Dữ liệu nghiên cứu về việc ngày càng có nhiều khách hàng rời bỏ việc sử dụng thẻ tín dụng của ngân hàng vì vậy ngân hàng cần dự đoán được ai là khách hàng tiềm năng để chủ động cung cấp dịch vụ tốt hơn và xoay chuyển quyết định của khách hàng trong trường hợp ngược lại. Bộ dữ liệu được lấy từ https://www.kaggle.com/datasets/whenamancodes/credit-card-customers-prediction?select=BankChurners.csv
Dữ liệu nghiên cứu bao gồm 639 quan sát với 10 biến gồm 5 biến định tính và 5 biến đinh lượng.
Giải thích biến
Customer_status: Tình trạng khách hàng
Gender: Giới tính
Education_Level: Trình độ học vấn
Marital_Status: Tình trạng hôn nhân
Income: Thu nhập hàng năm
Card: Thẻ (xanh, bạc, vàng, bạch kim)
Credit_Limit: Hạn mức tín dụng trên thẻ tín dụng
Total_Trans_Amt: Tổng số tiền giao dịch
Total_Trans_Ct: Tổng số giao dịch
Avg_Utilization_Ratio: Tỷ lệ trung bình sử dụng thẻ
Nhập dữ liệu
setwd("C:/Users/Asus/Downloads")
data <- read.csv("BankChurners.csv")
View(data)
data## STT Gender Education_Level Marital_Status Income_Category Card_Category
## 1 1 M High School Married $60K - $80K Blue
## 2 2 F Graduate Single Less than $40K Blue
## 3 3 M Graduate Married $80K - $120K Blue
## 4 4 F High School Unknown Less than $40K Blue
## 5 5 M Uneducated Married $60K - $80K Blue
## 6 6 M Graduate Married $40K - $60K Blue
## 7 7 M Unknown Married $120K + Gold
## 8 8 M High School Unknown $60K - $80K Silver
## 9 9 M Uneducated Single $60K - $80K Blue
## 10 10 M Graduate Single $80K - $120K Blue
## 11 11 M Uneducated Unknown $120K + Blue
## 12 12 M Unknown Married $40K - $60K Blue
## 13 13 M College Single $80K - $120K Blue
## 14 14 M Graduate Unknown $60K - $80K Blue
## 15 15 F Graduate Married Less than $40K Blue
## 16 16 M Unknown Unknown $80K - $120K Blue
## 17 17 M Post-Graduate Single $80K - $120K Blue
## 18 18 M Unknown Married $80K - $120K Blue
## 19 19 M High School Married $40K - $60K Blue
## 20 20 F Graduate Married Unknown Blue
## 21 21 M Doctorate Divorced $60K - $80K Blue
## 22 22 F Graduate Married Less than $40K Blue
## 23 23 M High School Married $40K - $60K Blue
## 24 24 F Unknown Single Less than $40K Blue
## 25 25 M Unknown Married $80K - $120K Blue
## 26 26 F Graduate Single Less than $40K Blue
## 27 27 M High School Unknown $40K - $60K Blue
## 28 28 M Unknown Married $60K - $80K Blue
## 29 29 F Uneducated Single Unknown Blue
## 30 30 M High School Married $40K - $60K Blue
## 31 31 M Unknown Married $80K - $120K Blue
## 32 32 M Uneducated Married $60K - $80K Blue
## 33 33 M Graduate Married $60K - $80K Blue
## 34 34 F College Married Less than $40K Blue
## 35 35 M Graduate Married $80K - $120K Blue
## 36 36 F College Single Less than $40K Blue
## 37 37 F Graduate Married Less than $40K Blue
## 38 38 F High School Married Less than $40K Gold
## 39 39 F Graduate Unknown $40K - $60K Blue
## 40 40 F Doctorate Married Unknown Blue
## 41 41 M Graduate Single $80K - $120K Blue
## 42 42 M Unknown Married $40K - $60K Blue
## 43 43 F College Single $40K - $60K Silver
## 44 44 M High School Married $60K - $80K Blue
## 45 45 F Graduate Single Unknown Blue
## 46 46 M Uneducated Single $80K - $120K Blue
## 47 47 M Doctorate Married $60K - $80K Blue
## 48 48 M Doctorate Married $40K - $60K Blue
## 49 49 M High School Married $80K - $120K Blue
## 50 50 M College Single $80K - $120K Blue
## 51 51 F Unknown Married Less than $40K Blue
## 52 52 F Graduate Married Less than $40K Blue
## 53 53 F High School Married Less than $40K Blue
## 54 54 M Unknown Married $120K + Blue
## 55 55 M Graduate Married $120K + Blue
## 56 56 F Graduate Unknown Less than $40K Blue
## 57 57 F Graduate Single Less than $40K Blue
## 58 58 M Uneducated Married $40K - $60K Blue
## 59 59 F Graduate Married Unknown Blue
## 60 60 M High School Single $60K - $80K Blue
## 61 61 M Unknown Married $80K - $120K Blue
## 62 62 M Graduate Married $60K - $80K Silver
## 63 63 M High School Divorced $60K - $80K Blue
## 64 64 M Post-Graduate Single $120K + Blue
## 65 65 M High School Single $120K + Blue
## 66 66 M Uneducated Single $80K - $120K Silver
## 67 67 M College Married $60K - $80K Blue
## 68 68 F Uneducated Single Less than $40K Blue
## 69 69 M Graduate Married $60K - $80K Blue
## 70 70 M Doctorate Married $80K - $120K Blue
## 71 71 M Graduate Single $120K + Blue
## 72 72 F Graduate Married Less than $40K Blue
## 73 73 M Graduate Unknown $60K - $80K Blue
## 74 74 M Uneducated Married $80K - $120K Blue
## 75 75 M College Single $60K - $80K Blue
## 76 76 M Graduate Single $80K - $120K Blue
## 77 77 F Graduate Single Less than $40K Blue
## 78 78 F Uneducated Single Less than $40K Blue
## 79 79 M Graduate Divorced $60K - $80K Blue
## 80 80 M Graduate Married $80K - $120K Blue
## 81 81 M Graduate Married $60K - $80K Blue
## 82 82 M Unknown Unknown $120K + Blue
## 83 83 F Unknown Married $40K - $60K Blue
## 84 84 F Graduate Married Unknown Blue
## 85 85 M Graduate Divorced $80K - $120K Blue
## 86 86 M Graduate Married $60K - $80K Blue
## 87 87 M High School Single $120K + Blue
## 88 88 F Uneducated Single Less than $40K Blue
## 89 89 M High School Single $60K - $80K Blue
## 90 90 M Unknown Married $120K + Blue
## 91 91 F High School Single Less than $40K Blue
## 92 92 M High School Single $80K - $120K Blue
## 93 93 M Graduate Single $40K - $60K Blue
## 94 94 M Graduate Single $80K - $120K Blue
## 95 95 F Unknown Married Unknown Blue
## 96 96 M Graduate Married Less than $40K Blue
## 97 97 M Graduate Married $40K - $60K Blue
## 98 98 M Doctorate Married $40K - $60K Blue
## 99 99 M College Married $120K + Blue
## 100 100 M Unknown Married $80K - $120K Blue
## 101 101 F College Single Unknown Blue
## 102 102 F Unknown Married Unknown Silver
## 103 103 M Graduate Married $120K + Blue
## 104 104 F Graduate Single Less than $40K Blue
## 105 105 M High School Unknown $60K - $80K Blue
## 106 106 F Post-Graduate Married Less than $40K Blue
## 107 107 M Post-Graduate Single $120K + Blue
## 108 108 M Uneducated Married $60K - $80K Blue
## 109 109 F Unknown Married Less than $40K Blue
## 110 110 M Unknown Divorced $120K + Blue
## 111 111 M Graduate Married $60K - $80K Blue
## 112 112 M Unknown Married $60K - $80K Blue
## 113 113 M High School Divorced $60K - $80K Blue
## 114 114 F Uneducated Married Less than $40K Blue
## 115 115 M Graduate Single $80K - $120K Blue
## 116 116 M Graduate Single $80K - $120K Blue
## 117 117 M High School Unknown $80K - $120K Blue
## 118 118 M High School Single $80K - $120K Blue
## 119 119 M Doctorate Married $60K - $80K Blue
## 120 120 F High School Married Less than $40K Blue
## 121 121 M Graduate Single $120K + Blue
## 122 122 F Doctorate Married Less than $40K Blue
## 123 123 M High School Married $80K - $120K Blue
## 124 124 F High School Single $40K - $60K Blue
## 125 125 M College Single $120K + Silver
## 126 126 M Graduate Single $60K - $80K Blue
## 127 127 M Graduate Single $120K + Blue
## 128 128 M Graduate Married $80K - $120K Blue
## 129 129 M High School Single $40K - $60K Blue
## 130 130 F Uneducated Unknown Less than $40K Silver
## 131 131 F Graduate Married Less than $40K Blue
## 132 132 M Unknown Married $40K - $60K Blue
## 133 133 M Graduate Married $80K - $120K Blue
## 134 134 M Graduate Married $80K - $120K Blue
## 135 135 M Doctorate Single Less than $40K Blue
## 136 136 F Graduate Single $40K - $60K Blue
## 137 137 M High School Divorced $60K - $80K Blue
## 138 138 M College Divorced $60K - $80K Blue
## 139 139 F College Married Unknown Blue
## 140 140 F Post-Graduate Single Less than $40K Blue
## 141 141 F High School Married Less than $40K Blue
## 142 142 M Unknown Single $120K + Blue
## 143 143 M Graduate Married $80K - $120K Blue
## 144 144 F Graduate Single Less than $40K Blue
## 145 145 M College Single $60K - $80K Blue
## 146 146 F Uneducated Married Less than $40K Blue
## 147 147 F Graduate Single Less than $40K Blue
## 148 148 M Graduate Married $120K + Blue
## 149 149 F Graduate Married Unknown Blue
## 150 150 M High School Married $80K - $120K Blue
## 151 151 M High School Single $80K - $120K Blue
## 152 152 M Graduate Married Unknown Blue
## 153 153 F Graduate Single $40K - $60K Silver
## 154 154 M Uneducated Single $60K - $80K Blue
## 155 155 F College Married Less than $40K Blue
## 156 156 F Unknown Married $40K - $60K Blue
## 157 157 F High School Single $40K - $60K Blue
## 158 158 M Doctorate Married $120K + Blue
## 159 159 F Uneducated Married Unknown Silver
## 160 160 F Graduate Divorced Less than $40K Blue
## 161 161 M High School Married $80K - $120K Blue
## 162 162 F College Single Unknown Blue
## 163 163 M Uneducated Married $60K - $80K Blue
## 164 164 F Unknown Divorced Less than $40K Blue
## 165 165 F Uneducated Married $40K - $60K Blue
## 166 166 F Uneducated Married Less than $40K Blue
## 167 167 F Uneducated Married Less than $40K Blue
## 168 168 F Uneducated Married Less than $40K Blue
## 169 169 M Graduate Single $80K - $120K Blue
## 170 170 M High School Married $60K - $80K Blue
## 171 171 F Uneducated Divorced Unknown Blue
## 172 172 F High School Married Less than $40K Blue
## 173 173 M Unknown Married $80K - $120K Blue
## 174 174 M High School Married $80K - $120K Silver
## 175 175 F High School Married $40K - $60K Blue
## 176 176 F Graduate Divorced $40K - $60K Blue
## 177 177 M Uneducated Married $80K - $120K Blue
## 178 178 F Graduate Married Less than $40K Blue
## 179 179 F Uneducated Single $40K - $60K Silver
## 180 180 F Uneducated Married $40K - $60K Blue
## 181 181 M Uneducated Married $40K - $60K Blue
## 182 182 M Graduate Married $80K - $120K Blue
## 183 183 F Uneducated Married Less than $40K Blue
## 184 184 M Graduate Married $60K - $80K Blue
## 185 185 M Graduate Married $60K - $80K Blue
## 186 186 F Uneducated Single Unknown Blue
## 187 187 M Post-Graduate Single $80K - $120K Blue
## 188 188 F College Single Less than $40K Blue
## 189 189 F High School Married Less than $40K Blue
## 190 190 F Post-Graduate Married Unknown Blue
## 191 191 M Graduate Married $80K - $120K Blue
## 192 192 M Graduate Unknown $80K - $120K Blue
## 193 193 F Graduate Married Less than $40K Blue
## 194 194 M Doctorate Married $120K + Blue
## 195 195 F Post-Graduate Married Less than $40K Blue
## 196 196 F High School Married Less than $40K Blue
## 197 197 M High School Unknown $120K + Blue
## 198 198 M Uneducated Married $80K - $120K Blue
## 199 199 M High School Married Less than $40K Blue
## 200 200 M College Married $60K - $80K Blue
## 201 201 M Unknown Married $80K - $120K Blue
## 202 202 M Graduate Married $60K - $80K Blue
## 203 203 M College Married $80K - $120K Blue
## 204 204 M Graduate Married $60K - $80K Silver
## 205 205 M Graduate Married $60K - $80K Silver
## 206 206 F High School Divorced Less than $40K Silver
## 207 207 F Graduate Married Less than $40K Blue
## 208 208 M Post-Graduate Married $60K - $80K Blue
## 209 209 M Graduate Married $40K - $60K Blue
## 210 210 M College Married $120K + Blue
## 211 211 F High School Married Less than $40K Blue
## 212 212 M Unknown Unknown $80K - $120K Silver
## 213 213 M Graduate Married $120K + Blue
## 214 214 M High School Single $60K - $80K Blue
## 215 215 M High School Married $40K - $60K Blue
## 216 216 M College Single Less than $40K Blue
## 217 217 F Graduate Single Less than $40K Blue
## 218 218 M Unknown Married $60K - $80K Blue
## 219 219 M High School Married $80K - $120K Blue
## 220 220 F Uneducated Divorced Less than $40K Silver
## 221 221 M Unknown Single $40K - $60K Blue
## 222 222 F Uneducated Married Less than $40K Blue
## 223 223 M Graduate Single $80K - $120K Blue
## 224 224 F Graduate Divorced $40K - $60K Blue
## 225 225 F Graduate Divorced Less than $40K Blue
## 226 226 M High School Single $80K - $120K Blue
## 227 227 M College Single $60K - $80K Blue
## 228 228 F Uneducated Divorced Less than $40K Silver
## 229 229 F Graduate Married Less than $40K Blue
## 230 230 M Graduate Married $120K + Blue
## 231 231 F Uneducated Married $40K - $60K Blue
## 232 232 M Unknown Married $80K - $120K Blue
## 233 233 M Graduate Single $120K + Blue
## 234 234 M Post-Graduate Divorced $80K - $120K Blue
## 235 235 M College Single $60K - $80K Blue
## 236 236 M College Married $60K - $80K Blue
## 237 237 M Uneducated Married $80K - $120K Blue
## 238 238 M Graduate Unknown $80K - $120K Blue
## 239 239 M Uneducated Married $40K - $60K Blue
## 240 240 M Unknown Single $80K - $120K Blue
## 241 241 F