DS312Fall21Excelassignment2_data.xlsx
Sheet2
| | ERA | WHIP | CMD | K/9 | HR/9 | OBA | THROWS |
| ERA | 1 |
| WHIP | 0.8247685622 | 1 |
| CMD | -0.4621268572 | -0.6635041276 | 1 |
| K/9 | -0.4452093431 | -0.5030423764 | 0.5700903502 | 1 |
| HR/9 | 0.5623825008 | 0.3407731692 | -0.1843971747 | -0.2383858038 | 1 |
| OBA | 0.8246880986 | 0.9984738521 | -0.6732219282 | -0.5097252553 | 0.3414698202 | 1 |
| THROWS | 0.0355076727 | -0.0387644064 | 0.1208898284 | -0.0607241246 | 0.022564126 | -0.0394021447 | 1 |
Sheet3
| | WHIP | CMD | K/9 | HR/9 | OBA | THROWS |
| WHIP | 1 |
| CMD | -0.6635041276 | 1 |
| K/9 | -0.5030423764 | 0.5700903502 | 1 |
| HR/9 | 0.3407731692 | -0.1843971747 | -0.2383858038 | 1 |
| OBA | 0.9984738521 | -0.6732219282 | -0.5097252553 | 0.3414698202 | 1 |
| THROWS | -0.0387644064 | 0.1208898284 | -0.0607241246 | 0.022564126 | -0.0394021447 | 1 |
Sheet1
| Pitcher | TEAM | ERA | WHIP | CMD | K/9 | HR/9 | OBA | THROWS |
| Armas Jr. | WAS | 5.03 | 1.50 | 1.5 | 5.7 | 1.1 | 339 | 1 |
| Arroyo | CIN | 3.29 | 1.19 | 2.9 | 6.9 | 1.2 | 289 | 1 |
| Batista | ARI | 4.58 | 1.53 | 1.3 | 4.8 | 0.8 | 343 | 1 |
| Beckett | BOS | 5.01 | 1.29 | 2.1 | 6.9 | 1.6 | 307 | 1 |
| Bedard | BAL | 3.76 | 1.35 | 2.5 | 7.8 | 0.7 | 316 | 0 |
| Benson | BAL | 4.82 | 1.40 | 1.5 | 4.3 | 1.6 | 325 | 1 |
| Blanton | OAK | 4.82 | 1.54 | 1.8 | 5.0 | 0.8 | 345 | 1 |
| Bonderman | DET | 4.08 | 1.30 | 3.2 | 8.5 | 0.8 | 308 | 1 |
| Bonser | MIN | 4.22 | 1.28 | 3.5 | 7.5 | 1.6 | 304 | 1 |
| Buchholz | HOU | 5.89 | 1.25 | 2.3 | 6.1 | 1.7 | 299 | 1 |
| Buehrle | CHW | 4.99 | 1.45 | 2.0 | 4.3 | 1.6 | 331 | 0 |
| Burnett | TOR | 3.98 | 1.30 | 3.0 | 7.8 | 0.9 | 309 | 1 |
| Bush | MIL | 4.41 | 1.14 | 4.4 | 7.1 | 1.1 | 280 | 1 |
| Byrd | CLE | 4.88 | 1.51 | 2.3 | 4.4 | 1.3 | 341 | 1 |
| Cabrera | BAL | 4.74 | 1.58 | 1.5 | 9.5 | 0.7 | 351 | 1 |
| Cain | SF | 4.15 | 1.28 | 2.1 | 8.4 | 0.8 | 305 | 1 |
| Capuano | MIL | 4.03 | 1.25 | 3.7 | 7.1 | 1.2 | 299 | 0 |
| Carpenter | STL | 3.09 | 1.07 | 4.3 | 7.5 | 0.9 | 268 | 1 |
| Carrasco | LAA | 3.41 | 1.20 | 2.7 | 6.5 | 0.9 | 291 | 1 |
| Chacon | PIT | 6.36 | 1.72 | 1.0 | 5.1 | 1.9 | 370 | 1 |
| Clemens | HOU | 2.30 | 1.04 | 3.5 | 8.1 | 0.6 | 263 | 1 |
| Contreras | CHW | 4.27 | 1.27 | 2.4 | 6.2 | 0.9 | 303 | 1 |
