├── EDA Part 2.ipynb ├── EDA Part 3.ipynb ├── EDA Part 4.ipynb ├── EDA Part1.ipynb ├── README.md └── datasets_1291_2355_Automobile_data.csv /EDA Part1.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "

Exploratory Data Analysis - part 1

" 8 | ] 9 | }, 10 | { 11 | "cell_type": "markdown", 12 | "metadata": {}, 13 | "source": [ 14 | "Any data science or machine learning project involves Data.\n", 15 | "\n", 16 | "We cannot directly jump into machine learning. \n", 17 | "\n", 18 | "First we need to get good understanding of the data and get it ready.\n", 19 | "\n", 20 | "EDA is an approach to analyze the data \n", 21 | "\n", 22 | "1. For better understanding of the data set and getting familiar with the data invovled in the project\n", 23 | "\n", 24 | "2. Understand the relationships between different variables of the data set\n", 25 | "\n", 26 | "3. Extract important variables for the project\n", 27 | "\n" 28 | ] 29 | }, 30 | { 31 | "cell_type": "markdown", 32 | "metadata": {}, 33 | "source": [ 34 | "

I) We need to know the following

\n", 35 | "\n", 36 | "1. The types of attributes or fields that make up the data\n", 37 | "2. What kind of values does each attribute have\n", 38 | "3. Which attributes are discrete, and which are continuous-valued\n", 39 | "\n", 40 | "These knowledge will help in data preprocessing" 41 | ] 42 | }, 43 | { 44 | "cell_type": "markdown", 45 | "metadata": {}, 46 | "source": [ 47 | "

II) We need some basic statistical descriptions to know about

\n", 48 | "\n", 49 | "1. How are the values distributed\n", 50 | "2. Are there ways we can visualize the data to get a better sense\n", 51 | "3. Can we spot any outliers\n", 52 | "4. Can we measure the similarity of some data objects with respect to others\n", 53 | "\n", 54 | "Gining such insight into the data will help with the subsequent data analysis.\n", 55 | "\n", 56 | "Data analysis plays an important role by helping us to discover useful information from the data, answer questions\n" 57 | ] 58 | }, 59 | { 60 | "cell_type": "markdown", 61 | "metadata": {}, 62 | "source": [ 63 | "

1. Import Data

" 64 | ] 65 | }, 66 | { 67 | "cell_type": "markdown", 68 | "metadata": {}, 69 | "source": [ 70 | "

Import libraries

" 71 | ] 72 | }, 73 | { 74 | "cell_type": "markdown", 75 | "metadata": {}, 76 | "source": [ 77 | "
What are Libraries??
\n", 78 | "\n", 79 | "Libraries are pre-written code. \n", 80 | "\n", 81 | "we need to import a library to use it in our project. \n", 82 | "\n", 83 | "Once imported we can have access to large number of pre built classes and functions of that particular library.\n", 84 | "\n", 85 | "We can use 'as' statement to shorten the name of the library for further use\n" 86 | ] 87 | }, 88 | { 89 | "cell_type": "code", 90 | "execution_count": 1, 91 | "metadata": {}, 92 | "outputs": [], 93 | "source": [ 94 | "import pandas as pd \n" 95 | ] 96 | }, 97 | { 98 | "cell_type": "markdown", 99 | "metadata": {}, 100 | "source": [ 101 | "

Load data and store in dataframe car

\n", 102 | " \n", 103 | " \n", 104 | " This is one of the way Pandas allows us to work with data." 105 | ] 106 | }, 107 | { 108 | "cell_type": "code", 109 | "execution_count": 2, 110 | "metadata": {}, 111 | "outputs": [ 112 | { 113 | "data": { 114 | "text/html": [ 115 | "
\n", 116 | "\n", 129 | "\n", 130 | " \n", 131 | " \n", 132 | " \n", 133 | " \n", 134 | " \n", 135 | " \n", 136 | " \n", 137 | " \n", 138 | " \n", 139 | " \n", 140 | " \n", 141 | " \n", 142 | " \n", 143 | " \n", 144 | " \n", 145 | " \n", 146 | " \n", 147 | " \n", 148 | " \n", 149 | " \n", 150 | " \n", 151 | " \n", 152 | " \n", 153 | " \n", 154 | " \n", 155 | " \n", 156 | " \n", 157 | " \n", 158 | " \n", 159 | " \n", 160 | " \n", 161 | " \n", 162 | " \n", 163 | " \n", 164 | " \n", 165 | " \n", 166 | " \n", 167 | " \n", 168 | " \n", 169 | " \n", 170 | " \n", 171 | " \n", 172 | " \n", 173 | " \n", 174 | " \n", 175 | " \n", 176 | " \n", 177 | " \n", 178 | " \n", 179 | " \n", 180 | " \n", 181 | " \n", 182 | " \n", 183 | " \n", 184 | " \n", 185 | " \n", 186 | " \n", 187 | " \n", 188 | " \n", 189 | " \n", 190 | " \n", 191 | " \n", 192 | " \n", 193 | " \n", 194 | " \n", 195 | " \n", 196 | " \n", 197 | " \n", 198 | " \n", 199 | " \n", 200 | " \n", 201 | " \n", 202 | " \n", 203 | " \n", 204 | " \n", 205 | " \n", 206 | " \n", 207 | " \n", 208 | " \n", 209 | " \n", 210 | " \n", 211 | " \n", 212 | " \n", 213 | " \n", 214 | " \n", 215 | " \n", 216 | " \n", 217 | " \n", 218 | " \n", 219 | " \n", 220 | " \n", 221 | " \n", 222 | " \n", 223 | " \n", 224 | " \n", 225 | " \n", 226 | " \n", 227 | " \n", 228 | " \n", 229 | " \n", 230 | " \n", 231 | " \n", 232 | " \n", 233 | " \n", 234 | " \n", 235 | " \n", 236 | " \n", 237 | " \n", 238 | " \n", 239 | " \n", 240 | " \n", 241 | " \n", 242 | " \n", 243 | " \n", 244 | " \n", 245 | " \n", 246 | " \n", 247 | " \n", 248 | " \n", 249 | " \n", 250 | " \n", 251 | " \n", 252 | " \n", 253 | " \n", 254 | " \n", 255 | " \n", 256 | " \n", 257 | " \n", 258 | " \n", 259 | " \n", 260 | " \n", 261 | " \n", 262 | " \n", 263 | " \n", 264 | " \n", 265 | " \n", 266 | " \n", 267 | " \n", 268 | " \n", 269 | " \n", 270 | " \n", 271 | " \n", 272 | " \n", 273 | " \n", 274 | " \n", 275 | " \n", 276 | " \n", 277 | " \n", 278 | "
symbolingnormalized-lossesmakefuel-typeaspirationnum-of-doorsbody-styledrive-wheelsengine-locationwheel-base...engine-sizefuel-systemborestrokecompression-ratiohorsepowerpeak-rpmcity-mpghighway-mpgprice
03?alfa-romerogasstdtwoconvertiblerwdfront88.6...130mpfi3.472.689.01115000212713495
13?alfa-romerogasstdtwoconvertiblerwdfront88.6...130mpfi3.472.689.01115000212716500
21?alfa-romerogasstdtwohatchbackrwdfront94.5...152mpfi2.683.479.01545000192616500
32164audigasstdfoursedanfwdfront99.8...109mpfi3.193.410.01025500243013950
42164audigasstdfoursedan4wdfront99.4...136mpfi3.193.48.01155500182217450
\n", 279 | "

5 rows × 26 columns

\n", 280 | "
" 281 | ], 282 | "text/plain": [ 283 | " symboling normalized-losses make fuel-type aspiration num-of-doors \\\n", 284 | "0 3 ? alfa-romero gas std two \n", 285 | "1 3 ? alfa-romero gas std two \n", 286 | "2 1 ? alfa-romero gas std two \n", 287 | "3 2 164 audi gas std four \n", 288 | "4 2 164 audi gas std four \n", 289 | "\n", 290 | " body-style drive-wheels engine-location wheel-base ... engine-size \\\n", 291 | "0 convertible rwd front 88.6 ... 130 \n", 292 | "1 convertible rwd front 88.6 ... 130 \n", 293 | "2 hatchback rwd front 94.5 ... 152 \n", 294 | "3 sedan fwd front 99.8 ... 109 \n", 295 | "4 sedan 4wd front 99.4 ... 136 \n", 296 | "\n", 297 | " fuel-system bore stroke compression-ratio horsepower peak-rpm city-mpg \\\n", 298 | "0 mpfi 3.47 2.68 9.0 111 5000 21 \n", 299 | "1 mpfi 3.47 2.68 9.0 111 5000 21 \n", 300 | "2 mpfi 2.68 3.47 9.0 154 5000 19 \n", 301 | "3 mpfi 3.19 3.4 10.0 102 5500 24 \n", 302 | "4 mpfi 3.19 3.4 8.0 115 5500 18 \n", 303 | "\n", 304 | " highway-mpg price \n", 305 | "0 27 13495 \n", 306 | "1 27 16500 \n", 307 | "2 26 16500 \n", 308 | "3 30 13950 \n", 309 | "4 22 17450 \n", 310 | "\n", 311 | "[5 rows x 26 columns]" 312 | ] 313 | }, 314 | "execution_count": 2, 315 | "metadata": {}, 316 | "output_type": "execute_result" 317 | } 318 | ], 319 | "source": [ 320 | "path ='datasets_1291_2355_Automobile_data.csv'\n", 321 | "car = pd.read_csv(path)\n", 322 | "car.head()\n" 323 | ] 324 | }, 325 | { 326 | "cell_type": "code", 327 | "execution_count": 3, 328 | "metadata": {}, 329 | "outputs": [ 330 | { 331 | "data": { 332 | "text/html": [ 333 | "
\n", 334 | "\n", 347 | "\n", 348 | " \n", 349 | " \n", 350 | " \n", 351 | " \n", 352 | " \n", 353 | " \n", 354 | " \n", 355 | " \n", 356 | " \n", 357 | " \n", 358 | " \n", 359 | " \n", 360 | " \n", 361 | " \n", 362 | " \n", 363 | " \n", 364 | " \n", 365 | " \n", 366 | " \n", 367 | " \n", 368 | " \n", 369 | " \n", 370 | " \n", 371 | " \n", 372 | " \n", 373 | " \n", 374 | " \n", 375 | " \n", 376 | " \n", 377 | " \n", 378 | " \n", 379 | " \n", 380 | " \n", 381 | " \n", 382 | " \n", 383 | " \n", 384 | " \n", 385 | " \n", 386 | " \n", 387 | " \n", 388 | " \n", 389 | " \n", 390 | " \n", 391 | " \n", 392 | " \n", 393 | " \n", 394 | " \n", 395 | " \n", 396 | " \n", 397 | " \n", 398 | " \n", 399 | " \n", 400 | " \n", 401 | " \n", 402 | " \n", 403 | " \n", 404 | " \n", 405 | " \n", 406 | " \n", 407 | " \n", 408 | " \n", 409 | " \n", 410 | " \n", 411 | " \n", 412 | " \n", 413 | " \n", 414 | " \n", 415 | " \n", 416 | " \n", 417 | " \n", 418 | " \n", 419 | " \n", 420 | " \n", 421 | " \n", 422 | " \n", 423 | " \n", 424 | " \n", 425 | " \n", 426 | " \n", 427 | " \n", 428 | " \n", 429 | " \n", 430 | " \n", 431 | " \n", 432 | " \n", 433 | " \n", 434 | " \n", 435 | " \n", 436 | " \n", 437 | " \n", 438 | " \n", 439 | " \n", 440 | " \n", 441 | " \n", 442 | " \n", 443 | " \n", 444 | " \n", 445 | " \n", 446 | " \n", 447 | " \n", 448 | " \n", 449 | " \n", 450 | " \n", 451 | " \n", 452 | " \n", 453 | " \n", 454 | " \n", 455 | " \n", 456 | " \n", 457 | " \n", 458 | " \n", 459 | " \n", 460 | " \n", 461 | " \n", 462 | " \n", 463 | " \n", 464 | " \n", 465 | " \n", 466 | " \n", 467 | " \n", 468 | " \n", 469 | " \n", 470 | " \n", 471 | " \n", 472 | " \n", 473 | " \n", 474 | " \n", 475 | " \n", 476 | " \n", 477 | " \n", 478 | " \n", 479 | " \n", 480 | " \n", 481 | " \n", 482 | " \n", 483 | " \n", 484 | " \n", 485 | " \n", 486 | " \n", 487 | " \n", 488 | " \n", 489 | " \n", 490 | " \n", 491 | " \n", 492 | " \n", 493 | " \n", 494 | " \n", 495 | " \n", 496 | "
symbolingnormalized-lossesmakefuel-typeaspirationnum-of-doorsbody-styledrive-wheelsengine-locationwheel-base...engine-sizefuel-systemborestrokecompression-ratiohorsepowerpeak-rpmcity-mpghighway-mpgprice
200-195volvogasstdfoursedanrwdfront109.1...141mpfi3.783.159.51145400232816845
201-195volvogasturbofoursedanrwdfront109.1...141mpfi3.783.158.71605300192519045
202-195volvogasstdfoursedanrwdfront109.1...173mpfi3.582.878.81345500182321485
203-195volvodieselturbofoursedanrwdfront109.1...145idi3.013.423.01064800262722470
204-195volvogasturbofoursedanrwdfront109.1...141mpfi3.783.159.51145400192522625
\n", 497 | "