Unknown Married Less than $40K Blue
## 242 242 M High School Single $80K - $120K Blue
## 243 243 M College Married $40K - $60K Blue
## 244 244 F College Married Less than $40K Blue
## 245 245 M Graduate Married $80K - $120K Blue
## 246 246 M Uneducated Single $80K - $120K Blue
## 247 247 F Doctorate Single Unknown Blue
## 248 248 M High School Married $120K + Blue
## 249 249 M Graduate Married $60K - $80K Blue
## 250 250 M Doctorate Single $60K - $80K Blue
## 251 251 M Post-Graduate Single $120K + Blue
## 252 252 M High School Married $40K - $60K Blue
## 253 253 M Unknown Unknown $40K - $60K Blue
## 254 254 M High School Single $40K - $60K Blue
## 255 255 M High School Married Less than $40K Blue
## 256 256 F High School Married Less than $40K Blue
## 257 257 M Unknown Single $60K - $80K Blue
## 258 258 M Uneducated Single $120K + Blue
## 259 259 F Uneducated Single $40K - $60K Blue
## 260 260 M Graduate Married $40K - $60K Blue
## 261 261 M College Unknown $80K - $120K Blue
## 262 262 F Post-Graduate Married $40K - $60K Blue
## 263 263 M Unknown Married $60K - $80K Blue
## 264 264 F Unknown Married Less than $40K Blue
## 265 265 M Uneducated Married $40K - $60K Blue
## 266 266 F Graduate Married Less than $40K Blue
## 267 267 F Unknown Unknown Less than $40K Blue
## 268 268 F Graduate Divorced Unknown Blue
## 269 269 F High School Married $40K - $60K Blue
## 270 270 M Graduate Married $60K - $80K Blue
## 271 271 M Unknown Single $40K - $60K Blue
## 272 272 M Uneducated Divorced $60K - $80K Blue
## 273 273 M Uneducated Married $40K - $60K Blue
## 274 274 M Graduate Single $80K - $120K Blue
## 275 275 M High School Single $80K - $120K Blue
## 276 276 F Uneducated Married Less than $40K Blue
## 277 277 M Graduate Single $60K - $80K Blue
## 278 278 F Uneducated Married Less than $40K Blue
## 279 279 M Uneducated Divorced $80K - $120K Blue
## 280 280 F High School Married $40K - $60K Blue
## 281 281 M Graduate Single $80K - $120K Silver
## 282 282 M High School Unknown $80K - $120K Blue
## 283 283 F Uneducated Married $40K - $60K Blue
## 284 284 F High School Married Unknown Blue
## 285 285 M Graduate Married $40K - $60K Blue
## 286 286 M Uneducated Married $80K - $120K Blue
## 287 287 M High School Married $120K + Blue
## 288 288 F Graduate Single Less than $40K Blue
## 289 289 F Graduate Married Unknown Blue
## 290 290 F Doctorate Married Unknown Blue
## 291 291 M Graduate Single $60K - $80K Blue
## 292 292 F Doctorate Single Unknown Blue
## 293 293 M Doctorate Married $60K - $80K Blue
## 294 294 M Graduate Unknown $40K - $60K Blue
## 295 295 M College Single $60K - $80K Blue
## 296 296 M High School Married $40K - $60K Blue
## 297 297 M High School Married $40K - $60K Blue
## 298 298 F High School Married $40K - $60K Blue
## 299 299 F High School Unknown Less than $40K Blue
## 300 300 M High School Single $40K - $60K Blue
## 301 301 M High School Single $120K + Silver
## 302 302 M Uneducated Married $60K - $80K Blue
## 303 303 M Post-Graduate Divorced $60K - $80K Blue
## 304 304 M College Married $60K - $80K Gold
## 305 305 M Uneducated Married $60K - $80K Blue
## 306 306 M Graduate Married $120K + Blue
## 307 307 F High School Married Unknown Blue
## 308 308 M Graduate Single $80K - $120K Blue
## 309 309 M Graduate Single $120K + Blue
## 310 310 F Uneducated Married Less than $40K Blue
## 311 311 M High School Married $40K - $60K Blue
## 312 312 M Graduate Married $60K - $80K Blue
## 313 313 M Uneducated Single $60K - $80K Blue
## 314 314 F Graduate Married Less than $40K Blue
## 315 315 M Graduate Married $120K + Blue
## 316 316 F Graduate Single Unknown Blue
## 317 317 M High School Married $60K - $80K Blue
## 318 318 F Unknown Married Less than $40K Blue
## 319 319 F High School Married Less than $40K Blue
## 320 320 M High School Married $80K - $120K Blue
## 321 321 M Graduate Married $40K - $60K Blue
## 322 322 M Graduate Single $80K - $120K Silver
## 323 323 F Uneducated Divorced Less than $40K Blue
## 324 324 M High School Single $80K - $120K Silver
## 325 325 F Uneducated Married Unknown Blue
## 326 326 M High School Married $60K - $80K Blue
## 327 327 M Uneducated Married $120K + Blue
## 328 328 F Post-Graduate Married Less than $40K Blue
## 329 329 M Post-Graduate Unknown $80K - $120K Blue
## 330 330 F Unknown Married Less than $40K Blue
## 331 331 F Graduate Single $40K - $60K Blue
## 332 332 F Graduate Single Less than $40K Blue
## 333 333 F Uneducated Single Less than $40K Blue
## 334 334 F Graduate Single Less than $40K Blue
## 335 335 M Graduate Divorced $120K + Silver
## 336 336 M High School Married $120K + Blue
## 337 337 F Graduate Married Less than $40K Blue
## 338 338 M Unknown Married $40K - $60K Blue
## 339 339 F High School Married Less than $40K Blue
## 340 340 M High School Married Less than $40K Blue
## 341 341 F Graduate Single Less than $40K Blue
## 342 342 M Uneducated Married $60K - $80K Blue
## 343 343 M Graduate Single $80K - $120K Blue
## 344 344 M Uneducated Married $40K - $60K Blue
## 345 345 M High School Married $80K - $120K Blue
## 346 346 M Graduate Married $120K + Blue
## 347 347 F High School Married Less than $40K Blue
## 348 348 M High School Single $60K - $80K Blue
## 349 349 M High School Married $60K - $80K Blue
## 350 350 F Uneducated Married Less than $40K Blue
## 351 351 M Graduate Married Less than $40K Blue
## 352 352 F High School Divorced Less than $40K Blue
## 353 353 M Graduate Married $80K - $120K Blue
## 354 354 F Graduate Single $40K - $60K Blue
## 355 355 M Uneducated Single $40K - $60K Blue
## 356 356 M Graduate Single $60K - $80K Blue
## 357 357 M Uneducated Married $60K - $80K Blue
## 358 358 M Uneducated Single $60K - $80K Blue
## 359 359 F Graduate Married Unknown Blue
## 360 360 M Uneducated Married $80K - $120K Blue
## 361 361 F Uneducated Married Less than $40K Blue
## 362 362 M Graduate Single $80K - $120K Blue
## 363 363 M High School Single $120K + Blue
## 364 364 F Graduate Married $40K - $60K Blue
## 365 365 F Graduate Married Less than $40K Blue
## 366 366 M Unknown Married $120K + Blue
## 367 367 F Graduate Married $40K - $60K Blue
## 368 368 F Graduate Married Less than $40K Blue
## 369 369 F Graduate Single