| Cook | COL | 4.23 | 1.40 | 1.7 | 3.9 | 0.7 | 324 | 1 |
| Davis | MIL | 4.91 | 1.51 | 1.6 | 7.0 | 0.8 | 342 | 0 |
| Duke | PIT | 4.47 | 1.50 | 1.7 | 4.9 | 0.7 | 339 | 0 |
| Elarton | KC | 5.34 | 1.47 | 0.9 | 3.8 | 2.0 | 335 | 1 |
| Escobar | LAA | 3.61 | 1.28 | 2.9 | 7.0 | 0.8 | 304 | 1 |
| Fogg | COL | 5.49 | 1.55 | 1.6 | 4.9 | 1.3 | 346 | 1 |
| Fossum | TAM | 5.33 | 1.53 | 1.4 | 6.1 | 1.2 | 344 | 0 |
| Francis | COL | 4.16 | 1.29 | 1.7 | 5.3 | 0.8 | 306 | 0 |
| Garcia | CHW | 4.53 | 1.28 | 2.8 | 5.6 | 1.3 | 304 | 1 |
| Garland | CHW | 4.51 | 1.36 | 2.7 | 4.8 | 1.1 | 318 | 1 |
| Glavine | NYM | 3.82 | 1.33 | 2.1 | 6.0 | 1.0 | 313 | 0 |
| Gonzalez | ARI | 5.67 | 1.39 | 1.9 | 5.6 | 1.2 | 323 | 1 |
| Halladay | TOR | 3.19 | 1.10 | 3.9 | 5.4 | 0.8 | 274 | 1 |
| Hamels | PHI | 4.08 | 1.25 | 3.0 | 9.9 | 1.3 | 299 | 0 |
| Harang | CIN | 3.76 | 1.27 | 3.9 | 8.3 | 1.1 | 303 | 1 |
| Haren | OAK | 4.12 | 1.21 | 3.9 | 7.1 | 1.3 | 292 | 1 |
| Hendrickson | LAD | 4.21 | 1.43 | 1.6 | 5.4 | 0.9 | 328 | 0 |
| Hensley | SD | 3.71 | 1.34 | 1.6 | 5.9 | 0.7 | 314 | 1 |
| Hernandez | SEA | 4.52 | 1.34 | 2.9 | 8.3 | 1.1 | 314 | 1 |
| Hernandez | NYM | 4.66 | 1.33 | 2.7 | 9.1 | 1.2 | 313 | 1 |
| Hernandez | KC | 6.48 | 1.76 | 1.0 | 4.1 | 1.8 | 376 | 1 |
| Hernandez | ARI | 4.83 | 1.50 | 1.6 | 5.3 | 1.2 | 339 | 1 |
| Hudson | KC | 5.12 | 1.44 | 1.7 | 5.6 | 0.6 | 330 | 1 |
| Hudson | ATL | 4.86 | 1.44 | 1.8 | 5.8 | 1.0 | 330 | 1 |
| James | ATL | 3.78 | 1.24 | 1.9 | 6.9 | 1.5 | 299 | 0 |
| Jennings | COL | 3.78 | 1.37 | 1.7 | 6.0 | 0.7 | 320 | 1 |
| Johnson | NYY | 5.00 | 1.24 | 2.9 | 7.6 | 1.2 | 298 | 0 |
| Johnson | FLA | 3.10 | 1.30 | 2.0 | 7.6 | 0.8 | 308 | 1 |
| Johnson | CIN | 6.10 | 1.70 | 1.5 | 4.2 | 1.1 | 367 | 1 |
| Kazmir | TAM | 3.24 | 1.27 | 3.1 | 10.1 | 0.9 | 303 | 0 |
| Kim | COL | 5.57 | 1.55 | 2.1 | 7.5 | 1.0 | 347 | 1 |
| Koronka | TEX | 5.69 | 1.54 | 1.3 | 4.4 | 1.2 | 345 | 0 |
| Lackey | LAA | 3.56 | 1.26 | 2.6 | 7.9 | 0.6 | 302 | 1 |
| Lee | CLE | 4.40 | 1.41 | 2.2 | 5.8 | 1.3 | 325 | 0 |
| Lidle | NYY | 4.85 | 1.40 | 2.2 | 6.9 | 1.6 | 324 | 1 |
| Lieber | PHI | 4.93 | 1.31 | 4.2 | 5.4 | 1.4 | 310 | 1 |
| Lilly | TOR | 4.31 | 1.43 | 2.0 | 7.9 | 1.4 | 329 | 0 |
| Liriano | MIN | 2.16 | 1.00 | 4.5 | 10.7 | 0.7 | 255 | 0 |
| Loaiza | OAK | 4.89 | 1.42 | 2.4 | 5.6 | 1.0 | 327 | 1 |
