Data Dive week 5
2023-09-22
Loading libraries
library(ggplot2)Loading data
df <-read.csv('/Users/fahadmehfooz/Desktop/IUPUI/First Semester/Intro to Statistics/Intro to Stats Dataset/Dataset 1/Superstore.csv')
head(df, 10)## Row.ID Order.ID Order.Date Ship.Date Ship.Mode Customer.ID
## 1 1 CA-2013-152156 09-11-2013 12-11-2013 Second Class CG-12520
## 2 2 CA-2013-152156 09-11-2013 12-11-2013 Second Class CG-12520
## 3 3 CA-2013-138688 13-06-2013 17-06-2013 Second Class DV-13045
## 4 4 US-2012-108966 11-10-2012 18-10-2012 Standard Class SO-20335
## 5 5 US-2012-108966 11-10-2012 18-10-2012 Standard Class SO-20335
## 6 6 CA-2011-115812 09-06-2011 14-06-2011 Standard Class BH-11710
## 7 7 CA-2011-115812 09-06-2011 14-06-2011 Standard Class BH-11710
## 8 8 CA-2011-115812 09-06-2011 14-06-2011 Standard Class BH-11710
## 9 9 CA-2011-115812 09-06-2011 14-06-2011 Standard Class BH-11710
## 10 10 CA-2011-115812 09-06-2011 14-06-2011 Standard Class BH-11710
## Customer.Name Segment Country City State
## 1 Claire Gute Consumer United States Henderson Kentucky
## 2 Claire Gute Consumer United States Henderson Kentucky
## 3 Darrin Van Huff Corporate United States Los Angeles California
## 4 Sean O'Donnell Consumer United States Fort Lauderdale Florida
## 5 Sean O'Donnell Consumer United States Fort Lauderdale Florida
## 6 Brosina Hoffman Consumer United States Los Angeles California
## 7 Brosina Hoffman Consumer United States Los Angeles California
## 8 Brosina Hoffman Consumer United States Los Angeles California
## 9 Brosina Hoffman Consumer United States Los Angeles California
## 10 Brosina Hoffman Consumer United States Los Angeles California
## Postal.Code Region Product.ID Category Sub.Category
## 1 42420 South FUR-BO-10001798 Furniture Bookcases
## 2 42420 South FUR-CH-10000454 Furniture Chairs
## 3 90036 West OFF-LA-10000240 Office Supplies Labels
## 4 33311 South FUR-TA-10000577 Furniture Tables
## 5 33311 South OFF-ST-10000760 Office Supplies Storage
## 6 90032 West FUR-FU-10001487 Furniture Furnishings
## 7 90032 West OFF-AR-10002833 Office Supplies Art
## 8 90032 West TEC-PH-10002275 Technology Phones
## 9 90032 West OFF-BI-10003910 Office Supplies Binders
## 10 90032 West OFF-AP-10002892 Office Supplies Appliances
## Product.Name Sales
## 1 Bush Somerset Collection Bookcase 261.9600
## 2 Hon Deluxe Fabric Upholstered Stacking Chairs, Rounded Back 731.9400
## 3 Self-Adhesive Address Labels for Typewriters by Universal 14.6200
## 4 Bretford CR4500 Series Slim Rectangular Table 957.5775
## 5 Eldon Fold 'N Roll Cart System 22.3680
## 6 Eldon Expressions Wood and Plastic Desk Accessories, Cherry Wood 48.8600
## 7 Newell 322 7.2800
## 8 Mitel 5320 IP Phone VoIP phone 907.1520
## 9 DXL Angle-View Binders with Locking Rings by Samsill 18.5040
## 10 Belkin F5C206VTEL 6 Outlet Surge 114.9000
## Quantity Discount Profit
## 1 2 0.00 41.9136
## 2 3 0.00 219.5820
## 3 2 0.00 6.8714
## 4 5 0.45 -383.0310
## 5 2 0.20 2.5164
## 6 7 0.00 14.1694
## 7 4 0.00 1.9656
## 8 6 0.20 90.7152
## 9 3 0.20 5.7825
## 10 5 0.00 34.4700A list of at least 3 columns (or values) in your data which are unclear until you read the documentation. This could be a column name, or just some value inside a cell of your data
df[c("Country", "State","Postal.Code")]## Country State Postal.Code
## 1 United States Kentucky 42420
## 2 United States Kentucky 42420
## 3 United States California 90036
## 4 United States Florida 33311
## 5 United States Florida 33311
## 6 United States California 90032
## 7 United States California 90032
## 8 United States California 90032
## 9 United States California 90032
## 10 United States California 90032
## 11 United States California 90032
## 12 United States California 90032
## 13 United States North Carolina 28027
## 14 United States Washington 98103
## 15 United States Texas 76106
## 16 United States Texas 76106
## 17 United States Wisconsin 53711
## 18 United States Utah 84084
## 19 United States California 94109
## 20 United States California 94109
## 21 United States California 94109
## 22 United States Nebraska 68025
## 23 United States Nebraska 68025
## 24 United States Pennsylvania 19140
## 25 United States Utah 84057
## 26 United States California 90049
## 27 United States California 90049
## 28 United States Pennsylvania 19140
## 29 United States Pennsylvania 19140
## 30 United States Pennsylvania 19140
## 31 United States Pennsylvania 19140
## 32 United States Pennsylvania 19140
## 33 United States Pennsylvania 19140
## 34 United States Pennsylvania 19140
## 35 United States Texas 77095
## 36 United States Texas 75080
## 37 