465.21 NO 0 NO NO YES NO YES
ID12427 39 MALE INNER_CITY 34852.3 YES 1 NO YES NO YES YES
ID12428 24 MALE INNER_CITY 21268.4 YES 0 NO NO YES YES YES
ID12429 57 FEMALE RURAL 50849.2 NO 1 NO YES NO YES YES
ID12430 27 FEMALE TOWN 18555.9 YES 3 NO NO YES NO NO
ID12431 66 FEMALE RURAL 52769.9 YES 3 YES YES YES NO YES
ID12432 18 FEMALE INNER_CITY 11601.4 YES 2 NO YES YES YES NO
ID12433 33 FEMALE TOWN 29541.7 YES 0 NO YES NO NO NO
ID12434 48 MALE SUBURBAN 17861 YES 2 NO YES YES NO NO
ID12435 23 FEMALE SUBURBAN 21042 YES 1 NO NO YES NO YES
ID12436 44 MALE TOWN 26688.1 YES 1 NO YES NO YES YES
ID12437 39 MALE INNER_CITY 26900.6 YES 2 NO NO NO YES NO
ID12438 65 MALE INNER_CITY 38080.9 YES 1 YES YES NO YES NO
ID12439 60 MALE SUBURBAN 37554.1 YES 2 YES YES YES YES YES
ID12440 20 MALE INNER_CITY 18184.6 YES 0 NO NO YES YES YES
ID12441 45 FEMALE SUBURBAN 28864.9 YES 0 NO YES YES NO NO
ID12442 66 MALE RURAL 48346.1 YES 1 YES YES NO NO YES
ID12443 64 MALE INNER_CITY 53104.3 YES 0 YES YES YES NO NO
ID12444 51 FEMALE INNER_CITY 19416.8 YES 0 NO YES YES NO NO
ID12445 34 MALE RURAL 23638.1 YES 2 YES YES YES NO NO
ID12446 65 FEMALE TOWN 42378.2 YES 1 NO YES YES NO YES
ID12447 50 MALE RURAL 39745.3 YES 0 YES YES NO YES NO
ID12448 66 FEMALE INNER_CITY 45189.8 YES 0 NO YES NO NO NO
ID12449 63 MALE INNER_CITY 37930.9 YES 0 NO YES NO YES NO
ID12450 53 FEMALE INNER_CITY 24042 NO 1 NO NO YES NO YES
ID12451 33 FEMALE INNER_CITY 31207.1 NO 0 YES NO YES YES YES
ID12452 38 MALE TOWN 24424.3 YES 0 NO YES YES YES NO
ID12453 56 FEMALE RURAL 24607.8 NO 1 NO YES YES YES NO
ID12454 48 MALE TOWN 43057 NO 1 YES YES YES NO YES
ID12455 49 FEMALE SUBURBAN 30198.5 YES 0 YES NO YES YES YES
ID12456 54 FEMALE RURAL 50186.1 YES 2 NO YES YES YES YES
ID12457 41 FEMALE SUBURBAN 22916.1 YES 0 NO NO YES NO NO
ID12458 19 MALE RURAL 9592.73 NO 0 NO YES YES NO YES
ID12459 52 FEMALE INNER_CITY 34253.6 NO 3 YES NO YES NO NO
ID12460 52 FEMALE INNER_CITY 22792.3 YES 1 YES YES NO NO YES
ID12461 64 FEMALE TOWN 51620.8 NO 2 YES YES YES NO YES
ID12462 56 MALE TOWN 19918.9 YES 3 NO YES YES YES NO
ID12463 56 MALE TOWN 29625.1 YES 2 NO NO YES NO NO
ID12464 19 FEMALE TOWN 12549 YES 0 NO YES YES NO NO
ID12465 56 FEMALE TOWN 51299.3 YES 1 YES YES NO NO YES
ID12466 27 MALE INNER_CITY 17364.8 YES 2 YES YES NO NO YES
ID12467 59 FEMALE INNER_CITY 29866.9 NO 1 YES NO YES NO YES
ID12468 56 MALE INNER_CITY 47750.2 YES 0 YES YES YES YES NO
ID12469 21 MALE TOWN 11281.5 YES 0 NO YES YES YES NO
ID12470 64 MALE INNER_CITY 34073.8 YES 3 NO YES NO YES NO
ID12471 62 MALE INNER_CITY 46870.4 YES 0 NO YES YES NO NO
ID12472 44 FEMALE INNER_CITY 38453.7 NO 2 NO YES YES NO YES
ID12473 24 FEMALE INNER_CITY 7756.36 NO 0 NO NO NO NO YES
ID12474 52 FEMALE INNER_CITY 28413.8 YES 0 NO NO YES NO NO
ID12475 67 FEMALE SUBURBAN 47198.6 YES 2 NO YES YES NO YES
ID12476 41 MALE INNER_CITY 20866.3 YES 0 YES YES YES NO NO
ID12477 58 FEMALE TOWN 33204.3 NO 1 NO NO NO YES YES
ID12478 40 MALE INNER_CITY 24823.5 NO 2 NO NO YES NO NO
ID12479 19 MALE SUBURBAN 17986.8 YES 0 NO NO YES YES YES
ID12480 20 FEMALE INNER_CITY 9909.82 YES 3 NO NO YES NO NO
ID12481 56 FEMALE TOWN 26542.8 NO 0 YES YES YES NO YES
ID12482 46 FEMALE INNER_CITY 32583.5 YES 2 YES YES YES NO NO
ID12483 30 MALE INNER_CITY 14606.6 YES 1 NO NO YES NO NO
ID12484 40 FEMALE TOWN 34836.8 YES 1 YES YES YES NO YES
ID12485 36 FEMALE TOWN 26920.8 YES 0 NO NO YES NO NO
ID12486 57 FEMALE INNER_CITY 38248.3 NO 3 YES NO YES YES NO
ID12487 49 MALE INNER_CITY 15689.1 NO 0 NO NO YES NO NO
ID12488 61 MALE INNER_CITY 30157.7 NO 1 YES NO NO NO YES
ID12489 29 MALE INNER_CITY 14642.2 NO 0 YES NO YES NO YES
ID12490 48 FEMALE INNER_CITY 15933.3 YES 0 NO YES NO NO NO
ID12491 56 FEMALE INNER_CITY 44288.3 YES 0 NO YES YES NO NO
ID12492 40 MALE TOWN 22197.1 NO 0 YES NO YES NO YES
ID12493 58 FEMALE TOWN 38248.3 YES 3 YES YES NO NO NO
ID12494 60 FEMALE INNER_CITY 22053.2 YES 2 YES YES NO YES NO
ID12495 58 FEMALE SUBURBAN 25468.5 NO 0 YES NO NO YES YES
ID12496 67 FEMALE TOWN 23485.9 YES 3 YES NO NO YES NO
ID12497 40 MALE RURAL 25768.6 YES 0 YES YES NO NO NO
ID12498 48 MALE INNER_CITY 34182.2 YES 2 NO YES YES NO YES
ID12499 64 FEMALE INNER_CITY 57444.5 NO 1 NO YES YES NO YES
ID12500 43 MALE TOWN 38059.8 YES 0 YES YES NO YES NO
ID12501 34 FEMALE RURAL 19481.3 NO 0 NO NO YES YES YES
ID12502 26 MALE RURAL 19563.8 NO 3 YES NO NO YES NO
ID12503 48 MALE INNER_CITY 38598.4 YES 0 YES NO YES NO NO
ID12504 35 MALE INNER_CITY 20754.3 NO 0 NO NO NO YES YES
ID12505 24 FEMALE INNER_CITY 13864.6 YES 3 NO YES YES NO YES
ID12506 47 MALE SUBURBAN 36599 YES 3 YES YES YES NO YES
ID12507 52 MALE SUBURBAN 45856.1 NO 1 NO YES YES NO YES
ID12508 31 MALE SUBURBAN 22362.3 NO 0 NO YES YES NO YES
ID12509 41 FEMALE SUBURBAN 21984 YES 1 YES NO NO NO YES
ID12510 23 MALE SUBURBAN 11073 YES 2 NO YES NO NO NO
ID12511 27 FEMALE INNER_CITY 18158.5 NO 1 YES NO YES YES YES
ID12512 22 MALE INNER_CITY 7304.2 NO 0 YES YES YES YES NO
ID12513 67 FEMALE INNER_CITY 58092 NO 2 YES YES YES NO YES
ID12514 26 FEMALE INNER_CITY 16518.6 YES 0 YES NO YES NO YES
ID12515 58 FEMALE SUBURBAN 46461.5 YES 0 NO YES YES NO NO
ID12516 27 MALE RURAL 20058.7 YES 0 NO YES YES YES NO
ID12517 36 MALE INNER_CITY 12533.2 NO 1 NO YES NO YES NO
ID12518 31 MALE RURAL 22848.5 YES 1 YES NO NO NO YES
ID12519 28 FEMALE TOWN 25699.4 YES 2 YES YES NO NO YES
ID12520 57 MALE TOWN 21612.6 YES 0 NO YES YES YES NO
ID12521 64 MALE INNER_CITY 48950.9 YES 0 YES YES YES YES NO
ID12522 49 MALE INNER_CITY 41438 NO 1 NO YES NO NO YES
ID12523 22 MALE INNER_CITY 11411 YES 1 YES NO YES NO NO
ID12524 58 FEMALE INNER_CITY 43940.6 YES 0 YES YES YES NO NO
ID12525 20 MALE TOWN 17239.5 NO 1 YES NO YES NO YES
ID12526 44 FEMALE RURAL 30488.7 YES 0 NO YES YES NO NO
ID12527 65 FEMALE TOWN 29866.3 YES 3 NO YES NO NO NO
ID12528 53 FEMALE INNER_CITY 32184.4 YES 2 YES NO NO NO YES
ID12529 34 FEMALE INNER_CITY 17308.7 YES 1 YES NO YES YES YES
ID12530 35 MALE RURAL 27863.9 NO 2 NO YES YES YES NO
ID12531 48 MALE TOWN 28920.6 YES 0 NO YES NO YES NO
ID12532 64 FEMALE TOWN 58367.3 YES 1 YES YES YES NO YES
ID12533 46 MALE TOWN 16849.3 NO 0 YES YES YES YES NO
ID12534 42 FEMALE RURAL 28138.5 YES 0 NO NO YES YES YES
ID12535 47 MALE INNER_CITY 23038.2 YES 0 YES YES NO NO NO
ID12536 23 MALE TOWN 11736.9 NO 2 YES YES YES YES NO
ID12537 35 MALE INNER_CITY 16479.5 YES 0 YES NO NO YES YES
ID12538 64 FEMALE INNER_CITY 31415.7 NO 1 YES YES NO YES YES
ID12539 18 FEMALE SUBURBAN 12117.3 YES 1 NO NO YES NO NO
ID12540 19 MALE INNER_CITY 15417.1 YES 1 YES NO YES NO NO
ID12541 40 MALE INNER_CITY 29414.6 YES 1 NO YES NO YES YES
ID12542 47 MALE INNER_CITY 44682.1 YES 0 YES YES YES NO NO
ID12543 43 FEMALE RURAL 36281 YES 0 YES YES YES NO NO
ID12544 38 MALE TOWN 33302.8 NO 0 YES NO YES YES YES
ID12545 21 FEMALE RURAL 15797.1 YES 0 NO YES YES NO YES
ID12546 40 MALE RURAL 31864.8 YES 0 YES YES YES NO NO
ID12547 52 FEMALE TOWN 43719.5 YES 0 NO YES YES NO NO
ID12548 35 FEMALE TOWN 30799.5 YES 2 NO NO YES NO YES
ID12549 53 MALE RURAL 48971.6 YES 3 YES YES NO NO YES
ID12550 38 FEMALE RURAL 34061.4 NO 0 YES YES YES NO YES
ID12551 42 MALE INNER_CITY 28938.6 YES 3 YES NO NO NO NO
ID12552 43 MALE TOWN 38540 NO 0 YES YES NO YES NO
ID12553 59 FEMALE INNER_CITY 27045.1 NO 0 NO NO YES NO YES
ID12554 59 FEMALE RURAL 51284.3 NO 0 YES YES YES YES NO
ID12555 24 MALE INNER_CITY 16352.2 NO 0 NO YES YES YES NO
ID12556 27 FEMALE INNER_CITY 11866.4 YES 0 YES YES YES NO NO
ID12557 32 FEMALE TOWN 13267.6 YES 0 YES YES YES YES NO
ID12558 65 FEMALE INNER_CITY 61554.6 YES 0 NO YES YES NO NO
ID12559 18 MALE SUBURBAN 13700.2 NO 1 NO YES YES NO NO
ID12560 66 MALE TOWN 46963.9 YES 1 NO YES YES NO YES
ID12561 41 MALE INNER_CITY 23475.6 YES 0 YES NO YES YES YES
ID12562 64 FEMALE SUBURBAN 24554.1 YES 0 YES YES NO YES NO
ID12563 23 FEMALE INNER_CITY 18050 YES 0 YES NO YES YES YES