| Loewen | BAL | 5.37 | 1.54 | 1.6 | 7.9 | 0.6 | 345 | 0 |
| Lohse | CIN | 5.83 | 1.53 | 2.2 | 6.9 | 1.1 | 344 | 1 |
| Lopez | BAL | 5.90 | 1.55 | 2.3 | 6.5 | 1.5 | 347 | 1 |
| Lowe | LAD | 3.63 | 1.27 | 2.2 | 5.1 | 0.6 | 302 | 1 |
| Lowry | SF | 4.74 | 1.39 | 1.5 | 4.7 | 1.2 | 323 | 0 |
| Maddux | LAD | 4.20 | 1.22 | 3.2 | 5.0 | 0.9 | 295 | 1 |
| Madson | PHI | 5.69 | 1.68 | 2.0 | 6.6 | 1.3 | 366 | 1 |
| Maholm | PIT | 4.76 | 1.61 | 1.4 | 6.0 | 1.0 | 355 | 0 |
| Marquis | STL | 6.02 | 1.52 | 1.3 | 4.4 | 1.6 | 343 | 1 |
| Marshall | CHC | 5.59 | 1.52 | 1.3 | 5.5 | 1.4 | 342 | 0 |
| Martinez | NYM | 4.48 | 1.11 | 3.5 | 9.3 | 1.3 | 275 | 1 |
| McClung | TAM | 6.29 | 1.83 | 0.9 | 5.2 | 1.2 | 385 | 1 |
| Meche | SEA | 4.48 | 1.43 | 1.9 | 7.5 | 1.2 | 329 | 1 |
| Millwood | TEX | 4.52 | 1.31 | 3.0 | 6.6 | 1.0 | 309 | 1 |
| Milton | CIN | 5.19 | 1.34 | 2.1 | 5.3 | 1.7 | 315 | 0 |
| Moehler | FLA | 6.57 | 1.66 | 1.5 | 4.3 | 1.4 | 362 | 1 |
| Morris | SF | 4.98 | 1.35 | 1.9 | 5.1 | 1.0 | 317 | 1 |
| Moyer | PHI | 4.30 | 1.32 | 2.1 | 4.6 | 1.4 | 311 | 0 |
| Mussina | NYY | 3.51 | 1.11 | 4.9 | 7.8 | 1.0 | 275 | 1 |
| Myers | PHI | 3.91 | 1.30 | 3.0 | 8.6 | 1.3 | 308 | 1 |
| Nolasco | FLA | 4.82 | 1.41 | 2.4 | 6.4 | 1.3 | 326 | 1 |
| O'Connor | WAS | 4.80 | 1.34 | 1.3 | 5.1 | 1.3 | 315 | 0 |
| Olsen | FLA | 4.04 | 1.30 | 2.2 | 8.3 | 1.1 | 308 | 0 |
| Ortiz | WAS | 5.57 | 1.54 | 1.6 | 4.9 | 1.5 | 346 | 1 |
| Oswalt | HOU | 2.98 | 1.17 | 4.4 | 6.8 | 0.7 | 286 | 1 |
| Padilla | TEX | 4.50 | 1.38 | 2.2 | 7.0 | 0.9 | 321 | 1 |
| Park | SD | 4.81 | 1.39 | 2.2 | 6.3 | 1.3 | 323 | 1 |
| Peavy | SD | 4.09 | 1.23 | 3.5 | 9.6 | 1.0 | 296 | 1 |
| Penny | LAD | 4.33 | 1.38 | 2.7 | 7.0 | 0.9 | 320 | 1 |
| Perez | NYM | 6.55 | 1.75 | 1.5 | 8.1 | 1.6 | 375 | 0 |
| Perez | KC | 6.20 | 1.58 | 2.6 | 5.8 | 1.3 | 352 | 0 |
| Pettitte | HOU | 4.20 | 1.44 | 2.5 | 7.5 | 1.1 | 330 | 0 |
| Pineiro | SEA | 6.36 | 1.65 | 1.4 | 4.7 | 1.2 | 361 | 1 |
| Proctor | NYY | 3.52 | 1.19 | 2.7 | 7.8 | 1.1 | 290 | 1 |
| Radke | MIN | 4.32 | 1.41 | 2.6 | 4.6 | 1.3 | 326 | 1 |
| Ramirez | CIN | 5.37 | 1.46 | 2.4 | 6.0 | 1.2 | 334 | 1 |
| Redman | KC | 5.71 | 1.59 | 1.2 | 4.1 | 1.0 | 352 | 0 |
| Robertson | DET | 3.84 | 1.31 | 2.0 | 5.9 | 1.3 | 309 | 0 |