Less than $40K Blue
## 370 370 M High School Married $120K + Blue
## 371 371 M Uneducated Married $60K - $80K Blue
## 372 372 M Unknown Married $40K - $60K Blue
## 373 373 F Graduate Single Less than $40K Blue
## 374 374 F High School Married Less than $40K Blue
## 375 375 F High School Single Less than $40K Blue
## 376 376 F Post-Graduate Single Unknown Blue
## 377 377 M High School Married $40K - $60K Blue
## 378 378 M Graduate Married $40K - $60K Blue
## 379 379 M Uneducated Married $80K - $120K Blue
## 380 380 F High School Single Less than $40K Gold
## 381 381 F Graduate Married Less than $40K Silver
## 382 382 M Graduate Married $80K - $120K Blue
## 383 383 M Uneducated Unknown $120K + Blue
## 384 384 M High School Married $60K - $80K Blue
## 385 385 F High School Married Less than $40K Blue
## 386 386 M Graduate Married $80K - $120K Blue
## 387 387 M Post-Graduate Unknown $80K - $120K Blue
## 388 388 M Graduate Married $60K - $80K Blue
## 389 389 M Unknown Married Less than $40K Blue
## 390 390 F Graduate Married Less than $40K Blue
## 391 391 M Graduate Married $60K - $80K Blue
## 392 392 F College Single Less than $40K Blue
## 393 393 M High School Married $60K - $80K Blue
## 394 394 F Unknown Divorced Less than $40K Blue
## 395 395 F Post-Graduate Married $40K - $60K Blue
## 396 396 M Uneducated Single $40K - $60K Blue
## 397 397 M Graduate Married $60K - $80K Silver
## 398 398 M College Unknown $80K - $120K Blue
## 399 399 M High School Married $120K + Blue
## 400 400 M Uneducated Single $80K - $120K Blue
## 401 401 M Uneducated Unknown $40K - $60K Blue
## 402 402 M Uneducated Married $120K + Blue
## 403 403 M College Married $80K - $120K Blue
## 404 404 M Unknown Married $120K + Blue
## 405 405 M High School Married $120K + Blue
## 406 406 M Graduate Single $40K - $60K Blue
## 407 407 M College Married $60K - $80K Blue
## 408 408 M Graduate Unknown $60K - $80K Silver
## 409 409 M College Married $120K + Silver
## 410 410 F Graduate Single Less than $40K Blue
## 411 411 M Uneducated Married $40K - $60K Blue
## 412 412 M Graduate Married $60K - $80K Blue
## 413 413 M Post-Graduate Single $60K - $80K Blue
## 414 414 F Unknown Married Less than $40K Blue
## 415 415 M High School Married $40K - $60K Silver
## 416 416 M Post-Graduate Married $60K - $80K Blue
## 417 417 F Graduate Married Less than $40K Blue
## 418 418 M Unknown Single $80K - $120K Blue
## 419 419 M Uneducated Married $60K - $80K Blue
## 420 420 M Unknown Single $60K - $80K Blue
## 421 421 F Graduate Married Less than $40K Blue
## 422 422 M Graduate Single $80K - $120K Blue
## 423 423 M High School Married $60K - $80K Blue
## 424 424 M Graduate Single $80K - $120K Blue
## 425 425 F College Married Less than $40K Silver
## 426 426 M High School Married $40K - $60K Blue
## 427 427 M Uneducated Single $60K - $80K Blue
## 428 428 M High School Married $80K - $120K Blue
## 429 429 M High School Married $120K + Blue
## 430 430 F Unknown Married Less than $40K Blue
## 431 431 F Graduate Divorced Less than $40K Blue
## 432 432 F Unknown Divorced $40K - $60K Blue
## 433 433 F Unknown Married Unknown Blue
## 434 434 F College Divorced Less than $40K Blue
## 435 435 M High School Divorced $60K - $80K Blue
## 436 436 F Graduate Married $40K - $60K Blue
## 437 437 F Uneducated Married $40K - $60K Blue
## 438 438 F Unknown Married $40K - $60K Blue
## 439 439 M Doctorate Divorced $60K - $80K Blue
## 440 440 M Unknown Single $80K - $120K Blue
## 441 441 M Unknown Divorced $80K - $120K Blue
## 442 442 F Graduate Married Less than $40K Blue
## 443 443 M Graduate Single $40K - $60K Blue
## 444 444 M Graduate Unknown $80K - $120K Platinum
## 445 445 F College Married $40K - $60K Blue
## 446 446 M Graduate Married $80K - $120K Blue
## 447 447 F Graduate Single Less than $40K Blue
## 448 448 F Uneducated Single Less than $40K Blue
## 449 449 F Graduate Single $40K - $60K Blue
## 450 450 M Unknown Single $80K - $120K Blue
## 451 451 M High School Married $80K - $120K Blue
## 452 452 M Graduate Married $60K - $80K Blue
## 453 453 F Unknown Single $40K - $60K Blue
## 454 454 F Uneducated Divorced Unknown Blue
## 455 455 F High School Single Less than $40K Blue
## 456 456 M Uneducated Married $80K - $120K Blue
## 457 457 M Uneducated Married $80K - $120K Blue
## 458 458 F Post-Graduate Married Less than $40K Blue
## 459 459 F High School Married Less than $40K Blue
## 460 460 M Graduate Married $80K - $120K Blue
## 461 461 F Graduate Single Less than $40K Blue
## 462 462 M Unknown Single $60K - $80K Blue
## 463 463 M Uneducated Single Less than $40K Blue
## 464 464 M Post-Graduate Unknown $80K - $120K Blue
## 465 465 M Graduate Single $60K - $80K Blue
## 466 466 M Post-Graduate Unknown $80K - $120K Blue
## 467 467 M Graduate Married $60K - $80K Blue
## 468 468 F Uneducated Single Less than $40K Blue
## 469 469 M Unknown Married $80K - $120K Blue
## 470 470 M Uneducated Single $60K - $80K Blue
## 471 471 F Post-Graduate Married Less than $40K Blue
## 472 472 F Doctorate Married Unknown Blue
## 473 473 M Uneducated Divorced $120K + Blue
## 474 474 M College Single $120K + Blue
## 475 475 M Graduate Married $60K - $80K Blue
## 476 476 F Post-Graduate Single Less than $40K Blue
## 477 477 F High School Single $40K - $60K Blue
## 478 478 M Graduate Married $40K - $60K Blue
## 479 479 M High School Single $40K - $60K Blue
## 480 480 M Unknown Married $60K - $80K Blue
## 481 481 M Uneducated Divorced $80K - $120K Blue
## 482 482 F Graduate Married $40K - $60K Blue
## 483 483 M Graduate Single $80K - $120K Blue
## 484 484 F Post-Graduate Married Less than $40K Blue
## 485 485 M Graduate Single $80K - $120K Blue
## 486 486 F High School Divorced $40K - $60K Blue
## 487 487 F Graduate Single $40K - $60K Blue
## 488 488 M Graduate Married $80K - $120K Blue
## 489 489 F College Married Less than $40K Blue
## 490 490 M College Single $40K - $60K Blue
## 491 491 M High School Married $80K - $120K Blue
## 492 492 M High School Single $80K - $120K Blue
## 493 493 F Uneducated Divorced Unknown Blue
## 494 494 F College Married Less than $40K Blue
## 495 495 M Graduate Married $60K - $80K Blue
## 496 496 M High School Married $80K - $120K Blue
## 497 