ID12564 29 FEMALE RURAL 15237.6 YES 2 YES NO YES NO NO
ID12565 28 MALE TOWN 20555 NO 0 YES YES YES NO YES
ID12566 57 FEMALE TOWN 28421.7 YES 2 YES YES YES YES NO
ID12567 38 MALE INNER_CITY 21876.5 YES 0 NO NO YES NO NO
ID12568 34 FEMALE SUBURBAN 12810.2 NO 3 NO YES YES NO YES
ID12569 43 MALE SUBURBAN 15109.4 YES 0 NO NO YES NO YES
ID12570 63 MALE TOWN 37414.7 NO 3 YES YES YES NO NO
ID12571 62 FEMALE INNER_CITY 41521.6 YES 0 NO YES YES YES NO
ID12572 51 FEMALE INNER_CITY 25372.8 YES 0 YES YES YES NO NO
ID12573 61 MALE INNER_CITY 21139.8 YES 2 YES YES NO NO NO
ID12574 41 FEMALE TOWN 27757.6 NO 0 NO YES YES NO YES
ID12575 31 FEMALE TOWN 22678.1 NO 1 YES YES YES YES YES
ID12576 33 FEMALE TOWN 12178.5 YES 2 NO YES YES YES NO
ID12577 43 MALE RURAL 26106.7 NO 1 NO NO YES NO YES
ID12578 40 MALE INNER_CITY 27417.6 YES 0 NO YES YES YES NO
ID12579 47 MALE TOWN 23337.2 YES 2 NO YES YES YES NO
ID12580 46 MALE TOWN 43395.5 NO 1 YES YES YES NO YES
ID12581 30 MALE RURAL 11536.2 YES 2 NO NO YES YES NO
ID12582 47 MALE INNER_CITY 44658.6 NO 2 YES YES YES NO YES
ID12583 44 MALE RURAL 32762.5 NO 0 NO YES YES YES NO
ID12584 23 MALE RURAL 16403.8 YES 0 YES YES NO NO NO
ID12585 28 FEMALE INNER_CITY 21184.7 YES 1 YES YES YES NO YES
ID12586 64 FEMALE INNER_CITY 49917.3 YES 0 YES YES YES YES NO
ID12587 35 FEMALE TOWN 21623.8 YES 0 NO YES NO YES NO
ID12588 19 MALE RURAL 16625.9 YES 1 NO NO YES NO YES
ID12589 27 FEMALE TOWN 14014.5 YES 3 NO YES NO NO NO
ID12590 27 MALE INNER_CITY 20409.3 YES 2 NO YES NO NO YES
ID12591 58 FEMALE INNER_CITY 31671.3 YES 1 YES YES NO YES YES
ID12592 46 FEMALE TOWN 17149.2 NO 1 YES YES YES NO YES
ID12593 61 FEMALE TOWN 27756.3 YES 0 YES YES NO YES YES
ID12594 59 MALE INNER_CITY 40949.9 NO 0 NO YES YES NO YES
ID12595 47 FEMALE RURAL 43743.2 YES 3 NO YES YES NO NO
ID12596 44 MALE INNER_CITY 38459.9 YES 0 NO NO NO YES YES
ID12597 50 MALE TOWN 40972.9 NO 2 YES YES YES YES YES
ID12598 64 MALE INNER_CITY 46587.9 NO 0 NO YES YES NO YES
ID12599 51 FEMALE TOWN 43799.6 NO 0 NO YES YES YES NO
ID12600 46 FEMALE TOWN 18912.2 YES 0 YES NO YES NO YES
ID12601 39 FEMALE INNER_CITY 27765.8 YES 3 YES YES NO NO NO
ID12602 58 FEMALE INNER_CITY 33007.3 NO 1 YES NO YES NO YES
ID12603 32 FEMALE TOWN 26325.3 YES 0 YES NO NO NO NO
ID12604 22 FEMALE INNER_CITY 15308.2 NO 0 YES YES YES YES NO
ID12605 63 FEMALE INNER_CITY 59805.6 YES 1 YES YES YES NO YES
ID12606 35 FEMALE TOWN 28658.3 YES 0 YES YES YES NO NO
ID12607 59 FEMALE INNER_CITY 23175 YES 0 NO NO NO YES YES
ID12608 22 FEMALE SUBURBAN 11595.4 NO 0 YES YES YES NO YES
ID12609 60 MALE SUBURBAN 50409.9 NO 2 NO YES YES YES YES
ID12610 23 FEMALE RURAL 11215.3 YES 2 YES YES YES NO YES
ID12611 29 FEMALE TOWN 13327.8 YES 0 NO YES NO NO NO
ID12612 44 MALE INNER_CITY 16088.8 YES 3 NO YES YES NO NO
ID12613 63 FEMALE TOWN 43943 YES 0 YES YES YES YES NO
ID12614 25 FEMALE RURAL 14505.3 NO 3 NO YES YES NO NO
ID12615 37 MALE INNER_CITY 33886.4 NO 0 YES YES NO NO YES
ID12616 48 FEMALE INNER_CITY 16662.5 YES 1 NO YES YES NO YES
ID12617 35 FEMALE TOWN 20262.6 NO 0 NO YES NO NO YES
ID12618 51 MALE TOWN 33615.4 YES 1 NO YES NO YES YES
ID12619 27 FEMALE TOWN 22007.1 NO 3 NO NO YES NO NO
ID12620 56 FEMALE INNER_CITY 28981.1 YES 3 YES YES YES YES NO
ID12621 38 FEMALE INNER_CITY 12163.9 YES 2 YES NO YES NO YES
ID12622 36 FEMALE TOWN 17247.7 YES 2 YES YES YES NO NO
ID12623 27 MALE SUBURBAN 12683.6 NO 3 NO YES YES YES NO
ID12624 34 FEMALE TOWN 16291 YES 0 YES YES NO YES NO
ID12625 44 MALE SUBURBAN 18707.3 YES 0 YES YES YES YES YES
ID12626 43 FEMALE INNER_CITY 19326.9 YES 1 NO NO YES NO YES
ID12627 32 MALE INNER_CITY 14511.8 NO 2 NO YES NO YES NO
ID12628 21 FEMALE TOWN 10672 NO 1 NO YES YES YES NO
ID12629 30 FEMALE INNER_CITY 25830.5 YES 2 NO NO YES NO NO
ID12630 55 MALE RURAL 43499.5 YES 1 YES YES YES NO NO
ID12631 64 MALE SUBURBAN 59175.1 YES 1 NO YES YES NO YES
ID12632 36 FEMALE INNER_CITY 27642.9 NO 1 YES NO NO NO YES
ID12633 59 MALE INNER_CITY 30067.5 NO 1 NO YES YES NO YES
ID12634 60 MALE INNER_CITY 29714.4 YES 0 YES NO YES YES YES
ID12635 27 FEMALE TOWN 13950.4 NO 1 YES YES YES YES NO
ID12636 29 MALE INNER_CITY 10072.6 YES 0 NO NO YES NO NO
ID12637 53 FEMALE INNER_CITY 37850.6 NO 1 NO YES YES NO YES
ID12638 61 FEMALE RURAL 57176.4 NO 2 NO YES YES NO YES
ID12639 43 FEMALE INNER_CITY 38784 YES 0 NO YES YES NO NO
ID12640 19 MALE INNER_CITY 10191.8 YES 0 NO YES YES YES YES
ID12641 48 FEMALE INNER_CITY 21821.4 YES 1 YES YES NO YES YES
ID12642 39 MALE RURAL 37389 YES 2 NO YES YES NO YES
ID12643 32 MALE INNER_CITY 14627.9 YES 2 YES YES YES NO NO
ID12644 63 MALE SUBURBAN 48770.5 YES 1 YES YES NO YES YES
ID12645 46 MALE RURAL 21096.2 YES 1 YES YES YES NO YES
ID12646 40 MALE INNER_CITY 36256.9 NO 0 NO NO YES YES YES
ID12647 27 FEMALE INNER_CITY 15281.8 NO 0 YES NO NO YES YES
ID12648 22 MALE SUBURBAN 9316.98 YES 2 YES YES YES NO NO
ID12649 42 MALE RURAL 20736.2 YES 1 YES YES YES NO YES
ID12650 58 FEMALE TOWN 52662.5 YES 1 YES YES YES YES YES
ID12651 23 FEMALE INNER_CITY 8020.19 YES 1 YES NO YES NO NO
ID12652 58 MALE SUBURBAN 32245.4 YES 3 NO NO NO NO NO
ID12653 45 MALE INNER_CITY 41107.2 YES 2 YES YES YES NO NO
ID12654 49 FEMALE SUBURBAN 39358.3 YES 0 YES NO NO YES NO
ID12655 67 FEMALE INNER_CITY 36095.9 YES 3 YES YES YES NO NO
ID12656 20 FEMALE TOWN 7723.93 YES 2 YES YES YES NO NO
ID12657 43 FEMALE RURAL 18565.8 YES 1 YES YES YES YES YES
ID12658 41 MALE RURAL 25132.9 YES 0 NO NO YES NO NO
ID12659 38 FEMALE SUBURBAN 31290.6 YES 0 NO YES YES NO NO
ID12660 67 FEMALE SUBURBAN 24858.4 YES 0 NO NO YES YES YES
ID12661 40 MALE INNER_CITY 16398.8 NO 1 NO YES YES NO YES
ID12662 25 FEMALE SUBURBAN 23287.9 NO 0 NO NO YES YES YES
ID12663 57 FEMALE RURAL 50897.6 YES 0 NO YES YES NO NO
ID12664 32 FEMALE INNER_CITY 22446.5 NO 1 NO NO YES YES YES
ID12665 44 MALE SUBURBAN 23092.1 YES 0 YES NO YES YES YES
ID12666 30 MALE TOWN 24867.6 YES 0 YES YES NO NO NO
ID12667 43 MALE TOWN 22234.7 YES 0 NO NO YES YES NO
ID12668 19 FEMALE INNER_CITY 17371.1 YES 2 YES YES YES NO NO
ID12669 37 FEMALE TOWN 29574 YES 0 YES YES YES NO NO
ID12670 49 MALE INNER_CITY 17944.2 NO 1 YES YES YES YES YES
ID12671 49 FEMALE RURAL 33665.5 NO 3 YES NO YES NO NO
ID12672 40 MALE INNER_CITY 36166.2 YES 0 NO NO NO NO NO
ID12673 33 FEMALE SUBURBAN 27712.9 NO 2 NO YES YES NO YES
ID12674 39 MALE TOWN 22400.7 YES 2 YES YES YES NO NO
ID12675 43 FEMALE INNER_CITY 28469.9 YES 0 YES YES YES NO NO
ID12676 37 MALE TOWN 30488 YES 0 NO YES YES YES NO
ID12677 24 FEMALE TOWN 19160.3 YES 1 YES YES YES NO YES
ID12678 62 MALE TOWN 45342.5 YES 0 YES YES NO NO YES
ID12679 18 MALE INNER_CITY 6294.21 NO 0 NO YES YES YES NO
ID12680 47 FEMALE TOWN 25127.7 YES 0 YES NO NO NO NO
ID12681 63 MALE SUBURBAN 51879.3 YES 2 YES YES NO YES YES
ID12682 20 MALE TOWN 12644.9 YES 2 YES NO YES YES NO
ID12683 46 FEMALE TOWN 21984.4 NO 3 NO YES NO NO NO
ID12684 47 FEMALE RURAL 29093.1 NO 2 YES YES YES NO NO
ID12685 33 MALE TOWN 23528.4 YES 1 NO YES YES YES YES
ID12686 20 MALE TOWN 9516.91 NO 3 YES YES YES NO NO
ID12687 20 MALE INNER_CITY 18364.9 YES 1 NO NO YES NO YES
ID12688 43 FEMALE TOWN 31273.8 NO 1 YES YES NO NO YES
ID12689 58 MALE RURAL 49673.6 YES 0 NO YES YES NO NO
ID12690 29 MALE SUBURBAN 12623.4 YES 1 YES YES YES NO NO
ID12691 25 MALE INNER_CITY 23818.6 YES 0 NO NO NO NO NO
ID12692 40 FEMALE INNER_CITY 31473.9 NO 2 NO YES YES YES YES
ID12693 48 MALE TOWN 20268 YES 0 NO YES YES NO NO
ID12694 65 MALE SUBURBAN 51417 YES 2 NO YES YES NO YES
ID12695 59 FEMALE RURAL 30971.8 YES 3 YES YES YES YES NO
ID12696 61 FEMALE INNER_CITY 47025 NO 2 YES YES YES YES NO
ID12697 30 FEMALE INNER_CITY 9672.25 YES 0 YES YES YES NO NO
ID12698 31 FEMALE TOWN 15976.3 YES 0 YES YES NO NO YES
ID12699 29 MALE INNER_CITY 14711.8 YES 0 NO YES NO YES NO
ID12700 38 MALE TOWN 26671.6 NO 0 YES NO YES YES YES