United States Texas 75080
## 38 United States Texas 77041
## 39 United States Texas 77041
## 40 United States Texas 77041
## 41 United States Texas 77041
## 42 United States Illinois 60540
## 43 United States California 90049
## 44 United States Florida 32935
## 45 United States Minnesota 55122
## 46 United States Minnesota 55122
## 47 United States Michigan 48185
## 48 United States Delaware 19901
## 49 United States Delaware 19901
## 50 United States Indiana 47150
## 51 United States Indiana 47150
## 52 United States Indiana 47150
## 53 United States Indiana 47150
## 54 United States New York 10024
## 55 United States New York 10024
## 56 United States New York 12180
## 57 United States New York 12180
## 58 United States New York 12180
## 59 United States New York 12180
## 60 United States New York 12180
## 61 United States New York 12180
## 62 United States New York 12180
## 63 United States California 90004
## 64 United States California 90004
## 65 United States California 90004
## 66 United States California 90004
## 67 United States Illinois 60610
## 68 United States Arizona 85234
## 69 United States Arizona 85234
## 70 United States Virginia 22153
## 71 United States New York 10009
## 72 United States Michigan 49201
## 73 United States Tennessee 38109
## 74 United States Tennessee 38109
## 75 United States Tennessee 38109
## 76 United States Texas 77041
## 77 United States Texas 77041
## 78 United States Texas 77041
## 79 United States Texas 77070
## 80 United States Alabama 35601
## 81 United States Alabama 35601
## 82 United States California 94122
## 83 United States California 94122
## 84 United States North Carolina 27707
## 85 United States Illinois 60623
## 86 United States South Carolina 29203
## 87 United States Minnesota 55901
## 88 United States Minnesota 55901
## 89 United States Texas 77095
## 90 United States California 90036
## 91 United States California 90036
## 92 United States California 90036
## 93 United States Minnesota 55407
## 94 United States Minnesota 55407
## 95 United States Minnesota 55407
## 96 United States Oregon 97206
## 97 United States New York 10009
## 98 United States California 94122
## 99 United States Minnesota 55106
## 100 United States Illinois 60610
## 101 United States Illinois 60610
## 102 United States Illinois 60610
## 103 United States Minnesota 55901
## 104 United States Colorado 80013
## 105 United States Colorado 80013
## 106 United States Colorado 80013
## 107 United States North Carolina 28205
## 108 United States North Carolina 28205
## 109 United States North Carolina 28205
## 110 United States Illinois 60462
## 111 United States New York 10035
## 112 United States Iowa 50322
## 113 United States Iowa 50322
## 114 United States Ohio 43229
## 115 United States Ohio 43229
## 116 United States Ohio 43229
## 117 United States Ohio 43229
## 118 United States Washington 98103
## 119 United States Tennessee 37620
## 120 United States Delaware 19805
## 121 United States Delaware 19805
## 122 United States Delaware 19805
## 123 United States Delaware 19805
## 124 United States Delaware 19805
## 125 United States Texas 77041
## 126 United States Illinois 61701
## 127 United States Arizona 85023
## 128 United States Arizona 85023
## 129 United States California 90004
## 130 United States California 90004
## 131 United States Ohio 43229
## 132 United States Ohio 43229
## 133 United States Ohio 43229
## 134 United States California 95661
## 135 United States California 95661
## 136 United States California 95661
## 137 United States California 95661
## 138 United States California 95661
## 139 United States California 95661
## 140 United States California 95661
## 141 United States Pennsylvania 19140
## 142 United States California 94122
## 143 United States California 94122
## 144 United States California 94122
## 145 United States Missouri 64055
## 146 United States California 91104
## 147 United States Ohio 43055
## 148 United States Wisconsin 53132
## 149 United States Wisconsin 53132
## 150 United States Wisconsin 53132
## 151 United States Wisconsin 53132
## 152 United States Arizona 85254
## 153 United States Arizona 85254
## 154 United States California 95123
## 155 United States California 95123
## 156 United States California 95123
## 157 United States Washington 98105
## 158 United States Washington 98115
## 159 United States Oklahoma 73034
## 160 United States Oklahoma 73034
## 161 United States California 90045
## 162 United States Pennsylvania 19134
## 163 United States New Mexico 88220
## 164 United States Washington 98115
## 165 United States Texas 78207
