Customer Insights: Loan Purposes and Demographics Analysis

Loan Purpose Count - Cust ID Retraining 2 Large Appliance 4 Other 6 Repairs 12 Education 23 Used Car 40 Business 44 Furniture 85 New Car 104 Small Appliance 105 Total Result 425 Retraining Large Appliance Other Repairs Education Used Car Business Furniture New Car Small Appliance Total Result 0 50 100 150 200 250 300 350 400 450 Number of Loan Types Number of Customers

Count - Cust ID

Gender Count - Cust ID F 135 M 290 Total Result 425 F M Total Result 0 50 100 150 200 250 300 350 400 450 Customer Base by Gender Count - Cust ID Number of Customers

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Marital Status Count - Cust ID Divorced 156 Married 36 Single 233 Total Result 425 Divorced Married Single Total Result 0 50 100 150 200 250 300 350 400 450 Customers by Marital Status Count - Cust ID Number of Customers

Housing Count - Cust ID Other 52 Own 292 Rent 81 Total Result 425 Other Own Rent Total Result 0 50 100 150 200 250 300 350 400 450 Customers by Housing Count - Cust ID Number of Customers

Job Count - Cust ID Management 54 Skilled 271 Unemployed 11 Unskilled 89 Total Result 425 Management Skilled Unemployed Unskilled Total Result 0 50 100 150 200 250 300 350 400 450 Customers by Job Count - Cust ID Number of Customers

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Credit Risk Count - Cust ID High 211 Low 214 Total Result 425 High Low Total Result 0 50 100 150 200 250 300 350 400 450 Customers by Credit Risk Count - Cust ID Number of Customers

Cust ID Loan Purpose Checking Savings Months Customer Months Employed Age Gender 1 Small Appliance $0 $739 13 12 23 M 2 Furniture $0 $1,230 25 0 32 M 3 New Car $0 $389 19 119 38 M 4 Furniture $638 $347 13 14 36 M 5 Education $963 $4,754 40 45 31 M 6 Furniture $2,827 $0 11 13 25 M 7 New Car $0 $229 13 16 26 M 8 Business $0 $533 14 2 27 M 9 Small Appliance $6,509 $493 37 9 25 M 10 Small Appliance $966 $0 25 4 43 F 11 Business $0 $989 49 0 32 M 12 New Car $0 $3,305 11 15 34 M 13 Business $322 $578 10 14 26 M 14 New Car $0 $821 25 63 44 M 15 New Car $396 $228 13 26 46 M 16 Used Car $0 $129 31 8 39 M 17 Furniture $652 $732 49 4 25 F 18 New Car $708 $683 13 33 31 M 19 Repairs $207 $0 28 116 47 M 20 Education $287 $12,348 7 2 23 F 21 Furniture $0 $17,545 34 16 22 F 22 Furniture $101 $3,871 13 5 26 F 23 Furniture $0 $0 25 23 19 M 24 Furniture $0 $485 37 23 27 F 25 New Car $0 $10,723 11 15 39 M 26 Business $141 $245 22 33 26 M 27 Used Car $0 $0 19 58 50 M 28 Used Car $2,484 $0 49 46 34 M 29 Small Appliance $237 $236 37 24 23 M 30 Small Appliance $0 $485 19 12 23 M 31 Education $335 $1,708 37 7 46 M 32 Small Appliance $3,565 $0 31 32 35 M 33 Small Appliance $0 $407 13 2 28 F 34 Business $16,647 $895 16 34 25 M 35 Business $0 $150 49 46 36 F 36 Small Appliance $0 $490 5 41 41 M 37 Furniture $0 $162 25 1 54 M 38 Small Appliance $940 $715 9 40 43 F 39 Small Appliance $0 $323 49 42 33 M 40 New Car $0 $128 13 74 34 M 41 Other $218 $0 49 0 39 M 42 Used Car $0 $109 25 26 34 M 43 Small Appliance $16,935 $189 37 60 30 M 44 Furniture $664 $537 31 33 48 M 45 Furniture $150 $6,520 12 1 19 F 46 Small Appliance $0 $138 7 119 29 M 47 Furniture $216 $0 19 3 26 F 48 New Car $0 $660 17 75 42 M