DataMining Homework/bankdataDescription.doc

Bank Data Description

(For bankdata file obtained from DePaul University data mining course materials.)

The marketing department of a financial firm keeps records on customers, including demographic information and, number of type of accounts. When launching a new product, such as a "Personal Equity Plan" (PEP), a direct mail piece, advertising the product, is sent to existing customers, and a record kept as to whether that customer responded and bought the product. Based on this store of prior experience, the managers decide to use data mining techniques to build customer profile models.

The data contains of a number of the following fields

id

a unique identification number

age

age of customer in years

sex

MALE / FEMALE

region

inner_city/rural/suburban/town

income

income of customer

married

Is the customer married (YES/NO)

children

number of children

car

Does the customer own a car (YES/NO)

save_acct

Does the customer have a saving account (YES/NO)

current_acct

Does the customer have a current account (YES/NO)

mortgage

Does the customer have a mortgage (YES/NO)

pep

Did the customer buy a PEP after the last mailing (YES/NO)

Each record is a customer description where the "pep" field indicates whether or not that customer bought a PEP after the last mailing.

DataMining Homework/fedPapers85.csv

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dispt dispt_fed_49.txt 0.28 0.052 0.009 0.096 0.358 0.026 0.131 0.122 0.017 0.411 0.026 0.009 0.14 0.035 0.026 0 0.009 0.044 0.096 0.044 0.035 0.017 0.044 0 0.017 0 0.262 0.009 0.157 0.175 0.07 0.035 0.026 0.026 0 0.035 0.114 0 0.9 0.14 0.026 0.035 0.096 0.017 0.017 0.017 0.035 0.009 0.026 0.009 0.184 1.425 0.114 0 0.009 0.009 0.044 0.507 0 0 0.009 0.017 0 0.009 0.175 0.044 0.009 0.087 0.192 0
dispt dispt_fed_50.txt 0.177 0.063 0.013 0.038 0.393 0.063 0.051 0.139 0.114 0.393 0.165 0 0.139 0 0.013 0 0.025 0 0.076 0.101 0.101 0.013 0.152 0 0 0.025 0.291 0.025 0.038 0.127 0.038 0.038 0 0.013 0 0 0.127 0 0.747 0.139 0.025 0 0.114 0 0 0.013 0.013 0.063 0 0 0.152 1.254 0.165 0 0 0 0.051 0.355 0 0.013 0.051 0 0 0 0.114 0.038 0.089 0.063 0.139 0
dispt dispt_fed_51.txt 0.339 0.09 0.008 0.03 0.301 0.008 0.068 0.203 0.023 0.474 0.015 0.038 0.173 0.023 0 0.008 0.015 0.023 0.098 0.053 0.008 0.015 0.023 0 0 0.023 0.308 0.038 0.15 0.173 0.03 0.12 0.038 0.083 0 0.03 0.068 0 0.858 0.15 0.03 0.023 0.06 0 0.008 0.068 0.038 0.03 0.045 0.023 0.188 1.49 0.053 0.015 0.015 0 0.075 0.361 0 0 0.008 0.015 0.008 0 0.105 0.008 0.173 0.045 0.068 0
dispt dispt_fed_52.txt 0.27 0.024 0.016 0.024 0.262 0.056 0.064 0.111 0.056 0.365 0.127 0.032 0.167 0.056 0 0 0.024 0.04 0.103 0.079 0.016 0.024 0.143 0 0.024 0.04 0.238 0.008 0.151 0.222 0.048 0.056 0.056 0.071 0 0.032 0.087 0 0.802 0.143 0.032 0.048 0.064 0.016 0.016 0.032 0.04 0.024 0.008 0 0.238 1.326 0.071 0.008 0 0 0.103 0.532 0 0 0.087 0.079 0.008 0.024 0.167 0 0.079 0.079 0.064 0
dispt dispt_fed_53.txt 0.303 0.054 0.027 0.034 0.404 0.04 0.128 0.148 0.013 0.344 0.047 0.061 0.209 0.088 0 0 0.02 0.027 0.141 0.074 0 0.054 0.047 0 0.02 0.034 0.263 0.013 0.189 0.108 0.013 0.047 0.067 0.013 0 0.047 0.128 0 0.869 0.054 0.047 0.027 0.081 0.027 0 0 0.027 0.067 0.027 0.047 0.162 1.193 0.027 0.007 0.007 0 0.094 0.485 0 0 0.027 0.02 0.02 0.007 0.155 0.027 0.168 0.074 0.04 0
dispt dispt_fed_54.txt 0.245 0.059 0.007 0.067 0.282 0.052 0.111 0.252 0.015 0.297 0.03 0.037 0.186 0 0 0.007 0.007 0.007 0.067 0.096 0.022 0.015 0.119 0 0.067 0.03 0.401 0.037 0.26 0.156 0.015 0.074 0.045 0.015 0 0.059 0.134 0 0.876 0.141 0.052 0.022 0.074 0.03 0.015 0.03 0.007 0.045 0.015 0.03 0.208 1.469 0.089 0.007 0.007 0 0.126 0.445 0 0 0.007 0.03 0.015 0.037 0.186 0.045 0.111 0.089 0.037 0
dispt dispt_fed_55.txt 0.349 0.036 0.007 0.029 0.335 0.058 0.087 0.073 0.116 0.378 0.044 0.007 0.102 0.058 0.015 0 0.007 0.087 0.116 0.08 0.015 0.036 0.044 0.007 0 0.029 0.189 0 0.167 0.102 0 0.08 0.08 0.044 0.007 0.022 0.102 0.007 0.902 0.051 0.073 0.007 0.153 0.051 0.007 0.007 0.051 0.007 0.015 0.109 0.233 1.259 0.109 0.015 0.036 0 0.08 0.56 0.007 0 0.015 0.029 0.015 0.007 0.211 0.022 0.145 0.073 0.073 0
dispt dispt_fed_56.txt 0.414 0.083 0.009 0.018 0.478 0.046 0.11 0.074 0.037 0.331 0.046 0.055 0.092 0.037 0.028 0 0.018 0.064 0.055 0.083 0.009 0.037 0.074 0 0.018 0 0.267 0.037 0.083 0.165 0.046 0.092 0.064 0.018 0 0.018 0.101 0 1.029 0.083 0.046 0.046 0.037 0 0 0 0.018 0.028 0 0.055 0.165 1.176 0.083 0.009 0.028 0 0.11 0.34 0 0 0.018 0.009 0.009 0 0.175 0.018 0.267 0.129 0.037 0
dispt dispt_fed_57.txt 0.248 0.04 0.007 0.04 0.356 0.034 0.154 0.161 0.047 0.289 0.027 0.027 0.168 0.047 0 0 0 0.081 0.127 0.074 0.007 0.02 0.074 0.034 0.02 0 0.248 0.013 0.208 0.134 0.02 0.027 0.06 0.027 0 0.02 0.094 0.007 1.02 0.127 0.06 0.02 0.154 0.007 0.02 0 0.04 0.027 0.013 0.067 0.208 1.423 0.154 0.007 0.02 0 0.067 0.49 0 0 0.027 0.007 0.02 0.02 0.201 0.04 0.154 0.027 0.04 0
dispt dispt_fed_62.txt 0.442 0.062 0.006 0.075 0.423 0.037 0.093 0.1 0.031 0.379 0.025 0.037 0.174 0.056 0 0 0.006 0.05 0.1 0.124 0 0.019 0.044 0.025 0.05 0.025 0.274 0.037 0.23 0.131 0.019 0.106 0.081 0.068 0 0.044 0.106 0.012 0.902 0.118 0.031 0.012 0.081 0.025 0 0.012 0.05 0.025 0.031 0.044 0.218 1.089 0.081 0.012 0 0.012 0.093 0.498 0 0 0 0 0.025 0.012 0.199 0.031 0.106 0.081 0.031 0
dispt dispt_fed_63.txt 0.276 0.048 0.015 0.082 0.324 0.044 0.058 0.135 0.048 0.29 0.053 0.044 0.227 0.068 0.005 0 0.019 0.029 0.121 0.073 0.034 0.024 0.102 0.01 0 0.029 0.295 0.029 0.169 0.145 0.082 0.087 0.019 0.058 0 0.029 0.126 0.005 0.832 0.092 0.044 0.053 0.082 0.01 0.005 0.01 0.029 0.058 0.048 0.039 0.242 1.273 0.073 0.01 0.029 0.005 0.077 0.406 0.01 0 0.044 0.024 0.005 0.015 0.174 0.015 0.092 0.077 0.053 0
Hamilton Hamilton_fed_1.txt 0.213 0.083 0 0.083 0.343 0.056 0.111 0.093 0.065 0.315 0.028 0 0.13 0.028 0.009 0 0.019 0.028 0.093 0.102 0.009 0.056 0.093 0 0 0.028 0.232 0.019 0.12 0.139 0.074 0.102 0.065 0.028 0.056 0.028 0.13 0 0.908 0.074 0.028 0 0.056 0.028 0.065 0.009 0.019 0 0.009 0.102 0.241 1.094 0.13 0 0.019 0 0.083 0.575 0 0.056 0 0 0 0.009 0.158 0.074 0.222 0.046 0.019 0.074
Hamilton Hamilton_fed_11.txt 0.369 0.07 0.006 0.076 0.411 0.023 0.053 0.117 0.065 0.258 0.018 0.023 0.106 0.029 0.012 0 0.018 0.012 0.106 0.111 0.006 0.047 0.088 0.076 0.006 0.029 0.387 0.023 0.053 0.088 0.035 0.053 0.053 0.012 0 0.029 0.117 0.006 1.061 0.029 0.029 0.029 0.07 0.199 0.018 0.018 0.029 0.006 0.029 0.035 0.141 1.044 0.059 0.012 0.023 0.006 0.106 0.481 0 0.035 0 0.012 0.012 0.012 0.147 0.029 0.094 0.129 0.27 0
Hamilton Hamilton_fed_12.txt 0.305 0.047 0.007 0.068 0.386 0.047 0.102 0.108 0.088 0.271 0.054 0.041 0.095 0.014 0 0 0.014 0.027 0.054 0.129 0.02 0.088 0.088 0.007 0.014 0.027 0.311 0.047 0.149 0.142 0.047 0.02 0.034 0.108 0.007 0.007 0.041 0.007 0.961 0.081 0.027 0 0.047 0.034 0.007 0.027 0.041 0.014 0.02 0.027 0.176 1.097 0.095 0 0.041 0.014 0.095 0.555 0 0.041 0 0 0.007 0 0.156 0.007 0.074 0.122 0.149 0