5 rows × 26 columns

\n", 498 | "
" 499 | ], 500 | "text/plain": [ 501 | " symboling normalized-losses make fuel-type aspiration num-of-doors \\\n", 502 | "200 -1 95 volvo gas std four \n", 503 | "201 -1 95 volvo gas turbo four \n", 504 | "202 -1 95 volvo gas std four \n", 505 | "203 -1 95 volvo diesel turbo four \n", 506 | "204 -1 95 volvo gas turbo four \n", 507 | "\n", 508 | " body-style drive-wheels engine-location wheel-base ... engine-size \\\n", 509 | "200 sedan rwd front 109.1 ... 141 \n", 510 | "201 sedan rwd front 109.1 ... 141 \n", 511 | "202 sedan rwd front 109.1 ... 173 \n", 512 | "203 sedan rwd front 109.1 ... 145 \n", 513 | "204 sedan rwd front 109.1 ... 141 \n", 514 | "\n", 515 | " fuel-system bore stroke compression-ratio horsepower peak-rpm \\\n", 516 | "200 mpfi 3.78 3.15 9.5 114 5400 \n", 517 | "201 mpfi 3.78 3.15 8.7 160 5300 \n", 518 | "202 mpfi 3.58 2.87 8.8 134 5500 \n", 519 | "203 idi 3.01 3.4 23.0 106 4800 \n", 520 | "204 mpfi 3.78 3.15 9.5 114 5400 \n", 521 | "\n", 522 | " city-mpg highway-mpg price \n", 523 | "200 23 28 16845 \n", 524 | "201 19 25 19045 \n", 525 | "202 18 23 21485 \n", 526 | "203 26 27 22470 \n", 527 | "204 19 25 22625 \n", 528 | "\n", 529 | "[5 rows x 26 columns]" 530 | ] 531 | }, 532 | "execution_count": 3, 533 | "metadata": {}, 534 | "output_type": "execute_result" 535 | } 536 | ], 537 | "source": [ 538 | "car.tail()\n" 539 | ] 540 | }, 541 | { 542 | "cell_type": "code", 543 | "execution_count": 4, 544 | "metadata": {}, 545 | "outputs": [ 546 | { 547 | "data": { 548 | "text/html": [ 549 | "
\n", 550 | "\n", 563 | "\n", 564 | " \n", 565 | " \n", 566 | " \n", 567 | " \n", 568 | " \n", 569 | " \n", 570 | " \n", 571 | " \n", 572 | " \n", 573 | " \n", 574 | " \n", 575 | " \n", 576 | " \n", 577 | " \n", 578 | " \n", 579 | " \n", 580 | " \n", 581 | " \n", 582 | " \n", 583 | " \n", 584 | " \n", 585 | " \n", 586 | " \n", 587 | " \n", 588 | " \n", 589 | " \n", 590 | " \n", 591 | " \n", 592 | " \n", 593 | " \n", 594 | " \n", 595 | " \n", 596 | " \n", 597 | " \n", 598 | " \n", 599 | " \n", 600 | " \n", 601 | " \n", 602 | " \n", 603 | " \n", 604 | " \n", 605 | " \n", 606 | " \n", 607 | " \n", 608 | " \n", 609 | " \n", 610 | " \n", 611 | " \n", 612 | " \n", 613 | " \n", 614 | " \n", 615 | " \n", 616 | " \n", 617 | " \n", 618 | " \n", 619 | " \n", 620 | " \n", 621 | " \n", 622 | " \n", 623 | " \n", 624 | " \n", 625 | " \n", 626 | " \n", 627 | " \n", 628 | " \n", 629 | " \n", 630 | " \n", 631 | " \n", 632 | " \n", 633 | " \n", 634 | " \n", 635 | " \n", 636 | " \n", 637 | " \n", 638 | " \n", 639 | " \n", 640 | " \n", 641 | " \n", 642 | " \n", 643 | " \n", 644 | " \n", 645 | " \n", 646 | " \n", 647 | " \n", 648 | " \n", 649 | " \n", 650 | " \n", 651 | " \n", 652 | " \n", 653 | " \n", 654 | " \n", 655 | " \n", 656 | " \n", 657 | " \n", 658 | " \n", 659 | " \n", 660 | " \n", 661 | " \n", 662 | " \n", 663 | " \n", 664 | " \n", 665 | " \n", 666 | " \n", 667 | " \n", 668 | " \n", 669 | " \n", 670 | " \n", 671 | " \n", 672 | " \n", 673 | " \n", 674 | " \n", 675 | " \n", 676 | " \n", 677 | " \n", 678 | " \n", 679 | " \n", 680 | " \n", 681 | " \n", 682 | " \n", 683 | " \n", 684 | " \n", 685 | " \n", 686 | " \n", 687 | " \n", 688 | " \n", 689 | " \n", 690 | " \n", 691 | " \n", 692 | " \n", 693 | " \n", 694 | " \n", 695 | " \n", 696 | " \n", 697 | " \n", 698 | " \n", 699 | " \n", 700 | " \n", 701 | " \n", 702 | " \n", 703 | " \n", 704 | " \n", 705 | " \n", 706 | " \n", 707 | " \n", 708 | " \n", 709 | " \n", 710 | " \n", 711 | " \n", 712 | " \n", 713 | " \n", 714 | " \n", 715 | " \n", 716 | " \n", 717 | " \n", 718 | " \n", 719 | " \n", 720 | " \n", 721 | " \n", 722 | " \n", 723 | " \n", 724 | " \n", 725 | " \n", 726 | " \n", 727 | " \n", 728 | " \n", 729 | " \n", 730 | " \n", 731 | " \n", 732 | " \n", 733 | " \n", 734 | " \n", 735 | " \n", 736 | " \n", 737 | " \n", 738 | " \n", 739 | " \n", 740 | " \n", 741 | " \n", 742 | " \n", 743 | " \n", 744 | " \n", 745 | " \n", 746 | " \n", 747 | " \n", 748 | " \n", 749 | " \n", 750 | " \n", 751 | " \n", 752 | " \n", 753 | " \n", 754 | " \n", 755 | " \n", 756 | " \n", 757 | " \n", 758 | " \n", 759 | " \n", 760 | " \n", 761 | " \n", 762 | " \n", 763 | " \n", 764 | " \n", 765 | " \n", 766 | " \n", 767 | " \n", 768 | " \n", 769 | " \n", 770 | " \n", 771 | " \n", 772 | " \n", 773 | " \n", 774 | " \n", 775 | " \n", 776 | " \n", 777 | " \n", 778 | " \n", 779 | " \n", 780 | " \n", 781 | " \n", 782 | " \n", 783 | " \n", 784 | " \n", 785 | " \n", 786 | " \n", 787 | " \n", 788 | " \n", 789 | " \n", 790 | " \n", 791 | " \n", 792 | " \n", 793 | " \n", 794 | " \n", 795 | " \n", 796 | " \n", 797 | " \n", 798 | " \n", 799 | " \n", 800 | " \n", 801 | " \n", 802 | " \n", 803 | " \n", 804 | " \n", 805 | " \n", 806 | " \n", 807 | " \n", 808 | " \n", 809 | " \n", 810 | " \n", 811 | " \n", 812 | " \n", 813 | " \n", 814 | " \n", 815 | " \n", 816 | " \n", 817 | " \n", 818 | " \n", 819 | " \n", 820 | " \n", 821 | " \n", 822 | " \n", 823 | " \n", 824 | " \n", 825 | " \n", 826 | " \n", 827 | " \n", 828 | " \n", 829 | " \n", 830 | " \n", 831 | " \n", 832 | " \n", 833 | " \n", 834 | " \n", 835 | " \n", 836 | " \n", 837 | " \n", 838 | " \n", 839 | " \n", 840 | " \n", 841 | " \n", 842 | " \n", 843 | " \n", 844 | " \n", 845 | " \n", 846 | " \n", 847 | " \n", 848 | " \n", 849 | " \n", 850 | " \n", 851 | " \n", 852 | " \n", 853 | " \n", 854 | " \n", 855 | " \n", 856 | " \n", 857 | " \n", 858 | " \n", 859 | " \n", 860 | " \n", 861 | " \n", 862 | " \n", 863 | " \n", 864 | " \n", 865 | " \n", 866 | " \n", 867 | " \n", 868 | " \n", 869 | " \n", 870 | " \n", 871 | " \n", 872 | " \n", 873 | " \n", 874 | " \n", 875 | " \n", 876 | " \n", 877 | " \n", 878 | " \n", 879 | " \n", 880 | " \n", 881 | " \n", 882 | " \n", 883 | " \n", 884 | " \n", 885 | " \n", 886 | " \n", 887 | " \n", 888 | " \n", 889 | " \n", 890 | " \n", 891 | " \n", 892 | " \n", 893 | " \n", 894 | " \n", 895 | " \n", 896 | " \n", 897 | " \n", 898 | " \n", 899 | " \n", 900 | " \n", 901 | " \n", 902 | " \n", 903 | " \n", 904 | " \n", 905 | " \n", 906 | " \n", 907 | " \n", 908 | " \n", 909 | " \n", 910 | " \n", 911 | " \n", 912 | " \n", 913 | " \n", 914 | " \n", 915 | " \n", 916 | " \n", 917 | " \n", 918 | " \n", 919 | " \n", 920 | " \n", 921 | " \n", 922 | " \n", 923 | " \n", 924 | " \n", 925 | " \n", 926 | " \n", 927 | " \n", 928 | " \n", 929 | " \n", 930 | " \n", 931 | " \n", 932 | " \n", 933 | " \n", 934 | " \n", 935 | " \n", 936 | " \n", 937 | " \n", 938 | " \n", 939 | " \n", 940 | " \n", 941 | " \n", 942 | " \n", 943 | " \n", 944 | " \n", 945 | " \n", 946 | " \n", 947 | " \n", 948 | " \n", 949 | " \n", 950 | " \n", 951 | " \n", 952 | " \n", 953 | " \n", 954 | " \n", 955 | " \n", 956 | " \n", 957 | " \n", 958 | " \n", 959 | " \n", 960 | " \n", 961 | " \n", 962 | " \n", 963 | " \n", 964 | " \n", 965 | " \n", 966 | " \n", 967 | " \n", 968 | " \n", 969 | " \n", 970 | " \n", 971 | " \n", 972 | " \n", 973 | " \n", 974 | " \n", 975 | " \n", 976 | " \n", 977 | " \n", 978 | " \n", 979 | " \n", 980 | " \n", 981 | " \n", 982 | " \n", 983 | " \n", 984 | " \n", 985 | " \n", 986 | " \n", 987 | " \n", 988 | " \n", 989 | " \n", 990 | " \n", 991 | " \n", 992 | " \n", 993 | " \n", 994 | " \n", 995 | " \n", 996 | " \n", 997 | " \n", 998 | " \n", 999 | " \n", 1000 | " \n", 1001 | " \n", 1002 | " \n", 1003 | " \n", 1004 | " \n", 1005 | " \n", 1006 | " \n", 1007 | " \n", 1008 | " \n", 1009 | " \n", 1010 | " \n", 1011 | " \n", 1012 | " \n", 1013 | " \n", 1014 | " \n", 1015 | " \n", 1016 | " \n", 1017 | " \n", 1018 | " \n", 1019 | " \n", 1020 | " \n", 1021 | " \n", 1022 | " \n", 1023 | " \n", 1024 | " \n", 1025 | " \n", 1026 | " \n", 1027 | " \n", 1028 | " \n", 1029 | " \n", 1030 | " \n", 1031 | " \n", 1032 | " \n", 1033 | " \n", 1034 | " \n", 1035 | " \n", 1036 | " \n", 1037 | " \n", 1038 | " \n", 1039 | " \n", 1040 | " \n", 1041 | " \n", 1042 | " \n", 1043 | " \n", 1044 | " \n", 1045 | " \n", 1046 | " \n", 1047 | " \n", 1048 | " \n", 1049 | " \n", 1050 | " \n", 1051 | " \n", 1052 | " \n", 1053 | " \n", 1054 | " \n", 1055 | " \n", 1056 | " \n", 1057 | " \n", 1058 | " \n", 1059 | " \n", 1060 | " \n", 1061 | " \n", 1062 | " \n", 1063 | " \n", 1064 | " \n", 1065 | " \n", 1066 | " \n", 1067 | " \n", 1068 | " \n", 1069 | " \n", 1070 | " \n", 1071 | " \n", 1072 | " \n", 1073 | " \n", 1074 | " \n", 1075 | " \n", 1076 | " \n", 1077 | " \n", 1078 | " \n", 1079 | " \n", 1080 | " \n", 1081 | " \n", 1082 | " \n", 1083 | " \n", 1084 | " \n", 1085 | " \n", 1086 | " \n", 1087 | " \n", 1088 | " \n", 1089 | " \n", 1090 | " \n", 1091 | " \n", 1092 | " \n", 1093 | " \n", 1094 | " \n", 1095 | " \n", 1096 | " \n", 1097 | " \n", 1098 | " \n", 1099 | " \n", 1100 | " \n", 1101 | " \n", 1102 | " \n", 1103 | " \n", 1104 | " \n", 1105 | " \n", 1106 | " \n", 1107 | " \n", 1108 | " \n", 1109 | " \n", 1110 | " \n", 1111 | " \n", 