49 Business $0 $724 25 8 30 M 50 Small Appliance $0 $897 19 5 38 M 51 Small Appliance $265 $947 25 5 21 M 52 Furniture $4,256 $0 16 36 32 F 53 Business $870 $917 28 6 35 M 54 New Car $162 $595 22 10 46 M 55 Used Car $0 $789 25 28 37 M 56 Education $0 $0 37 114 39 M 57 Furniture $0 $746 13 16 29 F 58 New Car $461 $140 19 32 27 M 59 New Car $0 $659 19 5 22 F 60 Furniture $0 $717 37 60 40 M 61 New Car $0 $667 29 10 44 M 62 New Car $580 $0 11 8 26 M 63 Small Appliance $0 $763 13 46 57 F 64 New Car $0 $1,366 19 17 34 M 65 Small Appliance $0 $552 25 4 47 M 66 Small Appliance $0 $14,643 16 115 46 M 67 Business $758 $2,665 13 31 38 M 68 Used Car $399 $0 31 0 52 F 69 Furniture $513 $442 7 0 34 M 70 Furniture $0 $8,357 25 5 29 M 71 New Car $0 $0 22 9 39 M 72 Small Appliance $565 $863 10 81 36 M 73 Business $0 $322 28 28 25 M 74 Furniture $0 $800 13 69 59 M 75 Small Appliance $0 $656 37 85 27 M 76 New Car $166 $922 13 2 24 F 77 Business $9,783 $885 13 3 25 F 78 Business $674 $2,886 49 32 29 M 79 Repairs $0 $626 43 0 64 M 80 Business $15,328 $0 25 9 31 M 81 New Car $0 $904 12 6 38 M 82 Education $713 $784 61 17 41 M 83 New Car $0 $806 19 3 22 F 84 Education $0 $3,281 19 20 29 F 85 New Car $0 $759 16 59 32 M 86 Small Appliance $0 $680 25 3 34 F 87 Used Car $0 $104 37 25 23 M 88 Small Appliance $303 $899 13 3 21 M 89 Small Appliance $900 $1,732 37 11 49 F 90 Furniture $0 $706 31 14 31 M 91 Education $1,257 $0 10 65 40 F 92 Small Appliance $0 $576 7 14 28 F 93 Repairs $273 $904 7 2 21 M 94 Business $522 $194 25 79 30 M 95 Small Appliance $0 $710 25 1 37 F 96 Small Appliance $0 $5,564 25 93 33 M 97 Small Appliance $0 $192 46 13 22 M

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98 New Car $0 $637 13 21 23 F 99 Small Appliance $514 $405 49 13 21 F 100 Furniture $457 $318 19 108 40 M 101 Small Appliance $5,133 $698 19 14 36 M 102 New Car $0 $369 10 16 29 M 103 Retraining $644 $0 13 88 37 M 104 Furniture $305 $492 19 1 26 F 105 New Car $9,621 $308 25 41 37 M 106 Education $0 $127 13 22 39 M 107 Business $0 $565 19 14 27 M 108 Furniture $0 $12,632 16 9 19 F 109 New Car $0 $116 49 45 45 M 110 Used Car $0 $178 13 89 34 M 111 Small Appliance $6,851 $901 13 21 43 F 112 Furniture $13,496 $650 19 20 33 M 113 Business $509 $241 25 14 35 M 114 Used Car $0 $609 37 6 31 M 115 Furniture $19,155 $131 25 24 25 M 116 Furniture $0 $544 19 15 27 F 117 Small Appliance $0 $10,853 25 81 56 F 118 Used Car $374 $0 25 14 45 M 119 Large Appliance $0 $409 49 15 53 M 120 Furniture $828 $391 9 12 23 F 121 Furniture $0 $322 13 9 25 F 122 Small Appliance $829 $583 7 18 63 F 123 Small Appliance $0 $12,242 25 53 34 M 124 Furniture $0 $479 19 0 24 M 125 New Car $939 $496 19 56 35 M 126 New Car $0 $466 25 42 30 M 127 New Car $889 $1,583 37 79 29 M 128 Furniture $876 $1,533 31 21 20 F 129 Small Appliance $893 $0 16 94 49 M 130 Business $12,760 $4,873 13 73 56 M 131 Furniture $0 $0 13 94 48 M 132 Small Appliance $0 $717 22 10 24 F 133 Small Appliance $959 $7,876 28 20 22 M 134 Small Appliance $0 $4,449 25 87 30 M 135 Other $0 $0 25 54 39 M 136 Business $0 $104 25 23 20 M 137 Repairs $0 $897 19 2 22 F 138 New Car $698 $4,033 16 20 24 M 139 Furniture $0 $945 13 6 41 M 140 Furniture $0 $836 25 99 32 M 141 Small Appliance $0 $325 19 13 23 F 142 Small Appliance $12,974 $19,568 13 7 41 F 143 Furniture $0 $803 13 89 52 M 144 Small Appliance $317 $10,980 13 17 65 M 145 Business $0 $265 13 10 26 F 146 Repairs $0 $609 31 3 33 M