497 M Unknown Unknown $120K + Blue
## 498 498 M College Single $40K - $60K Blue
## 499 499 M Unknown Married Unknown Blue
## 500 500 F College Married Less than $40K Blue
## 501 501 F Graduate Married Unknown Blue
## 502 502 M High School Married $80K - $120K Blue
## 503 503 F College Divorced $40K - $60K Blue
## 504 504 F College Single Less than $40K Blue
## 505 505 M Uneducated Married $60K - $80K Blue
## 506 506 F High School Married Less than $40K Blue
## 507 507 M Post-Graduate Single $80K - $120K Blue
## 508 508 M Post-Graduate Married $60K - $80K Blue
## 509 509 F High School Married Less than $40K Blue
## 510 510 F Uneducated Single Unknown Blue
## 511 511 F Uneducated Single Less than $40K Blue
## 512 512 M Unknown Unknown $120K + Blue
## 513 513 M High School Single $60K - $80K Blue
## 514 514 F Graduate Single $40K - $60K Blue
## 515 515 M Graduate Married $60K - $80K Blue
## 516 516 F College Single Less than $40K Blue
## 517 517 F Graduate Married Less than $40K Blue
## 518 518 M Graduate Single $60K - $80K Blue
## 519 519 M Graduate Unknown $40K - $60K Silver
## 520 520 M Unknown Single $120K + Blue
## 521 521 F Unknown Married $40K - $60K Blue
## 522 522 M Graduate Single Less than $40K Blue
## 523 523 M College Married $80K - $120K Blue
## 524 524 M High School Single $80K - $120K Gold
## 525 525 M High School Married $120K + Blue
## 526 526 M Uneducated Divorced $60K - $80K Blue
## 527 527 M Graduate Married $80K - $120K Blue
## 528 528 F Unknown Married Less than $40K Blue
## 529 529 M High School Single $40K - $60K Silver
## 530 530 F High School Single $40K - $60K Blue
## 531 531 F Graduate Divorced Less than $40K Blue
## 532 532 M College Single $80K - $120K Blue
## 533 533 M High School Single $60K - $80K Blue
## 534 534 F Unknown Married Less than $40K Blue
## 535 535 F Doctorate Married Unknown Blue
## 536 536 F Doctorate Unknown $40K - $60K Blue
## 537 537 M High School Married $120K + Blue
## 538 538 M Graduate Married $60K - $80K Blue
## 539 539 M Unknown Single $60K - $80K Blue
## 540 540 M Graduate Married $60K - $80K Blue
## 541 541 M High School Married $40K - $60K Blue
## 542 542 M College Married $80K - $120K Blue
## 543 543 F Graduate Single Less than $40K Blue
## 544 544 F Post-Graduate Married Less than $40K Blue
## 545 545 F College Single Less than $40K Blue
## 546 546 M Graduate Married $80K - $120K Blue
## 547 547 M Graduate Single $120K + Blue
## 548 548 F Unknown Married Unknown Blue
## 549 549 F Post-Graduate Married Less than $40K Blue
## 550 550 M High School Married $60K - $80K Blue
## 551 551 F Uneducated Married Unknown Blue
## 552 552 M Unknown Divorced $40K - $60K Gold
## 553 553 M Unknown Married Less than $40K Blue
## 554 554 M College Married $60K - $80K Blue
## 555 555 M Graduate Single $40K - $60K Blue
## 556 556 F Unknown Married Unknown Blue
## 557 557 M Graduate Single $60K - $80K Blue
## 558 558 M Graduate Married $80K - $120K Blue
## 559 559 M College Unknown $80K - $120K Blue
## 560 560 M High School Married $60K - $80K Blue
## 561 561 M Graduate Single $40K - $60K Blue
## 562 562 M Uneducated Single Less than $40K Blue
## 563 563 F Doctorate Single Less than $40K Blue
## 564 564 M Graduate Married $60K - $80K Blue
## 565 565 M College Married $40K - $60K Blue
## 566 566 M Graduate Single $40K - $60K Blue
## 567 567 M Graduate Single $60K - $80K Blue
## 568 568 M High School Single $60K - $80K Blue
## 569 569 M Unknown Single $80K - $120K Blue
## 570 570 M Uneducated Divorced $120K + Silver
## 571 571 M Uneducated Married $120K + Blue
## 572 572 M College Unknown $80K - $120K Blue
## 573 573 M High School Unknown $60K - $80K Blue
## 574 574 M Unknown Married $80K - $120K Blue
## 575 575 F Graduate Single $40K - $60K Blue
## 576 576 M Graduate Married $60K - $80K Blue
## 577 577 F Doctorate Married Less than $40K Blue
## 578 578 M Doctorate Married $60K - $80K Blue
## 579 579 F High School Married Less than $40K Blue
## 580 580 F College Married $40K - $60K Blue
## 581 581 M College Married $60K - $80K Blue
## 582 582 M High School Married $60K - $80K Blue
## 583 583 F High School Married Less than $40K Blue
## 584 584 M Unknown Married $40K - $60K Blue
## 585 585 M High School Married $60K - $80K Blue
## 586 586 M Graduate Married $80K - $120K Blue
## 587 587 F Unknown Married Unknown Blue
## 588 588 M Graduate Single $120K + Blue
## 589 589 M Graduate Married Less than $40K Blue
## 590 590 M Uneducated Married $80K - $120K Blue
## 591 591 F Doctorate Divorced Less than $40K Blue
## 592 592 M Uneducated Married $80K - $120K Blue
## 593 593 M High School Married Less than $40K Blue
## 594 594 F Uneducated Married Less than $40K Blue
## 595 595 F Doctorate Married Less than $40K Blue
## 596 596 M Uneducated Single $80K - $120K Blue
## 597 597 M Uneducated Married $60K - $80K Blue
## 598 598 M Unknown Divorced $60K - $80K Blue
## 599 599 F Unknown Married Less than $40K Blue
## 600 600 M Unknown Married $120K + Blue
## 601 601 M Doctorate Married $80K - $120K Blue
## 602 602 F High School Married $40K - $60K Blue
## 603 603 M Uneducated Married $40K - $60K Blue
## 604 604 F Graduate Married Less than $40K Blue
## 605 605 F Graduate Single Less than $40K Blue
## 606 606 F College Single Unknown Blue
## 607 607 F Graduate Married Less than $40K Blue
## 608 608 M Graduate Married $80K - $120K Blue
## 609 609 M Post-Graduate Married $80K - $120K Blue
## 610 610 M Graduate Single $60K - $80K Blue
## 611 611 M High School Married $80K - $120K Blue
## 612 612 F Unknown Married Less than $40K Blue
## 613 613 F Graduate Single Less than $40K Blue
## 614 614 M College Single Less than $40K Blue
## 615 615 F Graduate Married Less than $40K Blue
## 616 616 M College Married $80K - $120K Blue
## 617 617 F Graduate Married Unknown Blue
## 618 618 F Graduate Married $40K - $60K Blue
## 619 619 F High School Married Unknown Blue
## 620 620 M High School Married $60K - $80K Blue
## 621 621 F Post-Graduate Married $40K - $60K Blue
## 622 622 M High School Married $120K + Blue
## 623 623 F Graduate Married Less than $40K Blue
## 624 624 M Unknown Single $80K - $120K Blue
## 625 625 M College Married $60K - $80K Blue
## 626 626 M Post-Graduate