| Rodriguez | HOU | 5.64 | 1.60 | 1.6 | 6.5 | 1.1 | 354 | 0 |
| Rogers | DET | 3.84 | 1.26 | 1.6 | 4.4 | 1.0 | 301 | 0 |
| Saarloos | OAK | 4.75 | 1.66 | 1.0 | 3.9 | 1.4 | 363 | 1 |
| Sabathia | CLE | 3.22 | 1.17 | 3.9 | 8.0 | 0.8 | 287 | 0 |
| Sanchez | FLA | 2.83 | 1.19 | 1.6 | 5.7 | 0.7 | 289 | 1 |
| Santana | MIN | 2.77 | 1.00 | 5.2 | 9.4 | 0.9 | 255 | 0 |
| Santana | LAA | 4.28 | 1.23 | 2.0 | 6.2 | 0.9 | 296 | 1 |
| Santos | PIT | 5.70 | 1.66 | 1.9 | 6.3 | 1.2 | 363 | 1 |
| Schilling | BOS | 3.97 | 1.22 | 6.5 | 8.1 | 1.2 | 294 | 1 |
| Schmidt | SF | 3.59 | 1.26 | 2.2 | 7.6 | 0.9 | 302 | 1 |
| Sele | LAD | 4.53 | 1.45 | 1.9 | 5.0 | 1.0 | 332 | 1 |
| Seo | TAM | 5.33 | 1.61 | 1.6 | 5.0 | 1.8 | 356 | 1 |
| Sheets | MIL | 3.82 | 1.09 | 10.5 | 9.8 | 0.8 | 273 | 1 |
| Shields | TAM | 4.84 | 1.44 | 2.7 | 7.5 | 1.3 | 330 | 1 |
| Silva | MIN | 5.94 | 1.54 | 2.2 | 3.5 | 1.9 | 346 | 1 |
| Smoltz | ATL | 3.49 | 1.19 | 3.8 | 8.2 | 0.9 | 289 | 1 |
| Snell | PIT | 4.74 | 1.46 | 2.3 | 8.2 | 1.4 | 334 | 1 |
| Sosa | STL | 5.42 | 1.51 | 1.9 | 5.7 | 2.3 | 341 | 1 |
| Suppan | STL | 4.12 | 1.45 | 1.5 | 4.9 | 1.0 | 332 | 1 |
| Tomko | LAD | 4.73 | 1.35 | 2.6 | 6.1 | 1.4 | 317 | 1 |
| Trachsel | NYM | 4.97 | 1.60 | 1.0 | 4.3 | 1.3 | 354 | 1 |
| Vargas | ARI | 4.83 | 1.41 | 2.4 | 6.6 | 1.4 | 326 | 1 |
| Vazquez | CHW | 4.84 | 1.29 | 3.3 | 8.2 | 1.0 | 307 | 1 |
| Verlander | DET | 3.63 | 1.33 | 2.1 | 6.0 | 1.0 | 313 | 1 |
| Wakefield | BOS | 4.63 | 1.33 | 1.8 | 5.8 | 1.2 | 313 | 1 |
| Wang | NYY | 3.63 | 1.31 | 1.5 | 3.1 | 0.5 | 309 | 1 |
| Washburn | SEA | 4.67 | 1.35 | 1.9 | 5.0 | 1.2 | 317 | 0 |
| Weaver | STL | 5.76 | 1.51 | 2.3 | 5.6 | 1.8 | 341 | 1 |
| Weaver | LAA | 2.56 | 1.03 | 3.2 | 7.7 | 1.1 | 261 | 1 |
| Webb | ARI | 3.10 | 1.13 | 3.6 | 6.8 | 0.6 | 279 | 1 |
| Westbrook | CLE | 4.17 | 1.43 | 2.0 | 4.6 | 0.6 | 329 | 1 |
| Williams | SD | 3.65 | 1.29 | 2.1 | 4.5 | 1.3 | 306 | 1 |
| Willis | FLA | 3.87 | 1.42 | 1.9 | 6.4 | 0.8 | 327 | 0 |
| Woods | SEA | 4.20 | 1.60 | 1.2 | 5.7 | 1.0 | 354 | 0 |
| Wright | SF | 5.19 | 1.48 | 1.2 | 4.6 | 0.9 | 336 | 1 |
| Wright | NYY | 4.49 | 1.52 | 1.5 | 5.4 | 0.6 | 343 | 1 |
| Young | SD | 3.46 | 1.13 | 2.4 | 8.2 | 1.4 | 279 | 1 |
| Zambrano | CHC | 3.41 | 1.29 | 1.8 | 8.8 | 0.8 | 307 | 1 |
| Zito | OAK | 3.83 | 1.40 | 1.5 | 6.1 | 1.1 | 324 | 0 |