147 Small Appliance $0 $1,851 12 0 56 F 148 Furniture $192 $199 25 5 24 F 149 New Car $0 $500 28 7 20 F 150 New Car $0 $509 16 3 35 M 151 Used Car $0 $270 25 25 34 M 152 New Car $0 $457 13 63 38 M 153 Used Car $0 $260 25 78 34 M 154 New Car $942 $3,036 25 36 37 M 155 Small Appliance $0 $643 19 6 31 M 156 New Car $3,329 $0 19 15 67 M 157 Used Car $0 $6,345 25 19 26 M 158 Education $0 $922 37 9 24 F 159 Furniture $0 $909 25 3 21 M 160 Large Appliance $0 $775 19 8 46 M 161 Furniture $0 $979 25 48 22 M 162 Furniture $0 $948 19 2 20 F 163 Business $339 $2,790 22 55 60 M 164 Used Car $0 $309 49 37 25 M 165 Small Appliance $0 $762 10 1 21 F 166 Small Appliance $0 $970 13 14 22 F 167 Used Car $105 $320 28 54 29 M 168 Small Appliance $0 $861 13 111 56 M 169 Repairs $216 $262 37 2 32 M 170 Furniture $113 $692 11 14 30 M 171 Used Car $109 $540 37 1 27 M 172 New Car $0 $470 13 0 37 F 173 New Car $0 $192 7 2 39 M 174 New Car $8,176 $12,230 7 5 26 M 175 Repairs $0 $772 25 19 32 M 176 Furniture $468 $14,186 22 24 31 M 177 Used Car $7,885 $6,330 16 14 35 M 178 Small Appliance $0 $18,716 19 93 31 M 179 New Car $0 $886 22 96 64 M 180 Business $0 $750 37 2 27 M 181 Small Appliance $0 $3,870 25 11 31 F 182 Small Appliance $0 $3,273 13 4 32 M 183 Business $0 $406 6 35 73 M 184 Furniture $0 $461 13 48 30 F 185 Furniture $0 $340 19 4 42 M 186 Small Appliance $0 $6,490 19 85 45 M 187 Small Appliance $734 $348 7 100 27 M 188 Furniture $0 $506 25 3 22 F 189 Used Car $0 $14,717 28 7 26 M 190 Business $172 $0 25 36 33 M 191 New Car $644 $1,571 19 1 27 F 192 New Car $0 $0 25 19 24 F 193 Furniture $617 $411 31 3 21 M 194 New Car $0 $544 25 0 28 F 195 Small Appliance $586 $0 13 0 51 M

196 Furniture $0 $835 19 42 21 F 197 Small Appliance $0 $823 25 47 27 M 198 Business $0 $5,180 22 4 40 M 199 Small Appliance $0 $408 16 12 34 M 200 New Car $0 $821 48 5 34 F 201 Education $522 $385 10 66 63 M 202 New Car $585 $2,223 16 0 33 M 203 New Car $5,588 $0 22 10 28 F 204 New Car $0 $605 37 20 24 F 205 Furniture $352 $7,525 13 4 18 F 206 Small Appliance $0 $3,529 14 0 63 F 207 Business $2,715 $1,435 49 14 37 M 208 Other $560 $887 25 20 38 M 209 Small Appliance $895 $243 13 4 22 M 210 New Car $305 $4,553 7 2 31 F 211 Small Appliance $0 $418 19 4 31 M 212 New Car $0 $771 25 0 42 M 213 Furniture $0 $463 11 13 24 M 214 Business $8,948 $110 31 90 65 M 215 Used Car $0 $10,099 16 108 22 M 216 Used Car $0 $13,428 7 0 22 F 217 Small Appliance $0 $208 13 23 51 M 218 Small Appliance $0 $552 13 15 23 F 219 Education $0 $3,105 16 19 30 F 220 Small Appliance $483 $415 19 6 32 M 221 Large Appliance $0 $1,238 13 0 21 F 222 Education $0 $238 13 2 52 F 223 Furniture $0 $127 31 35 22 F 224 Business $663 $0 19 57 41 M 225 New Car $624 $785 37 9 53 F 226 Repairs $0 $718 19 0 54 F 227 Furniture $0 $493 13 21 37 M 228 Small Appliance $152 $757 49 45 27 M 229 New Car $0 $9,125 13 24 25 F 230 Small Appliance $0 $364 13 12 34 F 231 Business $498 $598 37 14 29 M 232 New Car $0 $374 10 19 27 M 233 Small Appliance $156 $0 13 58 32 F 234 Used Car $1,336 $0 37 11 29 M 235 New Car $0 $508 13 3 32 M 236 Small Appliance $0 $956 25 4 28 F 237 Furniture $0 $636 22 41 25 F 238 New Car $2,641 $0 13 71 51 F 239 Used Car $0 $1,519 40 74 44 M 240 Business $0 $922 19 29 33 M 241 Furniture $0 $180 5 2 22 F 242 Used Car $0 $701 22 108 35 M 243 Small Appliance $0 $296 16 8 30 M 244 Small Appliance $887 $519 7 42 27 M