Married $120K + Blue
## 627 627 M Doctorate Single $80K - $120K Blue
## 628 628 F College Unknown Less than $40K Blue
## 629 629 F Graduate Married Unknown Blue
## 630 630 F Unknown Married Less than $40K Blue
## 631 631 M Graduate Married $40K - $60K Blue
## 632 632 M Graduate Married $80K - $120K Blue
## 633 633 F Graduate Married Less than $40K Blue
## 634 634 F High School Married Less than $40K Silver
## 635 635 M Uneducated Married $40K - $60K Blue
## 636 636 M College Married $60K - $80K Blue
## 637 637 M Graduate Married $40K - $60K Blue
## 638 638 F Graduate Married Less than $40K Blue
## 639 639 M Graduate Married $80K - $120K Blue
## Months_Inactive_12_mon Credit_Limit Total_Trans_Amt Total_Trans_Ct
## 1 1 12691.0 1144 42
## 2 1 8256.0 1291 33
## 3 1 3418.0 1887 20
## 4 4 3313.0 1171 20
## 5 1 4716.0 816 28
## 6 1 4010.0 1088 24
## 7 1 34516.0 1330 31
## 8 2 29081.0 1538 36
## 9 2 22352.0 1350 24
## 10 3 11656.0 1441 32
## 11 3 6748.0 1201 42
## 12 2 9095.0 1314 26
## 13 6 11751.0 1539 17
## 14 1 8547.0 1311 33
## 15 2 2436.0 1570 29
## 16 1 4234.0 1348 27
## 17 2 30367.0 1671 27
## 18 4 13535.0 1028 21
## 19 2 3193.0 1336 30
## 20 1 14470.0 1207 21
## 21 2 20979.0 1178 27
## 22 3 1438.3 692 16
## 23 2 4470.0 931 18
## 24 3 2492.0 1126 23
## 25 2 12217.0 1110 21
## 26 1 7768.0 1051 22
## 27 1 14784.0 1197 23
## 28 3 10215.0 1904 40
## 29 2 10100.0 1052 18
## 30 0 4785.0 1045 38
## 31 2 2753.0 1038 25
## 32 5 2451.0 1596 26
## 33 1 8923.0 1589 24
## 34 2 2650.0 1411 28
## 35 2 12555.0 1291 24
## 36 2 3520.0 1407 43
## 37 2 3035.0 1877 37
## 38 3 15433.0 966 22
## 39 3 3672.0 1464 28
## 40 4 7882.0 704 16
## 41 2 32426.0 1109 28
## 42 1 6205.0 1347 28
## 43 2 17304.0 1756 33
## 44 2 3906.0 1756 32
## 45 3 9830.0 1042 23
## 46 2 34516.0 1444 28
## 47 2 2283.0 1741 27
## 48 2 2548.0 1719 27
## 49 3 19458.0 1217 27
## 50 1 4745.0 1140 40
## 51 3 2622.0 1878 30
## 52 3 1438.3 705 19
## 53 4 3171.0 1946 38
## 54 2 19763.0 1414 35
## 55 3 15769.0 602 15
## 56 4 3298.0 1052 32
## 57 2 2802.0 1295 40
## 58 2 4458.0 1424 29
## 59 1 6273.0 1359 25
## 60 4 3336.0 1168 27
## 61 2 3436.0 1097 33
## 62 4 34516.0 691 15
## 63 3 5926.0 1316 28
## 64 4 23957.0 1276 26
## 65 2 14734.0 1289 23
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## 67 3 6584.0 1353 35
## 68 3 2084.0 1132 28
## 69 2 1687.0 1670 17
## 70 2 25300.0 837 15
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## 72 3 2216.0 1540 36
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## 75 3 24312.0 1341 24
## 76 3 5272.0 1289 33
## 77 4 7000.0 1112 23
## 78 4 7038.0 2339 57
## 79 1 2536.0 1468 23
## 80 3 28904.0 1334 35
## 81 4 8567.0 1457 41
## 82 2 34516.0 1603 29
## 83 4 2158.0 615 12
## 84 3 10133.0 1068 20
## 85 4 34516.0 1590 27
## 86 3 3085.0 1531 35
## 87 2 19040.0 1212 31
## 88 2 4026.0 1237 32
## 89 3 12756.0 1413 14
## 90 3 5266.0 1516 29
## 91 2 9930.0 1276 21
## 92 3 31302.0 1564 35
## 93 4 6576.0 1465 34
## 94 4 2664.0 1286 29
## 95 1 2535.0 1312 20
## 96 4 1709.0 1673 32
## 97 4 3454.0 1313 30
## 98 3 3789.0 1609 42
## 99 2 9689.0 1158 19
## 100 3 5449.0 836 18
## 101 4 23032.0 1289 22
## 102 3 34516.0 1487 26
## 103 2 2940.0 1259 33
## 104 3 3031.0 1298 15
## 105 3 1862.0 1226 34
## 106 3 8358.0 1566 37
## 107 1 34516.0 1022 21
## 108 2 14450.0 1235 30
## 109 0 1438.3 1951 44
## 110 3 33791.0 1047 31
## 111 3 8466.0 1342 32
## 112 3 15088.0 1107 21
## 113 1 3263.0 1251 35
## 114 2 1494.0 1305 24
## 115 1 13551.0 1388 37
## 116 2 18886.0 1235 18
## 117 2 11976.0 2089 36
## 118 1 9964.0 1626 25
## 119 6 24159.0 1111 24
## 120 2 5362.0 1553 38
## 121 2 34516.0 1064 13
## 122 1 3174.0 1243 29
## 123 2 12262.0 1659 38
## 124 3 3788.0 1594 47
## 125 3 34516.0 1268 42
## 126 2 2926.0 1304 24
## 127 1 32090.0 1368 30
## 128 3 11669.0 720 23
## 129 1 13532.0 1521 29
## 130 2 11888.0 1137 30
## 131 1 2393.0 978 16
## 132 1 6111.0 1221 16
## 133 2 19270.0 1565 28
## 134 1 3710.0 1578 34
## 135 1 3235.0 1493 32
## 136 1 11749.0 1178 27
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## 138 1 10408.0 2560 42
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## 140 2 6205.0 1204 19
## 141 3 8025.0 673 18
## 142 2 9036.0 1131 18
## 143 3 14926.0 1576 25
## 144 2 6335.0 1217 20
## 145 3 14979.0 530 10
## 146 2 2732.0 739 16
## 147 3 2250.0 1617 31
## 148 2 10916.0 1592 34
## 149 1 5349.0 1343 30
## 150 1 9366.0 1303 39
## 151 1 21617.0 1351 22
## 152 2 13860.0 1910 32
## 153 2 18386.0 1298 22
## 154 2 2405.0 1087 29
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## 160 3 3195.0 1285 29
## 161 2 2852.0 1651 28
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## 164 5 3482.0 1039 24
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## 168 3 2822.0 1218 23
## 169 3 32975.0 597 17
## 170 2 1438.3 2184 53
## 171 3 15875.0 1592 37
## 172 3 6703.0 1388 28
## 173 2 3212.0 757 20
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## 175 1 9797.0 1503 34
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## 206 2 10514.0 1229 27
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## 215 3 13258.0 1080 21
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## 220 1 11127.0 1546 25
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## 225 2 1438.3 1117 29
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## 234 2 17965.0 1767 50
## 235 3 2733.0 933 25
## 236 3 8863.0 1512 27
## 237 3 1857.0 829 17
## 238 3 34516.0 1120 27
## 239 3 11107.0 1506 33
## 240 1 21573.0 1384 36
## 241 3 2859.0 817 30
## 242 2 5269.0 2094 25
## 243 2 1438.3 815 21
## 244 3 3387.0 510 24
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## 246 2 4645.0 1193 33
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## 452 3 4320.0 706 21
