├── atbat_dup_remove.py ├── license.txt ├── pfx_parser_csv.py ├── pitch_dup_remove.py └── table_creation.sql /atbat_dup_remove.py: -------------------------------------------------------------------------------- 1 | with open('atbat_table.csv','r') as in_file, open('edited_atbat_table.csv','w') as out_file: 2 | seen = set() 3 | for line in in_file: 4 | if line in seen: continue 5 | 6 | seen.add(line) 7 | out_file.write(line) -------------------------------------------------------------------------------- /license.txt: -------------------------------------------------------------------------------- 1 | GNU GENERAL PUBLIC LICENSE 2 | Version 3, 29 June 2007 3 | 4 | Copyright (C) 2007 Free Software Foundation, Inc. 5 | Everyone is permitted to copy and distribute verbatim copies 6 | of this license document, but changing it is not allowed. 7 | 8 | Preamble 9 | 10 | The GNU General Public License is a free, copyleft license for 11 | software and other kinds of works. 12 | 13 | The licenses for most software and other practical works are designed 14 | to take away your freedom to share and change the works. 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Interpretation of Sections 15 and 16. 613 | 614 | If the disclaimer of warranty and limitation of liability provided 615 | above cannot be given local legal effect according to their terms, 616 | reviewing courts shall apply local law that most closely approximates 617 | an absolute waiver of all civil liability in connection with the 618 | Program, unless a warranty or assumption of liability accompanies a 619 | copy of the Program in return for a fee. 620 | 621 | END OF TERMS AND CONDITIONS -------------------------------------------------------------------------------- /pfx_parser_csv.py: -------------------------------------------------------------------------------- 1 | ''' 2 | Copyright (C) 2015 3 | Author: John Choiniere 4 | 5 | This program is free software: you can redistribute it and/or modify 6 | it under the terms of the GNU General Public License as published by 7 | the Free Software Foundation, either version 3 of the License, or 8 | (at your option) any later version. 9 | 10 | This program is distributed in the hope that it will be useful, 11 | but WITHOUT ANY WARRANTY; without even the implied warranty of 12 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 13 | GNU General Public License for more details. 14 | 15 | You should have received a copy of the GNU General Public License 16 | along with this program. If not, see .''' 17 | 18 | 19 | import re 20 | from bs4 import BeautifulSoup, UnicodeDammit 21 | from urllib.request import urlopen 22 | import os 23 | import datetime 24 | import time 25 | 26 | 27 | pitch_outfile=open("pitch_table.csv", "a+", encoding='utf-8') 28 | atbat_outfile=open("atbat_table.csv", "a+", encoding='utf-8') 29 | 30 | file_cont = "" 31 | '''while file_cont!="yes" and file_cont!="no": 32 | file_cont = input("Continue files from previous spot? Type yes/no: ")''' 33 | 34 | if file_cont == "yes": 35 | ll_retroid = pitch_outfile.readlines()[-1:][0].split(",")[0] 36 | startdate = datetime.date(int(ll_retroid[0:4]), int(ll_retroid[4:6]), int(ll_retroid[6:8]))+datetime.timedelta(days=1) 37 | else: 38 | startdate_choice_fl="" 39 | while startdate_choice_fl!="yes" and startdate_choice_fl!="no": 40 | startdate_choice_fl=input("Choose starting date? Type yes or no: ") 41 | 42 | if startdate_choice_fl=="yes": 43 | start_year = int(input("Starting year: ")) 44 | start_month = int(input("Starting month: ")) 45 | start_day = int(input("Starting day: ")) 46 | startdate = datetime.date(start_year, start_month, start_day) 47 | else: 48 | startdate = datetime.date(2008, 1, 1) 49 | 50 | enddate_choice_fl="" 51 | while enddate_choice_fl!="yes" and enddate_choice_fl!="no": 52 | enddate_choice_fl=input("Choose ending date? Type yes or no: ") 53 | 54 | if enddate_choice_fl=="yes": 55 | end_year = int(input("Ending year: ")) 56 | end_month = int(input("Ending month: ")) 57 | end_date = int(input("Ending day: ")) 58 | enddate = datetime.date(end_year, end_month, end_date) 59 | else: 60 | enddate = datetime.date.today()-datetime.timedelta(days=1) 61 | 62 | add_pitch = ("INSERT INTO pythonpfx.pitches " 63 | "(retro_game_id, st_fl, regseason_fl, playoffs_fl, game_type, game_type_des, game_id, home_team_id, home_team_lg, away_team_id, away_team_lg,interleague_fl, bat_home_id, park_id, park_name, park_lock, pit_id, bat_id, pit_hand_cd, bat_hand_cd, pa_ball_ct, pa_strike_ct, outs_ct, pitch_seq, pa_terminal_fl, pa_event_cd, start_bases_cd, end_bases_cd, event_outs_ct, ab_number, pitch_res, pitch_des, pitch_id, x, y, start_speed, end_speed, sz_top, sz_bot, pfx_x, pfx_z, px, py, pz, x0, y0, z0, vx0, vy0, vz0, ax, ay, az, break_y, break_angle, break_length, pitch_type, type_conf, zone, spin_dir, spin_rate, sv_id)" 64 | "VALUES (%(retro_game_id)s, %(st_fl)s, %(regseason_fl)s, %(playoffs_fl)s, %(game_type)s, %(game_type_des)s, %(game_id)s, %(home_team_id)s, %(home_team_lg)s, %(away_team_id)s, %(away_team_lg)s,%(interleague_fl)s, %(bat_home_id)s, %(park_id)s, %(park_name)s, %(park_lock)s, %(pit_id)s, %(bat_id)s, %(pit_hand_cd)s, %(bat_hand_cd)s, %(pa_ball_ct)s, %(pa_strike_ct)s, %(outs_ct)s, %(pitch_seq)s, %(pa_terminal_fl)s, %(pa_event_cd)s, %(start_bases_cd)s, %(end_bases_cd)s, %(event_outs_ct)s, %(ab_number)s, %(pitch_res)s, %(pitch_des)s, %(pitch_id)s, %(x)s, %(y)s, %(start_speed)s, %(end_speed)s, %(sz_top)s, %(sz_bot)s, %(pfx_x)s, %(pfx_z)s, %(px)s, %(py)s, %(pz)s, %(x0)s, %(y0)s, %(z0)s, %(vx0)s, %(vy0)s, %(vz0)s, %(ax)s, %(ay)s, %(az)s, %(break_y)s, %(break_angle)s, %(break_length)s, %(pitch_type)s, %(type_conf)s, %(zone)s, %(spin_dir)s, %(spin_rate)s, %(sv_id)s)") 65 | 66 | if os.stat("pitch_table.csv").st_size==0: 67 | pitch_outfile.write("retro_game_id,year,st_fl,regseason_fl,playoffs_fl,game_type,game_type_des,game_id,home_team_id,home_team_lg,away_team_id,away_team_lg,interleague_fl,inning,bat_home_id,park_id,park_name,park_lock,pit_id,bat_id,pit_hand_cd,bat_hand_cd,pa_ball_ct,pa_strike_ct,outs_ct,pitch_seq,pa_terminal_fl,pa_event_cd,start_bases_cd,end_bases_cd,event_outs_ct,ab_number,pitch_res,pitch_des,pitch_id,x,y,start_speed,end_speed,sz_top,sz_bot,pfx_x,pfx_z,px,pz,x0,y0,z0,vx0,vy0,vz0,ax,ay,az,break_y,break_angle,break_length,pitch_type,pitch_type_seq,type_conf,zone,spin_dir,spin_rate,sv_id\n") 68 | if os.stat("atbat_table.csv").st_size==0: 69 | atbat_outfile.write("retro_game_id,year,month,day,st_fl,regseason_fl,playoff_fl,game_type,game_type_des,local_game_time,game_id,home_team_id,away_team_id,home_team_lg,away_team_lg,interleague_fl,park_id,park_name,park_location,inning_number,bat_home_id,inn_outs,ab_number,pit_mlbid,pit_hand_cd,bat_mlbid,bat_hand_cd,ball_ct,strike_ct,pitch_seq,pitch_type_seq,event_outs_ct,ab_des,event_tx,event_cd,battedball_cd,start_bases_cd,end_bases_cd\n") 70 | 71 | base_url = "http://gd2.mlb.com/components/game/mlb/" 72 | 73 | delta = enddate - startdate 74 | prior_d_url = "" 75 | 76 | for i in range(delta.days+1): 77 | active_date = (startdate+datetime.timedelta(days=i)) 78 | print(base_url+"year_"+str((startdate+datetime.timedelta(days=i)).year)+"/month_"+active_date.strftime('%m')+"/day_"+active_date.strftime('%d')+"/") 79 | try: 80 | urlopen(base_url+"year_"+str((startdate+datetime.timedelta(days=i)).year)+"/month_"+active_date.strftime('%m')+"/day_"+active_date.strftime('%d')+"/") 81 | d_url = base_url+"year_"+str((startdate+datetime.timedelta(days=i)).year)+"/month_"+active_date.strftime('%m')+"/day_"+active_date.strftime('%d')+"/" 82 | except: 83 | print("excepted") 84 | d_url = prior_d_url 85 | if d_url!=prior_d_url: 86 | day_soup = BeautifulSoup(urlopen(d_url)) 87 | for game in day_soup.find_all("a", href=re.compile("gid_.*")): 88 | g = game.get_text().strip() 89 | if type(game.get_text().strip()[len(game.get_text().strip())-2:len(game.get_text().strip())-1])==type(int(1)): 90 | game_number = game.get_text().strip()[len(game.get_text().strip())-2:len(game.get_text().strip())-1] 91 | else: 92 | game_number = 1 93 | g_url = d_url+g 94 | print(g) 95 | st_fl="F" 96 | regseason_fl="F" 97 | playoff_fl="F" 98 | if BeautifulSoup(urlopen(g_url),"lxml").find("a", href="game.xml"): 99 | # time.sleep(1) 100 | detail_soup = BeautifulSoup(urlopen(g_url+"game.xml"), "lxml") 101 | if 'type' in detail_soup.game.attrs: 102 | game_type = detail_soup.game["type"] 103 | else: 104 | game_type = "U" 105 | if game_type == "S": 106 | game_type_des = "Spring Training" 107 | st_fl="T" 108 | elif game_type == "R": 109 | game_type_des = "Regular Season" 110 | regseason_fl="T" 111 | elif game_type == "F": 112 | game_type_des = "Wild-card Game" 113 | playoff_fl="T" 114 | elif game_type == "D": 115 | game_type_des = "Divisional Series" 116 | playoff_fl="T" 117 | elif game_type == "L": 118 | game_type_des = "LCS" 119 | playoff_fl="T" 120 | elif game_type == "W": 121 | game_type_des = "World Series" 122 | playoff_fl="T" 123 | else: 124 | game_type_des = "Unknown" 125 | if 'local_game_time' in detail_soup.game.attrs: 126 | local_game_time = detail_soup.game["local_game_time"] 127 | else: 128 | local_game_time = "unknown" 129 | if 'game_pk' in detail_soup.game.attrs: 130 | game_id = detail_soup.game["game_pk"] 131 | else: 132 | game_id = "unknown" 133 | if detail_soup.find("team"): 134 | home_team_id = detail_soup.find("team", type="home")["code"] 135 | away_team_id = detail_soup.find("team", type="away")["code"] 136 | home_team_lg = detail_soup.find("team", type="home")["league"] 137 | away_team_lg = detail_soup.find("team", type="away")["league"] 138 | else: 139 | home_team_id = "unknown" 140 | away_team_id = "unknown" 141 | home_team_lg = "unknown" 142 | away_team_lg = "unknown" 143 | if home_team_lg==away_team_lg: 144 | interleague_fl="F" 145 | else: 146 | interleague_fl="T" 