1112 | " \n", 1113 | " \n", 1114 | " \n", 1115 | " \n", 1116 | " \n", 1117 | " \n", 1118 | " \n", 1119 | " \n", 1120 | " \n", 1121 | " \n", 1122 | " \n", 1123 | " \n", 1124 | " \n", 1125 | " \n", 1126 | " \n", 1127 | " \n", 1128 | " \n", 1129 | " \n", 1130 | " \n", 1131 | " \n", 1132 | " \n", 1133 | " \n", 1134 | " \n", 1135 | " \n", 1136 | " \n", 1137 | " \n", 1138 | " \n", 1139 | " \n", 1140 | " \n", 1141 | " \n", 1142 | " \n", 1143 | " \n", 1144 | " \n", 1145 | " \n", 1146 | " \n", 1147 | " \n", 1148 | " \n", 1149 | " \n", 1150 | " \n", 1151 | " \n", 1152 | " \n", 1153 | " \n", 1154 | " \n", 1155 | " \n", 1156 | " \n", 1157 | " \n", 1158 | " \n", 1159 | " \n", 1160 | " \n", 1161 | " \n", 1162 | " \n", 1163 | " \n", 1164 | " \n", 1165 | " \n", 1166 | " \n", 1167 | " \n", 1168 | " \n", 1169 | " \n", 1170 | " \n", 1171 | " \n", 1172 | " \n", 1173 | " \n", 1174 | " \n", 1175 | " \n", 1176 | " \n", 1177 | " \n", 1178 | " \n", 1179 | " \n", 1180 | " \n", 1181 | " \n", 1182 | " \n", 1183 | " \n", 1184 | " \n", 1185 | " \n", 1186 | " \n", 1187 | " \n", 1188 | " \n", 1189 | " \n", 1190 | " \n", 1191 | " \n", 1192 | " \n", 1193 | " \n", 1194 | " \n", 1195 | " \n", 1196 | " \n", 1197 | " \n", 1198 | " \n", 1199 | " \n", 1200 | " \n", 1201 | " \n", 1202 | " \n", 1203 | " \n", 1204 | " \n", 1205 | " \n", 1206 | " \n", 1207 | " \n", 1208 | " \n", 1209 | " \n", 1210 | " \n", 1211 | " \n", 1212 | " \n", 1213 | " \n", 1214 | " \n", 1215 | " \n", 1216 | " \n", 1217 | " \n", 1218 | " \n", 1219 | " \n", 1220 | " \n", 1221 | " \n", 1222 | " \n", 1223 | " \n", 1224 | " \n", 1225 | " \n", 1226 | " \n", 1227 | " \n", 1228 | " \n", 1229 | " \n", 1230 | " \n", 1231 | " \n", 1232 | " \n", 1233 | " \n", 1234 | " \n", 1235 | " \n", 1236 | " \n", 1237 | " \n", 1238 | " \n", 1239 | " \n", 1240 | " \n", 1241 | " \n", 1242 | " \n", 1243 | " \n", 1244 | " \n", 1245 | " \n", 1246 | " \n", 1247 | " \n", 1248 | " \n", 1249 | " \n", 1250 | " \n", 1251 | " \n", 1252 | " \n", 1253 | " \n", 1254 | " \n", 1255 | " \n", 1256 | " \n", 1257 | " \n", 1258 | " \n", 1259 | " \n", 1260 | " \n", 1261 | " \n", 1262 | " \n", 1263 | " \n", 1264 | " \n", 1265 | " \n", 1266 | " \n", 1267 | " \n", 1268 | " \n", 1269 | " \n", 1270 | " \n", 1271 | " \n", 1272 | " \n", 1273 | " \n", 1274 | " \n", 1275 | " \n", 1276 | " \n", 1277 | " \n", 1278 | " \n", 1279 | " \n", 1280 | " \n", 1281 | " \n", 1282 | " \n", 1283 | " \n", 1284 | " \n", 1285 | " \n", 1286 | " \n", 1287 | " \n", 1288 | " \n", 1289 | " \n", 1290 | " \n", 1291 | " \n", 1292 | " \n", 1293 | " \n", 1294 | " \n", 1295 | " \n", 1296 | " \n", 1297 | " \n", 1298 | " \n", 1299 | " \n", 1300 | " \n", 1301 | " \n", 1302 | " \n", 1303 | " \n", 1304 | " \n", 1305 | " \n", 1306 | " \n", 1307 | " \n", 1308 | " \n", 1309 | " \n", 1310 | " \n", 1311 | " \n", 1312 | " \n", 1313 | " \n", 1314 | " \n", 1315 | " \n", 1316 | " \n", 1317 | " \n", 1318 | " \n", 1319 | " \n", 1320 | " \n", 1321 | " \n", 1322 | " \n", 1323 | " \n", 1324 | " \n", 1325 | " \n", 1326 | " \n", 1327 | " \n", 1328 | " \n", 1329 | " \n", 1330 | " \n", 1331 | " \n", 1332 | " \n", 1333 | " \n", 1334 | " \n", 1335 | " \n", 1336 | " \n", 1337 | " \n", 1338 | " \n", 1339 | " \n", 1340 | " \n", 1341 | " \n", 1342 | " \n", 1343 | " \n", 1344 | " \n", 1345 | " \n", 1346 | " \n", 1347 | " \n", 1348 | " \n", 1349 | " \n", 1350 | " \n", 1351 | " \n", 1352 | " \n", 1353 | " \n", 1354 | " \n", 1355 | " \n", 1356 | " \n", 1357 | " \n", 1358 | " \n", 1359 | " \n", 1360 | " \n", 1361 | " \n", 1362 | " \n", 1363 | " \n", 1364 | " \n", 1365 | " \n", 1366 | " \n", 1367 | " \n", 1368 | " \n", 1369 | " \n", 1370 | " \n", 1371 | " \n", 1372 | " \n", 1373 | " \n", 1374 | " \n", 1375 | " \n", 1376 | " \n", 1377 | " \n", 1378 | " \n", 1379 | " \n", 1380 | " \n", 1381 | " \n", 1382 | " \n", 1383 | " \n", 1384 | " \n", 1385 | " \n", 1386 | " \n", 1387 | " \n", 1388 | " \n", 1389 | " \n", 1390 | " \n", 1391 | " \n", 1392 | " \n", 1393 | " \n", 1394 | " \n", 1395 | " \n", 1396 | " \n", 1397 | " \n", 1398 | " \n", 1399 | " \n", 1400 | " \n", 1401 | " \n", 1402 | " \n", 1403 | " \n", 1404 | " \n", 1405 | " \n", 1406 | " \n", 1407 | " \n", 1408 | " \n", 1409 | " \n", 1410 | " \n", 1411 | " \n", 1412 | " \n", 1413 | " \n", 1414 | " \n", 1415 | " \n", 1416 | " \n", 1417 | " \n", 1418 | " \n", 1419 | " \n", 1420 | " \n", 1421 | " \n", 1422 | " \n", 1423 | " \n", 1424 | " \n", 1425 | " \n", 1426 | " \n", 1427 | " \n", 1428 | " \n", 1429 | " \n", 1430 | " \n", 1431 | " \n", 1432 | " \n", 1433 | " \n", 1434 | " \n", 1435 | " \n", 1436 | " \n", 1437 | " \n", 1438 | " \n", 1439 | " \n", 1440 | " \n", 1441 | " \n", 1442 | " \n", 1443 | " \n", 1444 | " \n", 1445 | " \n", 1446 | " \n", 1447 | " \n", 1448 | " \n", 1449 | " \n", 1450 | " \n", 1451 | " \n", 1452 | " \n", 1453 | " \n", 1454 | " \n", 1455 | " \n", 1456 | " \n", 1457 | " \n", 1458 | " \n", 1459 | " \n", 1460 | " \n", 1461 | " \n", 1462 | " \n", 1463 | " \n", 1464 | " \n", 1465 | " \n", 1466 | " \n", 1467 | " \n", 1468 | " \n", 1469 | " \n", 1470 | " \n", 1471 | " \n", 1472 | " \n", 1473 | " \n", 1474 | " \n", 1475 | " \n", 1476 | " \n", 1477 | " \n", 1478 | " \n", 1479 | " \n", 1480 | " \n", 1481 | " \n", 1482 | " \n", 1483 | " \n", 1484 | " \n", 1485 | " \n", 1486 | " \n", 1487 | " \n", 1488 | " \n", 1489 | " \n", 1490 | " \n", 1491 | " \n", 1492 | " \n", 1493 | " \n", 1494 | " \n", 1495 | " \n", 1496 | " \n", 1497 | " \n", 1498 | " \n", 1499 | " \n", 1500 | " \n", 1501 | " \n", 1502 | " \n", 1503 | " \n", 1504 | " \n", 1505 | " \n", 1506 | " \n", 1507 | " \n", 1508 | " \n", 1509 | " \n", 1510 | " \n", 1511 | " \n", 1512 | " \n", 1513 | " \n", 1514 | " \n", 1515 | " \n", 1516 | " \n", 1517 | " \n", 1518 | " \n", 1519 | " \n", 1520 | " \n", 1521 | " \n", 1522 | " \n", 1523 | " \n", 1524 | " \n", 1525 | " \n", 1526 | " \n", 1527 | " \n", 1528 | " \n", 1529 | " \n", 1530 | " \n", 1531 | " \n", 1532 | " \n", 1533 | " \n", 1534 | " \n", 1535 | " \n", 1536 | " \n", 1537 | " \n", 1538 | " \n", 1539 | " \n", 1540 | " \n", 1541 | " \n", 1542 | " \n", 1543 | " \n", 1544 | " \n", 1545 | " \n", 1546 | " \n", 1547 | " \n", 1548 | " \n", 1549 | " \n", 1550 | " \n", 1551 | " \n", 1552 | " \n", 1553 | " \n", 1554 | " \n", 1555 | " \n", 1556 | " \n", 1557 | " \n", 1558 | " \n", 1559 | " \n", 1560 | " \n", 1561 | " \n", 1562 | " \n", 1563 | " \n", 1564 | " \n", 1565 | " \n", 1566 | " \n", 1567 | " \n", 1568 | " \n", 1569 | " \n", 1570 | " \n", 1571 | " \n", 1572 | " \n", 1573 | " \n", 1574 | " \n", 1575 | " \n", 1576 | " \n", 1577 | " \n", 1578 | " \n", 1579 | " \n", 1580 | " \n", 1581 | " \n", 1582 | " \n", 1583 | " \n", 1584 | " \n", 1585 | " \n", 1586 | " \n", 1587 | " \n", 1588 | " \n", 1589 | " \n", 1590 | " \n", 1591 | " \n", 1592 | " \n", 1593 | " \n", 1594 | " \n", 1595 | " \n", 1596 | " \n", 1597 | " \n", 1598 | " \n", 1599 | " \n", 1600 | " \n", 1601 | " \n", 1602 | " \n", 1603 | " \n", 1604 | " \n", 1605 | " \n", 1606 | " \n", 1607 | " \n", 1608 | " \n", 1609 | " \n", 1610 | " \n", 1611 | " \n", 1612 | " \n", 1613 | " \n", 1614 | " \n", 1615 | " \n", 1616 | " \n", 1617 | " \n", 1618 | " \n", 1619 | " \n", 1620 | " \n", 1621 | " \n", 1622 | " \n", 1623 | " \n", 1624 | " \n", 1625 | " \n", 1626 | " \n", 1627 | " \n", 1628 | " \n", 1629 | " \n", 1630 | " \n", 1631 | " \n", 1632 | " \n", 1633 | " \n", 1634 | " \n", 1635 | " \n", 1636 | " \n", 1637 | " \n", 1638 | " \n", 1639 | " \n", 1640 | " \n", 1641 | " \n", 1642 | " \n", 1643 | " \n", 1644 | " \n", 1645 | " \n", 1646 | " \n", 1647 | " \n", 1648 | " \n", 1649 | " \n", 1650 | " \n", 1651 | " \n", 1652 | " \n", 1653 | " \n", 1654 | " \n", 1655 | " \n", 1656 | " \n", 1657 | " \n", 1658 | " \n", 1659 | " \n", 1660 | " \n", 1661 | " \n", 1662 | " \n", 1663 | " \n", 1664 | " \n", 1665 | " \n", 1666 | " \n", 1667 | " \n", 1668 | " \n", 1669 | " \n", 1670 | " \n", 1671 | " \n", 1672 | " \n", 1673 | " \n", 1674 | " \n", 1675 | " \n", 1676 | " \n", 1677 | " \n", 1678 | " \n", 1679 | " \n", 1680 | " \n", 1681 | " \n", 1682 | " \n", 1683 | " \n", 1684 | " \n", 1685 | " \n", 1686 | " \n", 1687 | " \n", 1688 | " \n", 1689 | " \n", 1690 | " \n", 1691 | " \n", 1692 | " \n", 1693 | " \n", 1694 | " \n", 1695 | " \n", 1696 | " \n", 1697 | " \n", 1698 | " \n", 1699 | " \n", 1700 | " \n", 1701 | " \n", 1702 | " \n", 1703 | " \n", 1704 | " \n", 1705 | " \n", 1706 | " \n", 1707 | " \n", 1708 | " \n", 1709 | " \n", 1710 | " \n", 1711 | " \n", 1712 | " \n", 1713 | " \n", 1714 | " \n", 1715 | " \n", 1716 | " \n", 1717 | " \n", 1718 | " \n", 1719 | " \n", 1720 | " \n", 1721 | " \n", 1722 | " \n", 1723 | " \n", 1724 | " \n", 1725 | " \n", 1726 | " \n", 1727 | " \n", 1728 | " \n", 1729 | " \n", 1730 | " \n", 1731 | " \n", 1732 | " \n", 1733 | " \n", 1734 | " \n", 1735 | " \n", 1736 | " \n", 1737 | " \n", 1738 | " \n", 1739 | " \n", 1740 | " \n", 1741 | " \n", 1742 | " \n", 1743 | " \n", 1744 | " \n", 1745 | " \n", 1746 | " \n", 1747 | " \n", 1748 | " \n", 1749 | " \n", 1750 | " \n", 1751 | " \n", 1752 | " \n", 1753 | " \n", 1754 | " \n", 1755 | " \n", 1756 | " \n", 1757 | " \n", 1758 | " \n", 1759 | " \n", 1760 | " \n", 1761 | " \n", 1762 | " \n", 1763 | " \n", 1764 | " \n", 1765 | " \n", 1766 | " \n", 1767 | " \n", 1768 | " \n", 1769 | " \n", 1770 | " \n", 1771 | " \n", 1772 | " \n", 1773 | " \n", 1774 | " \n", 1775 | " \n", 1776 | " \n", 1777 | " \n", 1778 | " \n", 1779 | " \n", 1780 | " \n", 1781 | " \n", 1782 | " \n", 1783 | " \n", 1784 | " \n", 1785 | " \n", 1786 | " \n", 1787 | " \n", 1788 | " \n", 1789 | " \n", 1790 | " \n", 1791 | " \n", 1792 | " \n", 1793 | " \n", 1794 | " \n", 1795 | " \n", 1796 | " \n", 1797 | " \n", 1798 | " \n", 1799 | " \n", 1800 | " \n", 1801 | " \n", 1802 | " \n", 1803 | " \n", 1804 | " \n", 1805 | " \n", 1806 | " \n", 1807 | " \n", 1808 | " \n", 1809 | " \n", 1810 | " \n", 1811 | " \n", 1812 | " \n", 1813 | " \n", 1814 | " \n", 1815 | " \n", 1816 | " \n", 1817 | " \n", 1818 | " \n", 1819 | " \n", 1820 | " \n", 1821 | " \n", 1822 | " \n", 1823 | " \n", 1824 | " \n", 1825 | " \n", 1826 | " \n", 1827 | " \n", 1828 | " \n", 1829 | " \n", 1830 | " \n", 1831 | " \n", 1832 | " \n", 1833 | " \n", 1834 | " \n", 1835 | " \n", 1836 | " \n", 1837 | " \n", 1838 | " \n", 1839 | " \n", 1840 | " \n", 1841 | " \n", 1842 | " \n", 1843 | " \n", 1844 | " \n", 1845 | " \n", 1846 | " \n", 1847 | " \n", 1848 | " \n", 1849 | " \n", 1850 | " \n", 1851 | " \n", 1852 | " \n", 1853 | " \n", 1854 | " \n", 1855 | " \n", 1856 | " \n", 1857 | " \n", 1858 | " \n", 1859 | " \n", 1860 | " \n", 1861 | " \n", 1862 | " \n", 1863 | " \n", 1864 | " \n", 1865 | " \n", 1866 | " \n", 1867 | " \n", 1868 | " \n", 1869 | " \n", 1870 | " \n", 1871 | " \n", 1872 | " \n", 1873 | " \n", 1874 | " \n", 1875 | " \n", 1876 | " \n", 1877 | " \n", 1878 | " \n", 1879 | " \n", 1880 | " \n", 1881 | " \n", 1882 | " \n", 1883 | " \n", 1884 | " \n", 1885 | " \n", 1886 | " \n", 1887 | " \n", 1888 | " \n", 1889 | " \n", 1890 | " \n", 1891 | " \n", 1892 | " \n", 1893 | " \n", 1894 | " \n", 1895 | " \n", 1896 | " \n", 1897 | " \n", 1898 | " \n", 1899 | " \n", 1900 | " \n", 1901 | " \n", 1902 | " \n", 1903 | " \n", 1904 | " \n", 1905 | " \n", 1906 | " \n", 1907 | " \n", 1908 | " \n", 1909 | " \n", 1910 | " \n", 1911 | " \n", 1912 | " \n", 1913 | " \n", 1914 | " \n", 1915 | " \n", 1916 | " \n", 1917 | " \n", 1918 | " \n", 1919 | " \n", 1920 | " \n", 1921 | " \n", 1922 | " \n", 1923 | " \n", 1924 | " \n", 1925 | " \n", 1926 | " \n", 1927 | " \n", 1928 | " \n", 1929 | " \n", 1930 | " \n", 1931 | " \n", 1932 | " \n", 1933 | " \n", 1934 | " \n", 1935 | " \n", 1936 | " \n", 1937 | " \n", 1938 | " \n", 1939 | " \n", 1940 | " \n", 1941 | " \n", 1942 | " \n", 1943 | " \n", 1944 | " \n", 1945 | " \n", 1946 | " \n", 1947 | " \n", 1948 | " \n", 1949 | " \n", 1950 | " \n", 1951 | " \n", 1952 | " \n", 1953 | " \n", 1954 | " \n", 1955 | " \n", 1956 | " \n", 1957 | " \n", 1958 | " \n", 1959 | " \n", 1960 | " \n", 1961 | " \n", 1962 | " \n", 1963 | " \n", 1964 | " \n", 1965 | " \n", 1966 | " \n", 1967 | " \n", 1968 | " \n", 1969 | " \n", 1970 | " \n", 1971 | " \n", 1972 | " \n", 1973 | " \n", 1974 | " \n", 1975 | " \n", 1976 | " \n", 1977 | " \n", 1978 | " \n", 1979 | " \n", 1980 | " \n", 1981 | " \n", 1982 | " \n", 1983 | " \n", 1984 | " \n", 1985 | " \n", 1986 | " \n", 1987 | " \n", 1988 | " \n", 1989 | " \n", 1990 | " \n", 1991 | " \n", 1992 | " \n", 1993 | " \n", 1994 | " \n", 1995 | " \n", 1996 | " \n", 1997 | " \n", 1998 | " \n", 1999 | " \n", 2000 | " \n", 2001 | " \n", 2002 | " \n", 2003 | " \n", 2004 | " \n", 2005 | " \n", 2006 | " \n", 2007 | " \n", 2008 | " \n", 2009 | " \n", 2010 | " \n", 2011 | " \n", 2012 | " \n", 2013 | " \n", 2014 | " \n", 2015 | " \n", 2016 | " \n", 2017 | " \n", 2018 | " \n", 2019 | " \n", 2020 | " \n", 2021 | " \n", 2022 | " \n", 2023 | " \n", 2024 | " \n", 2025 | " \n", 2026 | " \n", 2027 | " \n", 2028 | " \n", 2029 | " \n", 2030 | " \n", 2031 | " \n", 2032 | "
symbolingnormalized-lossesmakefuel-typeaspirationnum-of-doorsbody-styledrive-wheelsengine-locationwheel-base...engine-sizefuel-systemborestrokecompression-ratiohorsepowerpeak-rpmcity-mpghighway-mpgprice
03?alfa-romerogasstdtwoconvertiblerwdfront88.6...130mpfi3.472.689.001115000212713495
13?alfa-romerogasstdtwoconvertiblerwdfront88.6...130mpfi3.472.689.001115000212716500
21?alfa-romerogasstdtwohatchbackrwdfront94.5...152mpfi2.683.479.001545000192616500
32164audigasstdfoursedanfwdfront99.8...109mpfi3.193.410.001025500243013950
42164audigasstdfoursedan4wdfront99.4...136mpfi3.193.48.001155500182217450
52?audigasstdtwosedanfwdfront99.8...136mpfi3.193.48.501105500192515250
61158audigasstdfoursedanfwdfront105.8...136mpfi3.193.48.501105500192517710
71?audigasstdfourwagonfwdfront105.8...136mpfi3.193.48.501105500192518920
81158audigasturbofoursedanfwdfront105.8...131mpfi3.133.48.301405500172023875
90?audigasturbotwohatchback4wdfront99.5...131mpfi3.133.47.0016055001622?
102192bmwgasstdtwosedanrwdfront101.2...108mpfi3.52.88.801015800232916430
110192bmwgasstdfoursedanrwdfront101.2...108mpfi3.52.88.801015800232916925
120188bmwgasstdtwosedanrwdfront101.2...164mpfi3.313.199.001214250212820970
130188bmwgasstdfoursedanrwdfront101.2...164mpfi3.313.199.001214250212821105
141?bmwgasstdfoursedanrwdfront103.5...164mpfi3.313.199.001214250202524565
150?bmwgasstdfoursedanrwdfront103.5...209mpfi3.623.398.001825400162230760
160?bmwgasstdtwosedanrwdfront103.5...209mpfi3.623.398.001825400162241315
170?bmwgasstdfoursedanrwdfront110.0...209mpfi3.623.398.001825400152036880
182121chevroletgasstdtwohatchbackfwdfront88.4...612bbl2.913.039.5048510047535151
19198chevroletgasstdtwohatchbackfwdfront94.5...902bbl3.033.119.6070540038436295
20081chevroletgasstdfoursedanfwdfront94.5...902bbl3.033.119.6070540038436575
211118dodgegasstdtwohatchbackfwdfront93.7...902bbl2.973.239.4168550037415572
221118dodgegasstdtwohatchbackfwdfront93.7...902bbl2.973.239.4068550031386377
231118dodgegasturbotwohatchbackfwdfront93.7...98mpfi3.033.397.60102550024307957
241148dodgegasstdfourhatchbackfwdfront93.7...902bbl2.973.239.4068550031386229
251148dodgegasstdfoursedanfwdfront93.7...902bbl2.973.239.4068550031386692
261148dodgegasstdfoursedanfwdfront93.7...902bbl2.973.239.4068550031387609
271148dodgegasturbo?sedanfwdfront93.7...98mpfi3.033.397.60102550024308558
28-1110dodgegasstdfourwagonfwdfront103.3...1222bbl3.343.468.5088500024308921
293145dodgegasturbotwohatchbackfwdfront95.9...156mfi3.63.97.001455000192412964
302137hondagasstdtwohatchbackfwdfront86.6...921bbl2.913.419.6058480049546479
312137hondagasstdtwohatchbackfwdfront86.6...921bbl2.913.419.2076600031386855
321101hondagasstdtwohatchbackfwdfront93.7...791bbl2.913.0710.1060550038425399
331101hondagasstdtwohatchbackfwdfront93.7...921bbl2.913.419.2076600030346529
341101hondagasstdtwohatchbackfwdfront93.7...921bbl2.913.419.2076600030347129
350110hondagasstdfoursedanfwdfront96.5...921bbl2.913.419.2076600030347295
36078hondagasstdfourwagonfwdfront96.5...921bbl2.923.419.2076600030347295
370106hondagasstdtwohatchbackfwdfront96.5...1101bbl3.153.589.0086580027337895
380106hondagasstdtwohatchbackfwdfront96.5...1101bbl3.153.589.0086580027339095
39085hondagasstdfoursedanfwdfront96.5...1101bbl3.153.589.0086580027338845
40085hondagasstdfoursedanfwdfront96.5...1101bbl3.153.589.00865800273310295
41085hondagasstdfoursedanfwdfront96.5...110mpfi3.153.589.001015800242812945
421107hondagasstdtwosedanfwdfront96.5...1102bbl3.153.589.101005500253110345
430?isuzugasstdfoursedanrwdfront94.3...1112bbl3.313.238.5078480024296785
441?isuzugasstdtwosedanfwdfront94.5...902bbl3.033.119.607054003843?
450?isuzugasstdfoursedanfwdfront94.5...902bbl3.033.119.607054003843?
462?isuzugasstdtwohatchbackrwdfront96.0...119spfi3.433.239.20905000242911048
470145jaguargasstdfoursedanrwdfront113.0...258mpfi3.634.178.101764750151932250
480?jaguargasstdfoursedanrwdfront113.0...258mpfi3.634.178.101764750151935550
490?jaguargasstdtwosedanrwdfront102.0...326mpfi3.542.7611.502625000131736000
501104mazdagasstdtwohatchbackfwdfront93.1...912bbl3.033.159.0068500030315195
511104mazdagasstdtwohatchbackfwdfront93.1...912bbl3.033.159.0068500031386095
521104mazdagasstdtwohatchbackfwdfront93.1...912bbl3.033.159.0068500031386795
531113mazdagasstdfoursedanfwdfront93.1...912bbl3.033.159.0068500031386695
541113mazdagasstdfoursedanfwdfront93.1...912bbl3.083.159.0068500031387395
553150mazdagasstdtwohatchbackrwdfront95.3...704bbl??9.401016000172310945
563150mazdagasstdtwohatchbackrwdfront95.3...704bbl??9.401016000172311845
573150mazdagasstdtwohatchbackrwdfront95.3...704bbl??9.401016000172313645
583150mazdagasstdtwohatchbackrwdfront95.3...80mpfi??9.401356000162315645
591129mazdagasstdtwohatchbackfwdfront98.8...1222bbl3.393.398.6084480026328845
\n", 2033 | "