## 453 1 11213.0 1257 23
## 454 1 26181.0 1303 35
## 455 1 5773.0 1306 39
## 456 3 4503.0 748 20
## 457 2 29770.0 1774 42
## 458 1 5014.0 1209 25
## 459 1 3445.0 1074 31
## 460 2 23412.0 1786 50
## 461 1 3044.0 1456 36
## 462 2 14596.0 1300 25
## 463 2 3864.0 1470 42
## 464 1 17030.0 715 25
## 465 2 23090.0 1198 24
## 466 2 29205.0 1556 43
## 467 2 14035.0 1606 30
## 468 3 2962.0 929 31
## 469 3 18578.0 1606 54
## 470 3 2201.0 1199 32
## 471 3 2061.0 2400 60
## 472 2 24602.0 1337 44
## 473 2 15911.0 1270 33
## 474 2 16867.0 654 14
## 475 3 2783.0 1909 54
## 476 3 2972.0 922 25
## 477 3 5124.0 1158 42
## 478 6 2880.0 1323 26
## 479 1 5579.0 1025 35
## 480 1 12010.0 1700 35
## 481 3 34516.0 1628 51
## 482 2 4394.0 1377 32
## 483 3 18325.0 1517 33
## 484 3 3773.0 1528 25
## 485 1 21684.0 1329 24
## 486 1 1919.0 1505 33
## 487 3 9995.0 1172 38
## 488 2 11910.0 1646 39
## 489 2 2279.0 1693 32
## 490 1 3539.0 1336 23
## 491 1 30579.0 1289 19
## 492 1 24480.0 1416 32
## 493 1 17561.0 1608 33
## 494 1 1638.0 1885 51
## 495 3 2947.0 1744 53
## 496 1 5738.0 1922 48
## 497 2 33304.0 1448 29
## 498 3 7251.0 1300 36
## 499 2 2885.0 1366 31
## 500 2 2641.0 1439 39
## 501 3 2801.0 1241 46
## 502 3 16794.0 1917 33
## 503 1 9336.0 1391 39
## 504 1 2763.0 1246 31
## 505 3 17391.0 1248 27
## 506 2 3198.0 1936 44
## 507 3 5100.0 2375 63
## 508 1 3955.0 1238 25
## 509 3 3140.0 1626 41
## 510 3 4028.0 791 22
## 511 3 2264.0 1204 28
## 512 2 21620.0 1300 33
## 513 2 6385.0 1612 47
## 514 2 2375.0 1071 28
## 515 3 1963.0 1378 37
## 516 2 4256.0 1100 29
## 517 1 5097.0 2052 45
## 518 2 3228.0 1349 33
## 519 1 20231.0 1215 36
## 520 2 27512.0 1149 25
## 521 2 1929.0 2354 50
## 522 3 2585.0 2644 40
## 523 3 12151.0 918 14
## 524 2 34516.0 1362 31
## 525 3 34516.0 1222 37
## 526 1 5504.0 1364 32
## 527 1 10021.0 1463 40
## 528 3 3558.0 1631 31
## 529 3 19853.0 1878 55
## 530 3 4969.0 1489 32
## 531 2 3117.0 1437 37
## 532 2 21526.0 1313 37
## 533 2 5504.0 1290 38
## 534 3 5512.0 1975 49
## 535 2 1438.3 807 22
## 536 3 7262.0 1438 28
## 537 3 7319.0 1233 29
## 538 5 1438.3 709 27
## 539 3 7712.0 1597 39
## 540 3 2053.0 1283 28
## 541 1 12804.0 1101 37
## 542 3 26443.0 1593 36
## 543 2 3125.0 1631 46
## 544 1 4930.0 2194 53
## 545 3 9476.0 1128 27
## 546 3 11722.0 1497 35
## 547 1 13301.0 1385 50
## 548 2 1438.3 1449 27
## 549 3 1438.3 974 28
## 550 2 6705.0 731 18
## 551 2 22718.0 1191 37
## 552 2 23981.0 1421 34
## 553 2 2318.0 1256 35
## 554 3 19324.0 1744 50
## 555 3 5331.0 1766 39
## 556 2 15700.0 2229 48
## 557 2 17625.0 1773 39
## 558 3 17438.0 1860 37
## 559 3 1962.0 1179 27
## 560 3 8077.0 906 16
## 561 1 3290.0 2781 54
## 562 3 2402.0 1650 53
## 563 1 9256.0 1446 37
## 564 3 3674.0 1703 48
## 565 5 6462.0 761 17
## 566 2 1638.0 1536 44
## 567 3 4335.0 1373 36
## 568 3 3233.0 1256 29
## 569 3 11862.0 643 16
## 570 2 34516.0 1215 45
## 571 6 19802.0 2244 58
## 572 2 24869.0 1409 36
## 573 2 3624.0 1469 23
## 574 1 6175.0 1847 59
## 575 1 10953.0 1277 29
## 576 2 11338.0 1227 24
## 577 2 5544.0 1336 38
## 578 1 19665.0 1110 58
## 579 2 2927.0 1474 26
## 580 3 5146.0 1955 44
## 581 3 1704.0 660 17
## 582 2 1438.3 888 18
## 583 1 2974.0 1785 45
## 584 2 5472.0 705 14
## 585 1 2736.0 1211 25
## 586 2 1438.3 1391 40
## 587 3 5406.0 1407 29
## 588 1 34516.0 1616 50
## 589 2 1976.0 1498 43
## 590 1 8714.0 1536 38
## 591 1 8693.0 1594 45
## 592 1 9247.0 1190 30
## 593 5 7717.0 1248 37
## 594 4 4908.0 827 21
## 595 1 7222.0 920 18
## 596 2 21740.0 1755 54
## 597 2 2323.0 804 15
## 598 2 7788.0 1196 30
## 599 1 1438.3 850 22
## 600 2 23700.0 1644 28
## 601 3 11710.0 1749 50
## 602 2 2278.0 2307 45
## 603 3 4048.0 1757 45
## 604 2 3663.0 1826 35
## 605 2 1438.3 799 17
## 606 5 3518.0 2121 60
## 607 1 1717.0 1468 29
## 608 2 16813.0 1482 46
## 609 2 16434.0 1726 37
## 610 2 21872.0 1806 31
## 611 2 15897.0 1405 43
## 612 3 4271.0 2052 50
## 613 1 7361.0 1175 34
## 614 1 1438.3 1786 37
## 615 3 8628.0 1675 58
## 616 3 18750.0 1200 36
## 617 2 21242.0 1283 37
## 618 3 2961.0 1937 57
## 619 2 11327.0 2033 38
## 620 1 8308.0 1915 37
## 621 2 3249.0 1988 36
## 622 1 2981.0 1648 30
## 623 1 8829.0 1902 45
## 624 3 3714.0 1454 35
## 625 1 7340.0 838 24
## 626 2 16952.0 1918 61
## 627 1 20865.0 837 25
## 628 3 3083.0 4311 78
## 629 2 10584.0 1567 33
## 630 1 2240.0 1905 39
## 631 1 12240.0 1422 26
## 632 2 5120.0 1680 32
## 633 1 3124.0 1652 41
## 634 3 11261.0 1158 26
## 635 3 2468.0 1797 46
## 636 2 22157.0 1911 55
## 637 2 11477.0 1260 27
## 638 2 3933.0 1489 45
## 639 3 8022.0 1794 31
## Avg_Utilization_Ratio
## 1 0.061
## 2 0.105
## 3 0.000
## 4 0.760
## 5 0.000
## 6 0.311
## 7 0.066
## 8 0.048
## 9 0.113
## 10 0.144
## 11 0.217
## 12 0.174
## 13 0.000
## 14 0.195
## 15 0.279
## 16 0.230
## 17 0.078
## 18 0.095
## 19 0.788
## 20 0.080
## 21 0.086
## 22 0.000
## 23 0.152
## 24 0.626
## 25 0.000
## 26 0.215
## 27 0.093
## 28 0.099
## 29 0.000
## 30 0.285
## 31 0.658
## 32 0.690
## 33 0.282
## 34 0.562
## 35 0.135
## 36 0.544
## 37 0.757
## 38 0.000
## 39 0.241
## 40 0.077
## 41 0.018
## 42 0.355
## 43 0.145
## 44 0.000
## 45 0.209
## 46 0.000
## 47 0.626
## 48 0.793
## 49 0.074
## 50 0.259
## 51 0.591
## 52 0.562
## 53 0.687
## 54 0.127
## 55 0.000
## 56 0.667
## 57 0.843
## 58 0.422
## 59 0.156
## 60 0.525
## 61 0.587
## 62 0.000
## 63 0.211
## 64 0.088
## 65 0.111
## 66 0.044
## 67 0.276
## 68 0.704
## 69 0.656
## 70 0.053
## 71 0.051
## 72 0.467
## 73 0.698
## 74 0.067
## 75 0.079
## 76 0.287
## 77 0.360
## 78 0.256
## 79 0.719
## 80 0.066
## 81 0.198
## 82 0.044
## 83 0.000
## 84 0.140
## 85 0.035
## 86 0.619
## 87 0.108
## 88 0.000
## 89 0.066
## 90 0.000
## 91 0.000
## 92 0.062
## 93 0.000
## 94 0.765
## 95 0.963
## 96 0.524
## 97 0.347
## 98 0.450
## 99 0.232
## 100 0.299
## 101 0.085
## 102 0.059
## 103 0.430
## 104 0.620
## 105 0.000
## 106 0.111
## 107 0.027
## 108 0.169
## 109 0.000
## 110 0.058
## 111 0.223
## 112 0.057
## 113 0.513
## 114 0.473
## 115 0.095
## 116 0.047
## 117 0.106
## 118 0.156
## 119 0.050
## 120 0.355
## 121 0.030
## 122 0.615
## 123 0.150
## 124 0.407
## 125 0.044
## 126 0.000
## 127 0.000
## 128 0.191
## 129 0.096
## 130 0.176
## 131 0.830
## 132 0.412
## 133 0.086
## 134 0.678
## 135 0.246
## 136 0.067
## 137 0.271
## 138 0.114
## 139 0.395
## 140 0.406
## 141 0.000
## 142 0.258
## 143 0.169
## 144 0.178
## 145 0.000
## 146 0.000
## 147 0.941
## 148 0.141
## 149 0.230
## 150 0.118
## 151 0.000
## 152 0.119
## 153 0.000
## 154 0.640
## 155 0.432
## 156 0.000
## 157 0.000
## 158 0.066
## 159 0.000
## 160 0.612
## 161 0.359
## 162 0.309
## 163 0.101
## 164 0.607
## 165 0.512
## 166 0.806
## 167 0.463
## 168 0.770
## 169 0.076
## 170 0.000
## 171 0.108
## 172 