147 | if detail_soup.find("stadium"): 148 | park_id = detail_soup.stadium["id"] 149 | park_name = detail_soup.stadium["name"] 150 | park_loc = detail_soup.stadium["location"] 151 | else: 152 | park_id = "unknown" 153 | park_name = "unknown" 154 | park_loc = "unknown" 155 | else: 156 | st_fl="U" 157 | regseason_fl="U" 158 | playoff_fl="U" 159 | game_type="U" 160 | game_type_des="Unknown" 161 | local_game_time="Unknown" 162 | game_id="Unknown" 163 | home_team_id="Unknown" 164 | away_team_id="Unknown" 165 | home_team_lg="Unknown" 166 | away_team_lg="Unknown" 167 | interleague_fl="U" 168 | park_id="Unknown" 169 | park_name="Unknown" 170 | park_loc="Unknown" 171 | retro_game_id=home_team_id.upper()+str(active_date.year)+str(active_date.strftime('%m'))+str(active_date.strftime('%d'))+str(int(game_number)-1) 172 | inn_url = g_url+"inning/" 173 | try: 174 | urlopen(inn_url) 175 | tested_inn_url = inn_url 176 | except: 177 | continue 178 | for inning in BeautifulSoup(urlopen(tested_inn_url)).find_all("a", href=re.compile("inning_\d*.xml")): 179 | inn_soup = BeautifulSoup(urlopen(inn_url+inning.get_text().strip()), "xml") 180 | inning_number = inn_soup.inning["num"] 181 | top_outs = 0 182 | bottom_outs = 0 183 | if inn_soup.inning.find("top"): 184 | for ab in inn_soup.inning.top.find_all("atbat"): 185 | pitch_type_seq="" 186 | battedball_cd="" 187 | base1="_" 188 | base2="_" 189 | base3="_" 190 | ball_tally=0 191 | strike_tally=0 192 | pitch_seq = "" 193 | if 'b' in ab.attrs: 194 | ball_ct = ab["b"] 195 | else: 196 | ball_ct="" 197 | if 's' in ab.attrs: 198 | strike_ct = ab["s"] 199 | else: 200 | strike_ct="" 201 | if 'o' in ab.attrs: 202 | event_outs_ct = str(int(ab["o"])-top_outs) 203 | else: 204 | event_outs_ct = "" 205 | bat_home_id=0 206 | if 'batter' in ab.attrs: 207 | bat_mlbid = ab["batter"] 208 | else: 209 | bat_mlbid = "" 210 | if 'stand' in ab.attrs: 211 | bat_hand_cd = ab["stand"] 212 | else: 213 | bat_hand_cd = "" 214 | if 'pitcher' in ab.attrs: 215 | pit_mlbid = ab["pitcher"] 216 | else: 217 | pit_mlbid = "" 218 | if 'p_throws' in ab.attrs: 219 | pit_hand_cd = ab["p_throws"] 220 | else: 221 | pit_hand_cd = "" 222 | if 'des' in ab.attrs: 223 | ab_des = ab["des"] 224 | else: 225 | ab_des = "" 226 | if 'num' in ab.attrs: 227 | ab_number = ab["num"] 228 | else: 229 | ab_number = "" 230 | if 'event' in ab.attrs: 231 | event_tx = ab["event"] 232 | else: 233 | event_tx = "" 234 | event_cd="" 235 | if event_tx=="Flyout" or event_tx=="Fly Out" or event_tx=="Sac Fly" or event_tx=="Sac Fly DP": 236 | event_cd=2 237 | battedball_cd="F" 238 | elif event_tx=="Lineout" or event_tx=="Line Out" or event_tx=="Bunt Lineout": 239 | event_cd=2 240 | battedball_cd="L" 241 | elif event_tx=="Pop out" or event_tx=="Pop Out" or event_tx=="Bunt Pop Out": 242 | event_cd=2 243 | battedball_cd="P" 244 | elif event_tx=="Groundout" or event_tx=="Ground Out" or event_tx=="Sac Bunt" or event_tx=="Bunt Groundout": 245 | event_cd=2 246 | battedball_cd="G" 247 | elif event_tx=="Grounded Into DP": 248 | event_cd=2 249 | battedball_cd="G" 250 | elif event_tx=="Forceout": 251 | event_cd=2 252 | if ab_des.lower().count("grounds")>0: 253 | battedball_cd="G" 254 | elif ab_des.lower().count("lines")>0: 255 | battedball_cd="L" 256 | elif ab_des.lower().count("flies")>0: 257 | battedball_cd="F" 258 | elif ab_des.lower().count("pops")>0: 259 | battedball_cd="P" 260 | else: 261 | battedball_cd="" 262 | elif event_tx=="Double Play" or event_tx=="Triple Play" or event_tx=="Sacrifice Bunt D": 263 | event_cd=2 264 | if ab_des.lower().count("ground")>0: 265 | battedball_cd="G" 266 | elif ab_des.lower().count("lines")>0: 267 | battedball_cd="L" 268 | elif ab_des.lower().count("flies")>0: 269 | battedball_cd="F" 270 | elif ab_des.lower().count("pops")>0: 271 | battedball_cd="P" 272 | else: 273 | battedball_cd="" 274 | elif event_tx=="Strikeout" or event_tx=="Strikeout - DP": 275 | event_cd=3 276 | elif event_tx=="Walk": 277 | event_cd=14 278 | elif event_tx=="Intent Walk": 279 | event_cd=15 280 | elif event_tx=="Hit By Pitch": 281 | event_cd=16 282 | elif event_tx.lower().count("interference")>0: 283 | event_cd=17 284 | elif event_tx[-5:]=="Error": 285 | event_cd=18 286 | elif event_tx=="Fielders Choice Out" or event_tx=="Fielders Choice": 287 | event_cd=19 288 | elif event_tx=="Single": 289 | event_cd=20 290 | if ab_des.count("on a line drive")>0: 291 | battedball_cd="L" 292 | elif ab_des.count("fly ball")>0: 293 | battedball_cd="F" 294 | elif ab_des.count("ground ball")>0: 295 | battedball_cd="G" 296 | elif ab_des.count("pop up")>0: 297 | battedball_cd="P" 298 | else: 299 | battedball_cd="" 300 | elif event_tx=="Double": 301 | event_cd=21 302 | if ab_des.count("line drive")>0: 303 | battedball_cd="L" 304 | elif ab_des.count("fly ball")>0: 305 | battedball_cd="F" 306 | elif ab_des.count("ground ball")>0: 307 | battedball_cd="G" 308 | elif ab_des.count("pop up")>0: 309 | battedball_cd="P" 310 | else: 311 | battedball_cd="" 312 | elif event_tx=="Triple": 313 | event_cd=22 314 | if ab_des.count("line drive")>0: 315 | battedball_cd="L" 316 | elif ab_des.count("fly ball")>0: 317 | battedball_cd="F" 318 | elif ab_des.count("ground ball")>0: 319 | battedball_cd="G" 320 | elif ab_des.count("pop up")>0: 321 | battedball_cd="P" 322 | else: 323 | battedball_cd="" 324 | elif event_tx=="Home Run": 325 | event_cd=23 326 | if ab_des.count("on a line drive")>0: 327 | battedball_cd="L" 328 | elif ab_des.count("fly ball")>0: 329 | battedball_cd="F" 330 | elif ab_des.count("ground ball")>0: 331 | battedball_cd="G" 332 | elif ab_des.count("pop up")>0: 333 | battedball_cd="P" 334 | else: 335 | battedball_cd="" 336 | elif event_tx=="Runner Out": 337 | if ab_des.lower().count("caught stealing")>0: 338 | event_cd=6 339 | elif ab_des.lower().count("picks off")>0: 340 | event_cd=8 341 | else: 342 | event_cd=99 343 | if ab.find("runner", start="1B"): 344 | base1 = "1" 345 | if ab.find("runner", start="2B"): 346 | base2 = "2" 347 | if ab.find("runner", start="3B"): 348 | base3 = "3" 349 | base_state_tx = base1+base2+base3 350 | if base_state_tx=="___": 351 | start_bases_cd="0" 352 | elif base_state_tx=="1__": 353 | start_bases_cd="1" 354 | elif base_state_tx=="_2_": 355 | start_bases_cd="2" 356 | elif base_state_tx=="12_": 357 | start_bases_cd="3" 358 | elif base_state_tx=="__3": 359 | start_bases_cd="4" 360 | elif base_state_tx=="1_3": 361 | start_bases_cd="5" 362 | elif base_state_tx=="_23": 363 | start_bases_cd="6" 364 | elif base_state_tx=="123": 365 | start_bases_cd="7" 366 | else: 367 | start_bases_cd="9" 368 | base1="_" 369 | base2="_" 370 | base3="_" 371 | if ab.find("runner", end="1B"): 372 | base1 = "1" 373 | if ab.find("runner", end="2B"): 374 | base2 = "2" 375 | if ab.find("runner", end="3B"): 376 | base3 = "3" 377 | base_state_tx = base1+base2+base3 378 | if base_state_tx=="___": 379 | end_bases_cd="0" 380 | elif base_state_tx=="1__": 381 | end_bases_cd="1" 382 | elif base_state_tx=="_2_": 383 | end_bases_cd="2" 384 | elif base_state_tx=="12_": 385 | end_bases_cd="3" 386 | elif base_state_tx=="__3": 387 | end_bases_cd="4" 388 | elif base_state_tx=="1_3": 389 | end_bases_cd="5" 390 | elif base_state_tx=="_23": 391 | end_bases_cd="6" 392 | elif base_state_tx=="123": 393 | end_bases_cd="7" 394 | else: 395 | end_bases_cd="9" 396 | for pitch in ab.find_all("pitch"): 397 | pa_terminal_fl="U" 398 | comp_ct=0 399 | if 'type' in pitch.attrs: 400 | pitch_res=pitch["type"] 401 | comp_ct+=1 402 | else: 403 | pitch_res="" 404 | if 'des' in pitch.attrs: 405 | pitch_des=pitch["des"] 406 | comp_ct+=1 407 | else: 408 | pitch_des="" 409 | if pitch_des=="Foul": 410 | pitch_res="F" 411 | if pitch_des=="Called Strike": 412 | pitch_res="C" 413 | if 'id' in pitch.attrs: 414 | pitch_id=pitch["id"] 415 | comp_ct+=1 416 | else: 417 | pitch_id="" 418 | pitch_seq += pitch_res 419 | if pitch_res=="X" or ((pitch_res=="S" or pitch_res=="C") and event_cd==3 and strike_tally==2) or (ball_tally==3 and pitch_res=="B" and (event_cd==14 or event_cd==15)): 420 | pa_terminal_fl="T" 421 | else: 422 | pa_terminal_fl="F" 423 | if 'x' in pitch.attrs: 424 | x=pitch["x"] 425 | comp_ct+=1 426 | else: 427 | x="" 428 | if 'y' in pitch.attrs: 429 | pitch_y=pitch["y"] 430 | comp_ct+=1 431 | else: 432 | pitch_y="" 433 | if 'sv_id' in pitch.attrs: 434 | sv_id=pitch["sv_id"] 435 | comp_ct+=1 436 | else: 437 | sv_id="" 438 | if 'start_speed' in pitch.attrs: 439 | start_speed=pitch["start_speed"] 440 | comp_ct+=1 441 | else: 442 | start_speed="" 443 | if 'end_speed' in pitch.attrs: 444 | end_speed=pitch["end_speed"] 445 | comp_ct+=1 446 | else: 447 | end_speed="" 448 | if 'sz_top' in pitch.attrs: 449 | sz_top=pitch["sz_top"] 450 | comp_ct+=1 451 | else: 452 | sz_top="" 453 | if 'sz_bot' in pitch.attrs: 454 | sz_bot=pitch["sz_bot"] 455 | comp_ct+=1 456 | else: 457 | sz_bot="" 458 | if 'pfx_x' in pitch.attrs: 459 | pfx_x=pitch["pfx_x"] 460 | comp_ct+=1 461 | else: 462 | pfx_x="" 463 | if 'pfx_z' in pitch.attrs: 464 | pfx_z=pitch["pfx_z"] 465 | comp_ct+=1 466 | else: 467 | pfx_z="" 468 | if 'px' in pitch.attrs: 469 | px=pitch["px"] 470 | comp_ct+=1 471 | else: 472 | px="" 473 | if 'pz' in pitch.attrs: 474 | pz=pitch["pz"] 475 | comp_ct+=1 476 | else: 477 | pz="" 478 | if 'x0' in pitch.attrs: 479 | x0=pitch["x0"] 480 | comp_ct+=1 481 | else: 482 | x0="" 483 | if 'y0' in pitch.attrs: 484 | y0=pitch["y0"] 485 | comp_ct+=1 486 | else: 487 | y0="" 488 | if 'z0' in pitch.attrs: 489 | z0=pitch["z0"] 490 | comp_ct+=1 491 | else: 492 | z0="" 493 | if 'vx0' in pitch.attrs: 494 | vx0=pitch["vx0"] 495 | comp_ct+=1 496 | else: 497 | vx0="" 498 | if 'vy0' in pitch.attrs: 499 | vy0=pitch["vy0"] 500 | comp_ct+=1 501 | else: 502 | vy0="" 503 | if 'vz0' in pitch.attrs: 504 | vz0=pitch["vz0"] 505 | comp_ct+=1 506 | else: 507 | vz0="" 508 | if 'ax' in pitch.attrs: 509 | ax=pitch["ax"] 510 | comp_ct+=1 511 | else: 512 | ax="" 513 | if 'ay' in pitch.attrs: 514 | ay=pitch["ay"] 515 | comp_ct+=1 516 | else: 517 | ay="" 518 | if 'az' in pitch.attrs: 519 | az=pitch["az"] 520 | comp_ct+=1 521 | else: 522 | az="" 523 | if 'break_y' in pitch.attrs: 524 | break_y=pitch["break_y"] 525 | comp_ct+=1 526 | else: 527 | break_y="" 528 | if 'break_angle' in pitch.attrs: 529 | break_angle=pitch["break_angle"] 530 | comp_ct+=1 531 | else: 532 | break_angle="" 533 | if 'break_length' in pitch.attrs: 534 | break_length=pitch["break_length"] 535 | comp_ct+=1 536 | else: 537 | break_length="" 538 | if 'pitch_type' in pitch.attrs: 539 | pitch_type=pitch["pitch_type"] 540 | comp_ct+=1 541 | else: 542 | pitch_type="" 543 | if pitch_type_seq=="": 544 | pitch_type_seq += pitch_type 545 | else: 546 | pitch_type_seq += ("|"+pitch_type) 547 | if 'type_confidence' in pitch.attrs: 548 | type_conf=pitch["type_confidence"] 549 | comp_ct+=1 550 | else: 551 | type_conf="" 552 | if 'zone' in pitch.attrs: 553 | zone=pitch["zone"] 554 | comp_ct+=1 555 | else: 556 | zone="" 557 | if 'spin_dir' in pitch.attrs: 558 | spin_dir=pitch["spin_dir"] 559 | comp_ct+=1 560 | else: 561 | spin_dir="" 562 | if 'spin_rate' in pitch.attrs: 563 | spin_rate=pitch["spin_rate"] 564 | comp_ct+=1 565 | else: 566 | spin_rate="" 567 | pitch_outfile.write(str(retro_game_id)+","+str(active_date.year)+","+str(st_fl)+","+str(regseason_fl)+","+str(playoff_fl)+","+str(game_type)+","+str(game_type_des)+","+str(game_id)+","+str(home_team_id)+","+str(home_team_lg)+","+str(away_team_id)+","+str(away_team_lg)+","+str(interleague_fl)+","+str(inning_number)+","+str(bat_home_id)+","+str(park_id)+","+str(park_name)+",\""+str(park_loc)+"\","+str(pit_mlbid)+","+str(bat_mlbid)+","+str(pit_hand_cd)+","+str(bat_hand_cd)+","+str(ball_tally)+","+str(strike_tally)+","+str(top_outs)+","+str(pitch_seq)+","+str(pa_terminal_fl)+","+str(event_cd)+","+str(start_bases_cd)+","+str(end_bases_cd)+","+str(event_outs_ct)+","+str(ab_number)+","+str(pitch_res)+",\""+str(pitch_des)+"\","+str(pitch_id)+","+str(x)+","+str(pitch_y)+","+str(start_speed)+","+str(end_speed)+","+str(sz_top)+","+str(sz_bot)+","+str(pfx_x)+","+str(pfx_z)+","+str(px)+","+str(pz)+","+str(x0)+","+str(y0)+","+str(z0)+","+str(vx0)+","+str(vy0)+","+str(vz0)+","+str(ax)+","+str(ay)+","+str(az)+","+str(break_y)+","+str(break_angle)+","+str(break_length)+","+str(pitch_type)+","+str(pitch_type_seq)+","+str(type_conf)+","+str(zone)+","+str(spin_dir)+","+str(spin_rate)+","+str(sv_id)+"\n") 568 | if pitch_res=="B": 569 | if ball_tally<4: 570 | ball_tally += 1 571 | elif pitch_res=="S" or pitch_res=="C" or pitch_res=="X": 572 | if strike_tally<3: 573 | strike_tally+=1 574 | elif pitch_res=="F": 575 | if strike_tally<2: 576 | strike_tally+=1 577 | atbat_outfile.write(str(retro_game_id)+","+str(active_date.year)+","+str(active_date.month)+","+str(active_date.day)+","+str(st_fl)+","+str(regseason_fl)+","+str(playoff_fl)+","+str(game_type)+","+str(game_type_des)+","+str(local_game_time)+","+str(game_id)+","+str(home_team_id)+","+str(away_team_id)+","+str(home_team_lg)+","+str(away_team_lg)+","+str(interleague_fl)+","+str(park_id)+","+str(park_name)+",\""+str(park_loc)+"\","+str(inning_number)+","+str(bat_home_id)+","+str(top_outs)+","+str(ab_number)+","+str(pit_mlbid)+","+str(pit_hand_cd)+","+str(bat_mlbid)+","+str(bat_hand_cd)+","+str(ball_ct)+","+str(strike_ct)+","+str(pitch_seq)+","+str(pitch_type_seq)+","+str(event_outs_ct)+",\""+str(ab_des)+"\","+str(event_tx)+","+str(event_cd)+","+str(battedball_cd)+","+str(start_bases_cd)+","+str(end_bases_cd)+"\n") 578 | top_outs += int(event_outs_ct) 579 | if inn_soup.inning.find("bottom"): 580 | for ab in inn_soup.inning.bottom.find_all("atbat"): 581 | pitch_type_seq="" 582 | battedball_cd="" 583 | base1="_" 584 | base2="_" 585 | base3="_" 586 | ball_tally=0 587 | strike_tally=0 588 | pitch_seq = "" 589 | if 'b' in ab.attrs: 590 | ball_ct = ab["b"] 591 | else: 592 | ball_ct="" 593 | if 's' in ab.attrs: 594 | strike_ct = ab["s"] 595 | else: 596 | strike_ct="" 597 | if 'o' in ab.attrs: 598 | event_outs_ct = str(int(ab["o"])-bottom_outs) 599 | else: 600 | event_outs_ct = "" 601 | bat_home_id=1 602 | if 'batter' in ab.attrs: 603 | bat_mlbid = ab["batter"] 604 | else: 605 | bat_mlbid = "" 606 | if 'stand' in ab.attrs: 607 | bat_hand_cd = ab["stand"] 608 | else: 609 | bat_hand_cd = "" 610 | if 'pitcher' in ab.attrs: 611 | pit_mlbid = ab["pitcher"] 612 | else: 613 | pit_mlbid = "" 614 | if 'p_throws' in ab.attrs: 615 | pit_hand_cd = ab["p_throws"] 616 | else: 617 | pit_hand_cd = "" 618 | if 'des' in ab.attrs: 619 | ab_des = ab["des"] 620 | else: 621 | ab_des = "" 622 | if 'num' in ab.attrs: 623 | ab_number = ab["num"] 624 | else: 625 | ab_number = "" 626 | if 'event' in ab.attrs: 627 | event_tx = ab["event"] 628 | else: 629 | event_tx = "" 630 | if event_tx=="Flyout" or event_tx=="Fly Out" or event_tx=="Sac Fly" or