60 rows × 26 columns

\n", 2034 | "
" 2035 | ], 2036 | "text/plain": [ 2037 | " symboling normalized-losses make fuel-type aspiration \\\n", 2038 | "0 3 ? alfa-romero gas std \n", 2039 | "1 3 ? alfa-romero gas std \n", 2040 | "2 1 ? alfa-romero gas std \n", 2041 | "3 2 164 audi gas std \n", 2042 | "4 2 164 audi gas std \n", 2043 | "5 2 ? audi gas std \n", 2044 | "6 1 158 audi gas std \n", 2045 | "7 1 ? audi gas std \n", 2046 | "8 1 158 audi gas turbo \n", 2047 | "9 0 ? audi gas turbo \n", 2048 | "10 2 192 bmw gas std \n", 2049 | "11 0 192 bmw gas std \n", 2050 | "12 0 188 bmw gas std \n", 2051 | "13 0 188 bmw gas std \n", 2052 | "14 1 ? bmw gas std \n", 2053 | "15 0 ? bmw gas std \n", 2054 | "16 0 ? bmw gas std \n", 2055 | "17 0 ? bmw gas std \n", 2056 | "18 2 121 chevrolet gas std \n", 2057 | "19 1 98 chevrolet gas std \n", 2058 | "20 0 81 chevrolet gas std \n", 2059 | "21 1 118 dodge gas std \n", 2060 | "22 1 118 dodge gas std \n", 2061 | "23 1 118 dodge gas turbo \n", 2062 | "24 1 148 dodge gas std \n", 2063 | "25 1 148 dodge gas std \n", 2064 | "26 1 148 dodge gas std \n", 2065 | "27 1 148 dodge gas turbo \n", 2066 | "28 -1 110 dodge gas std \n", 2067 | "29 3 145 dodge gas turbo \n", 2068 | "30 2 137 honda gas std \n", 2069 | "31 2 137 honda gas std \n", 2070 | "32 1 101 honda gas std \n", 2071 | "33 1 101 honda gas std \n", 2072 | "34 1 101 honda gas std \n", 2073 | "35 0 110 honda gas std \n", 2074 | "36 0 78 honda gas std \n", 2075 | "37 0 106 honda gas std \n", 2076 | "38 0 106 honda gas std \n", 2077 | "39 0 85 honda gas std \n", 2078 | "40 0 85 honda gas std \n", 2079 | "41 0 85 honda gas std \n", 2080 | "42 1 107 honda gas std \n", 2081 | "43 0 ? isuzu gas std \n", 2082 | "44 1 ? isuzu gas std \n", 2083 | "45 0 ? isuzu gas std \n", 2084 | "46 2 ? isuzu gas std \n", 2085 | "47 0 145 jaguar gas std \n", 2086 | "48 0 ? jaguar gas std \n", 2087 | "49 0 ? jaguar gas std \n", 2088 | "50 1 104 mazda gas std \n", 2089 | "51 1 104 mazda gas std \n", 2090 | "52 1 104 mazda gas std \n", 2091 | "53 1 113 mazda gas std \n", 2092 | "54 1 113 mazda gas std \n", 2093 | "55 3 150 mazda gas std \n", 2094 | "56 3 150 mazda gas std \n", 2095 | "57 3 150 mazda gas std \n", 2096 | "58 3 150 mazda gas std \n", 2097 | "59 1 129 mazda gas std \n", 2098 | "\n", 2099 | " num-of-doors body-style drive-wheels engine-location wheel-base ... \\\n", 2100 | "0 two convertible rwd front 88.6 ... \n", 2101 | "1 two convertible rwd front 88.6 ... \n", 2102 | "2 two hatchback rwd front 94.5 ... \n", 2103 | "3 four sedan fwd front 99.8 ... \n", 2104 | "4 four sedan 4wd front 99.4 ... \n", 2105 | "5 two sedan fwd front 99.8 ... \n", 2106 | "6 four sedan fwd front 105.8 ... \n", 2107 | "7 four wagon fwd front 105.8 ... \n", 2108 | "8 four sedan fwd front 105.8 ... \n", 2109 | "9 two hatchback 4wd front 99.5 ... \n", 2110 | "10 two sedan rwd front 101.2 ... \n", 2111 | "11 four sedan rwd front 101.2 ... \n", 2112 | "12 two sedan rwd front 101.2 ... \n", 2113 | "13 four sedan rwd front 101.2 ... \n", 2114 | "14 four sedan rwd front 103.5 ... \n", 2115 | "15 four sedan rwd front 103.5 ... \n", 2116 | "16 two sedan rwd front 103.5 ... \n", 2117 | "17 four sedan rwd front 110.0 ... \n", 2118 | "18 two hatchback fwd front 88.4 ... \n", 2119 | "19 two hatchback fwd front 94.5 ... \n", 2120 | "20 four sedan fwd front 94.5 ... \n", 2121 | "21 two hatchback fwd front 93.7 ... \n", 2122 | "22 two hatchback fwd front 93.7 ... \n", 2123 | "23 two hatchback fwd front 93.7 ... \n", 2124 | "24 four hatchback fwd front 93.7 ... \n", 2125 | "25 four sedan fwd front 93.7 ... \n", 2126 | "26 four sedan fwd front 93.7 ... \n", 2127 | "27 ? sedan fwd front 93.7 ... \n", 2128 | "28 four wagon fwd front 103.3 ... \n", 2129 | "29 two hatchback fwd front 95.9 ... \n", 2130 | "30 two hatchback fwd front 86.6 ... \n", 2131 | "31 two hatchback fwd front 86.6 ... \n", 2132 | "32 two hatchback fwd front 93.7 ... \n", 2133 | "33 two hatchback fwd front 93.7 ... \n", 2134 | "34 two hatchback fwd front 93.7 ... \n", 2135 | "35 four sedan fwd front 96.5 ... \n", 2136 | "36 four wagon fwd front 96.5 ... \n", 2137 | "37 two hatchback fwd front 96.5 ... \n", 2138 | "38 two hatchback fwd front 96.5 ... \n", 2139 | "39 four sedan fwd front 96.5 ... \n", 2140 | "40 four sedan fwd front 96.5 ... \n", 2141 | "41 four sedan fwd front 96.5 ... \n", 2142 | "42 two sedan fwd front 96.5 ... \n", 2143 | "43 four sedan rwd front 94.3 ... \n", 2144 | "44 two sedan fwd front 94.5 ... \n", 2145 | "45 four sedan fwd front 94.5 ... \n", 2146 | "46 two hatchback rwd front 96.0 ... \n", 2147 | "47 four sedan rwd front 113.0 ... \n", 2148 | "48 four sedan rwd front 113.0 ... \n", 2149 | "49 two sedan rwd front 102.0 ... \n", 2150 | "50 two hatchback fwd front 93.1 ... \n", 2151 | "51 two hatchback fwd front 93.1 ... \n", 2152 | "52 two hatchback fwd front 93.1 ... \n", 2153 | "53 four sedan fwd front 93.1 ... \n", 2154 | "54 four sedan fwd front 93.1 ... \n", 2155 | "55 two hatchback rwd front 95.3 ... \n", 2156 | "56 two hatchback rwd front 95.3 ... \n", 2157 | "57 two hatchback rwd front 95.3 ... \n", 2158 | "58 two hatchback rwd front 95.3 ... \n", 2159 | "59 two hatchback fwd front 98.8 ... \n", 2160 | "\n", 2161 | " engine-size fuel-system bore stroke compression-ratio horsepower \\\n", 2162 | "0 130 mpfi 3.47 2.68 9.00 111 \n", 2163 | "1 130 mpfi 3.47 2.68 9.00 111 \n", 2164 | "2 152 mpfi 2.68 3.47 9.00 154 \n", 2165 | "3 109 mpfi 3.19 3.4 10.00 102 \n", 2166 | "4 136 mpfi 3.19 3.4 8.00 115 \n", 2167 | "5 136 mpfi 3.19 3.4 8.50 110 \n", 2168 | "6 136 mpfi 3.19 3.4 8.50 110 \n", 2169 | "7 136 mpfi 3.19 3.4 8.50 110 \n", 2170 | "8 131 mpfi 3.13 3.4 8.30 140 \n", 2171 | "9 131 mpfi 3.13 3.4 7.00 160 \n", 2172 | "10 108 mpfi 3.5 2.8 8.80 101 \n", 2173 | "11 108 mpfi 3.5 2.8 8.80 101 \n", 2174 | "12 164 mpfi 3.31 3.19 9.00 121 \n", 2175 | "13 164 mpfi 3.31 3.19 9.00 121 \n", 2176 | "14 164 mpfi 3.31 3.19 9.00 121 \n", 2177 | "15 209 mpfi 3.62 3.39 8.00 182 \n", 2178 | "16 209 mpfi 3.62 3.39 8.00 182 \n", 2179 | "17 209 mpfi 3.62 3.39 8.00 182 \n", 2180 | "18 61 2bbl 2.91 3.03 9.50 48 \n", 2181 | "19 90 2bbl 3.03 3.11 9.60 70 \n", 2182 | "20 90 2bbl 3.03 3.11 9.60 70 \n", 2183 | "21 90 2bbl 2.97 3.23 9.41 68 \n", 2184 | "22 90 2bbl 2.97 3.23 9.40 68 \n", 2185 | "23 98 mpfi 3.03 3.39 7.60 102 \n", 2186 | "24 90 2bbl 2.97 3.23 9.40 68 \n", 2187 | "25 90 2bbl 2.97 3.23 9.40 68 \n", 2188 | "26 90 2bbl 2.97 3.23 9.40 68 \n", 2189 | "27 98 mpfi 3.03 3.39 7.60 102 \n", 2190 | "28 122 2bbl 3.34 3.46 8.50 88 \n", 2191 | "29 156 mfi 3.6 3.9 7.00 145 \n", 2192 | "30 92 1bbl 2.91 3.41 9.60 58 \n", 2193 | "31 92 1bbl 2.91 3.41 9.20 76 \n", 2194 | "32 79 1bbl 2.91 3.07 10.10 60 \n", 2195 | "33 92 1bbl 2.91 3.41 9.20 76 \n", 2196 | "34 92 1bbl 2.91 3.41 9.20 76 \n", 2197 | "35 92 1bbl 2.91 3.41 9.20 76 \n", 2198 | "36 92 1bbl 2.92 3.41 9.20 76 \n", 2199 | "37 110 1bbl 3.15 3.58 9.00 86 \n", 2200 | "38 110 1bbl 3.15 3.58 9.00 86 \n", 2201 | "39 110 1bbl 3.15 3.58 9.00 86 \n", 2202 | "40 110 1bbl 3.15 3.58 9.00 86 \n", 2203 | "41 110 mpfi 3.15 3.58 9.00 101 \n", 2204 | "42 110 2bbl 3.15 3.58 9.10 100 \n", 2205 | "43 111 2bbl 3.31 3.23 8.50 78 \n", 2206 | "44 90 2bbl 3.03 3.11 9.60 70 \n", 2207 | "45 90 2bbl 3.03 3.11 9.60 70 \n", 2208 | "46 119 spfi 3.43 3.23 9.20 90 \n", 2209 | "47 258 mpfi 3.63 4.17 8.10 176 \n", 2210 | "48 258 mpfi 3.63 4.17 8.10 176 \n", 2211 | "49 326 mpfi 3.54 2.76 11.50 262 \n", 2212 | "50 91 2bbl 3.03 3.15 9.00 68 \n", 2213 | "51 91 2bbl 3.03 3.15 9.00 68 \n", 2214 | "52 91 2bbl 3.03 3.15 9.00 68 \n", 2215 | "53 91 2bbl 3.03 3.15 9.00 68 \n", 2216 | "54 91 2bbl 3.08 3.15 9.00 68 \n", 2217 | "55 70 4bbl ? ? 9.40 101 \n", 2218 | "56 70 4bbl ? ? 9.40 101 \n", 2219 | "57 70 4bbl ? ? 9.40 101 \n", 2220 | "58 80 mpfi ? ? 9.40 135 \n", 2221 | "59 122 2bbl 3.39 3.39 8.60 84 \n", 2222 | "\n", 2223 | " peak-rpm city-mpg highway-mpg price \n", 2224 | "0 5000 21 27 13495 \n", 2225 | "1 5000 21 27 16500 \n", 2226 | "2 5000 19 26 16500 \n", 2227 | "3 5500 24 30 13950 \n", 2228 | "4 5500 18 22 17450 \n", 2229 | "5 5500 19 25 15250 \n", 2230 | "6 5500 19 25 17710 \n", 2231 | "7 5500 19 25 18920 \n", 2232 | "8 5500 17 20 23875 \n", 2233 | "9 5500 16 22 ? \n", 2234 | "10 5800 23 29 16430 \n", 2235 | "11 5800 23 29 16925 \n", 2236 | "12 4250 21 28 20970 \n", 2237 | "13 4250 21 28 21105 \n", 2238 | "14 4250 20 25 24565 \n", 2239 | "15 5400 16 22 30760 \n", 2240 | "16 5400 16 22 41315 \n", 2241 | "17 5400 15 20 36880 \n", 2242 | "18 5100 47 53 5151 \n", 2243 | "19 5400 38 43 6295 \n", 2244 | "20 5400 38 43 6575 \n", 2245 | "21 5500 37 41 5572 \n", 2246 | "22 5500 31 38 6377 \n", 2247 | "23 5500 24 30 7957 \n", 2248 | "24 5500 31 38 6229 \n", 2249 | "25 5500 31 38 6692 \n", 2250 | "26 5500 31 38 7609 \n", 2251 | "27 5500 24 30 8558 \n", 2252 | "28 5000 24 30 8921 \n", 2253 | "29 5000 19 24 12964 \n", 2254 | "30 4800 49 54 6479 \n", 2255 | "31 6000 31 38 6855 \n", 2256 | "32 5500 38 42 5399 \n", 2257 | "33 6000 30 34 6529 \n", 2258 | "34 6000 30 34 7129 \n", 2259 | "35 6000 30 34 7295 \n", 2260 | "36 6000 30 34 7295 \n", 2261 | "37 5800 27 33 7895 \n", 2262 | "38 5800 27 33 9095 \n", 2263 | "39 5800 27 33 8845 \n", 2264 | "40 5800 27 33 10295 \n", 2265 | "41 5800 24 28 12945 \n", 2266 | "42 5500 25 31 10345 \n", 2267 | "43 4800 24 29 6785 \n", 2268 | "44 5400 38 43 ? \n", 2269 | "45 5400 38 43 ? \n", 2270 | "46 5000 24 29 11048 \n", 2271 | "47 4750 15 19 32250 \n", 2272 | "48 4750 15 19 35550 \n", 2273 | "49 5000 13 17 36000 \n", 2274 | "50 5000 30 31 5195 \n", 2275 | "51 5000 31 38 6095 \n", 2276 | "52 5000 31 38 6795 \n", 2277 | "53 5000 31 38 6695 \n", 2278 | "54 5000 31 38 7395 \n", 2279 | "55 6000 17 23 10945 \n", 2280 | "56 6000 17 23 11845 \n", 2281 | "57 6000 17 23 13645 \n", 2282 | "58 6000 16 23 15645 \n", 2283 | "59 4800 26 32 8845 \n", 2284 | "\n", 2285 | "[60 rows x 26 columns]" 2286 | ] 2287 | }, 2288 | "execution_count": 4, 2289 | "metadata": {}, 2290 | "output_type": "execute_result" 2291 | } 2292 | ], 2293 | "source": [ 2294 | "car.head(60)" 2295 | ] 2296 | }, 2297 | { 2298 | "cell_type": "code", 2299 | "execution_count": 5, 2300 | "metadata": {}, 2301 | "outputs": [ 2302 | { 2303 | "name": "stdout", 2304 | "output_type": "stream", 2305 | "text": [ 2306 | "Rows : 205\n", 2307 | "Columns : 26\n", 2308 | "\n", 2309 | "Features :\n", 2310 | " : ['symboling', 'normalized-losses', 'make', 'fuel-type', 'aspiration', 'num-of-doors', 'body-style', 'drive-wheels', 'engine-location', 'wheel-base', 'length', 'width', 'height', 'curb-weight', 'engine-type', 'num-of-cylinders', 'engine-size', 'fuel-system', 'bore', 'stroke', 'compression-ratio', 'horsepower', 'peak-rpm', 'city-mpg', 'highway-mpg', 'price']\n", 2311 | "\n", 2312 | "Missing values : 0\n", 2313 | "\n", 2314 | "Unique values : \n", 2315 | " symboling 6\n", 2316 | "normalized-losses 52\n", 2317 | "make 22\n", 2318 | "fuel-type 2\n", 2319 | "aspiration 2\n", 2320 | "num-of-doors 3\n", 2321 | "body-style 5\n", 2322 | "drive-wheels 3\n", 2323 | "engine-location 2\n", 2324 | "wheel-base 53\n", 2325 | "length 75\n", 2326 | "width 44\n", 2327 | "height 49\n", 2328 | "curb-weight 171\n", 2329 | "engine-type 7\n", 2330 | "num-of-cylinders 7\n", 2331 | "engine-size 44\n", 2332 | "fuel-system 8\n", 2333 | "bore 39\n", 2334 | "stroke 37\n", 2335 | "compression-ratio 32\n", 2336 | "horsepower 60\n", 2337 | "peak-rpm 24\n", 2338 | "city-mpg 29\n", 2339 | "highway-mpg 30\n", 2340 | "price 187\n", 2341 | "dtype: int64\n" 2342 | ] 2343 | } 2344 | ], 2345 | "source": [ 2346 | "print('Rows :',car.shape[0])\n", 2347 | "print('Columns :',car.shape[1])\n", 2348 | "print('\\nFeatures :\\n :',car.columns.tolist())\n", 2349 | "print('\\nMissing values :',car.isnull().values.sum())\n", 2350 | "print('\\nUnique values : \\n',car.nunique())" 2351 | ] 2352 | }, 2353 | { 2354 | "cell_type": "code", 2355 | "execution_count": 6, 2356 | "metadata": {}, 2357 | "outputs": [ 2358 | { 2359 | "data": { 2360 | "text/plain": [ 2361 | "(205, 26)" 2362 | ] 2363 | }, 2364 | "execution_count": 6, 2365 | "metadata": {}, 2366 | "output_type": "execute_result" 2367 | } 2368 | ], 2369 | "source": [ 2370 | "car.shape" 2371 | ] 2372 | }, 2373 | { 2374 | "cell_type": "markdown", 2375 | "metadata": {}, 2376 | "source": [ 2377 | "