Hamilton Hamilton_fed_13.txt 0.391 0.045 0.015 0.03 0.27 0.045 0.06 0.09 0.015 0.376 0.03 0.03 0.075 0.06 0.015 0 0 0.045 0.03 0.075 0 0.03 0.06 0.15 0 0.045 0.24 0.105 0.135 0.09 0.03 0.12 0.09 0.045 0 0.045 0.075 0 0.887 0.045 0.135 0 0.045 0 0.045 0 0.045 0 0.015 0.15 0.27 1.052 0.015 0 0.105 0 0.03 0.646 0.015 0.03 0 0 0 0.045 0.165 0.045 0.135 0.15 0.21 0
Hamilton Hamilton_fed_15.txt 0.327 0.096 0 0.086 0.356 0.014 0.086 0.072 0.115 0.211 0.067 0.034 0.154 0.067 0.019 0.005 0.014 0.038 0.086 0.101 0.01 0.062 0.144 0 0.005 0.014 0.317 0.019 0.207 0.096 0.038 0.034 0.029 0.043 0.014 0.029 0.077 0.01 0.947 0.048 0.005 0.038 0.183 0.091 0.005 0.029 0.01 0.01 0.005 0.048 0.178 1.163 0.034 0 0.072 0.01 0.086 0.557 0.005 0.048 0.014 0.038 0.014 0.019 0.264 0.029 0.091 0.086 0.062 0.01
Hamilton Hamilton_fed_16.txt 0.26 0.065 0 0.087 0.274 0.079 0.022 0.13 0.079 0.397 0.051 0.036 0.094 0.007 0.014 0.007 0.029 0.007 0.065 0.079 0.036 0.051 0.087 0 0 0.058 0.274 0.022 0.101 0.188 0.116 0.036 0.043 0.065 0 0.029 0.137 0.007 1.04 0.029 0.014 0.022 0.123 0.007 0.007 0.043 0.022 0.022 0.022 0.029 0.116 1.322 0.087 0 0.022 0 0.101 0.628 0 0.043 0 0.051 0.014 0.014 0.159 0.036 0.043 0.094 0.26 0
Hamilton Hamilton_fed_17.txt 0.261 0.108 0 0.072 0.467 0.018 0.045 0.027 0.063 0.216 0.027 0.009 0.081 0.018 0 0 0 0.009 0.099 0.045 0.018 0.036 0.036 0 0.063 0.018 0.252 0.027 0.099 0.09 0.054 0.036 0.081 0.009 0.009 0 0.036 0 0.998 0.018 0.018 0 0.117 0.018 0.009 0.018 0.036 0.009 0 0.045 0.189 1.366 0.09 0 0.018 0.009 0.045 0.521 0 0.045 0.054 0.036 0.009 0 0.216 0.018 0.117 0.09 0.108 0
Hamilton Hamilton_fed_21.txt 0.449 0.022 0 0.074 0.353 0.044 0.059 0.133 0.029 0.295 0.081 0.015 0.162 0.066 0.015 0 0.015 0.022 0.037 0.118 0.007 0.066 0.066 0.007 0.015 0.044 0.331 0 0.199 0.103 0.081 0.081 0.022 0.029 0 0.081 0.059 0.022 1.119 0.044 0.007 0.015 0.147 0.007 0.037 0.037 0.052 0.022 0.022 0.029 0.177 1.23 0.059 0 0.029 0.015 0.096 0.39 0 0.044 0.007 0.015 0.015 0.007 0.147 0.022 0.044 0.11 0.088 0
Hamilton Hamilton_fed_22.txt 0.392 0.05 0.004 0.075 0.329 0.029 0.075 0.104 0.05 0.221 0.067 0.05 0.125 0.025 0.008 0 0.021 0.029 0.088 0.096 0.013 0.083 0.058 0.004 0.029 0.025 0.321 0.017 0.192 0.146 0.067 0.083 0.025 0.038 0.004 0.021 0.104 0.004 1.008 0.038 0.038 0.004 0.088 0.05 0.008 0.033 0.038 0.017 0.038 0.046 0.221 1.125 0.092 0.004 0.054 0.008 0.108 0.579 0.004 0.05 0.029 0.038 0.017 0.008 0.15 0.013 0.046 0.083 0.083 0
Hamilton Hamilton_fed_23.txt 0.194 0.081 0 0.089 0.413 0.065 0.138 0.186 0.024 0.356 0.049 0.024 0.089 0.089 0 0 0 0.024 0.13 0.049 0.008 0.041 0.081 0 0 0.016 0.211 0.016 0.154 0.154 0.089 0.049 0.016 0.073 0 0.016 0.081 0.008 0.81 0.016 0.024 0 0.049 0.057 0.008 0.016 0.008 0.008 0.057 0 0.227 1.45 0.065 0 0.032 0 0.073 0.753 0 0.057 0.032 0.008 0 0 0.243 0.016 0.122 0.13 0.032 0
Hamilton Hamilton_fed_24.txt 0.361 0.059 0.007 0.066 0.42 0.044 0.074 0.088 0.052 0.383 0.029 0.037 0.103 0.022 0.015 0 0.037 0.007 0.074 0.074 0.037 0.066 0.088 0.007 0.037 0.044 0.406 0.007 0.074 0.133 0.029 0.029 0.007 0.044 0 0.015 0.088 0.022 0.877 0.066 0.059 0.022 0.088 0.088 0.007 0.044 0.029 0.029 0.029 0.029 0.243 1.04 0.096 0 0.037 0 0.147 0.649 0.029 0.052 0.052 0 0 0 0.111 0.007 0.059 0.037 0.184 0
Hamilton Hamilton_fed_25.txt 0.329 0.037 0.007 0.052 0.329 0.03 0.105 0.165 0.082 0.389 0.045 0.022 0.165 0.022 0.007 0 0.022 0.007 0.075 0.09 0.03 0.037 0.082 0.022 0 0 0.285 0.007 0.127 0.15 0.067 0.022 0.015 0.037 0 0.015 0.06 0 0.936 0.075 0.015 0.015 0.105 0.075 0.037 0.037 0.007 0.037 0.03 0.03 0.225 1.205 0.082 0.015 0.007 0.015 0.112 0.674 0.03 0.007 0.03 0.007 0.007 0.015 0.112 0.007 0.075 0.06 0.157 0
Hamilton Hamilton_fed_26.txt 0.329 0.051 0 0.133 0.297 0.063 0.038 0.088 0.063 0.335 0.051 0.038 0.133 0.019 0 0 0.032 0.025 0.133 0.063 0.044 0.038 0.101 0 0.038 0.082 0.398 0.051 0.139 0.209 0.025 0.063 0.019 0.025 0 0.025 0.133 0 0.929 0.044 0.032 0.032 0.076 0.032 0.006 0.038 0.063 0.025 0.057 0.032 0.265 1.195 0.063 0.019 0.051 0 0.088 0.6 0.032 0.038 0.063 0.044 0.006 0.019 0.133 0.019 0.07 0.051 0.101 0
Hamilton Hamilton_fed_27.txt 0.27 0.04 0 0.05 0.32 0.07 0.1 0.08 0.04 0.34 0.06 0.04 0.14 0.11 0 0.01 0 0 0.07 0.05 0 0.02 0.05 0 0.03 0.03 0.31 0.03 0.14 0.15 0.15 0.04 0.08 0.02 0 0.03 0.02 0 0.94 0.04 0.01 0.04 0.14 0 0 0.02 0.02 0.01 0.03 0.07 0.38 1.47 0.06 0 0.08 0.01 0.08 0.63 0 0.04 0.01 0 0.02 0.01 0.19 0.01 0.34 0.06 0.03 0
Hamilton Hamilton_fed_28.txt 0.299 0.127 0 0.109 0.308 0.018 0.054 0.091 0.063 0.371 0.036 0.027 0.063 0.109 0.009 0 0.018 0 0.127 0.054 0.027 0.045 0.1 0.027 0 0.036 0.353 0.009 0.118 0.145 0.072 0.063 0.081 0.063 0 0.054 0.072 0 0.887 0.009 0.036 0.018 0.072 0.009 0 0.072 0.009 0 0.018 0.027 0.172 1.43 0.118 0.018 0.063 0 0.054 0.597 0 0.027 0.009 0.018 0.018 0.009 0.127 0.027 0.118 0.081 0.081 0
Hamilton Hamilton_fed_29.txt 0.325 0.027 0 0.095 0.379 0.041 0.061 0.176 0.068 0.339 0.041 0.027 0.047 0.075 0 0 0.034 0 0.115 0.088 0.014 0.034 0.047 0 0.014 0.041 0.257 0.027 0.203 0.23 0.041 0.047 0.014 0.007 0.007 0.034 0.061 0 1.016 0.02 0.027 0.027 0.108 0.041 0.02 0.054 0.054 0.007 0.027 0.014 0.196 1.436 0.095 0 0.068 0 0.068 0.718 0 0.068 0.027 0.041 0.007 0.014 0.108 0.061 0.075 0.081 0.129 0
Hamilton Hamilton_fed_30.txt 0.263 0.038 0 0.053 0.338 0.06 0.053 0.165 0.038 0.36 0.075 0.045 0.105 0.083 0 0 0.008 0.053 0.173 0.053 0 0.068 0.083 0 0.015 0.023 0.33 0.045 0.113 0.173 0.15 0.068 0.023 0.09 0 0.038 0.053 0 0.833 0.06 0.038 0.008 0.15 0.023 0 0.03 0.015 0.008 0.03 0.023 0.233 1.178 0.06 0.008 0.038 0 0.12 0.54 0 0.098 0.023 0.008 0.015 0.008 0.15 0.038 0.075 0.09 0.165 0
Hamilton Hamilton_fed_31.txt 0.196 0.077 0 0.102 0.358 0.043 0.154 0.128 0.043 0.307 0.043 0.026 0.077 0.017 0.009 0 0.017 0.034 0.051 0.085 0 0.009 0.094 0 0 0.017 0.401 0.043 0.196 0.179 0.068 0.085 0.009 0.068 0 0.026 0.102 0 0.887 0.043 0.017 0.026 0.111 0.017 0 0.051 0.06 0.026 0.034 0.051 0.256 1.356 0.085 0 0.051 0.009 0.102 0.682 0.009 0.102 0 0 0.026 0.009 0.171 0.017 0.051 0.094 0.043 0
Hamilton Hamilton_fed_32.txt 0.344 0.059 0 0.138 0.374 0.049 0.02 0.03 0.02 0.295 0.039 0.089 0.098 0.01 0 0 0.01 0.02 0.039 0.089 0.02 0.02 0.049 0 0 0.049 0.384 0.01 0.157 0.197 0.03 0.02 0 0.01 0 0.059 0.148 0.02 0.895 0.118 0.039 0.039 0.089 0 0.039 0.03 0 0 0.049 0.01 0.315 1.377 0.039 0.02 0.059 0 0.089 0.433 0 0.02 0.03 0.02 0.02 0 0.226 0 0.03 0.039 0.226 0
Hamilton Hamilton_fed_33.txt 0.381 0.071 0 0.071 0.372 0.062 0.071 0.115 0.018 0.284 0.098 0.08 0.124 0.018 0.018 0 0 0.035 0.08 0.08 0.027 0.027 0.115 0 0 0.027 0.284 0.035 0.231 0.284 0.115 0.089 0.009 0.062 0 0 0.106 0 0.807 0.044 0.018 0.044 0.106 0.009 0.018 0.035 0.027 0.009 0.035 0.009 0.284 1.339 0.044 0.009 0.018 0 0.133 0.576 0.009 0.08 0.027 0.035 0.035 0 0.195 0.027 0.08 0.044 0.133 0
Hamilton Hamilton_fed_34.txt 0.284 0.041 0 0.088 0.311 0.047 0.129 0.122 0.041 0.284 0.081 0.034 0.027 0.047 0 0.007 0.014 0.014 0.176 0.081 0.014 0.041 0.108 0 0 0.034 0.339 0.014 0.108 0.129 0.074 0.041 0.027 0.027 0.007 0.047 0.095 0.007 0.934 0.074 0.054 0.02 0.074 0.041 0.02 0.041 0.02 0.027 0.02 0.02 0.284 1.232 0.068 0.007 0.047 0 0.095 0.684 0.014 0.068 0.014 0.007 0.02 0.02 0.183 0.02 0.108 0.081 0.135 0