0.133
## 173 0.000
## 174 0.037
## 175 0.146
## 176 0.171
## 177 0.069
## 178 0.837
## 179 0.055
## 180 0.294
## 181 0.390
## 182 0.190
## 183 0.692
## 184 0.503
## 185 0.059
## 186 0.000
## 187 0.074
## 188 0.513
## 189 0.174
## 190 0.000
## 191 0.135
## 192 0.000
## 193 0.251
## 194 0.078
## 195 0.463
## 196 0.133
## 197 0.110
## 198 0.087
## 199 0.626
## 200 0.214
## 201 0.164
## 202 0.176
## 203 0.133
## 204 0.049
## 205 0.043
## 206 0.150
## 207 0.000
## 208 0.000
## 209 0.679
## 210 0.098
## 211 0.694
## 212 0.039
## 213 0.199
## 214 0.220
## 215 0.130
## 216 0.760
## 217 0.202
## 218 0.319
## 219 0.035
## 220 0.165
## 221 0.863
## 222 0.665
## 223 0.598
## 224 0.539
## 225 0.472
## 226 0.064
## 227 0.000
## 228 0.160
## 229 0.420
## 230 0.048
## 231 0.713
## 232 0.092
## 233 0.336
## 234 0.092
## 235 0.666
## 236 0.147
## 237 0.987
## 238 0.000
## 239 0.110
## 240 0.073
## 241 0.880
## 242 0.280
## 243 0.000
## 244 0.000
## 245 0.650
## 246 0.355
## 247 0.761
## 248 0.000
## 249 0.072
## 250 0.327
## 251 0.459
## 252 0.252
## 253 0.244
## 254 0.291
## 255 0.460
## 256 0.489
## 257 0.043
## 258 0.482
## 259 0.240
## 260 0.197
## 261 0.048
## 262 0.000
## 263 0.048
## 264 0.866
## 265 0.152
## 266 0.317
## 267 0.114
## 268 0.762
## 269 0.000
## 270 0.626
## 271 0.211
## 272 0.000
## 273 0.000
## 274 0.162
## 275 0.196
## 276 0.734
## 277 0.000
## 278 0.446
## 279 0.140
## 280 0.262
## 281 0.042
## 282 0.094
## 283 0.308
## 284 0.000
## 285 0.680
## 286 0.238
## 287 0.000
## 288 0.753
## 289 0.877
## 290 0.724
## 291 0.117
## 292 0.638
## 293 0.102
## 294 0.131
## 295 0.078
## 296 0.255
## 297 0.716
## 298 0.609
## 299 0.405
## 300 0.150
## 301 0.154
## 302 0.605
## 303 0.275
## 304 0.060
## 305 0.162
## 306 0.070
## 307 0.000
## 308 0.094
## 309 0.000
## 310 0.256
## 311 0.186
## 312 0.648
## 313 0.000
## 314 0.806
## 315 0.167
## 316 0.153
## 317 0.412
## 318 0.790
## 319 0.732
## 320 0.123
## 321 0.221
## 322 0.000
## 323 0.200
## 324 0.063
## 325 0.785
## 326 0.771
## 327 0.224
## 328 0.795
## 329 0.187
## 330 0.583
## 331 0.316
## 332 0.447
## 333 0.625
## 334 0.514
## 335 0.049
## 336 0.557
## 337 0.955
## 338 0.867
## 339 0.846
## 340 0.756
## 341 0.310
## 342 0.200
## 343 0.620
## 344 0.373
## 345 0.105
## 346 0.000
## 347 0.935
## 348 0.155
## 349 0.111
## 350 0.435
## 351 0.932
## 352 0.829
## 353 0.463
## 354 0.000
## 355 0.953
## 356 0.070
## 357 0.188
## 358 0.135
## 359 0.262
## 360 0.063
## 361 0.000
## 362 0.820
## 363 0.066
## 364 0.616
## 365 0.000
## 366 0.057
## 367 0.595
## 368 0.521
## 369 0.268
## 370 0.090
## 371 0.035
## 372 0.221
## 373 0.405
## 374 0.885
## 375 0.546
## 376 0.087
## 377 0.569
## 378 0.648
## 379 0.080
## 380 0.047
## 381 0.183
## 382 0.639
## 383 0.183
## 384 0.329
## 385 0.678
## 386 0.162
## 387 0.274
## 388 0.161
## 389 0.865
## 390 0.730
## 391 0.183
## 392 0.512
## 393 0.134
## 394 0.137
## 395 0.692
## 396 0.162
## 397 0.030
## 398 0.067
## 399 0.587
## 400 0.478
## 401 0.098
## 402 0.361
## 403 0.000
## 404 0.060
## 405 0.070
## 406 0.312
## 407 0.000
## 408 0.000
## 409 0.036
## 410 0.000
## 411 0.539
## 412 0.360
## 413 0.150
## 414 0.395
## 415 0.077
## 416 0.243
## 417 0.867
## 418 0.805
## 419 0.168
## 420 0.000
## 421 0.000
## 422 0.103
## 423 0.000
## 424 0.190
## 425 0.179
## 426 0.145
## 427 0.093
## 428 0.064
## 429 0.000
## 430 0.000
## 431 0.087
## 432 0.529
## 433 0.227
## 434 0.000
## 435 0.000
## 436 0.706
## 437 0.146
## 438 0.262
## 439 0.075
## 440 0.099
## 441 0.804
## 442 0.309
## 443 0.202
## 444 0.044
## 445 0.708
## 446 0.000
## 447 0.000
## 448 0.766
## 449 0.000
## 450 0.059
## 451 0.039
## 452 0.000
## 453 0.000
## 454 0.000
## 455 0.000
## 456 0.000
## 457 0.053
## 458 0.381
## 459 0.312
## 460 0.046
## 461 0.529
## 462 0.150
## 463 0.428
## 464 0.112
## 465 0.036
## 466 0.041
## 467 0.147
## 468 0.850
## 469 0.075
## 470 0.517
## 471 0.720
## 472 0.067
## 473 0.056
## 474 0.000
## 475 0.548
## 476 0.000
## 477 0.436
## 478 0.820
## 479 0.000
## 480 0.179
## 481 0.046
## 482 0.201
## 483 0.039
## 484 0.523
## 485 0.081
## 486 0.403
## 487 0.171
## 488 0.176
## 489 0.671
## 490 0.000
## 491 0.044
## 492 0.079
## 493 0.000
## 494 0.000
## 495 0.752
## 496 0.194
## 497 0.055
## 498 0.221
## 499 0.657
## 500 0.476
## 501 0.729
## 502 0.048
## 503 0.179
## 504 0.911
## 505 0.060
## 506 0.780
## 507 0.350
## 508 0.636
## 509 0.632
## 510 0.176
## 511 0.000
## 512 0.093
## 513 0.240
## 514 0.698
## 515 0.877
## 516 0.255
## 517 0.226
## 518 0.780
## 519 0.048
## 520 0.078
## 521 0.798
## 522 0.781
## 523 0.148
## 524 0.061
## 525 0.029
## 526 0.000
## 527 0.120
## 528 0.651
## 529 0.076
## 530 0.169
## 531 0.514
## 532 0.108
## 533 0.257
## 534 0.204
## 535 0.000
## 536 0.202
## 537 0.231
## 538 0.000
## 539 0.180
## 540 0.000
## 541 0.197
## 542 0.061
## 543 0.617
## 544 0.458
## 545 0.000
## 546 0.142
## 547 0.000
## 548 0.000
## 549 0.000
## 550 0.000
## 551 0.000
## 552 0.075
## 553 0.436
## 554 0.054
## 555 0.374
## 556 0.081
## 557 0.051
## 558 0.000
## 559 0.000
## 560 0.000
## 561 0.491
## 562 0.719
## 563 0.216
## 564 0.244
## 565 0.000
## 566 0.000
## 567 0.572
## 568 0.320
## 569 0.212
## 570 0.056
## 571 0.099
## 572 0.070
## 573 0.545
## 574 0.155
## 575 0.178
## 576 0.000
## 577 0.214
## 578 0.036
## 579 0.482
## 580 0.314
## 581 0.000
## 582 0.000
## 583 0.393
## 584 0.144
## 585 0.666
## 586 0.599
## 587 0.330
## 588 0.063
## 589 0.663
## 590 0.258
## 591 0.159
## 592 0.077
## 593 0.185
## 594 0.000
## 595 0.000
## 596 0.000
## 597 0.000
## 598 0.000
## 599 0.251
## 600 0.055
## 601 0.059
## 602 0.371
## 603 0.275
## 604 0.506
## 605 0.000
## 606 0.448
## 607 0.000
## 608 0.070
## 609 0.128
## 610 0.051
## 611 0.090
## 612 0.269
## 613 0.178
## 614 0.333
## 615 0.125
## 616 0.091
## 617 0.039
## 618 0.530
## 619 0.135
## 620 0.303
## 621 0.682
## 622 0.456
## 623 0.102
## 624 0.584
## 625 0.000
## 626 0.000
## 627 0.000
## 628 0.337
## 629 0.146
## 630 0.000
## 631 0.128
## 632 0.000
## 633 0.510
## 634 0.221
## 635 0.819
## 636 0.061
## 637 0.000
## 638 0.217
## 639 0.171Note that the echo = FALSE parameter was added to the
code chunk to prevent printing of the R code that generated the
plot.