## 166 United States Texas 78207
## 167 United States Texas 78207
## 168 United States Texas 78207
## 169 United States Texas 78207
## 170 United States Texas 78207
## 171 United States Texas 78207
## 172 United States California 90004
## 173 United States California 90004
## 174 United States California 90004
## 175 United States Illinois 60623
## 176 United States Illinois 60623
## 177 United States Texas 77036
## 178 United States Ohio 43055
## 179 United States Ohio 43055
## 180 United States New York 10009
## 181 United States Illinois 62521
## 182 United States Illinois 62521
## 183 United States Louisiana 71203
## 184 United States Louisiana 71203
## 185 United States Louisiana 71203
## 186 United States Connecticut 6824
## 187 United States California 90032
## 188 United States Texas 75051
## 189 United States Texas 75051
## 190 United States New York 10035
## 191 United States New York 10035
## 192 United States New York 10035
## 193 United States New York 10035
## 194 United States New York 10035
## 195 United States California 92374
## 196 United States Ohio 45011
## 197 United States Ohio 45011
## 198 United States New Jersey 7090
## 199 United States Pennsylvania 19120
## 200 United States Pennsylvania 19120
## 201 United States Ohio 44312
## 202 United States Colorado 80219
## 203 United States Colorado 80219
## 204 United States Texas 75220
## 205 United States Tennessee 37064
## 206 United States California 90604
## 207 United States Michigan 48601
## 208 United States Michigan 48601
## 209 United States Michigan 48601
## 210 United States Michigan 48601
## 211 United States Michigan 48601
## 212 United States Texas 75220
## 213 United States Ohio 44256
## 214 United States Ohio 44256
## 215 United States Ohio 44256
## 216 United States Ohio 44256
## 217 United States Ohio 44256
## 218 United States California 90032
## 219 United States California 90032
## 220 United States Ohio 43017
## 221 United States Ohio 43017
## 222 United States Ohio 43017
## 223 United States Ohio 43017
## 224 United States Ohio 43017
## 225 United States Ohio 43017
## 226 United States Michigan 48227
## 227 United States Michigan 48227
## 228 United States Michigan 48227
## 229 United States Tennessee 38401
## 230 United States Tennessee 38401
## 231 United States North Carolina 28205
## 232 United States Florida 33614
## 233 United States Florida 33614
## 234 United States Florida 33614
## 235 United States Florida 33614
## 236 United States Florida 33614
## 237 United States California 95051
## 238 United States Illinois 60610
## 239 United States Illinois 60610
## 240 United States Illinois 60610
## 241 United States Illinois 60610
## 242 United States Illinois 60610
## 243 United States Illinois 60610
## 244 United States Illinois 60610
## 245 United States Minnesota 55044
## 246 United States Minnesota 55044
## 247 United States Minnesota 55044
## 248 United States Minnesota 55044
## 249 United States Minnesota 55044
## 250 United States California 94109
## 251 United States California 92037
## 252 United States California 92037
## 253 United States New York 10024
## 254 United States New York 10024
## 255 United States Illinois 60623
## 256 United States Illinois 60623
## 257 United States Illinois 60623
## 258 United States Illinois 60623
## 259 United States New York 10009
## 260 United States New York 10009
## 261 United States New York 10009
## 262 United States Texas 77506
## 263 United States Texas 77036
## 264 United States Texas 77036
## 265 United States Illinois 60610
## 266 United States California 94513
## 267 United States North Carolina 27514
## 268 United States New Jersey 7960
## 269 United States Ohio 45231
## 270 United States Ohio 45231
## 271 United States California 94110
## 272 United States California 94109
## 273 United States California 94109
## 274 United States California 94109
## 275 United States California 90301
## 276 United States California 90301
## 277 United States Pennsylvania 19140
## 278 United States Pennsylvania 19140
## 279 United States Pennsylvania 19140
## 280 United States Pennsylvania 19140
## 281 United States Texas 77070
## 282 United States Texas 77070
## 283 United States California 90004
## 284 United States Oregon 97206
## 285 United States Oregon 97206
## 286 United States Oregon 97206
## 287 United States Florida 33319
## 288 United States Florida 33319
## 289 United States Florida 33319
## 290 United States Ohio 43229
## 291 United States Ohio 43229
## 292 United States Ohio 43229
## 293 United States Ohio 43229
## 294 United States Colorado 80906
## 295 United States