Understand what type of variable are in the dataset.

\n" 2378 | ] 2379 | }, 2380 | { 2381 | "cell_type": "code", 2382 | "execution_count": 7, 2383 | "metadata": { 2384 | "scrolled": true 2385 | }, 2386 | "outputs": [ 2387 | { 2388 | "name": "stdout", 2389 | "output_type": "stream", 2390 | "text": [ 2391 | "symboling int64\n", 2392 | "normalized-losses object\n", 2393 | "make object\n", 2394 | "fuel-type object\n", 2395 | "aspiration object\n", 2396 | "num-of-doors object\n", 2397 | "body-style object\n", 2398 | "drive-wheels object\n", 2399 | "engine-location object\n", 2400 | "wheel-base float64\n", 2401 | "length float64\n", 2402 | "width float64\n", 2403 | "height float64\n", 2404 | "curb-weight int64\n", 2405 | "engine-type object\n", 2406 | "num-of-cylinders object\n", 2407 | "engine-size int64\n", 2408 | "fuel-system object\n", 2409 | "bore object\n", 2410 | "stroke object\n", 2411 | "compression-ratio float64\n", 2412 | "horsepower object\n", 2413 | "peak-rpm object\n", 2414 | "city-mpg int64\n", 2415 | "highway-mpg int64\n", 2416 | "price object\n", 2417 | "dtype: object\n" 2418 | ] 2419 | } 2420 | ], 2421 | "source": [ 2422 | "# list the data types for each column\n", 2423 | "print(car.dtypes)" 2424 | ] 2425 | }, 2426 | { 2427 | "cell_type": "code", 2428 | "execution_count": 8, 2429 | "metadata": {}, 2430 | "outputs": [ 2431 | { 2432 | "data": { 2433 | "text/plain": [ 2434 | "0 111\n", 2435 | "1 111\n", 2436 | "2 154\n", 2437 | "3 102\n", 2438 | "4 115\n", 2439 | " ... \n", 2440 | "200 114\n", 2441 | "201 160\n", 2442 | "202 134\n", 2443 | "203 106\n", 2444 | "204 114\n", 2445 | "Name: horsepower, Length: 205, dtype: object" 2446 | ] 2447 | }, 2448 | "execution_count": 8, 2449 | "metadata": {}, 2450 | "output_type": "execute_result" 2451 | } 2452 | ], 2453 | "source": [ 2454 | "car['horsepower']" 2455 | ] 2456 | }, 2457 | { 2458 | "cell_type": "code", 2459 | "execution_count": 9, 2460 | "metadata": {}, 2461 | "outputs": [ 2462 | { 2463 | "data": { 2464 | "text/html": [ 2465 | "
\n", 2466 | "\n", 2479 | "\n", 2480 | " \n", 2481 | " \n", 2482 | " \n", 2483 | " \n", 2484 | " \n", 2485 | " \n", 2486 | " \n", 2487 | " \n", 2488 | " \n", 2489 | " \n", 2490 | " \n", 2491 | " \n", 2492 | " \n", 2493 | " \n", 2494 | " \n", 2495 | " \n", 2496 | " \n", 2497 | " \n", 2498 | " \n", 2499 | " \n", 2500 | " \n", 2501 | " \n", 2502 | " \n", 2503 | " \n", 2504 | " \n", 2505 | " \n", 2506 | " \n", 2507 | " \n", 2508 | " \n", 2509 | " \n", 2510 | " \n", 2511 | " \n", 2512 | " \n", 2513 | " \n", 2514 | " \n", 2515 | " \n", 2516 | " \n", 2517 | " \n", 2518 | " \n", 2519 | " \n", 2520 | " \n", 2521 | " \n", 2522 | " \n", 2523 | " \n", 2524 | " \n", 2525 | " \n", 2526 | " \n", 2527 | " \n", 2528 | " \n", 2529 | " \n", 2530 | " \n", 2531 | " \n", 2532 | " \n", 2533 | " \n", 2534 | " \n", 2535 | " \n", 2536 | " \n", 2537 | " \n", 2538 | " \n", 2539 | " \n", 2540 | " \n", 2541 | " \n", 2542 | " \n", 2543 | " \n", 2544 | " \n", 2545 | " \n", 2546 | " \n", 2547 | " \n", 2548 | " \n", 2549 | " \n", 2550 | " \n", 2551 | " \n", 2552 | " \n", 2553 | " \n", 2554 | " \n", 2555 | " \n", 2556 | "
symbolingnormalized-lossesmakefuel-typeaspirationnum-of-doorsbody-styledrive-wheelsengine-locationwheel-base...engine-sizefuel-systemborestrokecompression-ratiohorsepowerpeak-rpmcity-mpghighway-mpgprice
1300?renaultgasstdfourwagonfwdfront96.1...132mpfi3.463.98.7??23319295
1312?renaultgasstdtwohatchbackfwdfront96.1...132mpfi3.463.98.7??23319895
\n", 2557 | "

2 rows × 26 columns

\n", 2558 | "
" 2559 | ], 2560 | "text/plain": [ 2561 | " symboling normalized-losses make fuel-type aspiration num-of-doors \\\n", 2562 | "130 0 ? renault gas std four \n", 2563 | "131 2 ? renault gas std two \n", 2564 | "\n", 2565 | " body-style drive-wheels engine-location wheel-base ... engine-size \\\n", 2566 | "130 wagon fwd front 96.1 ... 132 \n", 2567 | "131 hatchback fwd front 96.1 ... 132 \n", 2568 | "\n", 2569 | " fuel-system bore stroke compression-ratio horsepower peak-rpm \\\n", 2570 | "130 mpfi 3.46 3.9 8.7 ? ? \n", 2571 | "131 mpfi 3.46 3.9 8.7 ? ? \n", 2572 | "\n", 2573 | " city-mpg highway-mpg price \n", 2574 | "130 23 31 9295 \n", 2575 | "131 23 31 9895 \n", 2576 | "\n", 2577 | "[2 rows x 26 columns]" 2578 | ] 2579 | }, 2580 | "execution_count": 9, 2581 | "metadata": {}, 2582 | "output_type": "execute_result" 2583 | } 2584 | ], 2585 | "source": [ 2586 | "df = car[car['horsepower']=='?']\n", 2587 | "df" 2588 | ] 2589 | }, 2590 | { 2591 | "cell_type": "code", 2592 | "execution_count": 10, 2593 | "metadata": {}, 2594 | "outputs": [ 2595 | { 2596 | "data": { 2597 | "text/plain": [ 2598 | "130 ?\n", 2599 | "131 ?\n", 2600 | "Name: horsepower, dtype: object" 2601 | ] 2602 | }, 2603 | "execution_count": 10, 2604 | "metadata": {}, 2605 | "output_type": "execute_result" 2606 | } 2607 | ], 2608 | "source": [ 2609 | "car['horsepower'].loc[car['horsepower'] == '?']" 2610 | ] 2611 | }, 2612 | { 2613 | "cell_type": "code", 2614 | "execution_count": 11, 2615 | "metadata": {}, 2616 | "outputs": [ 2617 | { 2618 | "data": { 2619 | "text/plain": [ 2620 | "0 111\n", 2621 | "1 111\n", 2622 | "2 154\n", 2623 | "3 102\n", 2624 | "4 115\n", 2625 | " ... \n", 2626 | "200 114\n", 2627 | "201 160\n", 2628 | "202 134\n", 2629 | "203 106\n", 2630 | "204 114\n", 2631 | "Name: horsepower, Length: 205, dtype: int32" 2632 | ] 2633 | }, 2634 | "execution_count": 11, 2635 | "metadata": {}, 2636 | "output_type": "execute_result" 2637 | } 2638 | ], 2639 | "source": [ 2640 | "#Cleaning Horsepower attribute\n", 2641 | "horsepower = car['horsepower'].loc[car['horsepower'] != '?']\n", 2642 | "hpmean = horsepower.astype(str).astype(int).mean()\n", 2643 | "car['horsepower'] = car['horsepower'].replace('?',hpmean).astype(int)\n", 2644 | "car['horsepower']" 2645 | ] 2646 | }, 2647 | { 2648 | "cell_type": "code", 2649 | "execution_count": 12, 2650 | "metadata": {}, 2651 | "outputs": [ 2652 | { 2653 | "data": { 2654 | "text/plain": [ 2655 | "55 ?\n", 2656 | "56 ?\n", 2657 | "57 ?\n", 2658 | "58 ?\n", 2659 | "Name: bore, dtype: object" 2660 | ] 2661 | }, 2662 | "execution_count": 12, 2663 | "metadata": {}, 2664 | "output_type": "execute_result" 2665 | } 2666 | ], 2667 | "source": [ 2668 | "car['bore'].loc[car['bore'] == '?']" 2669 | ] 2670 | }, 2671 | { 2672 | "cell_type": "code", 2673 | "execution_count": 13, 2674 | "metadata": {}, 2675 | "outputs": [ 2676 | { 2677 | "data": { 2678 | "text/plain": [ 2679 | "0 3.47\n", 2680 | "1 3.47\n", 2681 | "2 2.68\n", 2682 | "3 3.19\n", 2683 | "4 3.19\n", 2684 | " ... \n", 2685 | "200 3.78\n", 2686 | "201 3.78\n", 2687 | "202 3.58\n", 2688 | "203 3.01\n", 2689 | "204 3.78\n", 2690 | "Name: bore, Length: 205, dtype: float64" 2691 | ] 2692 | }, 2693 | "execution_count": 13, 2694 | "metadata": {}, 2695 | "output_type": "execute_result" 2696 | } 2697 | ], 2698 | "source": [ 2699 | "#Cleaning bore attribute\n", 2700 | "bore = car['bore'].loc[car['bore'] != '?']\n", 2701 | "boremean = pd.to_numeric(bore,errors='coerce')\n", 2702 | "car['bore'] = car['bore'].replace('?',boremean)\n", 2703 | "car['bore'] = pd.to_numeric(car['bore'],errors='coerce')\n", 2704 | "car['bore']\n", 2705 | "\n" 2706 | ] 2707 | }, 2708 | { 2709 | "cell_type": "code", 2710 | "execution_count": 14, 2711 | "metadata": {}, 2712 | "outputs": [ 2713 | { 2714 | "data": { 2715 | "text/plain": [ 2716 | "55 ?\n", 2717 | "56 ?\n", 2718 | "57 ?\n", 2719 | "58 ?\n", 2720 | "Name: stroke, dtype: object" 2721 | ] 2722 | }, 2723 | "execution_count": 14, 2724 | "metadata": {}, 2725 | "output_type": "execute_result" 2726 | } 2727 | ], 2728 | "source": [ 2729 | "stroke1 = car['stroke'].loc[car['stroke'] == '?']\n", 2730 | "stroke1" 2731 | ] 2732 | }, 2733 | { 2734 | "cell_type": "code", 2735 | "execution_count": 15, 2736 | "metadata": {}, 2737 | "outputs": [ 2738 | { 2739 | "data": { 2740 | "text/plain": [ 2741 | "0 2.68\n", 2742 | "1 2.68\n", 2743 | "2 3.47\n", 2744 | "3 3.40\n", 2745 | "4 3.40\n", 2746 | " ... \n", 2747 | "200 3.15\n", 2748 | "201 3.15\n", 2749 | "202 2.87\n", 2750 | "203 3.40\n", 2751 | "204 3.15\n", 2752 | "Name: stroke, Length: 205, dtype: float64" 2753 | ] 2754 | }, 2755 | "execution_count": 15, 2756 | "metadata": {}, 2757 | "output_type": "execute_result" 2758 | } 2759 | ], 2760 | "source": [ 2761 | "#Cleaning stroke attribute\n", 2762 | "stroke = car['stroke'].loc[car['stroke'] != '?']\n", 2763 | "strokemean = pd.to_numeric(stroke,errors='coerce')\n", 2764 | "car['stroke'] = car['stroke'].replace('?',strokemean)\n", 2765 | "car['stroke'] = pd.to_numeric(car['stroke'],errors='coerce')\n", 2766 | "car['stroke']" 2767 | ] 2768 | }, 2769 | { 2770 | "cell_type": "code", 2771 | "execution_count": 16, 2772 | "metadata": { 2773 | "scrolled": true 2774 | }, 2775 | "outputs": [ 2776 | { 2777 | "data": { 2778 | "text/plain": [ 2779 | "9 ?\n", 2780 | "44 ?\n", 2781 | "45 ?\n", 2782 | "129 ?\n", 2783 | "Name: price, dtype: object" 2784 | ] 2785 | }, 2786 | "execution_count": 16, 2787 | "metadata": {}, 2788 | "output_type": "execute_result" 2789 | } 2790 | ], 2791 | "source": [ 2792 | "# Values which are not numeric in price attribute\n", 2793 | "car['price'].loc[car['price'].str.isnumeric() == False]" 2794 | ] 2795 | }, 2796 | { 2797 | "cell_type": "code", 2798 | "execution_count": 17, 2799 | "metadata": {}, 2800 | "outputs": [ 2801 | { 2802 | "data": { 2803 | "text/plain": [ 2804 | "0 13495\n", 2805 | "1 16500\n", 2806 | "2 16500\n", 2807 | "3 13950\n", 2808 | "4 17450\n", 2809 | "Name: price, dtype: int32" 2810 | ] 2811 | }, 2812 | "execution_count": 17, 2813 | "metadata": {}, 2814 | "output_type": "execute_result" 2815 | } 2816 | ], 2817 | "source": [ 2818 | "#Cleaning Price attribute\n", 2819 | "price = car['price'].loc[car['price'] != '?']\n", 2820 | "pmean = price.astype(str).astype(int).mean()\n", 2821 | "car['price'] = car['price'].replace('?',pmean).astype(int)\n", 2822 | "car['price'].head()" 2823 | ] 2824 | }, 2825 | { 2826 | "cell_type": "code", 2827 | "execution_count": 18, 2828 | "metadata": {}, 2829 | "outputs": [ 2830 | { 2831 | "name": "stdout", 2832 | "output_type": "stream", 2833 | "text": [ 2834 | "symboling int64\n", 2835 | "normalized-losses object\n", 2836 | "make object\n", 2837 | "fuel-type object\n", 2838 | "aspiration object\n", 2839 | "num-of-doors object\n", 2840 | "body-style object\n", 2841 | "drive-wheels object\n", 2842 | "engine-location object\n", 2843 | "wheel-base float64\n", 2844 | "length float64\n", 2845 | "width float64\n", 2846 | "height float64\n", 2847 | "curb-weight int64\n", 2848 | "engine-type object\n", 2849 | "num-of-cylinders object\n", 2850 | "engine-size int64\n", 2851 | "fuel-system object\n", 2852 | "bore float64\n", 2853 | "stroke float64\n", 2854 | "compression-ratio float64\n", 2855 | "horsepower int32\n", 2856 | "peak-rpm object\n", 2857 | "city-mpg int64\n", 2858 | "highway-mpg int64\n", 2859 | "price int32\n", 2860 | "dtype: object\n" 2861 | ] 2862 | } 2863 | ], 2864 | "source": [ 2865 | "print(car.dtypes)" 2866 | ] 2867 | }, 2868 | { 2869 | "cell_type": "code", 2870 | "execution_count": 19, 2871 | "metadata": {}, 2872 | "outputs": [], 2873 | "source": [ 2874 | "car.to_csv('car.csv')\n" 2875 | ] 2876 | }, 2877 | { 2878 | "cell_type": "markdown", 2879 | "metadata": {}, 2880 | "source": [ 2881 | "

