python - How can I convert a script for collecting data from a single URL to scrape hundreds of URLs from the same domain? -

i have figured out how scrape statistical baseball data url using beautifulsoup. example: can scrape https://www.baseball-reference.com/players/p/puckeki01.shtml statistics baseball player kirby puckett.

however, want (1) scrape data hundreds of urls domain , (2) store data analysis (in single dataframe? in csv?). can't figure out need change code collect data list of hundreds of urls domain. have managed create list of of urls extensions need. here code 1 player:

url_stats_by_season_kirby_puckett = 'https://www.baseball-reference.com/players/p/puckeki01.shtml'  # html html = urlopen(url_stats_by_season_kirby_puckett)  # create beautifulsoup object soup = beautifulsoup(html, "lxml")  column_headers_kirby_puckett = [th.gettext() th in soup.findall('tr', limit=2)[0].findall('th')]  table_rows_kirby_puckett = soup.select("#batting_standard tr")[0:]   def extract_player_data(table_rows_kirby_puckett):      # create empty list store player data     player_data = []      row in table_rows_kirby_puckett:  # each row following          # text each table data (td) element in row         # player names end ' hof', if do, text excluding         # last 4 characters,         # otherwise text data table data         player_date = [th.get_text() th in row.find_all("th")]         player_list = [td.get_text() td in row.find_all("td")]         # there empty table rows, repeated          # column headers in table         # skip on rows , and continue loop         if not player_list:             continue          # data want dictionary can extracted using         # player's name, returns pfr url, , "college stats"         # returns college stats page          # add link associated player's pro-football-reference page,          # or en empty string if there no link          # add link player's college stats or empty string         # if ther no link          # append data list of data         player_data.append(player_date + player_list)      return player_data  data_kirby_puckett = extract_player_data(table_rows_kirby_puckett)  df_kirby_puckett = pd.dataframe(data_kirby_puckett)  df_kirby_puckett.loc[15,1:] = df_kirby_puckett.loc[15,1:].shift(3)  df_kirby_puckett.loc[16,1:] = df_kirby_puckett.loc[16,1:].shift(3)  df_kirby_puckett.columns = column_headers_kirby_puckett 

edit below:

def get_kirby_puckett_stats(url_stats, qb_stats_csv):     # html      url in url_stats:         html = urlopen(url)      # create beautifulsoup object         soup = beautifulsoup(html, "lxml")          column_headers_kirby_puckett = [th.gettext() th in soup.findall('tr', limit=2)[0].findall('th')]           table_rows_kirby_puckett = soup.select("#batting_standard tr")[0:]     # create empty list store player data           player_data = []         row in table_rows_kirby_puckett:  # each row following              # text each table data (td) element in row             # player names end ' hof', if do, text excluding             # last 4 characters,             # otherwise text data table data             player_date = [th.get_text() th in row.find_all("th")]             player_list = [td.get_text() td in row.find_all("td")]             # there empty table rows, repeated              # column headers in table             # skip on rows , and continue loop             #if not player_list:                 #continue          # extracting player links         # instead of list create dictionary, way can         # match player name pfr url         # "a" elements in row, text         # note: same " hof" text issue player_list above         #links_dict = {(link.get_text()) : link["href"] link in row.find_all("a", href=true)}          # data want dictionary can extracted using         # player's name, returns pfr url, , "college stats"         # returns college stats page          # add link associated player's pro-football-reference page,          # or en empty string if there no link          # add link player's college stats or empty string         # if ther no link          # append data list of data             player_data.append(player_date + player_list)         #name_code = url_stats - 'https://www.baseball-reference.com/players/'             open(qb_stats_csv, "a") f:                 writer = csv.writer(f)                 writer.writerows(player_data)   

example output 1 player:

year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 1986,26,min,al,161,723,680,119,223,37,6,31,96,20,12,34,99,.328,.366,.537,.903,142,365,14,7,2,0,4,*8,"as,mvp-6,gg,ss" year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 1986,26,min,al,161,723,680,119,223,37,6,31,96,20,12,34,99,.328,.366,.537,.903,142,365,14,7,2,0,4,*8,"as,mvp-6,gg,ss" 1987,27,min,al,157,668,624,96,207,32,5,28,99,12,7,32,91,.332,.367,.534,.900,132,333,16,6,0,6,7,*8/d,"as,mvp-3,gg,ss" year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 1986,26,min,al,161,723,680,119,223,37,6,31,96,20,12,34,99,.328,.366,.537,.903,142,365,14,7,2,0,4,*8,"as,mvp-6,gg,ss" 1987,27,min,al,157,668,624,96,207,32,5,28,99,12,7,32,91,.332,.367,.534,.900,132,333,16,6,0,6,7,*8/d,"as,mvp-3,gg,ss" 1988,28,min,al,158,691,657,109,234,42,5,24,121,6,7,23,83,.356,.375,.545,.920,153,358,17,2,0,9,4,*8,"as,mvp-3,gg,ss" year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 1986,26,min,al,161,723,680,119,223,37,6,31,96,20,12,34,99,.328,.366,.537,.903,142,365,14,7,2,0,4,*8,"as,mvp-6,gg,ss" 1987,27,min,al,157,668,624,96,207,32,5,28,99,12,7,32,91,.332,.367,.534,.900,132,333,16,6,0,6,7,*8/d,"as,mvp-3,gg,ss" 1988,28,min,al,158,691,657,109,234,42,5,24,121,6,7,23,83,.356,.375,.545,.920,153,358,17,2,0,9,4,*8,"as,mvp-3,gg,ss" 1989,29,min,al,159,684,635,75,215,45,4,9,85,11,4,41,59,.339,.379,.465,.843,131,295,21,3,0,5,9,*8/d,"as,mvp-7,gg,ss" year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 1986,26,min,al,161,723,680,119,223,37,6,31,96,20,12,34,99,.328,.366,.537,.903,142,365,14,7,2,0,4,*8,"as,mvp-6,gg,ss" 1987,27,min,al,157,668,624,96,207,32,5,28,99,12,7,32,91,.332,.367,.534,.900,132,333,16,6,0,6,7,*8/d,"as,mvp-3,gg,ss" 1988,28,min,al,158,691,657,109,234,42,5,24,121,6,7,23,83,.356,.375,.545,.920,153,358,17,2,0,9,4,*8,"as,mvp-3,gg,ss" 1989,29,min,al,159,684,635,75,215,45,4,9,85,11,4,41,59,.339,.379,.465,.843,131,295,21,3,0,5,9,*8/d,"as,mvp-7,gg,ss" 1990,30,min,al,146,615,551,82,164,40,3,12,80,5,4,57,73,.298,.365,.446,.811,121,246,15,3,1,3,11,*8/79d456,as year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 1986,26,min,al,161,723,680,119,223,37,6,31,96,20,12,34,99,.328,.366,.537,.903,142,365,14,7,2,0,4,*8,"as,mvp-6,gg,ss" 1987,27,min,al,157,668,624,96,207,32,5,28,99,12,7,32,91,.332,.367,.534,.900,132,333,16,6,0,6,7,*8/d,"as,mvp-3,gg,ss" 1988,28,min,al,158,691,657,109,234,42,5,24,121,6,7,23,83,.356,.375,.545,.920,153,358,17,2,0,9,4,*8,"as,mvp-3,gg,ss" 1989,29,min,al,159,684,635,75,215,45,4,9,85,11,4,41,59,.339,.379,.465,.843,131,295,21,3,0,5,9,*8/d,"as,mvp-7,gg,ss" 1990,30,min,al,146,615,551,82,164,40,3,12,80,5,4,57,73,.298,.365,.446,.811,121,246,15,3,1,3,11,*8/79d456,as 1991,31,min,al,152,661,611,92,195,29,6,15,89,11,5,31,78,.319,.352,.460,.812,119,281,27,4,8,7,4,*89,"as,mvp-7,gg" year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 1986,26,min,al,161,723,680,119,223,37,6,31,96,20,12,34,99,.328,.366,.537,.903,142,365,14,7,2,0,4,*8,"as,mvp-6,gg,ss" 