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245 Business $0 $800 49 2 23 F 246 Furniture $0 $736 13 6 19 F 247 Small Appliance $0 $11,838 7 70 44 M 248 Small Appliance $0 $364 5 35 41 M 249 New Car $18,408 $212 13 9 35 F 250 New Car $497 $888 16 3 25 F 251 Used Car $0 $999 25 0 28 M 252 Small Appliance $946 $0 16 83 34 M 253 Business $986 $578 28 1 31 F 254 Education $8,122 $136 22 4 32 M 255 Furniture $0 $734 37 111 41 M 256 Business $778 $861 49 21 22 M 257 Other $645 $855 25 17 28 M 258 Furniture $0 $4,486 10 3 21 F 259 New Car $682 $2,017 37 85 41 M 260 New Car $19,812 $0 25 37 36 M 261 Business $0 $500 25 1 26 M 262 Used Car $0 $859 31 89 37 M 263 Business $859 $3,305 25 26 35 M 264 Small Appliance $0 $1,218 13 38 34 M 265 New Car $0 $9,016 49 22 43 M 266 New Car $0 $11,587 22 46 30 F 267 Furniture $0 $8,944 25 66 31 M 268 Repairs $0 $807 25 75 43 M 269 Small Appliance $0 $867 31 27 24 F 270 Small Appliance $795 $16,804 49 40 26 M 271 Furniture $0 $347 16 5 45 F 272 Furniture $0 $836 16 4 26 M 273 Furniture $0 $142 7 53 48 F 274 Furniture $0 $169 19 6 43 M 275 Other $852 $3,613 61 83 59 F 276 Education $0 $403 7 5 55 F 277 Small Appliance $0 $836 25 0 29 M 278 New Car $425 $0 19 7 32 F 279 Business $0 $11,481 25 18 53 M 280 Business $0 $3,285 7 21 33 M 281 Education $0 $164 13 65 56 F 282 New Car $11,072 $891 61 17 33 M 283 Used Car $0 $0 37 49 46 M 284 Used Car $219 $841 43 0 54 M 285 New Car $8,060 $607 19 71 22 F 286 New Car $0 $486 12 22 35 M 287 New Car $0 $108 25 52 46 M 288 Small Appliance $0 $0 43 28 29 F 289 New Car $0 $113 25 31 22 F 290 New Car $1,613 $0 25 118 53 M 291 Furniture $757 $208 25 36 42 M 292 Retraining $0 $603 13 35 20 M 293 New Car $0 $343 19 22 35 F