Colorado 80906
## 296 United States Colorado 80906
## 297 United States Colorado 80906
## 298 United States Colorado 80906
## 299 United States New Jersey 7109
## 300 United States New Jersey 7109
## 301 United States New Jersey 7109
## 302 United States New Jersey 7109
## 303 United States New Jersey 7109
## 304 United States Illinois 60623
## 305 United States New York 10024
## 306 United States Michigan 48180
## 307 United States New Jersey 8701
## 308 United States New Jersey 8701
## 309 United States Virginia 22204
## 310 United States Colorado 80004
## 311 United States Colorado 80004
## 312 United States Colorado 80004
## 313 United States Colorado 80004
## 314 United States New Jersey 7601
## 315 United States Florida 33710
## 316 United States Florida 33710
## 317 United States Pennsylvania 19143
## 318 United States New York 10024
## 319 United States New York 10024
## 320 United States New York 10024
## 321 United States New York 10024
## 322 United States New York 10024
## 323 United States California 90805
## 324 United States California 92345
## 325 United States California 92345
## 326 United States Tennessee 37130
## 327 United States Pennsylvania 19143
## 328 United States Pennsylvania 19143
## 329 United States Pennsylvania 19143
## 330 United States Pennsylvania 19143
## 331 United States Pennsylvania 19143
## 332 United States Pennsylvania 19134
## 333 United States Pennsylvania 19134
## 334 United States Pennsylvania 19134
## 335 United States California 90045
## 336 United States California 90045
## 337 United States California 90045
## 338 United States California 94122
## 339 United States California 94122
## 340 United States Utah 84041
## 341 United States Pennsylvania 19140
## 342 United States Pennsylvania 19140
## 343 United States Pennsylvania 19140
## 344 United States Pennsylvania 19140
## 345 United States Texas 78745
## 346 United States California 94122
## 347 United States Massachusetts 1852
## 348 United States Massachusetts 1852
## 349 United States Massachusetts 1852
## 350 United States New York 10009
## 351 United States New York 10009
## 352 United States New York 10009
## 353 United States New York 10009
## 354 United States New York 10009
## 355 United States New York 10035
## 356 United States New York 10035
## 357 United States New York 10035
## 358 United States New York 10035
## 359 United States North Carolina 28205
## 360 United States Georgia 31907
## 361 United States Georgia 31907
## 362 United States New York 10009
## 363 United States New York 10009
## 364 United States New York 10009
## 365 United States New York 10009
## 366 United States California 94109
## 367 United States Connecticut 6040
## 368 United States Connecticut 6040
## 369 United States Connecticut 6040
## 370 United States Connecticut 6040
## 371 United States Texas 78550
## 372 United States Texas 78550
## 373 United States Arizona 85705
## 374 United States Arizona 85705
## 375 United States Arizona 85705
## 376 United States Arizona 85705
## 377 United States Illinois 62301
## 378 United States Massachusetts 2038
## 379 United States Texas 77095
## 380 United States Texas 77095
## 381 United States Texas 77095
## 382 United States California 94109
## 383 United States California 94109
## 384 United States Michigan 48180
## 385 United States Florida 33024
## 386 United States Florida 33024
## 387 United States Pennsylvania 19140
## 388 United States Pennsylvania 19140
## 389 United States Ohio 45231
## 390 United States New York 10009
## 391 United States New York 10009
## 392 United States Washington 98198
## 393 United States Washington 98198
## 394 United States Illinois 61604
## 395 United States Nevada 89115
## 396 United States Rhode Island 2886
## 397 United States Rhode Island 2886
## 398 United States Michigan 49201
## 399 United States Texas 77036
## 400 United States Texas 77036
## 401 United States Texas 77036
## 402 United States Texas 77036
## 403 United States Florida 33180
## 404 United States North Carolina 28403
## 405 United States New York 10024
## 406 United States California 94110
## 407 United States California 94110
## 408 United States California 94110
## 409 United States California 94110
## 410 United States California 94110
## 411 United States California 94110
## 412 United States California 94110
## 413 United States California 94110
## 414 United States California 94110
## 415 United States Washington 98105
## 416 United States Washington 98105
## 417 United States California 92646
## 418 United States California 90004
## 419 United States Kentucky 40475
## 420 United