Hamilton Hamilton_fed_35.txt 0.296 0.046 0 0.086 0.408 0.053 0.099 0.145 0.026 0.296 0.033 0.033 0.066 0.04 0.007 0.013 0.013 0.026 0.072 0.053 0.013 0.02 0.059 0.007 0.066 0.033 0.296 0.033 0.263 0.151 0.02 0.053 0.059 0.007 0 0.033 0.125 0.007 0.863 0.053 0.026 0.013 0.079 0.02 0.026 0.066 0.04 0.007 0.02 0.053 0.244 1.199 0.125 0 0.013 0 0.079 0.652 0.007 0.059 0 0.026 0.007 0.013 0.145 0.04 0.119 0.072 0.105 0
Hamilton Hamilton_fed_36.txt 0.236 0.055 0 0.071 0.33 0.055 0.088 0.154 0.016 0.434 0.071 0.033 0.11 0.088 0.005 0 0.027 0.011 0.066 0.121 0.016 0.049 0.121 0 0 0.022 0.341 0.022 0.187 0.176 0.093 0.082 0.055 0.055 0.011 0.022 0.077 0.005 0.978 0.033 0.033 0.011 0.154 0.011 0.016 0.027 0.005 0 0.038 0.033 0.225 1.275 0.077 0.005 0.077 0.011 0.104 0.654 0 0.033 0 0.005 0.022 0.011 0.148 0.022 0.148 0.077 0.027 0
Hamilton Hamilton_fed_59.txt 0.382 0.023 0.008 0.179 0.257 0.086 0.047 0.117 0.062 0.343 0.117 0.039 0.132 0.047 0.008 0 0 0.047 0.101 0.093 0.016 0.047 0.171 0 0 0.023 0.475 0.039 0.132 0.195 0.093 0.132 0.07 0.016 0 0.062 0.101 0 0.888 0.047 0.031 0.016 0.055 0 0.016 0.008 0.023 0.031 0.023 0.055 0.226 1.309 0.078 0 0.047 0 0.117 0.561 0 0.023 0.008 0.016 0 0.016 0.14 0.039 0.164 0.07 0.125 0
Hamilton Hamilton_fed_6.txt 0.323 0.035 0 0.07 0.513 0 0.105 0.133 0.042 0.126 0.084 0.014 0.077 0.014 0 0 0 0.007 0.084 0.098 0.028 0.049 0.169 0.014 0.021 0.021 0.372 0.049 0.028 0.077 0 0.021 0.056 0.007 0 0 0.112 0.007 1.075 0.014 0.021 0.007 0.133 0.028 0.007 0.014 0.021 0.028 0.014 0.042 0.155 1.11 0.091 0 0.035 0 0.07 0.372 0 0.028 0.07 0.035 0.014 0 0.148 0.049 0.042 0.077 0.042 0
Hamilton Hamilton_fed_60.txt 0.349 0.066 0 0.079 0.217 0.079 0.066 0.125 0.053 0.441 0.013 0.02 0.138 0.026 0 0 0 0.013 0.079 0.079 0 0.02 0.04 0 0 0.02 0.494 0.033 0.178 0.25 0.066 0.066 0.026 0.04 0 0.026 0.086 0.007 0.962 0.033 0.04 0.007 0.105 0 0.013 0.033 0.04 0.02 0.026 0.046 0.303 1.416 0.092 0.007 0.046 0.007 0.112 0.573 0 0.053 0 0.013 0.033 0 0.105 0.046 0.132 0.04 0.165 0
Hamilton Hamilton_fed_61.txt 0.315 0.02 0.01 0.049 0.217 0.049 0.089 0.167 0.118 0.365 0.089 0 0.049 0.049 0.01 0 0 0.01 0.167 0.079 0.03 0 0.118 0 0.01 0.02 0.463 0.03 0.099 0.217 0.03 0.108 0.039 0.02 0.01 0.039 0.079 0.01 1.005 0.059 0.03 0.039 0.079 0 0.02 0.069 0.02 0.02 0 0.118 0.315 1.438 0.049 0.01 0.039 0 0.128 0.591 0 0.03 0.039 0 0.02 0.02 0.118 0.039 0.069 0.069 0.167 0
Hamilton Hamilton_fed_65.txt 0.311 0.03 0.007 0.081 0.274 0.022 0.059 0.111 0.044 0.481 0.089 0.015 0.118 0.037 0 0.007 0 0.022 0.118 0.089 0.022 0.007 0.126 0 0.081 0.007 0.355 0.022 0.111 0.2 0.022 0.052 0.052 0.015 0 0.022 0.133 0 0.969 0.037 0.044 0.007 0.133 0 0 0.022 0.037 0.03 0.03 0.037 0.17 1.539 0.037 0 0.015 0 0.111 0.599 0 0.074 0.015 0.007 0 0.007 0.178 0.074 0.207 0.089 0.155 0
Hamilton Hamilton_fed_66.txt 0.303 0.053 0.013 0.072 0.25 0.046 0.026 0.132 0.007 0.257 0.066 0.026 0.086 0.02 0.007 0 0.02 0.02 0.112 0.072 0.013 0.072 0.086 0 0 0.079 0.454 0.013 0.191 0.197 0.026 0.053 0.079 0.033 0.007 0.033 0.138 0 1.112 0.046 0.033 0.02 0.079 0.013 0.007 0.033 0.039 0.013 0.039 0.046 0.237 1.56 0.092 0.007 0.026 0 0.118 0.546 0 0.072 0.013 0.02 0.026 0.007 0.099 0.053 0.145 0.145 0.066 0
Hamilton Hamilton_fed_67.txt 0.203 0.035 0 0.071 0.406 0.018 0.062 0.132 0.035 0.141 0.15 0.035 0.088 0.026 0 0 0.035 0 0.071 0.044 0.026 0.106 0.185 0 0.044 0.026 0.291 0.009 0.159 0.15 0.026 0.026 0.026 0.026 0 0.026 0.097 0.009 0.927 0.026 0.026 0.044 0.044 0.009 0.044 0.009 0.062 0.009 0.018 0.044 0.141 1.448 0.026 0.009 0.018 0 0.088 0.724 0.009 0.053 0.009 0 0 0 0.221 0.053 0.026 0.106 0.044 0
Hamilton Hamilton_fed_68.txt 0.288 0.08 0.02 0.089 0.258 0.08 0.04 0.169 0.06 0.358 0.05 0.05 0.119 0.01 0.01 0 0.01 0.02 0.149 0.109 0 0.06 0.139 0 0.06 0.04 0.398 0 0.189 0.129 0.03 0.05 0.02 0.01 0 0.02 0.109 0 0.885 0.03 0.05 0.02 0.06 0.01 0.04 0.05 0.06 0.01 0.03 0.06 0.189 1.352 0.099 0 0.01 0 0.099 0.745 0 0.02 0.109 0.02 0.01 0.01 0.149 0.129 0.129 0.08 0.07 0
Hamilton Hamilton_fed_69.txt 0.323 0.086 0.01 0.071 0.505 0.03 0.025 0.081 0.03 0.258 0.04 0.025 0.111 0.091 0.015 0 0.015 0.02 0.091 0.061 0.005 0.061 0.086 0 0.081 0.035 0.323 0.04 0.258 0.131 0.035 0.051 0.035 0.025 0 0.051 0.056 0.005 1.162 0.03 0.056 0.035 0.071 0.005 0.03 0.03 0.01 0.005 0.02 0.061 0.227 1.415 0.03 0 0.04 0.01 0.147 0.505 0 0.061 0.04 0.015 0.01 0.02 0.101 0.025 0.03 0.086 0.126 0
Hamilton Hamilton_fed_7.txt 0.281 0.075 0 0.094 0.319 0.044 0.044 0.119 0.063 0.288 0.05 0.006 0.175 0.019 0 0 0.019 0.006 0.081 0.069 0.044 0.025 0.144 0.019 0 0.056 0.244 0.013 0.081 0.075 0.013 0.019 0.038 0.019 0 0.019 0.088 0 0.982 0.088 0.025 0.006 0.063 0.031 0.006 0.025 0.025 0.038 0.019 0.031 0.169 1.188 0.1 0 0.025 0 0.113 0.494 0.006 0.069 0.044 0.05 0.019 0.006 0.144 0.013 0.006 0.075 0.313 0
Hamilton Hamilton_fed_70.txt 0.298 0.028 0 0.085 0.36 0.066 0.099 0.099 0.057 0.18 0.071 0.024 0.071 0.024 0.009 0 0.009 0.009 0.114 0.081 0.024 0.047 0.137 0 0.062 0.028 0.374 0.014 0.232 0.152 0.038 0.076 0.081 0.043 0.005 0.043 0.071 0.009 0.867 0.066 0.038 0.019 0.104 0.005 0.009 0.028 0.052 0.005 0.024 0.066 0.152 1.303 0.104 0.005 0.047 0 0.066 0.564 0 0.024 0.028 0.033 0.028 0.014 0.128 0.076 0.052 0.09 0.052 0
Hamilton Hamilton_fed_71.txt 0.378 0.017 0.009 0.077 0.335 0.06 0.043 0.138 0.069 0.327 0.043 0.026 0.129 0.017 0.009 0.017 0.009 0.026 0.086 0.12 0.034 0.043 0.077 0 0.163 0.06 0.318 0 0.12 0.206 0.026 0.086 0.052 0.026 0 0.009 0.06 0 0.851 0.06 0.06 0.017 0.138 0 0.009 0.052 0.043 0.017 0.034 0.043 0.189 1.487 0.12 0.009 0.017 0 0.034 0.645 0 0.026 0.043 0.026 0.034 0.009 0.163 0.06 0.069 0.112 0.138 0
Hamilton Hamilton_fed_72.txt 0.378 0.029 0 0.073 0.364 0.015 0.051 0.109 0.087 0.298 0.029 0.022 0.116 0.007 0 0 0.036 0.022 0.102 0.102 0.051 0.036 0.051 0 0.247 0.029 0.255 0 0.175 0.145 0.051 0.044 0.073 0.044 0 0.044 0.095 0 0.88 0.044 0.022 0.007 0.116 0 0.007 0 0.007 0.022 0.051 0.051 0.131 1.258 0.087 0.007 0.036 0.007 0.044 0.706 0.007 0.036 0.029 0.029 0.022 0.065 0.145 0.029 0.058 0.065 0.175 0
Hamilton Hamilton_fed_73.txt 0.375 0.044 0.006 0.051 0.261 0.07 0.051 0.07 0.064 0.305 0.089 0.032 0.172 0.019 0.013 0 0.013 0.025 0.083 0.076 0.013 0.089 0.089 0 0.159 0.013 0.375 0.025 0.184 0.178 0.057 0.076 0.064 0.006 0 0.032 0.076 0.006 0.915 0.032 0.044 0.019 0.153 0.013 0.019 0.044 0.032 0.013 0.013 0.089 0.248 1.246 0.051 0 0.019 0.006 0.153 0.521 0 0.083 0.013 0.019 0.013 0.013 0.114 0.051 0.121 0.095 0.184 0
Hamilton Hamilton_fed_74.txt 0.379 0.015 0.029 0.102 0.336 0.044 0.044 0.117 0.029 0.35 0.029 0 0.029 0 0 0 0 0.029 0.131 0.044 0.044 0.029 0.073 0 0.015 0.029 0.336 0.015 0.16 0.175 0.044 0.102 0.015 0 0 0 0.058 0 1.211 0.015 0.044 0.015 0.175 0 0.015 0.029 0.044 0 0.044 0.029 0.19 1.43 0.029 0 0.058 0 0.088 0.511 0 0.044 0.015 0.029 0 0.073 0.16 0 0.015 0.058 0.131 0
Hamilton Hamilton_fed_75.txt 0.402 0.039 0.008 0.077 0.247 0.015 0.054 0.124 0.015 0.216 0.077 0.031 0.124 0 0 0 0 0.008 0.054 0.077 0.008 0.054 0.124 0 0.062 0.008 0.34 0.015 0.131 0.162 0.046 0.031 0.031 0.023 0.008 0.015 0.093 0.015 1.152 0.039 0.031 0.031 0.07 0.015 0.046 0 0.046 0.015 0.015 0.062 0.271 1.515 0.015 0.008 0.023 0 0.1 0.68 0 0.039 0.015 0 0 0.023 0.131 0.015 0.046 0.108 0.209 0