294 Education $977 $463 10 61 33 F 295 Education $197 $0 37 17 26 M 296 Furniture $0 $299 19 11 46 M 297 New Car $0 $490 13 15 28 F 298 Small Appliance $0 $6,628 37 65 38 M 299 Business $0 $859 19 23 35 M 300 New Car $0 $750 13 14 47 M 301 Small Appliance $256 $954 10 13 23 M 302 New Car $296 $591 37 103 56 M 303 Furniture $0 $13,970 13 24 28 F 304 New Car $0 $857 11 34 48 M 305 Furniture $0 $5,857 19 20 27 M 306 Small Appliance $298 $3,326 73 15 23 M 307 Small Appliance $0 $726 19 7 24 F 308 Furniture $8,636 $214 11 3 22 F 309 New Car $0 $207 13 119 42 M 310 New Car $0 $713 13 29 25 M 311 New Car $19,766 $2,141 11 54 47 F 312 New Car $0 $483 19 90 32 F 313 New Car $0 $127 7 13 25 M 314 Furniture $0 $367 37 22 36 M 315 Small Appliance $0 $813 43 28 25 M 316 Furniture $4,089 $0 7 14 26 M 317 New Car $0 $102 7 0 53 F 318 Repairs $271 $759 19 0 66 F 319 New Car $949 $0 49 36 23 F 320 Small Appliance $0 $503 13 62 25 M 321 Small Appliance $911 $823 46 4 24 M 322 New Car $0 $693 19 28 31 M 323 Used Car $0 $973 49 81 57 F 324 New Car $0 $648 15 57 44 M 325 Other $0 $523 37 0 42 M 326 Used Car $271 $7,090 25 2 27 F 327 Small Appliance $0 $596 13 67 51 M 328 Used Car $0 $904 49 119 23 M 329 New Car $0 $541 19 13 31 M 330 Furniture $0 $154 37 2 22 F 331 New Car $4,802 $0 37 12 35 M 332 Business $177 $0 49 9 37 M 333 Small Appliance $0 $337 25 107 35 M 334 New Car $0 $716 19 33 30 M 335 Education $996 $837 49 83 49 M 336 Education $705 $0 25 24 32 F 337 Furniture $0 $7,710 25 114 52 M 338 New Car $0 $531 13 5 45 M 339 Small Appliance $5,960 $129 13 16 23 M 340 Furniture $0 $941 13 111 41 M 341 Furniture $759 $596 10 18 28 F 342 Furniture $0 $987 37 101 30 M

343 Small Appliance $651 $0 37 102 50 M 344 Business $257 $460 49 75 58 F 345 Small Appliance $955 $0 49 29 36 M 346 Small Appliance $0 $798 25 42 23 M 347 Small Appliance $8,249 $0 31 77 48 M 348 Small Appliance $0 $959 11 21 37 M 349 Small Appliance $956 $1,482 46 19 20 M 350 New Car $382 $883 31 20 23 F 351 Furniture $0 $12,721 37 31 39 F 352 Education $842 $0 37 9 34 M 353 Repairs $3,111 $0 13 27 22 F 354 Small Appliance $0 $302 10 30 21 M 355 Furniture $0 $538 25 59 38 M 356 Small Appliance $2,846 $0 13 14 36 M 357 Small Appliance $231 $702 10 99 26 M 358 Repairs $0 $2,688 10 89 47 M 359 Small Appliance $17,366 $0 16 21 38 M 360 Small Appliance $0 $425 13 10 27 M 361 New Car $332 $214 25 2 25 M 362 Small Appliance $242 $0 19 6 28 M 363 New Car $0 $272 7 90 67 M 364 Business $929 $124 9 1 25 M 365 Small Appliance $0 $17,124 13 95 34 M 366 Used Car $0 $612 49 32 38 M 367 New Car $0 $862 49 62 41 M 368 Furniture $0 $146 25 46 26 M 369 New Car $0 $14,190 37 92 35 M 370 Used Car $0 $396 49 73 45 M 371 Small Appliance $0 $519 31 23 32 F 372 Used Car $646 $0 25 9 47 M 373 New Car $538 $344 13 40 24 M 374 Furniture $0 $204 31 5 30 M 375 Small Appliance $0 $148 43 2 33 M 376 Furniture $0 $435 19 16 23 F 377 Small Appliance $0 $914 19 0 21 F 378 New Car $135 $0 37 7 36 M 379 Used Car $2,472 $0 37 41 30 M 380 New Car $0 $412 25 22 52 M 381 New Car $10,417 $19,811 13 27 27 M 382 Small Appliance $211 $822 8 5 44 F 383 Small Appliance $16,630 $0 11 47 26 M 384 Furniture $0 $3,369 25 17 24 M 385 Furniture $642 $0 13 65 24 F 386 Small Appliance $0 $707 7 26 50 M 387 Small Appliance $296 $818 19 93 31 M 388 Business $898 $177 22 105 38 F 389 New Car $478 $4,071 10 40 28 M 390 New Car $315 $466 13 3 48 M 391 New Car $122 $460 37 109 56 M