States California 90045
## 421 United States California 90045
## 422 United States Colorado 80027
## 423 United States Massachusetts 1841
## 424 United States Massachusetts 1841
## 425 United States Mississippi 39212
## 426 United States Michigan 48187
## 427 United States Michigan 48187
## 428 United States New York 10801
## 429 United States Texas 78207
## 430 United States North Carolina 28052
## 431 United States North Carolina 28052
## 432 United States North Carolina 28052
## 433 United States North Carolina 28052
## 434 United States Massachusetts 1852
## 435 United States Florida 32216
## 436 United States Florida 32216
## 437 United States Illinois 60623
## 438 United States Illinois 60623
## 439 United States Texas 77070
## 440 United States New York 10024
## 441 United States Michigan 48227
## 442 United States Michigan 48227
## 443 United States Michigan 48227
## 444 United States Michigan 48227
## 445 United States Michigan 48227
## 446 United States Michigan 48227
## 447 United States Indiana 47201
## 448 United States New York 13021
## 449 United States New York 13021
## 450 United States New York 13021
## 451 United States New York 13021
## 452 United States New York 13021
## 453 United States New York 13021
## 454 United States Ohio 44312
## 455 United States Ohio 44312
## 456 United States Oklahoma 73071
## 457 United States California 94521
## 458 United States Illinois 62521
## 459 United States Illinois 62521
## 460 United States Washington 98115
## 461 United States Washington 98115
## 462 United States Washington 98115
## 463 United States Arizona 85023
## 464 United States Arizona 85023
## 465 United States Arizona 85023
## 466 United States Arizona 85023
## 467 United States Arizona 85023
## 468 United States Illinois 60068
## 469 United States Texas 79109
## 470 United States Illinois 60610
## 471 United States New York 11757
## 472 United States California 94110
## 473 United States California 94110
## 474 United States California 94110
## 475 United States California 94110
## 476 United States California 94110
## 477 United States California 94110
## 478 United States California 90008
## 479 United States New York 12180
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## 483 United States New York 10024
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## 485 United States California 90045
## 486 United States California 90045
## 487 United States California 90045
## 488 United States Illinois 60610
## 489 United States Texas 77340
## 490 United States Texas 77340
## 491 United States Texas 77340
## 492 United States New York 14609
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## 494 United States Washington 98115
## 495 United States Tennessee 38109
## 496 United States Arkansas 72701
## 497 United States California 92627
## 498 United States California 92627
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## 500 United States California 92627
## 501 United States Colorado 80134
## 502 United States Colorado 80134
## 503 United States Colorado 80134
## 504 United States Colorado 80134
## 505 United States Colorado 80134
## 506 United States New York 10024
## 507 United States Georgia 30318
## 508 United States Georgia 30318
## 509 United States Georgia 30318
## 510 United States Georgia 30318
## 511 United States Missouri 64118
## 512 United States Missouri 64118
## 513 United States Ohio 43055
## 514 United States California 90049
## 515 United States California 90049
## 516 United States Montana 59405
## 517 United States Montana 59405
## 518 United States Montana 59405
## 519 United States Montana 59405
## 520 United States Texas 77041
## 521 United States Texas 77041
## 522 United States Texas 77041
## 523 United States Michigan 48234
## 524 United States California 90032
## 525 United States California 90032
## 526 United States Massachusetts 1841
## 527 United States Florida 33801
## 528 United States Florida 33801
## 529 United States Pennsylvania 19134
## 530 United States Pennsylvania 19134
## 531 United States Pennsylvania 19134
## 532 United States California 90036
## 533 United States California 90032
## 534 United States Alabama 36116
## 535 United States Alabama 36116
## 536 United States Arizona 85204
## 537 United States Illinois 60653
## 538 United States New York 10009
## 539 United States Kentucky 42420
## 540 United States Kentucky 42420
## 541 United States Wisconsin 54302
## 542 United States Arizona 85705
## 543 United States Ohio 45503
## 544 United States Texas 76106
## 545 United States Texas 76106
## 546 United States Texas 76106
## 547 United States