Hamilton Hamilton_fed_76.txt 0.358 0.023 0.008 0.101 0.358 0.039 0.023 0.117 0.031 0.452 0.062 0.016 0.156 0.008 0.008 0.008 0.016 0.031 0.062 0.078 0.016 0.039 0.125 0 0.125 0.008 0.35 0 0.156 0.14 0.047 0.055 0.039 0.039 0 0.031 0.109 0 0.903 0.031 0.062 0.023 0.179 0.008 0.055 0.008 0.016 0.031 0.039 0.055 0.265 1.199 0.055 0.008 0.031 0 0.093 0.623 0.008 0.062 0.008 0.016 0.016 0.016 0.117 0.093 0.156 0.055 0.179 0
Hamilton Hamilton_fed_77.txt 0.466 0.068 0.015 0.143 0.278 0.045 0.045 0.113 0.045 0.286 0.068 0.023 0.12 0.06 0.008 0 0 0 0.143 0.098 0.023 0.06 0.098 0 0.045 0.015 0.413 0 0.158 0.18 0.038 0.015 0.053 0.03 0.008 0.015 0.045 0.008 1.089 0.023 0.03 0.03 0.068 0 0.023 0.015 0.03 0.045 0.03 0.045 0.24 1.27 0.083 0 0.023 0 0.113 0.518 0.008 0.068 0.015 0.015 0.06 0.03 0.113 0.023 0.075 0.045 0.24 0
Hamilton Hamilton_fed_78.txt 0.275 0.034 0.005 0.077 0.338 0.043 0.063 0.13 0.014 0.319 0.043 0.058 0.116 0.087 0.014 0.005 0.01 0.034 0.068 0.13 0.014 0.029 0.092 0 0.01 0.029 0.309 0.01 0.237 0.193 0.058 0.077 0.019 0.068 0 0.082 0.087 0.014 0.904 0.048 0.034 0.034 0.092 0.01 0.014 0.024 0.029 0.01 0.034 0.048 0.324 1.435 0.155 0.01 0.048 0.005 0.101 0.609 0 0.039 0.01 0.005 0.01 0.005 0.159 0.024 0.053 0.058 0.092 0
Hamilton Hamilton_fed_79.txt 0.27 0.028 0 0.014 0.327 0.114 0.085 0.057 0.071 0.427 0.071 0.014 0.057 0.1 0.014 0 0 0.028 0.213 0.1 0 0.114 0.085 0 0.014 0.028 0.47 0.014 0.157 0.142 0.028 0.085 0.071 0.028 0 0.043 0.114 0 0.783 0.071 0.014 0.043 0.057 0.028 0.057 0.028 0.014 0.028 0.071 0.1 0.256 1.11 0.171 0.014 0.028 0 0.057 0.583 0 0.028 0.014 0 0 0.014 0.171 0.057 0.085 0.057 0.071 0
Hamilton Hamilton_fed_8.txt 0.318 0.064 0.007 0.085 0.381 0.014 0.099 0.113 0.078 0.247 0.113 0.056 0.078 0.007 0 0 0.007 0.021 0.064 0.064 0.021 0.056 0.127 0.007 0 0.028 0.282 0.035 0.148 0.12 0.071 0.056 0.056 0.021 0 0.021 0.085 0.007 0.96 0.078 0.042 0.014 0.12 0.035 0 0.035 0.035 0.014 0.035 0.021 0.127 0.953 0.106 0 0 0.007 0.099 0.55 0.021 0.021 0.007 0 0 0 0.183 0 0.078 0.092 0.191 0
Hamilton Hamilton_fed_80.txt 0.215 0.108 0.006 0.048 0.37 0.036 0.119 0.108 0.018 0.287 0.084 0.012 0.072 0.03 0.006 0.012 0.018 0.012 0.072 0.036 0.006 0.036 0.114 0 0.012 0.018 0.269 0.006 0.137 0.137 0.048 0.084 0.012 0.006 0 0.03 0.09 0.006 0.986 0.054 0.03 0.006 0.131 0.006 0.03 0.018 0.024 0.048 0.036 0.024 0.149 1.368 0.036 0.006 0.03 0.012 0.036 0.609 0.006 0.036 0.018 0.012 0.024 0 0.257 0 0.096 0.066 0.06 0
Hamilton Hamilton_fed_81.txt 0.32 0.042 0 0.085 0.328 0.058 0.058 0.177 0.027 0.328 0.085 0.042 0.123 0.023 0.004 0 0.012 0.035 0.081 0.073 0.015 0.046 0.089 0 0 0.019 0.494 0.008 0.235 0.208 0.035 0.096 0.015 0.012 0.008 0.031 0.096 0.023 0.961 0.062 0.039 0.023 0.081 0.015 0.027 0.031 0.019 0.019 0.05 0.023 0.185 1.404 0.042 0.004 0.054 0 0.116 0.606 0.004 0.05 0.008 0.012 0.008 0.008 0.158 0.019 0.116 0.054 0.081 0
Hamilton Hamilton_fed_82.txt 0.211 0.057 0 0.096 0.374 0.01 0.105 0.144 0.019 0.326 0.01 0.019 0.038 0.048 0.01 0.01 0.01 0.038 0.038 0.125 0 0 0.067 0 0 0.01 0.364 0.01 0.144 0.086 0.038 0.134 0.01 0.019 0 0.029 0.125 0.01 0.9 0 0.067 0.048 0.125 0.01 0.077 0.048 0.01 0.01 0.038 0.029 0.182 1.465 0.057 0.019 0 0 0.105 0.776 0 0.038 0.01 0.01 0.01 0 0.172 0 0.067 0.057 0.105 0
Hamilton Hamilton_fed_83.txt 0.354 0.068 0.005 0.052 0.302 0.042 0.112 0.127 0.047 0.273 0.094 0.042 0.213 0.016 0.01 0 0.008 0.029 0.088 0.049 0.013 0.057 0.14 0.013 0.003 0.049 0.499 0.005 0.299 0.213 0.055 0.042 0.06 0.039 0.013 0.055 0.091 0.016 0.853 0.047 0.047 0.023 0.068 0.016 0.013 0.023 0.018 0.021 0.023 0.042 0.309 1.165 0.039 0.003 0.049 0 0.135 0.557 0 0.052 0.01 0.005 0.005 0.003 0.205 0.026 0.062 0.075 0.125 0
Hamilton Hamilton_fed_84.txt 0.248 0.05 0.014 0.054 0.292 0.108 0.115 0.119 0.036 0.338 0.065 0.047 0.108 0.04 0.014 0 0.011 0.022 0.09 0.065 0.007 0.068 0.094 0 0.014 0.022 0.306 0.007 0.238 0.176 0.025 0.094 0.018 0.043 0.004 0.083 0.108 0.025 1.03 0.072 0.014 0.032 0.076 0.014 0.079 0.004 0.022 0.004 0.029 0.058 0.302 1.303 0.086 0.004 0.043 0.011 0.094 0.479 0.004 0.047 0.025 0.025 0.025 0.018 0.187 0.025 0.137 0.05 0.065 0
Hamilton Hamilton_fed_85.txt 0.371 0.072 0.011 0.105 0.388 0.067 0.072 0.111 0.033 0.188 0.094 0.022 0.055 0.055 0.006 0 0 0.039 0.061 0.05 0.011 0.083 0.127 0 0.039 0.011 0.394 0.011 0.211 0.188 0.033 0.089 0.028 0.089 0.039 0.067 0.111 0.017 0.953 0.1 0.044 0.006 0.067 0.028 0.017 0.022 0.028 0.011 0.028 0.028 0.188 1.275 0.039 0.011 0.039 0 0.05 0.621 0.006 0.067 0 0.011 0.017 0.006 0.233 0.055 0.089 0.044 0.033 0.022
Hamilton Hamilton_fed_9.txt 0.328 0.058 0.007 0.087 0.313 0.029 0.102 0.138 0.073 0.189 0.109 0.029 0.095 0.007 0 0 0.007 0.015 0.073 0.044 0.036 0.087 0.175 0 0.029 0.007 0.262 0.036 0.117 0.124 0.036 0.036 0.044 0.007 0 0.015 0.095 0.015 1.13 0.066 0.073 0.022 0.08 0 0.029 0.022 0.022 0.007 0.029 0.007 0.182 1.151 0.102 0.007 0.022 0 0.087 0.503 0 0.029 0.015 0.058 0 0 0.182 0.022 0.051 0.102 0.058 0
HM HM_fed_18.txt 0.229 0.04 0 0.034 0.532 0.013 0.013 0.081 0.027 0.04 0.027 0.04 0.202 0 0 0 0 0 0.047 0.061 0.141 0 0.034 0.034 0.054 0 0.263 0.034 0.067 0.128 0.061 0 0.067 0 0 0.013 0.04 0.02 0.91 0.108 0.034 0.02 0.027 0 0 0.007 0.013 0.007 0.027 0.047 0.141 1.415 0.141 0.013 0.013 0 0.081 0.364 0.013 0.007 0.189 0.108 0 0.02 0.081 0.074 0.007 0.074 0.04 0
HM HM_fed_19.txt 0.186 0.034 0 0.062 0.566 0.041 0.117 0.069 0.034 0.097 0.028 0 0.152 0.007 0.007 0 0.007 0.014 0.048 0.103 0.076 0.048 0.076 0 0.117 0.014 0.214 0.028 0.11 0.117 0.083 0.034 0.041 0.014 0.007 0.041 0.028 0 0.869 0.11 0.062 0.007 0.062 0 0.014 0 0.021 0.021 0.048 0.021 0.083 1.29 0.076 0.007 0 0 0.069 0.407 0.014 0 0.09 0.034 0.007 0 0.214 0.041 0.007 0.145 0.028 0
HM HM_fed_20.txt 0.225 0.054 0.018 0.045 0.494 0 0.117 0.09 0.072 0.063 0.009 0.045 0.171 0.009 0 0 0 0.009 0.162 0.162 0.027 0.09 0.09 0.027 0.09 0.009 0.27 0.027 0.135 0.081 0.018 0.018 0.018 0.027 0.009 0.018 0.036 0.018 0.737 0.063 0.036 0.018 0.072 0.018 0 0 0.018 0.036 0.018 0.045 0.081 1.096 0.18 0.009 0 0 0.045 0.377 0 0.009 0.063 0 0 0.027 0.117 0.027 0.036 0.072 0.009 0
Jay Jay_fed_2.txt 0.236 0.026 0.017 0.009 0.733 0.009 0.052 0.131 0.087 0.131 0.07 0.044 0.087 0 0 0 0 0.017 0.113 0.044 0.035 0.052 0.148 0 0 0.026 0.288 0.052 0.14 0.279 0.044 0.035 0.044 0.035 0.009 0.009 0.079 0.026 0.724 0.07 0.087 0.044 0.079 0.035 0.009 0.035 0.044 0.035 0.017 0.044 0.34 0.942 0.183 0.009 0 0 0.096 0.427 0 0.009 0.07 0.061 0.017 0.026 0.096 0.07 0.017 0.096 0.044 0
Jay Jay_fed_3.txt 0.13 0.04 0.03 0.03 0.601 0.05 0.08 0.221 0 0.311 0.02 0.05 0.18 0.03 0.01 0 0.01 0 0.11 0.15 0 0.05 0.07 0 0.02 0.06 0.241 0 0.06 0.19 0.01 0.06 0.13 0 0 0.02 0.12 0 0.621 0.06 0.08 0.04 0.321 0 0 0.04 0.03 0.02 0.05 0.08 0.19 0.842 0.11 0.01 0.01 0 0.06 0.551 0 0 0 0.01 0 0.01 0.11 0.03 0.241 0.1 0.01 0