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392 Furniture $0 $991 7 3 31 F 393 Small Appliance $0 $17,653 22 4 28 F 394 Education $0 $497 41 24 26 M 395 Business $670 $4,014 31 21 25 F 396 Business $444 $921 28 51 41 F 397 New Car $3,880 $0 23 37 24 F 398 Used Car $819 $0 13 23 29 M 399 Used Car $0 $607 37 17 25 M 400 Large Appliance $0 $15,800 16 40 35 M 401 Furniture $0 $369 7 23 35 M 402 Business $0 $4,973 25 17 26 M 403 Furniture $0 $0 40 30 29 M 404 New Car $0 $761 25 92 59 M 405 Education $0 $471 7 52 34 F 406 Used Car $0 $674 37 69 41 M 407 New Car $0 $547 13 40 35 M 408 Furniture $161 $524 13 106 27 M 409 Furniture $0 $815 19 13 41 M 410 Used Car $0 $0 11 4 30 F 411 New Car $789 $989 31 0 27 M 412 Small Appliance $765 $10,406 10 24 65 F 413 Furniture $0 $957 19 11 19 F 414 New Car $0 $770 37 3 33 F 415 Furniture $983 $950 13 5 24 F 416 Used Car $0 $160 13 7 40 M 417 Used Car $0 $276 25 91 62 M 418 Education $798 $137 25 25 33 F 419 New Car $0 $579 22 70 29 M 420 New Car $193 $2,684 13 5 22 F 421 Small Appliance $497 $0 7 51 35 M 422 Furniture $0 $0 31 53 30 M 423 New Car $0 $0 25 103 28 F 424 New Car $0 $712 16 6 28 F 425 New Car $0 $912 7 39 44 M

Marital Status Housing Job Credit Risk Variable Single Own Unskilled Low Loan Purpose Divorced Own Skilled High Checking Single Own Management High Savings Single Own Unskilled High Months Customer Single Rent Skilled Low Months Employed Married Own Skilled Low Gender Married Own Unskilled Low Marital Status Single Own Unskilled Low Age Single Own Skilled High Housing Divorced Own Skilled High Job Single Rent Management High Credit Risk Single Rent Unskilled Low Married Own Skilled Low Single Own Skilled High Single Own Unskilled Low Divorced Own Management Low Divorced Own Skilled High Single Own Skilled Low Single Own Skilled Low Divorced Rent Skilled High Divorced Own Skilled High Divorced Rent Skilled High Married Own Skilled High Divorced Own Management High Single Rent Unskilled Low Single Own Skilled Low Single Other Skilled High Single Other Skilled Low Single Rent Skilled Low Single Own Skilled Low Single Other Skilled High Single Own Skilled Low Divorced Own Skilled Low Single Rent Skilled Low Divorced Rent Skilled High Single Own Unskilled Low Divorced Own Skilled High Divorced Own Unskilled Low Married Own Skilled High Single Own Skilled High Single Other Unemployed Low Single Own Unskilled Low Single Own Skilled Low Single Own Skilled High Divorced Own Skilled Low Married Rent Skilled Low Divorced Rent Skilled High Single Rent Skilled High a) Complete the ta qualitative or quan b) For each qualita distribution using a c) For each quantit statistics and creat plot. (Create histog some.) d) Examine relation * pivot table with 2 * pivot table with 3 * Calculate the cor * Scatterplot

Single Rent Skilled High Married Own Skilled Low Married Own Skilled High Divorced Rent Unskilled Low Single Own Skilled High Divorced Own Skilled Low Single Own Management Low Single Own Management High Divorced Own Skilled Low Single Rent Unskilled Low Divorced Rent Skilled High Single Own Skilled High Single Own Unskilled High Single Own Unskilled High Divorced Own Unskilled Low Single Own Unskilled Low Married Own Skilled High Single Own Skilled Low Single Own Unskilled Low Divorced Own Management High Single Own Management Low Single Other Skilled High Single Own Unskilled High Single Own Unskilled Low Single Own Skilled Low Single Own Skilled High Single Own Skilled Low Divorced Rent Skilled High Divorced Own Unemployed High Single Own Skilled Low Single Own Unemployed Low Single Own Skilled Low Single Own Unskilled Low Single Other Skilled High Divorced Own Unskilled High Divorced Own Skilled High Single Rent Skilled High Divorced Own Skilled High Single Own Skilled High Single Own Skilled High Divorced Other Skilled High Divorced Own Skilled Low Divorced Rent Unskilled Low Divorced Own Skilled Low Married Own Unskilled Low Divorced Own Skilled High Divorced Own Skilled Low Single Own Skilled Low Single Other Skilled High