New York 10035
## 548 United States New York 10035
## 549 United States Illinois 60653
## 550 United States Illinois 60653
## 551 United States Illinois 60653
## 552 United States California 94110
## 553 United States Florida 32216
## 554 United States Texas 77070
## 555 United States California 92804
## 556 United States North Carolina 28403
## 557 United States California 90045
## 558 United States California 90045
## 559 United States California 90045
## 560 United States California 94110
## 561 United States California 94110
## 562 United States Florida 33614
## 563 United States Florida 33614
## 564 United States Washington 98105
## 565 United States Washington 98105
## 566 United States California 90008
## 567 United States Washington 98105
## 568 United States Washington 98105
## 569 United States Washington 98105
## 570 United States Washington 98105
## 571 United States New York 10024
## 572 United States New York 10024
## 573 United States New York 10024
## 574 United States New York 10024
## 575 United States Washington 98270
## 576 United States California 90805
## 577 United States California 90805
## 578 United States California 90805
## 579 United States Illinois 60610
## 580 United States Illinois 60610
## 581 United States California 90004
## 582 United States Colorado 80219
## 583 United States Colorado 80219
## 584 United States Colorado 80219
## 585 United States Colorado 80219
## 586 United States Colorado 80219
## 587 United States Kentucky 40475
## 588 United States Kentucky 40475
## 589 United States Oregon 97301
## 590 United States Oregon 97301
## 591 United States Oregon 97301
## 592 United States Oregon 97301
## 593 United States Texas 78041
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## 608 United States Pennsylvania 19134
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## 611 United States Texas 75217
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## 613 United States Pennsylvania 19143
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## 615 United States Ohio 43123
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## 617 United States New York 10011
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## 621 United States New York 10011
## 622 United States Illinois 60610
## 623 United States Michigan 48126
## 624 United States Michigan 48126
## 625 United States Michigan 48126
## 626 United States Michigan 48126
## 627 United States New York 10009
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## 630 United States California 94122
## 631 United States Colorado 80013
## 632 United States Colorado 80013
## 633 United States Colorado 80013
## 634 United States Florida 33180
## 635 United States Florida 33180
## 636 United States Georgia 31088
## 637 United States Colorado 80013
## 638 United States Colorado 80013
## 639 United States California 94591
## 640 United States California 94591
## 641 United States Minnesota 55407
## 642 United States California 92691
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## 644 United States Michigan 48307
## 645 United States New Jersey 7060
## 646 United States Indiana 47201
## 647 United States Arizona 85635
## 648 United States Arizona 85635
## 649 United States Washington 98661
## 650 United States Washington 98661
## 651 United States Washington 98661
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## 656 United States Ohio 43229
## 657 United States Ohio 43229
## 658 United States Illinois 60505
## 659 United States Illinois 60505
## 660 United States Texas 76017
## 661 United States Texas 76017
## 662 United States Texas 76017
## 663 United States Texas 76017
## 664 United States New York 10011
## 665 United States Kentucky 40214
## 666 United States Texas 75081
## 667 United States Texas 75081
## 668 United States Texas 75081
## 669 United States Ohio 44105
## 670 United States Illinois 60653
## 671 United States Illinois 60653
## 672 United States Illinois 60653
## 673 United States Illinois 62301
## 674 United States Indiana 47201
## 675 United States Indiana 47201
## 676 United States Indiana 47201
## 677 United States Texas 75701
## 678 United States Texas 75701
## 679 United States Texas 75701
## 680 United States Texas 75701
## 681 United States New York 10024
## 682 United States New York 10024
## 683 United States New York 10024
## 684 United States North Carolina 27217
## 685 United States North Carolina 27217
## 686 United States Mississippi 39212
## 687 United States Mississippi 39212
## 688 United States Mississippi 39212
## 689 United States New York 10035
## 690 United States Virginia 22980
## 691 United States Virginia 22980
## 692 United States Virginia 22980
## 693 United States California 90036
## 694 United States California 90036
## 695 United States Pennsylvania 19013
## 696 United States Pennsylvania 19013
## 697 United States Pennsylvania 19013
## 698 United States Pennsylvania 19013
## 699 United States Pennsylvania 19013
## 700 United States Pennsylvania 19013
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## 720 United States Utah 84057