Jay Jay_fed_4.txt 0.135 0.036 0.018 0.027 0.821 0.045 0.099 0.172 0.018 0.235 0.018 0.045 0.126 0.072 0.018 0 0 0 0.108 0.072 0.027 0.009 0.081 0 0.018 0.099 0.199 0.09 0.09 0.208 0.081 0.09 0.117 0 0 0.009 0.126 0 0.65 0.099 0.108 0.036 0.217 0.162 0.054 0.009 0.045 0.018 0.072 0.081 0.144 0.758 0.172 0 0.027 0 0.009 0.451 0 0 0.009 0.009 0.054 0.036 0.09 0.009 0.135 0.09 0.144 0
Jay Jay_fed_5.txt 0.096 0.032 0.021 0.021 0.764 0.032 0.032 0.032 0.042 0.329 0 0.042 0.106 0.011 0 0 0.021 0 0.064 0.117 0 0 0.011 0.074 0 0.032 0.297 0.074 0.074 0.191 0.032 0.021 0.117 0.032 0 0.011 0.085 0 0.562 0.053 0.106 0.032 0.096 0.074 0.011 0.032 0.032 0.021 0.032 0.096 0.244 0.669 0.106 0.021 0 0 0.042 0.435 0 0 0.032 0.064 0.021 0 0.106 0.032 0.074 0.117 0.382 0.032
Jay Jay_fed_64.txt 0.202 0.046 0.013 0.039 0.657 0.052 0.163 0.228 0.033 0.371 0.026 0.065 0.182 0.052 0.013 0 0.007 0.013 0.085 0.072 0.02 0.033 0.124 0 0.007 0.046 0.332 0.007 0.104 0.156 0 0.078 0.026 0.039 0 0.026 0.13 0.007 0.638 0.091 0.026 0.065 0.091 0.059 0.013 0.091 0.072 0.013 0.085 0.013 0.299 1.061 0.137 0 0.033 0.007 0.059 0.553 0 0 0.013 0 0 0.033 0.091 0.117 0.163 0.072 0.046 0
Madison Madison_fed_10.txt 0.359 0.02 0 0.069 0.59 0.02 0.133 0.093 0.039 0.3 0.044 0.044 0.177 0.02 0 0 0 0.01 0.088 0.049 0.005 0.02 0.079 0 0.039 0.02 0.29 0.044 0.201 0.197 0.044 0.079 0.059 0.049 0 0.02 0.069 0 0.772 0.084 0.039 0.01 0.108 0.039 0.005 0 0.015 0.015 0.039 0.064 0.152 1.204 0.103 0.01 0.02 0 0.054 0.482 0.005 0 0.01 0 0.025 0.005 0.192 0.044 0.147 0.049 0.029 0
Madison Madison_fed_14.txt 0.221 0.034 0.007 0.062 0.407 0.021 0.048 0.159 0.048 0.31 0.062 0.021 0.124 0.055 0 0 0.014 0.007 0.138 0.076 0.014 0.055 0.11 0.021 0 0.014 0.269 0.014 0.166 0.179 0.048 0.11 0.055 0.014 0.014 0.062 0.09 0.014 0.862 0.11 0.028 0.028 0.076 0.083 0 0.014 0.041 0.048 0.007 0.034 0.221 1.352 0.131 0 0 0 0.09 0.483 0 0 0.021 0.014 0.014 0 0.276 0.007 0.179 0.048 0.034 0.034
Madison Madison_fed_37.txt 0.29 0.048 0.016 0.048 0.523 0.011 0.095 0.148 0.011 0.248 0.127 0.048 0.158 0.011 0.005 0 0.011 0.016 0.063 0.1 0.016 0.053 0.137 0.005 0.026 0.005 0.311 0.026 0.158 0.158 0.037 0.095 0.037 0.111 0 0.026 0.095 0 0.85 0.095 0.032 0.053 0.069 0.032 0 0.053 0.042 0.021 0.021 0.026 0.243 1.135 0.121 0.005 0.005 0 0.09 0.433 0 0.005 0.011 0.016 0.005 0.005 0.232 0.016 0.053 0.084 0.032 0
Madison Madison_fed_38.txt 0.378 0.032 0.014 0.072 0.401 0.041 0.081 0.126 0.027 0.23 0.068 0.077 0.162 0.041 0.005 0 0.005 0.009 0.095 0.086 0.027 0.054 0.095 0.032 0.081 0.023 0.27 0.032 0.216 0.198 0.027 0.041 0.045 0.018 0 0.054 0.144 0.009 0.856 0.063 0.054 0.009 0.077 0.009 0.014 0.045 0.032 0.045 0.05 0.05 0.252 1.18 0.113 0.005 0.009 0 0.09 0.523 0 0.018 0.054 0.041 0 0.009 0.117 0.063 0.054 0.09 0.063 0
Madison Madison_fed_39.txt 0.3 0.074 0.006 0.034 0.346 0.023 0.113 0.187 0.04 0.295 0.045 0.057 0.187 0.006 0 0 0 0.034 0.079 0.125 0 0.051 0.017 0 0.006 0.011 0.351 0.017 0.323 0.215 0.113 0.034 0.034 0.028 0 0.04 0.125 0.011 0.89 0.125 0.074 0.034 0.079 0.011 0 0.006 0.028 0.011 0.023 0.045 0.153 1.552 0.091 0.017 0 0.006 0.119 0.516 0 0 0.011 0.011 0.006 0.006 0.153 0 0.085 0.068 0.045 0
Madison Madison_fed_40.txt 0.25 0.043 0.014 0.058 0.461 0.01 0.062 0.144 0.034 0.259 0.096 0.019 0.264 0.014 0 0 0.024 0.038 0.111 0.062 0.067 0.048 0.125 0 0.014 0.034 0.298 0.034 0.139 0.144 0.019 0.024 0.019 0.014 0 0.038 0.091 0.01 0.769 0.062 0.038 0.019 0.043 0.005 0.029 0.053 0.062 0.034 0.053 0.024 0.298 1.259 0.168 0.019 0.01 0 0.082 0.557 0 0 0.058 0.091 0.019 0.014 0.139 0.043 0.024 0.072 0.029 0
Madison Madison_fed_41.txt 0.302 0.063 0.004 0.084 0.369 0.025 0.063 0.13 0.021 0.311 0.084 0.025 0.139 0.038 0.008 0.004 0.017 0.055 0.143 0.092 0.017 0.076 0.109 0.055 0.013 0.038 0.248 0.029 0.143 0.164 0.063 0.097 0.05 0.063 0 0.025 0.071 0.013 0.856 0.097 0.034 0.025 0.088 0.025 0.017 0 0.038 0.004 0.025 0.055 0.172 1.293 0.055 0.008 0.004 0.004 0.088 0.495 0 0 0.013 0.021 0.017 0.004 0.151 0.034 0.105 0.063 0.038 0
Madison Madison_fed_42.txt 0.24 0.042 0 0.078 0.491 0.057 0.047 0.115 0.016 0.25 0.099 0.026 0.162 0.016 0.005 0 0.005 0.037 0.11 0.052 0.021 0.068 0.104 0 0.005 0.016 0.303 0.042 0.204 0.12 0.047 0.089 0.005 0.021 0 0.042 0.115 0 0.96 0.115 0.037 0.037 0.078 0.01 0.047 0 0.042 0.005 0.042 0.021 0.167 1.247 0.063 0.005 0.01 0 0.083 0.47 0 0.01 0.016 0.016 0.005 0.01 0.141 0.021 0.031 0.083 0.078 0
Madison Madison_fed_43.txt 0.38 0.051 0.013 0.051 0.333 0.034 0.064 0.154 0.026 0.333 0.06 0.03 0.205 0.038 0.009 0 0.013 0.038 0.119 0.026 0.013 0.047 0.09 0.004 0 0.021 0.213 0.03 0.141 0.196 0.064 0.094 0.034 0.034 0 0.06 0.111 0.004 0.951 0.137 0.055 0.026 0.09 0.004 0.03 0.038 0.026 0.009 0.051 0.043 0.209 1.395 0.043 0 0.009 0 0.077 0.431 0 0 0.034 0.004 0.026 0.013 0.145 0.021 0.081 0.068 0.051 0
Madison Madison_fed_44.txt 0.212 0.101 0.01 0.051 0.44 0.076 0.066 0.136 0.02 0.273 0.096 0.035 0.142 0.035 0.01 0 0.005 0.066 0.101 0.045 0.02 0.035 0.167 0 0.01 0.03 0.298 0.056 0.142 0.081 0.03 0.03 0.051 0.03 0 0.066 0.076 0.01 0.864 0.147 0.025 0.02 0.182 0 0.076 0.02 0.03 0.025 0.035 0.04 0.142 1.501 0.045 0 0.01 0.005 0.116 0.399 0 0 0.02 0.01 0.01 0 0.152 0.01 0.051 0.091 0.147 0
Madison Madison_fed_45.txt 0.136 0.054 0.014 0.048 0.422 0.027 0.048 0.15 0.027 0.354 0.041 0.02 0.075 0 0 0 0.007 0.034 0.082 0.054 0.014 0.027 0.116 0 0.007 0.034 0.252 0.02 0.15 0.116 0.041 0.061 0.095 0.041 0.007 0.041 0.068 0 0.98 0.054 0.027 0.007 0.054 0.027 0 0.014 0.007 0.007 0.014 0.061 0.204 1.803 0.048 0.014 0.014 0 0.034 0.442 0 0 0.02 0.027 0.007 0 0.116 0.007 0.218 0.102 0.075 0
Madison Madison_fed_46.txt 0.212 0.028 0.006 0.05 0.391 0.033 0.073 0.117 0.033 0.402 0.028 0.045 0.112 0.039 0.006 0 0.011 0.022 0.056 0.05 0.017 0.022 0.084 0 0 0.017 0.251 0.017 0.039 0.151 0.033 0.073 0.061 0.05 0 0.022 0.112 0.006 0.91 0.156 0.045 0.033 0.078 0 0 0.05 0.006 0.006 0.033 0.061 0.212 1.613 0.162 0 0 0.006 0.045 0.469 0.006 0 0.067 0.011 0.022 0 0.128 0.028 0.223 0.095 0.162 0
Madison Madison_fed_47.txt 0.177 0.052 0.047 0.047 0.436 0.026 0.135 0.083 0.036 0.182 0.073 0.026 0.218 0.047 0.005 0.01 0.021 0.021 0.036 0.057 0.016 0.088 0.073 0 0.052 0.016 0.27 0.005 0.218 0.088 0.052 0.042 0.047 0.005 0 0.073 0.062 0 0.961 0.099 0.073 0.01 0.088 0 0.036 0.01 0.021 0.016 0.01 0.026 0.171 1.522 0.005 0.01 0.01 0 0.104 0.333 0 0 0.021 0.021 0.01 0.01 0.114 0.031 0.016 0.099 0.021 0
Madison Madison_fed_48.txt 0.243 0.091 0.008 0.084 0.372 0.008 0.046 0.137 0.03 0.235 0.091 0.023 0.213 0.03 0 0 0 0.023 0.114 0.091 0.076 0.046 0.076 0 0.023 0.008 0.304 0.023 0.213 0.129 0.061 0.046 0.061 0.008 0 0.038 0.099 0 0.744 0.114 0.053 0.008 0.084 0.023 0.023 0.046 0.038 0.046 0 0.03 0.205 1.184 0.099 0 0.008 0 0.099 0.41 0.008 0 0.023 0.023 0.008 0 0.213 0.038 0.076 0.061 0.023 0
Madison Madison_fed_58.txt 0.347 0.097 0.007 0.056 0.313 0.035 0.049 0.132 0.035 0.361 0.097 0.035 0.153 0.035 0.007 0 0.014 0.056 0.083 0.063 0.014 0.076 0.125 0 0.007 0.035 0.368 0.014 0.118 0.111 0.042 0.069 0.09 0.021 0.007 0.035 0.097 0 0.806 0.118 0.028 0.035 0.069 0 0.021 0.007 0.007 0.028 0.028 0.035 0.222 1.389 0.09 0 0.007 0 0.076 0.41 0 0 0.007 0.007 0 0.014 0.188 0.035 0.257 0.083 0.083 0