event_tx=="Sac Fly DP": 631 | event_cd=2 632 | battedball_cd="F" 633 | elif event_tx=="Lineout" or event_cd=="Line Out" or event_tx=="Bunt Lineout": 634 | event_cd=2 635 | battedball_cd="L" 636 | elif event_tx=="Pop out" or event_tx=="Pop Out" or event_tx=="Bunt Pop Out": 637 | event_cd=2 638 | battedball_cd="P" 639 | elif event_tx=="Groundout" or event_tx=="Ground Out" or event_tx=="Sac Bunt" or event_tx=="Bunt Groundout": 640 | event_cd=2 641 | battedball_cd="G" 642 | elif event_tx=="Grounded Into DP": 643 | event_cd=2 644 | battedball_cd="G" 645 | elif event_tx=="Forceout" or event_tx=="Force Out": 646 | event_cd=2 647 | if ab_des.lower().count("grounds")>0: 648 | battedball_cd="G" 649 | elif ab_des.lower().count("lines")>0: 650 | battedball_cd="L" 651 | elif ab_des.lower().count("flies")>0: 652 | battedball_cd="F" 653 | elif ab_des.lower().count("pops")>0: 654 | battedball_cd="P" 655 | else: 656 | battedball_cd="" 657 | elif event_tx=="Double Play" or event_tx=="Triple Play" or event_tx=="Sacrifice Bunt D": 658 | event_cd=2 659 | if ab_des.lower().count("ground")>0: 660 | battedball_cd="G" 661 | elif ab_des.lower().count("lines")>0: 662 | battedball_cd="L" 663 | elif ab_des.lower().count("flies")>0: 664 | battedball_cd="F" 665 | elif ab_des.lower().count("pops")>0: 666 | battedball_cd="P" 667 | else: 668 | battedball_cd="" 669 | elif event_tx=="Strikeout" or event_tx=="Strikeout - DP": 670 | event_cd=3 671 | elif event_tx=="Walk": 672 | event_cd=14 673 | elif event_tx=="Intent Walk": 674 | event_cd=15 675 | elif event_tx=="Hit By Pitch": 676 | event_cd=16 677 | elif event_tx.lower().count("interference")>0: 678 | event_cd=17 679 | elif event_tx[-5:]=="Error": 680 | event_cd=18 681 | elif event_tx=="Fielders Choice Out" or event_tx=="Fielders Choice": 682 | event_cd=19 683 | elif event_tx=="Single": 684 | event_cd=20 685 | if ab_des.count("on a line drive")>0: 686 | battedball_cd="L" 687 | elif ab_des.count("fly ball")>0: 688 | battedball_cd="F" 689 | elif ab_des.count("ground ball")>0: 690 | battedball_cd="G" 691 | elif ab_des.count("pop up")>0: 692 | battedball_cd="P" 693 | else: 694 | battedball_cd="" 695 | elif event_tx=="Double": 696 | event_cd=21 697 | if ab_des.count("line drive")>0: 698 | battedball_cd="L" 699 | elif ab_des.count("fly ball")>0: 700 | battedball_cd="F" 701 | elif ab_des.count("ground ball")>0: 702 | battedball_cd="G" 703 | elif ab_des.count("pop up")>0: 704 | battedball_cd="P" 705 | else: 706 | battedball_cd="" 707 | elif event_tx=="Triple": 708 | event_cd=22 709 | if ab_des.count("line drive")>0: 710 | battedball_cd="L" 711 | elif ab_des.count("fly ball")>0: 712 | battedball_cd="F" 713 | elif ab_des.count("ground ball")>0: 714 | battedball_cd="G" 715 | elif ab_des.count("pop up")>0: 716 | battedball_cd="P" 717 | else: 718 | battedball_cd="" 719 | elif event_tx=="Home Run": 720 | event_cd=23 721 | if ab_des.count("on a line drive")>0: 722 | battedball_cd="L" 723 | elif ab_des.count("fly ball")>0: 724 | battedball_cd="F" 725 | elif ab_des.count("ground ball")>0: 726 | battedball_cd="G" 727 | elif ab_des.count("pop up")>0: 728 | battedball_cd="P" 729 | else: 730 | battedball_cd="" 731 | elif event_tx=="Runner Out": 732 | if ab_des.lower().count("caught stealing")>0: 733 | event_cd=6 734 | elif ab_des.lower().count("picks off")>0: 735 | event_cd=8 736 | else: 737 | event_cd=99 738 | if ab.find("runner", start="1B"): 739 | base1 = "1" 740 | if ab.find("runner", start="2B"): 741 | base2 = "2" 742 | if ab.find("runner", start="3B"): 743 | base3 = "3" 744 | base_state_tx = base1+base2+base3 745 | if base_state_tx=="___": 746 | start_bases_cd="0" 747 | elif base_state_tx=="1__": 748 | start_bases_cd="1" 749 | elif base_state_tx=="_2_": 750 | start_bases_cd="2" 751 | elif base_state_tx=="12_": 752 | start_bases_cd="3" 753 | elif base_state_tx=="__3": 754 | start_bases_cd="4" 755 | elif base_state_tx=="1_3": 756 | start_bases_cd="5" 757 | elif base_state_tx=="_23": 758 | start_bases_cd="6" 759 | elif base_state_tx=="123": 760 | start_bases_cd="7" 761 | else: 762 | start_bases_cd="9" 763 | base1="_" 764 | base2="_" 765 | base3="_" 766 | if ab.find("runner", end="1B"): 767 | base1 = "1" 768 | if ab.find("runner", end="2B"): 769 | base2 = "2" 770 | if ab.find("runner", end="3B"): 771 | base3 = "3" 772 | base_state_tx = base1+base2+base3 773 | if base_state_tx=="___": 774 | end_bases_cd="0" 775 | elif base_state_tx=="1__": 776 | end_bases_cd="1" 777 | elif base_state_tx=="_2_": 778 | end_bases_cd="2" 779 | elif base_state_tx=="12_": 780 | end_bases_cd="3" 781 | elif base_state_tx=="__3": 782 | end_bases_cd="4" 783 | elif base_state_tx=="1_3": 784 | end_bases_cd="5" 785 | elif base_state_tx=="_23": 786 | end_bases_cd="6" 787 | elif base_state_tx=="123": 788 | end_bases_cd="7" 789 | else: 790 | end_bases_cd="9" 791 | for pitch in ab.find_all("pitch"): 792 | pa_terminal_fl="U" 793 | comp_ct=0 794 | if 'type' in pitch.attrs: 