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Divorced Own Unskilled High Divorced Own Skilled High Single Own Skilled Low Single Own Skilled High Single Own Skilled Low Single Own Skilled Low Divorced Own Skilled Low Single Other Skilled High Single Rent Unskilled High Married Own Skilled High Divorced Rent Skilled Low Single Other Skilled High Single Other Skilled High Divorced Rent Unskilled Low Single Own Unskilled High Single Own Unskilled High Single Other Management Low Single Own Skilled Low Divorced Own Skilled Low Divorced Rent Management Low Single Own Management Low Single Own Skilled High Divorced Own Skilled High Divorced Own Skilled Low Divorced Own Skilled Low Single Own Skilled High Single Own Unemployed High Single Own Skilled High Single Own Skilled High Single Other Skilled Low Divorced Rent Skilled High Single Own Skilled Low Single Rent Unskilled Low Single Rent Skilled Low Divorced Own Skilled High Single Own Unskilled High Single Own Skilled High Single Own Management High Married Own Unskilled Low Divorced Own Skilled High Married Rent Skilled High Divorced Own Skilled Low Single Own Skilled Low Divorced Own Skilled High Divorced Rent Skilled Low Single Other Management High Single Own Unskilled High Divorced Own Skilled Low Divorced Own Unskilled High

Divorced Own Unskilled Low Divorced Own Unskilled High Divorced Rent Skilled High Single Own Skilled Low Single Own Skilled Low Single Own Management Low Single Own Management Low Single Own Skilled Low Single Other Management Low Single Rent Skilled High Single Own Skilled Low Divorced Own Management High Single Other Skilled Low Married Own Unskilled High Single Rent Skilled High Divorced Rent Skilled Low Divorced Rent Unskilled High Single Own Skilled Low Divorced Rent Skilled High Divorced Own Skilled Low Single Own Management Low Single Own Unskilled High Single Rent Unskilled High Divorced Own Unskilled Low Married Rent Management High Divorced Own Unemployed Low Single Own Unskilled Low Married Own Unemployed Low Divorced Own Skilled Low Single Own Skilled Low Single Own Skilled Low Single Own Management Low Single Own Skilled Low Divorced Own Skilled High Divorced Own Unskilled High Married Own Unskilled High Single Own Unskilled Low Divorced Own Unskilled Low Married Own Unskilled High Single Own Skilled Low Single Own Skilled Low Divorced Rent Unskilled High Single Own Skilled Low Single Own Skilled Low Divorced Own Skilled High Divorced Rent Skilled High Married Own Skilled Low Divorced Rent Unemployed High Single Own Management High

Divorced Own Skilled High Single Own Skilled Low Single Own Unskilled High Single Other Skilled Low Divorced Own Unskilled Low Single Own Unskilled Low Single Own Management High Divorced Own Skilled High Divorced Own Skilled High Divorced Rent Unskilled Low Divorced Own Skilled Low Divorced Own Skilled High Single Own Management High Married Rent Skilled High Divorced Own Unskilled High Single Own Skilled Low Single Other Skilled High Single Rent Unskilled High Single Own Management High Single Rent Skilled Low Divorced Rent Unemployed Low Single Own Skilled Low Divorced Own Unskilled High Divorced Own Skilled Low Married Own Skilled High Divorced Own Skilled High Divorced Own Skilled High Divorced Rent Skilled High Single Own Skilled Low Divorced Rent Skilled Low Divorced Other Unemployed High Single Own Unskilled Low Single Own Skilled High Divorced Own Skilled High Divorced Own Skilled Low Divorced Own Management High Single Own Unskilled High Divorced Own Unskilled High Single Own Management Low Single Own Unskilled High Divorced Rent Unskilled High Divorced Rent Unskilled Low Divorced Other Management Low Single Own Management Low Single Own Skilled Low Divorced Rent Unskilled Low Single Own Management Low Single Own Skilled Low Married Own Unskilled Low

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Divorced Rent Skilled High Divorced Rent Skilled High Single Own Unskilled Low Single Own Unskilled Low Divorced Own Skilled Low Divorced Rent Unemployed High Single Other Management Low Single Own Skilled Low Divorced Own Skilled Low Divorced Rent Skilled High Single Own Skilled High Single Own Skilled High Single Own Management High Divorced Rent Skilled Low Single Own Management High Single Own Unskilled High Single Own Skilled High Single Other Management Low Single Rent Management Low Single Own Skilled Low Single Other Skilled High Divorced Own Management Low Single Rent Skilled Low Single Other Skilled Low Divorced Own Skilled Low Single Own Skilled High Divorced Rent Skilled Low Single Own Unskilled Low Divorced Own Skilled Low Single Own Skilled High Divorced Other Management High Divorced Own Skilled Low Single Own Management High Divorced Own Skilled High Single Own Management High Single Own Unskilled Low Divorced Other Unskilled Low Single Other Skilled Low Single Other Skilled High Single Other Management Low Divorced Own Management Low Single Rent Skilled Low Single Own Unskilled High Divorced Own Management High Divorced Rent Skilled High Married Own Skilled Low Divorced Own Skilled High Married Rent Skilled High Divorced Own Skilled Low