DataMining Homework/HW1_Arule_DT_Instructions.docx

CISC520 Data Engineering and Mining

Homework 1

Part I:

For this part, you need to explore the bank data (bankdata_csv_all.csv), available on the LMS, and an accompanying description (bankdataDescription.doc) of the attributes and their values. The dataset contains attributes on each person’s demographics and banking information in order to determine they will want to obtain the new PEP (Personal Equity Plan).

Your goal is to perform Association Rule discovery on the dataset using R.

First perform the necessary preprocessing steps required for association rule mining, specifically the id field needs to be removed and a number of numeric fields need discretization or otherwise converted to nominal.

Next, set PEP as the right hand side of the rules, and see what rules are generated.

Select the top 5 most “interesting” rules and for each specify the following:

· Support, Confidence and Lift values

· An explanation of the pattern and why you believe it is interesting based on the business objectives of the company.

· Any recommendations based on the discovered rule that might help the company to better understand behavior of its customers or to develop a business opportunity.

Note that the top 5 most interesting rules are most likely not the top 5 in the strong rules. They are rules, that in addition to having high lift and confidence, also provide some non-trivial, actionable knowledge based on underlying business objectives.

To complete this assignment, write a short report describing your association rule mining process and the resulting 5 interesting rules, each with their three items of explanation and recommendations. For at least one of the rules, discuss the support, confidence and lift values and how they are interpreted in this data set.

You should write your answers as if you are working for a client who knows little about data mining. Your report should give your client some insightful and reliable suggestions on what kinds of potential buyers your client should contact, and convince your client that your suggestions are reliable based on the evidence gathered from your experiment results.

In more detail, your answers should include:

· Description of preprocessing steps

· Description of parameters and experiments in order to obtain strong rules

· Give the top 5 most interesting rules and the 3 items listed above for each rule.

Part II:

In this part of homework, you are expected to apply decision tree induction algorithm to solve a mystery in history: who wrote the disputed essays, Hamilton or Madison?

1. About the Federalist Papers

Quote from the Library of Congress

http://www.loc.gov/rr/program/bib/ourdocs/federalist.html

The Federalist Papers were a series of eighty-five essays urging the citizens of New York to ratify the new United States Constitution. Written by Alexander Hamilton, James Madison, and John Jay, the essays originally appeared anonymously in New York newspapers in 1787 and 1788 under the pen name "Publius." A bound edition of the essays was first published in 1788, but it was not until the 1818 edition published by the printer Jacob Gideon that the authors of each essay were identified by name. The Federalist Papers are considered one of the most important sources for interpreting and understanding the original intent of the Constitution.

2. About the disputed authorship

The original essays can be downloaded from the Library of Congress.

http://thomas.loc.gov/home/histdox/fedpapers.html

In the author column, you will find 74 essays with identified authors: 51 essays written by Hamilton, 15 by Madison, 3 by Hamilton and Madison, 5 by Jay. The remaining 11 essays, however, is authored by “Hamilton or Madison”. These are the famous essays with disputed authorship. Hamilton wrote to claim the authorship before he was killed in a duel. Later Madison also claimed authorship. Historians were trying to find out which one was the real author.

3. Computational approach for authorship attribution

In 1960s, statistician Mosteller and Wallace analyzed the frequency distributions of common function words in the Federalist Papers, and drew their conclusions. This is a pioneering work on using mathematical approaches for authorship attribution.

Nowadays, authorship attribution has become a classic problem in the data mining field, with applications in forensics (e.g. deception detection), and information organization.

The Federalist Paper data set (fedPapers85.csv) is provided in LMS. The features are a set of “function words”, for example, “upon”. The feature value is the percentage of the word occurrence in an essay. For example, for the essay “Hamilton_fed_31.txt”, if the function word “upon” appeared 3 times, and the total number of words in this essay is 1000, the feature value is 3/1000=0.3%

Organize your report using the following template:

Section 1: Data preparation

You will need to separate the original data set to training and testing data for classification experiments. Describe what examples in your training and what in your test data.

Section 2: Build and tune decision tree models

First build a DT model using the default setting, and then tune the parameters to see if better model can be generated. Compare these models using appropriate evaluation measures. Describe and compare the patterns learned in these models.

Section 3: Prediction

After building the classification model, apply it to the disputed papers to find out the authorship and report the performance accuracy of your models.