1987,27,min,al,157,668,624,96,207,32,5,28,99,12,7,32,91,.332,.367,.534,.900,132,333,16,6,0,6,7,*8/d,"as,mvp-3,gg,ss" 1988,28,min,al,158,691,657,109,234,42,5,24,121,6,7,23,83,.356,.375,.545,.920,153,358,17,2,0,9,4,*8,"as,mvp-3,gg,ss" 1989,29,min,al,159,684,635,75,215,45,4,9,85,11,4,41,59,.339,.379,.465,.843,131,295,21,3,0,5,9,*8/d,"as,mvp-7,gg,ss" 1990,30,min,al,146,615,551,82,164,40,3,12,80,5,4,57,73,.298,.365,.446,.811,121,246,15,3,1,3,11,*8/79d456,as 1991,31,min,al,152,661,611,92,195,29,6,15,89,11,5,31,78,.319,.352,.460,.812,119,281,27,4,8,7,4,*89,"as,mvp-7,gg" 1992,32,min,al,160,696,639,104,210,38,4,19,110,17,7,44,97,.329,.374,.490,.864,139,313,17,6,1,6,13,*8/d456,"as,mvp-2,gg,ss" year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 1986,26,min,al,161,723,680,119,223,37,6,31,96,20,12,34,99,.328,.366,.537,.903,142,365,14,7,2,0,4,*8,"as,mvp-6,gg,ss" 1987,27,min,al,157,668,624,96,207,32,5,28,99,12,7,32,91,.332,.367,.534,.900,132,333,16,6,0,6,7,*8/d,"as,mvp-3,gg,ss" 1988,28,min,al,158,691,657,109,234,42,5,24,121,6,7,23,83,.356,.375,.545,.920,153,358,17,2,0,9,4,*8,"as,mvp-3,gg,ss" 1989,29,min,al,159,684,635,75,215,45,4,9,85,11,4,41,59,.339,.379,.465,.843,131,295,21,3,0,5,9,*8/d,"as,mvp-7,gg,ss" 1990,30,min,al,146,615,551,82,164,40,3,12,80,5,4,57,73,.298,.365,.446,.811,121,246,15,3,1,3,11,*8/79d456,as 1991,31,min,al,152,661,611,92,195,29,6,15,89,11,5,31,78,.319,.352,.460,.812,119,281,27,4,8,7,4,*89,"as,mvp-7,gg" 1992,32,min,al,160,696,639,104,210,38,4,19,110,17,7,44,97,.329,.374,.490,.864,139,313,17,6,1,6,13,*8/d456,"as,mvp-2,gg,ss" 1993,33,min,al,156,682,622,89,184,39,3,22,89,8,6,47,93,.296,.349,.474,.824,120,295,15,7,1,5,7,*89d/7,as year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 1986,26,min,al,161,723,680,119,223,37,6,31,96,20,12,34,99,.328,.366,.537,.903,142,365,14,7,2,0,4,*8,"as,mvp-6,gg,ss" 1987,27,min,al,157,668,624,96,207,32,5,28,99,12,7,32,91,.332,.367,.534,.900,132,333,16,6,0,6,7,*8/d,"as,mvp-3,gg,ss" 1988,28,min,al,158,691,657,109,234,42,5,24,121,6,7,23,83,.356,.375,.545,.920,153,358,17,2,0,9,4,*8,"as,mvp-3,gg,ss" 1989,29,min,al,159,684,635,75,215,45,4,9,85,11,4,41,59,.339,.379,.465,.843,131,295,21,3,0,5,9,*8/d,"as,mvp-7,gg,ss" 1990,30,min,al,146,615,551,82,164,40,3,12,80,5,4,57,73,.298,.365,.446,.811,121,246,15,3,1,3,11,*8/79d456,as 1991,31,min,al,152,661,611,92,195,29,6,15,89,11,5,31,78,.319,.352,.460,.812,119,281,27,4,8,7,4,*89,"as,mvp-7,gg" 1992,32,min,al,160,696,639,104,210,38,4,19,110,17,7,44,97,.329,.374,.490,.864,139,313,17,6,1,6,13,*8/d456,"as,mvp-2,gg,ss" 1993,33,min,al,156,682,622,89,184,39,3,22,89,8,6,47,93,.296,.349,.474,.824,120,295,15,7,1,5,7,*89d/7,as 1994,34,min,al,108,482,439,79,139,32,3,20,112,6,3,28,47,.317,.362,.540,.902,129,237,11,7,1,7,7,*9d/8,"as,mvp-7,ss" year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 1986,26,min,al,161,723,680,119,223,37,6,31,96,20,12,34,99,.328,.366,.537,.903,142,365,14,7,2,0,4,*8,"as,mvp-6,gg,ss" 1987,27,min,al,157,668,624,96,207,32,5,28,99,12,7,32,91,.332,.367,.534,.900,132,333,16,6,0,6,7,*8/d,"as,mvp-3,gg,ss" 