795 | pitch_res=pitch["type"] 796 | comp_ct+=1 797 | else: 798 | pitch_res="" 799 | if 'des' in pitch.attrs: 800 | pitch_des=pitch["des"] 801 | comp_ct+=1 802 | else: 803 | pitch_des="" 804 | if pitch_des=="Foul": 805 | pitch_res="F" 806 | if pitch_des=="Called Strike": 807 | pitch_res="C" 808 | if 'id' in pitch.attrs: 809 | pitch_id=pitch["id"] 810 | comp_ct+=1 811 | else: 812 | pitch_id="" 813 | pitch_seq += pitch_res 814 | if pitch_res=="X" or ((pitch_res=="S" or pitch_res=="C") and event_cd==3 and strike_tally==2) or (pitch_res=="B" and (event_cd==14 or event_cd==15) and ball_tally==3): 815 | pa_terminal_fl="T" 816 | else: 817 | pa_terminal_fl="F" 818 | if 'x' in pitch.attrs: 819 | x=pitch["x"] 820 | comp_ct+=1 821 | else: 822 | x="" 823 | if 'y' in pitch.attrs: 824 | pitch_y=pitch["y"] 825 | comp_ct+=1 826 | else: 827 | pitch_y="" 828 | if 'sv_id' in pitch.attrs: 829 | sv_id=pitch["sv_id"] 830 | comp_ct+=1 831 | else: 832 | sv_id="" 833 | if 'start_speed' in pitch.attrs: 834 | start_speed=pitch["start_speed"] 835 | comp_ct+=1 836 | else: 837 | start_speed="" 838 | if 'end_speed' in pitch.attrs: 839 | end_speed=pitch["end_speed"] 840 | comp_ct+=1 841 | else: 842 | end_speed="" 843 | if 'sz_top' in pitch.attrs: 844 | sz_top=pitch["sz_top"] 845 | comp_ct+=1 846 | else: 847 | sz_top="" 848 | if 'sz_bot' in pitch.attrs: 849 | sz_bot=pitch["sz_bot"] 850 | comp_ct+=1 851 | else: 852 | sz_bot="" 853 | if 'pfx_x' in pitch.attrs: 854 | pfx_x=pitch["pfx_x"] 855 | comp_ct+=1 856 | else: 857 | pfx_x="" 858 | if 'pfx_z' in pitch.attrs: 859 | pfx_z=pitch["pfx_z"] 860 | comp_ct+=1 861 | else: 862 | pfx_z="" 863 | if 'px' in pitch.attrs: 864 | px=pitch["px"] 865 | comp_ct+=1 866 | else: 867 | px="" 868 | if 'pz' in pitch.attrs: 869 | pz=pitch["pz"] 870 | comp_ct+=1 871 | else: 872 | pz="" 873 | if 'x0' in pitch.attrs: 874 | x0=pitch["x0"] 875 | comp_ct+=1 876 | else: 877 | x0="" 878 | if 'y0' in pitch.attrs: 879 | y0=pitch["y0"] 880 | comp_ct+=1 881 | else: 882 | y0="" 883 | if 'z0' in pitch.attrs: 884 | z0=pitch["z0"] 885 | comp_ct+=1 886 | else: 887 | z0="" 888 | if 'vx0' in pitch.attrs: 889 | vx0=pitch["vx0"] 890 | comp_ct+=1 891 | else: 892 | vx0="" 893 | if 'vy0' in pitch.attrs: 894 | vy0=pitch["vy0"] 895 | comp_ct+=1 896 | else: 897 | vy0="" 898 | if 'vz0' in pitch.attrs: 899 | vz0=pitch["vz0"] 900 | comp_ct+=1 901 | else: 902 | vz0="" 903 | if 'ax' in pitch.attrs: 904 | ax=pitch["ax"] 905 | comp_ct+=1 906 | else: 907 | ax="" 908 | if 'ay' in pitch.attrs: 909 | ay=pitch["ay"] 910 | comp_ct+=1 911 | else: 912 | ay="" 913 | if 'az' in pitch.attrs: 914 | az=pitch["az"] 915 | comp_ct+=1 916 | else: 917 | az="" 918 | if 'break_y' in pitch.attrs: 919 | break_y=pitch["break_y"] 920 | comp_ct+=1 921 | else: 922 | break_y="" 923 | if 'break_angle' in pitch.attrs: 924 | break_angle=pitch["break_angle"] 925 | comp_ct+=1 926 | else: 927 | break_angle="" 928 | if 'break_length' in pitch.attrs: 929 | break_length=pitch["break_length"] 930 | comp_ct+=1 931 | else: 932 | break_length="" 933 | if 'pitch_type' in pitch.attrs: 934 | pitch_type=pitch["pitch_type"] 935 | comp_ct+=1 936 | else: 937 | pitch_type="" 938 | if pitch_type_seq=="": 939 | pitch_type_seq += pitch_type 940 | else: 941 | pitch_type_seq += ("|"+pitch_type) 942 | if 'type_confidence' in pitch.attrs: 943 | type_conf=pitch["type_confidence"] 944 | comp_ct+=1 945 | else: 946 | type_conf="" 947 | if 'zone' in pitch.attrs: 948 | zone=pitch["zone"] 949 | comp_ct+=1 950 | else: 951 | zone="" 952 | if 'spin_dir' in pitch.attrs: 953 | spin_dir=pitch["spin_dir"] 954 | comp_ct+=1 955 | else: 956 | spin_dir="" 957 | if 'spin_rate' in pitch.attrs: 958 | spin_rate=pitch["spin_rate"] 959 | comp_ct+=1 960 | else: 961 | spin_rate="" 962 | pitch_outfile.write(str(retro_game_id)+","+str(active_date.year)+","+str(st_fl)+","+str(regseason_fl)+","+str(playoff_fl)+","+str(game_type)+","+str(game_type_des)+","+str(game_id)+","+str(home_team_id)+","+str(home_team_lg)+","+str(away_team_id)+","+str(away_team_lg)+","+str(interleague_fl)+","+str(inning_number)+","+str(bat_home_id)+","+str(park_id)+","+str(park_name)+",\""+str(park_loc)+"\","+str(pit_mlbid)+","+str(bat_mlbid)+","+str(pit_hand_cd)+","+str(bat_hand_cd)+","+str(ball_tally)+","+str(strike_tally)+","+str(bottom_outs)+","+str(pitch_seq)+","+str(pa_terminal_fl)+","+str(event_cd)+","+str(start_bases_cd)+","+str(end_bases_cd)+","+str(event_outs_ct)+","+str(ab_number)+","+str(pitch_res)+",\""+str(pitch_des)+"\","+str(pitch_id)+","+str(x)+","+str(pitch_y)+","+str(start_speed)+","+str(end_speed)+","+str(sz_top)+","+str(sz_bot)+","+str(pfx_x)+","+str(pfx_z)+","+str(px)+","+str(pz)+","+str(x0)+","+str(y0)+","+str(z0)+","+str(vx0)+","+str(vy0)+","+str(vz0)+","+str(ax)+","+str(ay)+","+str(az)+","+str(break_y)+","+str(break_angle)+","+str(break_length)+","+str(pitch_type)+","+str(pitch_type_seq)+","+str(type_conf)+","+str(zone)+","+str(spin_dir)+","+str(spin_rate)+","+str(sv_id)+"\n") 