Thank you

" 2882 | ] 2883 | }, 2884 | { 2885 | "cell_type": "code", 2886 | "execution_count": null, 2887 | "metadata": {}, 2888 | "outputs": [], 2889 | "source": [] 2890 | } 2891 | ], 2892 | "metadata": { 2893 | "anaconda-cloud": {}, 2894 | "kernelspec": { 2895 | "display_name": "Python 3", 2896 | "language": "python", 2897 | "name": "python3" 2898 | }, 2899 | "language_info": { 2900 | "codemirror_mode": { 2901 | "name": "ipython", 2902 | "version": 3 2903 | }, 2904 | "file_extension": ".py", 2905 | "mimetype": "text/x-python", 2906 | "name": "python", 2907 | "nbconvert_exporter": "python", 2908 | "pygments_lexer": "ipython3", 2909 | "version": "3.7.6" 2910 | } 2911 | }, 2912 | "nbformat": 4, 2913 | "nbformat_minor": 2 2914 | } 2915 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # EDA-Automobile-Dataset 2 | How to get start with a Machine Learning or a Data Science Project - Exploratory Data Analysis - step by step 3 | Youtube link - https://www.youtube.com/playlist?list=PLmVBvYz0kthhPDB3xcV9XMyMxfbyl4C-E 4 | -------------------------------------------------------------------------------- /datasets_1291_2355_Automobile_data.csv: -------------------------------------------------------------------------------- 1 | symboling,normalized-losses,make,fuel-type,aspiration,num-of-doors,body-style,drive-wheels,engine-location,wheel-base,length,width,height,curb-weight,engine-type,num-of-cylinders,engine-size,fuel-system,bore,stroke,compression-ratio,horsepower,peak-rpm,city-mpg,highway-mpg,price 2 | 3,?,alfa-romero,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,13495 3 | 3,?,alfa-romero,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,16500 4 | 1,?,alfa-romero,gas,std,two,hatchback,rwd,front,94.5,171.2,65.5,52.4,2823,ohcv,six,152,mpfi,2.68,3.47,9,154,5000,19,26,16500 5 | 2,164,audi,gas,std,four,sedan,fwd,front,99.8,176.6,66.2,54.3,2337,ohc,four,109,mpfi,3.19,3.4,10,102,5500,24,30,13950 6 | 2,164,audi,gas,std,four,sedan,4wd,front,99.4,176.6,66.4,54.3,2824,ohc,five,136,mpfi,3.19,3.4,8,115,5500,18,22,17450 7 | 2,?,audi,gas,std,two,sedan,fwd,front,99.8,177.3,66.3,53.1,2507,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,15250 8 | 1,158,audi,gas,std,four,sedan,fwd,front,105.8,192.7,71.4,55.7,2844,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,17710 9 | 1,?,audi,gas,std,four,wagon,fwd,front,105.8,192.7,71.4,55.7,2954,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,18920 10 | 1,158,audi,gas,turbo,four,sedan,fwd,front,105.8,192.7,71.4,55.9,3086,ohc,five,131,mpfi,3.13,3.4,8.3,140,5500,17,20,23875 11 | 0,?,audi,gas,turbo,two,hatchback,4wd,front,99.5,178.2,67.9,52,3053,ohc,five,131,mpfi,3.13,3.4,7,160,5500,16,22,? 12 | 2,192,bmw,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16430 13 | 0,192,bmw,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16925 14 | 0,188,bmw,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2710,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,20970 15 | 0,188,bmw,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2765,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,21105 16 | 1,?,bmw,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3055,ohc,six,164,mpfi,3.31,3.19,9,121,4250,20,25,24565 17 | 0,?,bmw,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3230,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,30760 18 | 0,?,bmw,gas,std,two,sedan,rwd,front,103.5,193.8,67.9,53.7,3380,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,41315 19 | 0,?,bmw,gas,std,four,sedan,rwd,front,110,197,70.9,56.3,3505,ohc,six,209,mpfi,3.62,3.39,8,182,5400,15,20,36880 20 | 2,121,chevrolet,gas,std,two,hatchback,fwd,front,88.4,141.1,60.3,53.2,1488,l,three,61,2bbl,2.91,3.03,9.5,48,5100,47,53,5151 21 | 1,98,chevrolet,gas,std,two,hatchback,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6295 22 | 0,81,chevrolet,gas,std,four,sedan,fwd,front,94.5,158.8,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6575 23 | 1,118,dodge,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.41,68,5500,37,41,5572 24 | 1,118,dodge,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6377 25 | 1,118,dodge,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,7957 26 | 1,148,dodge,gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229 27 | 1,148,dodge,gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692 28 | 1,148,dodge,gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,7609 29 | 1,148,dodge,gas,turbo,?,sedan,fwd,front,93.7,157.3,63.8,50.6,2191,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,8558 30 | -1,110,dodge,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.34,3.46,8.5,88,5000,24,30,8921 31 | 3,145,dodge,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2811,ohc,four,156,mfi,3.6,3.9,7,145,5000,19,24,12964 32 | 2,137,honda,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1713,ohc,four,92,1bbl,2.91,3.41,9.6,58,4800,49,54,6479 33 | 2,137,honda,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1819,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,31,38,6855 34 | 1,101,honda,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1837,ohc,four,79,1bbl,2.91,3.07,10.1,60,5500,38,42,5399 35 | 1,101,honda,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1940,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,6529 36 | 1,101,honda,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1956,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7129 37 | 0,110,honda,gas,std,four,sedan,fwd,front,96.5,163.4,64,54.5,2010,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7295 38 | 0,78,honda,gas,std,four,wagon,fwd,front,96.5,157.1,63.9,58.3,2024,ohc,four,92,1bbl,2.92,3.41,9.2,76,6000,30,34,7295 39 | 0,106,honda,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2236,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,7895 40 | 0,106,honda,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2289,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,9095 41 | 0,85,honda,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2304,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,8845 42 | 0,85,honda,gas,std,four,sedan,fwd,front,96.5,175.4,62.5,54.1,2372,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,10295 43 | 0,85,honda,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2465,ohc,four,110,mpfi,3.15,3.58,9,101,5800,24,28,12945 44 | 1,107,honda,gas,std,two,sedan,fwd,front,96.5,169.1,66,51,2293,ohc,four,110,2bbl,3.15,3.58,9.1,100,5500,25,31,10345 45 | 0,?,isuzu,gas,std,four,sedan,rwd,front,94.3,170.7,61.8,53.5,2337,ohc,four,111,2bbl,3.31,3.23,8.5,78,4800,24,29,6785 46 | 1,?,isuzu,gas,std,two,sedan,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,? 47 | 0,?,isuzu,gas,std,four,sedan,fwd,front,94.5,155.9,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,? 48 | 2,?,isuzu,gas,std,two,hatchback,rwd,front,96,172.6,65.2,51.4,2734,ohc,four,119,spfi,3.43,3.23,9.2,90,5000,24,29,11048 49 | 0,145,jaguar,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,32250 50 | 0,?,jaguar,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,35550 51 | 0,?,jaguar,gas,std,two,sedan,rwd,front,102,191.7,70.6,47.8,3950,ohcv,twelve,326,mpfi,3.54,2.76,11.5,262,5000,13,17,36000 52 | 1,104,mazda,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1890,ohc,four,91,2bbl,3.03,3.15,9,68,5000,30,31,5195 53 | 1,104,mazda,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1900,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6095 54 | 1,104,mazda,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1905,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6795 55 | 1,113,mazda,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1945,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6695 56 | 1,113,mazda,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1950,ohc,four,91,2bbl,3.08,3.15,9,68,5000,31,38,7395 57 | 3,150,mazda,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,two,70,4bbl,?,?,9.4,101,6000,17,23,10945 58 | 3,150,mazda,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,two,70,4bbl,?,?,9.4,101,6000,17,23,11845 59 | 3,150,mazda,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2385,rotor,two,70,4bbl,?,?,9.4,101,6000,17,23,13645 60 | 3,150,mazda,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2500,rotor,two,80,mpfi,?,?,9.4,135,6000,16,23,15645 61 | 1,129,mazda,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8845 62 | 0,115,mazda,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8495 63 | 1,129,mazda,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10595 64 | 0,115,mazda,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10245 65 | 0,?,mazda,diesel,std,?,sedan,fwd,front,98.8,177.8,66.5,55.5,2443,ohc,four,122,idi,3.39,3.39,22.7,64,4650,36,42,10795 66 | 0,115,mazda,gas,std,four,hatchback,fwd,front,98.8,177.8,66.5,55.5,2425,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,11245 67 | 0,118,mazda,gas,std,four,sedan,rwd,front,104.9,175,66.1,54.4,2670,ohc,four,140,mpfi,3.76,3.16,8,120,5000,19,27,18280 68 | 0,?,mazda,diesel,std,four,sedan,rwd,front,104.9,175,66.1,54.4,2700,ohc,four,134,idi,3.43,3.64,22,72,4200,31,39,18344 69 | -1,93,mercedes-benz,diesel,turbo,four,sedan,rwd,front,110,190.9,70.3,56.5,3515,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,25552 70 | -1,93,mercedes-benz,diesel,turbo,four,wagon,rwd,front,110,190.9,70.3,58.7,3750,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28248 71 | 0,93,mercedes-benz,diesel,turbo,two,hardtop,rwd,front,106.7,187.5,70.3,54.9,3495,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28176 72 | -1,93,mercedes-benz,diesel,turbo,four,sedan,rwd,front,115.6,202.6,71.7,56.3,3770,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,31600 73 | -1,?,mercedes-benz,gas,std,four,sedan,rwd,front,115.6,202.6,71.7,56.5,3740,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,34184 74 | 3,142,mercedes-benz,gas,std,two,convertible,rwd,front,96.6,180.3,70.5,50.8,3685,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,35056 75 | 0,?,mercedes-benz,gas,std,four,sedan,rwd,front,120.9,208.1,71.7,56.7,3900,ohcv,eight,308,mpfi,3.8,3.35,8,184,4500,14,16,40960 76 | 1,?,mercedes-benz,gas,std,two,hardtop,rwd,front,112,199.2,72,55.4,3715,ohcv,eight,304,mpfi,3.8,3.35,8,184,4500,14,16,45400 77 | 1,?,mercury,gas,turbo,two,hatchback,rwd,front,102.7,178.4,68,54.8,2910,ohc,four,140,mpfi,3.78,3.12,8,175,5000,19,24,16503 78 | 2,161,mitsubishi,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1918,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,37,41,5389 79 | 2,161,mitsubishi,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1944,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6189 80 | 2,161,mitsubishi,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,2004,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6669 81 | 1,161,mitsubishi,gas,turbo,two,hatchback,fwd,front,93,157.3,63.8,50.8,2145,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7689 82 | 3,153,mitsubishi,gas,turbo,two,hatchback,fwd,front,96.3,173,65.4,49.4,2370,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9959 83 | 3,153,mitsubishi,gas,std,two,hatchback,fwd,front,96.3,173,65.4,49.4,2328,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8499 84 | 3,?,mitsubishi,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2833,ohc,four,156,spdi,3.58,3.86,7,145,5000,19,24,12629 85 | 3,?,mitsubishi,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2921,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,14869 86 | 3,?,mitsubishi,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2926,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,14489 87 | 1,125,mitsubishi,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2365,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,6989 88 | 1,125,mitsubishi,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2405,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8189 89 | 1,125,mitsubishi,gas,turbo,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279 90 | -1,137,mitsubishi,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279 91 | 1,128,nissan,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1889,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,5499 92 | 1,128,nissan,diesel,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,2017,ohc,four,103,idi,2.99,3.47,21.9,55,4800,45,50,7099 93 | 1,128,nissan,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1918,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6649 94 | 1,122,nissan,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1938,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6849 95 | 1,103,nissan,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2024,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7349 96 | 1,128,nissan,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1951,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7299 97 | 1,128,nissan,gas,std,two,hatchback,fwd,front,94.5,165.6,63.8,53.3,2028,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7799 98 | 1,122,nissan,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1971,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7499 99 | 1,103,nissan,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2037,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7999 100 | 2,168,nissan,gas,std,two,hardtop,fwd,front,95.1,162.4,63.8,53.3,2008,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,8249 101 | 0,106,nissan,gas,std,four,hatchback,fwd,front,97.2,173.4,65.2,54.7,2324,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,8949 102 | 