## 721 United States California 90045
## 722 United States Michigan 48205
## 723 United States Michigan 48205
## 724 United States Pennsylvania 19140
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## 740 United States Illinois 60540
## 741 United States Illinois 60540
## 742 United States Illinois 60540
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## 9951 United States Indiana 46203
## 9952 United States Indiana 46203
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## 9954 United States California 90045
## 9955 United States California 90045
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## 9961 United States Kentucky 41042
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## 9963 United States Texas 77041
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## 9967 United States Delaware 19711
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## 9969 United States New Jersey 7060
## 9970 United States New Jersey 7060
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## 9972 United States Georgia 30080
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## 9975 United States California 90032
## 9976 United States California 90032
## 9977 United States California 90032
## 9978 United States California 90032
## 9979 United States California 90032
## 9980 United States California 90032
## 9981 United States Louisiana 70506
## 9982 United States Ohio 45014
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## 9984 United States Michigan 49505
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## 9987 United States California 90008
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## 9990 United States Florida 33180
## 9991 United States California 92627
## 9992 United States California 92627
## 9993 United States California 92627
## 9994 United States California 92683Observation:
The dataset here contains information on both superstores as well as customer(like name). If the documentation did not suggest the geographical columns present here belong to the superstore location,we could have confused it for the customer location(if a customer ordered online and this is his/her location).
The values are categorical here( not encoded). The values here are representing to a particular location, and if they were not encoded in this form and some form encoding was used for them like (Label encoding), it would have been difficult to understand which number is connected to which location.
At least one element or your data that is unclear even after reading the documentation. You may need to do some digging, but is there anything about the data that your documentation does not explain?
unique(df["Segment"])## Segment
## 1 Consumer
## 3 Corporate
## 15 Home OfficeThe documentation suggests what a segment here means. But not the individual meanings of different segments. We need to understand how a home office is different from corporate ? are there offices in corporate as well? Because if we want to work on profit, sales and discount we would have to know how a particule customer is being segmented. And that’s unclear from the documentation that we corrently have.
Build a visualization which uses a column of data that is affected by the issue you brought up in bullet #2, above. In this visualization, find a way to highlight the issue, and explain what is unclear and why it might be unclear. You can use color or an annotation, but also make sure to explain your thoughts using Markdown. Do you notice any significant risks? If so, what could you do to reduce negative consequences?
# Barplot Segment column
ggplot(data = df, aes(x = Segment)) +
geom_bar() +
labs(x = "Segment", y = "Count") +
ggtitle("Bar Plot of Segment")
# Segment Vs Sales column
ggplot(df, aes(x = Segment, y = Sales)) +
geom_boxplot() +
labs(x = "Segment", y = "Sales") +
ggtitle("Box Plot of Segment vs. Sales")
Now we don’t know what all comes under home office and what all comes under corporate. Ideally an office should also come under corporate. A more clear documentation would have suggested that and we could have easily commented on how sales would be impacted.