963 | if pitch_res=="B": 964 | if ball_tally<4: 965 | ball_tally += 1 966 | elif pitch_res=="S" or pitch_res=="C" or pitch_res=="X": 967 | if strike_tally<3: 968 | strike_tally+=1 969 | elif pitch_res=="F": 970 | if strike_tally<2: 971 | strike_tally+=1 972 | atbat_outfile.write(str(retro_game_id)+","+str(active_date.year)+","+str(active_date.month)+","+str(active_date.day)+","+str(st_fl)+","+str(regseason_fl)+","+str(playoff_fl)+","+str(game_type)+","+str(game_type_des)+","+str(local_game_time)+","+str(game_id)+","+str(home_team_id)+","+str(away_team_id)+","+str(home_team_lg)+","+str(away_team_lg)+","+str(interleague_fl)+","+str(park_id)+","+str(park_name)+",\""+str(park_loc)+"\","+str(inning_number)+","+str(bat_home_id)+","+str(bottom_outs)+","+str(ab_number)+","+str(pit_mlbid)+","+str(pit_hand_cd)+","+str(bat_mlbid)+","+str(bat_hand_cd)+","+str(ball_ct)+","+str(strike_ct)+","+str(pitch_seq)+","+str(pitch_type_seq)+","+str(event_outs_ct)+",\""+str(ab_des)+"\","+str(event_tx)+","+str(event_cd)+","+str(battedball_cd)+","+str(start_bases_cd)+","+str(end_bases_cd)+"\n") 973 | bottom_outs += int(event_outs_ct) 974 | prior_d_url = d_url -------------------------------------------------------------------------------- /pitch_dup_remove.py: -------------------------------------------------------------------------------- 1 | with open('pitch_table.csv','r') as in_file, open('edited_pitch_table.csv','w') as out_file: 2 | seen = set() 3 | for line in in_file: 4 | if line in seen: continue 5 | 6 | seen.add(line) 7 | out_file.write(line) -------------------------------------------------------------------------------- /table_creation.sql: -------------------------------------------------------------------------------- 1 | CREATE TABLE pitches( 2 | retro_game_id VARCHAR(12) NULL 3 | ,year INTEGER NULL 4 | ,st_fl VARCHAR(1) NULL 5 | ,regseason_fl VARCHAR(1) NULL 6 | ,playoffs_fl VARCHAR(1) NULL 7 | ,game_type VARCHAR(1) NULL 8 | ,game_type_des VARCHAR(256) NULL 9 | ,game_id VARCHAR(11) NULL 10 | ,home_team_id VARCHAR(11) NULL 11 | ,home_team_lg VARCHAR(11) NULL 12 | ,away_team_id VARCHAR(11) NULL 13 | ,away_team_lg VARCHAR(11) NULL 14 | ,interleague_fl VARCHAR(1) NULL 15 | ,inning INTEGER NULL 16 | ,bat_home_id VARCHAR(1) NULL 17 | ,park_id INTEGER NULL 18 | ,park_name VARCHAR(256) NULL 19 | ,park_loc VARCHAR(256) NULL 20 | ,pit_id INTEGER NULL 21 | ,bat_id INTEGER NULL 22 | ,pit_hand_cd VARCHAR(1) NULL 23 | ,bat_hand_cd VARCHAR(1) NULL 24 | ,pa_ball_ct INTEGER NULL 25 | ,pa_strike_ct INTEGER NULL 26 | ,outs_ct INTEGER NULL 27 | ,pitch_seq VARCHAR(256) NULL 28 | ,pa_terminal_fl VARCHAR(1) NULL 29 | ,pa_event_cd VARCHAR(11) NULL 30 | ,start_bases_cd INTEGER NULL 31 | ,end_bases_cd INTEGER NULL 32 | ,event_outs_ct INTEGER NULL 33 | ,ab_number INTEGER NULL 34 | ,pitch_res VARCHAR(11) NULL 35 | ,pitch_des VARCHAR(256) NULL 36 | ,pitch_id INTEGER NULL 37 | ,x VARCHAR(11) NULL 38 | ,y VARCHAR(11) NULL 39 | ,start_speed VARCHAR(11) NULL 40 | ,end_speed VARCHAR(11) NULL 41 | ,sz_top VARCHAR(11) 42 | ,sz_bottom VARCHAR(11) 43 | ,pfx_x VARCHAR(11) NULL 44 | ,pfx_z VARCHAR(11) NULL 45 | ,px VARCHAR(11) NULL 46 | ,pz VARCHAR(11) NULL 47 | ,x0 VARCHAR(11) NULL 48 | ,y0 VARCHAR(11) NULL 49 | ,z0 VARCHAR(11) NULL 50 | ,vx0 VARCHAR(11) NULL 51 | ,vy0 VARCHAR(11) NULL 52 | ,vz0 VARCHAR(11) NULL 53 | ,ax VARCHAR(11) NULL 54 | ,ay VARCHAR(11) NULL 55 | ,az VARCHAR(11) NULL 56 | ,break_y VARCHAR(11) NULL 57 | ,break_angle VARCHAR(11) NULL 58 | ,break_length VARCHAR(11) NULL 59 | ,pitch_type VARCHAR(2) NULL 60 | ,pitch_type_seq VARCHAR(512) NULL 61 | ,type_conf VARCHAR(256) NULL 62 | ,zone VARCHAR(11) NULL 63 | ,spin_dir VARCHAR(11) NULL 64 | ,spin_rate VARCHAR(11) NULL 65 | ,sv_id VARCHAR(13) NULL 66 | ); 67 | 68 | CREATE TABLE atbats( 69 | retro_game_id VARCHAR(12) 70 | ,year INTEGER 71 | ,month INTEGER 72 | ,day INTEGER 73 | ,st_fl VARCHAR(1) 74 | ,regseason_fl VARCHAR(1) 75 | ,playoff_fl VARCHAR(1) 76 | ,game_type VARCHAR(1) 77 | ,game_type_des VARCHAR(15) 78 | ,local_game_time VARCHAR(5) 79 | ,game_id VARCHAR(7) 80 | ,home_team_id VARCHAR(3) 81 | ,away_team_id VARCHAR(3) 82 | ,home_team_lg VARCHAR(2) 83 | ,away_team_lg VARCHAR(2) 84 | ,interleague_fl VARCHAR(1) 85 | ,park_id INTEGER 86 | ,park_name VARCHAR(256) 87 | ,park_location VARCHAR(256) 88 | ,inning_number INTEGER 89 | ,bat_home_id VARCHAR(1) 90 | ,inn_outs INTEGER 91 | ,ab_number INTEGER 92 | ,pit_mlbid INTEGER 93 | ,pit_hand_cd VARCHAR(1) 94 | ,bat_mlbid INTEGER 95 | ,bat_hand_cd VARCHAR(1) 96 | ,ball_ct INTEGER 97 | ,strike_ct INTEGER 98 | ,pitch_seq VARCHAR(64) 99 | ,pitch_type_seq VARCHAR(256) 100 | ,event_outs_ct INTEGER 101 | ,ab_des VARCHAR(256) 102 | ,event_tx VARCHAR(16) 103 | ,event_cd INTEGER 104 | ,battedball_cd VARCHAR(1) 105 | ,start_bases_cd INTEGER 106 | ,end_bases_cd INTEGER 107 | ); --------------------------------------------------------------------------------