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Divorced Own Management High Married Own Skilled Low Single Other Skilled Low Divorced Own Skilled High Single Own Skilled Low Single Own Skilled High Single Own Skilled High Single Own Skilled Low Single Other Skilled High Divorced Rent Unskilled High Single Own Skilled Low Single Own Skilled Low Married Own Skilled High Divorced Rent Skilled High Divorced Own Skilled Low Single Rent Skilled High Single Own Skilled High Divorced Other Unskilled High Divorced Rent Skilled High Single Rent Skilled Low Single Own Skilled Low Single Own Skilled High Married Own Skilled Low Divorced Own Unemployed Low Divorced Own Skilled Low Divorced Own Skilled Low Single Own Skilled Low Single Own Unskilled High Single Other Unskilled High Divorced Other Unskilled High Divorced Own Management High Divorced Own Management Low Divorced Rent Skilled High Single Own Skilled Low Single Other Skilled High Single Own Skilled High Divorced Rent Skilled High Single Own Skilled Low Single Other Skilled Low Single Own Management Low Single Own Skilled High Single Other Skilled High Divorced Own Skilled Low Single Own Skilled Low Single Own Skilled High Married Own Skilled Low Single Own Skilled Low Divorced Own Skilled High Single Own Skilled High

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Single Own Skilled Low Divorced Rent Skilled High Single Own Skilled Low Single Rent Unskilled High Single Own Unskilled Low Single Own Skilled Low Single Rent Skilled High Divorced Own Skilled High Divorced Own Skilled Low Single Other Unskilled Low Divorced Own Skilled Low Single Own Skilled High Single Rent Management High Single Other Skilled Low Single Own Unskilled Low Single Own Skilled Low Single Other Skilled High Single Rent Skilled High Single Own Skilled Low Single Own Skilled Low Single Own Management High Married Own Skilled Low Married Own Skilled Low Single Other Skilled High Single Other Management High Single Own Skilled High Single Own Skilled Low Single Other Skilled High Divorced Own Skilled Low Divorced Other Skilled Low Married Own Unskilled High Divorced Own Unskilled High Single Own Skilled High Divorced Rent Skilled High Divorced Rent Skilled High Single Other Skilled High Single Own Management Low Single Other Skilled High Married Own Skilled High Divorced Own Skilled Low Single Own Skilled Low Single Own Skilled Low Divorced Own Skilled High Single Own Skilled Low Married Own Unskilled Low Divorced Own Skilled High Single Own Skilled High Single Own Unskilled Low Single Other Management High

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Divorced Own Skilled High Divorced Own Skilled Low Single Own Skilled High Divorced Rent Unskilled High Divorced Other Management High Divorced Rent Skilled Low Single Own Skilled Low Single Own Skilled High Single Own Skilled Low Single Own Unskilled Low Single Own Unskilled Low Single Own Management Low Single Own Unskilled High Divorced Other Skilled High Single Other Skilled Low Divorced Own Skilled High Single Rent Skilled Low Single Own Skilled High Divorced Rent Skilled Low Married Own Management High Divorced Own Unskilled Low Divorced Rent Skilled High Divorced Own Skilled High Divorced Rent Skilled High Married Rent Skilled Low Single Own Skilled Low Divorced Other Unskilled High Married Own Skilled Low Divorced Own Unskilled High Single Other Skilled Low Single Own Skilled High Divorced Own Skilled High Divorced Own Skilled High Single Own Management Low

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Qualitative or Quantitative Qualitative Qualitative Quantitative Quantitative Quantitative Quantitative Quantitative Qualitative Qualitative Quantitative Qualitative Qualitative Qualitative able. For each variable, classify as ntitative. ative variable, create a frequency a pivot table and a pivot or bar chart tative variable, calculate descriptive te either a histogram or a box & whiskers gram for some and box & whiskers for nships: 2 vars (count in the table) 3 vars (average in the table) rrelation matrix $0 $5,000 $10,000 $15,000 0 10 20 30 40 50 60 70 80 Months Customer

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$20,000 $25,000

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Credit Risk Data Fall 21 POST

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