0,106,nissan,gas,std,four,sedan,fwd,front,97.2,173.4,65.2,54.7,2302,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,9549 103 | 0,128,nissan,gas,std,four,sedan,fwd,front,100.4,181.7,66.5,55.1,3095,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,17,22,13499 104 | 0,108,nissan,gas,std,four,wagon,fwd,front,100.4,184.6,66.5,56.1,3296,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,17,22,14399 105 | 0,108,nissan,gas,std,four,sedan,fwd,front,100.4,184.6,66.5,55.1,3060,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,19,25,13499 106 | 3,194,nissan,gas,std,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3071,ohcv,six,181,mpfi,3.43,3.27,9,160,5200,19,25,17199 107 | 3,194,nissan,gas,turbo,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,7.8,200,5200,17,23,19699 108 | 1,231,nissan,gas,std,two,hatchback,rwd,front,99.2,178.5,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,9,160,5200,19,25,18399 109 | 0,161,peugot,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3020,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,11900 110 | 0,161,peugot,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3197,l,four,152,idi,3.7,3.52,21,95,4150,28,33,13200 111 | 0,?,peugot,gas,std,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3230,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,12440 112 | 0,?,peugot,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3430,l,four,152,idi,3.7,3.52,21,95,4150,25,25,13860 113 | 0,161,peugot,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,15580 114 | 0,161,peugot,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21,95,4150,28,33,16900 115 | 0,?,peugot,gas,std,four,wagon,rwd,front,114.2,198.9,68.4,56.7,3285,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,16695 116 | 0,?,peugot,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3485,l,four,152,idi,3.7,3.52,21,95,4150,25,25,17075 117 | 0,161,peugot,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,16630 118 | 0,161,peugot,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21,95,4150,28,33,17950 119 | 0,161,peugot,gas,turbo,four,sedan,rwd,front,108,186.7,68.3,56,3130,l,four,134,mpfi,3.61,3.21,7,142,5600,18,24,18150 120 | 1,119,plymouth,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1918,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,37,41,5572 121 | 1,119,plymouth,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7957 122 | 1,154,plymouth,gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229 123 | 1,154,plymouth,gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692 124 | 1,154,plymouth,gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,2191,ohc,four,98,2bbl,2.97,3.23,9.4,68,5500,31,38,7609 125 | -1,74,plymouth,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,24,30,8921 126 | 3,?,plymouth,gas,turbo,two,hatchback,rwd,front,95.9,173.2,66.3,50.2,2818,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,12764 127 | 3,186,porsche,gas,std,two,hatchback,rwd,front,94.5,168.9,68.3,50.2,2778,ohc,four,151,mpfi,3.94,3.11,9.5,143,5500,19,27,22018 128 | 3,?,porsche,gas,std,two,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,32528 129 | 3,?,porsche,gas,std,two,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,34028 130 | 3,?,porsche,gas,std,two,convertible,rwd,rear,89.5,168.9,65,51.6,2800,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,37028 131 | 1,?,porsche,gas,std,two,hatchback,rwd,front,98.4,175.7,72.3,50.5,3366,dohcv,eight,203,mpfi,3.94,3.11,10,288,5750,17,28,? 132 | 0,?,renault,gas,std,four,wagon,fwd,front,96.1,181.5,66.5,55.2,2579,ohc,four,132,mpfi,3.46,3.9,8.7,?,?,23,31,9295 133 | 2,?,renault,gas,std,two,hatchback,fwd,front,96.1,176.8,66.6,50.5,2460,ohc,four,132,mpfi,3.46,3.9,8.7,?,?,23,31,9895 134 | 3,150,saab,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2658,ohc,four,121,mpfi,3.54,3.07,9.31,110,5250,21,28,11850 135 | 2,104,saab,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2695,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,12170 136 | 3,150,saab,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2707,ohc,four,121,mpfi,2.54,2.07,9.3,110,5250,21,28,15040 137 | 2,104,saab,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2758,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,15510 138 | 3,150,saab,gas,turbo,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2808,dohc,four,121,mpfi,3.54,3.07,9,160,5500,19,26,18150 139 | 2,104,saab,gas,turbo,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2847,dohc,four,121,mpfi,3.54,3.07,9,160,5500,19,26,18620 140 | 2,83,subaru,gas,std,two,hatchback,fwd,front,93.7,156.9,63.4,53.7,2050,ohcf,four,97,2bbl,3.62,2.36,9,69,4900,31,36,5118 141 | 2,83,subaru,gas,std,two,hatchback,fwd,front,93.7,157.9,63.6,53.7,2120,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7053 142 | 2,83,subaru,gas,std,two,hatchback,4wd,front,93.3,157.3,63.8,55.7,2240,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7603 143 | 0,102,subaru,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2145,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4800,32,37,7126 144 | 0,102,subaru,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2190,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4400,28,33,7775 145 | 0,102,subaru,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2340,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,26,32,9960 146 | 0,102,subaru,gas,std,four,sedan,4wd,front,97,172,65.4,54.3,2385,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,24,25,9233 147 | 0,102,subaru,gas,turbo,four,sedan,4wd,front,97,172,65.4,54.3,2510,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,24,29,11259 148 | 0,89,subaru,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2290,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,28,32,7463 149 | 0,89,subaru,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2455,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,25,31,10198 150 | 0,85,subaru,gas,std,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2420,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,23,29,8013 151 | 0,85,subaru,gas,turbo,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2650,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,23,23,11694 152 | 1,87,toyota,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,1985,ohc,four,92,2bbl,3.05,3.03,9,62,4800,35,39,5348 153 | 1,87,toyota,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,2040,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6338 154 | 1,74,toyota,gas,std,four,hatchback,fwd,front,95.7,158.7,63.6,54.5,2015,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6488 155 | 0,77,toyota,gas,std,four,wagon,fwd,front,95.7,169.7,63.6,59.1,2280,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,37,6918 156 | 0,81,toyota,gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,2290,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,7898 157 | 0,91,toyota,gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,3110,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,8778 158 | 0,91,toyota,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2081,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,6938 159 | 0,91,toyota,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2109,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,7198 160 | 0,91,toyota,diesel,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,34,36,7898 161 | 0,91,toyota,diesel,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,38,47,7788 162 | 0,91,toyota,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2094,ohc,four,98,2bbl,3.19,3.03,9,70,4800,38,47,7738 163 | 0,91,toyota,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2122,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,8358 164 | 0,91,toyota,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,52.8,2140,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,9258 165 | 1,168,toyota,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2169,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8058 166 | 1,168,toyota,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2204,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8238 167 | 1,168,toyota,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2265,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9298 168 | 1,168,toyota,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2300,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9538 169 | 2,134,toyota,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2540,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,8449 170 | 2,134,toyota,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2536,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9639 171 | 2,134,toyota,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2551,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9989 172 | 2,134,toyota,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2679,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11199 173 | 2,134,toyota,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2714,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11549 174 | 2,134,toyota,gas,std,two,convertible,rwd,front,98.4,176.2,65.6,53,2975,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,17669 175 | -1,65,toyota,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2326,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,29,34,8948 176 | -1,65,toyota,diesel,turbo,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2480,ohc,four,110,idi,3.27,3.35,22.5,73,4500,30,33,10698 177 | -1,65,toyota,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,9988 178 | -1,65,toyota,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,10898 179 | -1,65,toyota,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2458,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,11248 180 | 3,197,toyota,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,2976,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,20,24,16558 181 | 3,197,toyota,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,3016,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,19,24,15998 182 | -1,90,toyota,gas,std,four,sedan,rwd,front,104.5,187.8,66.5,54.1,3131,dohc,six,171,mpfi,3.27,3.35,9.2,156,5200,20,24,15690 183 | -1,?,toyota,gas,std,four,wagon,rwd,front,104.5,187.8,66.5,54.1,3151,dohc,six,161,mpfi,3.27,3.35,9.2,156,5200,19,24,15750 184 | 2,122,volkswagen,diesel,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2261,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7775 185 | 2,122,volkswagen,gas,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2209,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,7975 186 | 2,94,volkswagen,diesel,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2264,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7995 187 | 2,94,volkswagen,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2212,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8195 188 | 2,94,volkswagen,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2275,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8495 189 | 2,94,volkswagen,diesel,turbo,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2319,ohc,four,97,idi,3.01,3.4,23,68,4500,37,42,9495 190 | 2,94,volkswagen,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2300,ohc,four,109,mpfi,3.19,3.4,10,100,5500,26,32,9995 191 | 3,?,volkswagen,gas,std,two,convertible,fwd,front,94.5,159.3,64.2,55.6,2254,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,11595 192 | 3,256,volkswagen,gas,std,two,hatchback,fwd,front,94.5,165.7,64,51.4,2221,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,9980 193 | 0,?,volkswagen,gas,std,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2661,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,24,13295 194 | 0,?,volkswagen,diesel,turbo,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2579,ohc,four,97,idi,3.01,3.4,23,68,4500,33,38,13845 195 | 0,?,volkswagen,gas,std,four,wagon,fwd,front,100.4,183.1,66.9,55.1,2563,ohc,four,109,mpfi,3.19,3.4,9,88,5500,25,31,12290 196 | -2,103,volvo,gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2912,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,12940 197 | -1,74,volvo,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3034,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,13415 198 | -2,103,volvo,gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2935,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,15985 199 | -1,74,volvo,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3042,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,16515 200 | -2,103,volvo,gas,turbo,four,sedan,rwd,front,104.3,188.8,67.2,56.2,3045,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18420 201 | -1,74,volvo,gas,turbo,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3157,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18950 202 | -1,95,volvo,gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,2952,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,16845 203 | -1,95,volvo,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.8,55.5,3049,ohc,four,141,mpfi,3.78,3.15,8.7,160,5300,19,25,19045 204 | -1,95,volvo,gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3012,ohcv,six,173,mpfi,3.58,2.87,8.8,134,5500,18,23,21485 205 | -1,95,volvo,diesel,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3217,ohc,six,145,idi,3.01,3.4,23,106,4800,26,27,22470 206 | -1,95,volvo,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3062,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,19,25,22625 207 | --------------------------------------------------------------------------------