1988,28,min,al,158,691,657,109,234,42,5,24,121,6,7,23,83,.356,.375,.545,.920,153,358,17,2,0,9,4,*8,"as,mvp-3,gg,ss" 1989,29,min,al,159,684,635,75,215,45,4,9,85,11,4,41,59,.339,.379,.465,.843,131,295,21,3,0,5,9,*8/d,"as,mvp-7,gg,ss" 1990,30,min,al,146,615,551,82,164,40,3,12,80,5,4,57,73,.298,.365,.446,.811,121,246,15,3,1,3,11,*8/79d456,as 1991,31,min,al,152,661,611,92,195,29,6,15,89,11,5,31,78,.319,.352,.460,.812,119,281,27,4,8,7,4,*89,"as,mvp-7,gg" 1992,32,min,al,160,696,639,104,210,38,4,19,110,17,7,44,97,.329,.374,.490,.864,139,313,17,6,1,6,13,*8/d456,"as,mvp-2,gg,ss" 1993,33,min,al,156,682,622,89,184,39,3,22,89,8,6,47,93,.296,.349,.474,.824,120,295,15,7,1,5,7,*89d/7,as 1994,34,min,al,108,482,439,79,139,32,3,20,112,6,3,28,47,.317,.362,.540,.902,129,237,11,7,1,7,7,*9d/8,"as,mvp-7,ss" 1995,35,min,al,137,602,538,83,169,39,0,23,99,3,2,56,89,.314,.379,.515,.894,130,277,15,3,0,5,18,*9d/8456,"as,mvp-21" year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 1986,26,min,al,161,723,680,119,223,37,6,31,96,20,12,34,99,.328,.366,.537,.903,142,365,14,7,2,0,4,*8,"as,mvp-6,gg,ss" 1987,27,min,al,157,668,624,96,207,32,5,28,99,12,7,32,91,.332,.367,.534,.900,132,333,16,6,0,6,7,*8/d,"as,mvp-3,gg,ss" 1988,28,min,al,158,691,657,109,234,42,5,24,121,6,7,23,83,.356,.375,.545,.920,153,358,17,2,0,9,4,*8,"as,mvp-3,gg,ss" 1989,29,min,al,159,684,635,75,215,45,4,9,85,11,4,41,59,.339,.379,.465,.843,131,295,21,3,0,5,9,*8/d,"as,mvp-7,gg,ss" 1990,30,min,al,146,615,551,82,164,40,3,12,80,5,4,57,73,.298,.365,.446,.811,121,246,15,3,1,3,11,*8/79d456,as 1991,31,min,al,152,661,611,92,195,29,6,15,89,11,5,31,78,.319,.352,.460,.812,119,281,27,4,8,7,4,*89,"as,mvp-7,gg" 1992,32,min,al,160,696,639,104,210,38,4,19,110,17,7,44,97,.329,.374,.490,.864,139,313,17,6,1,6,13,*8/d456,"as,mvp-2,gg,ss" 1993,33,min,al,156,682,622,89,184,39,3,22,89,8,6,47,93,.296,.349,.474,.824,120,295,15,7,1,5,7,*89d/7,as 1994,34,min,al,108,482,439,79,139,32,3,20,112,6,3,28,47,.317,.362,.540,.902,129,237,11,7,1,7,7,*9d/8,"as,mvp-7,ss" 1995,35,min,al,137,602,538,83,169,39,0,23,99,3,2,56,89,.314,.379,.515,.894,130,277,15,3,0,5,18,*9d/8456,"as,mvp-21" 12 yrs,1783,7831,7244,1071,2304,414,57,207,1085,134,76,450,965,.318,.360,.477,.837,124,3453,188,56,23,58,85,, year,age,tm,lg,g,pa,ab,r,h,2b,3b,hr,rbi,sb,cs,bb,so,ba,obp,slg,ops,ops+,tb,gdp,hbp,sh,sf,ibb,pos,awards 1982,22,min-min,rk,65,305,275,65,105,15,3,3,35,43,4,25,27,.382,.438,.491,.928,,135,,3,1,1,0,,elz · appy 1983,23,min-min,a,138,604,548,105,172,29,7,9,97,48,11,46,62,.314,.366,.442,.808,,242,,2,3,5,2,,vis · call 1984,24,min-min,aaa,21,87,80,9,21,2,0,1,5,8,2,4,14,.263,.294,.325,.619,,26,,0,2,1,0,,tol · il 1984,24,min,al,128,583,557,63,165,12,5,0,31,14,7,16,69,.296,.320,.336,.655,79,187,11,4,4,2,1,*8,roy-3 1985,25,min,al,161,744,691,80,199,29,13,4,74,21,12,41,87,.288,.330,.385,.715,92,266,9,4,5,3,0,*8,mvp-21 1986,26,min,al,161,723,680,119,223,37,6,31,96,20,12,34,99,.328,.366,.537,.903,142,365,14,7,2,0,4,*8,"as,mvp-6,gg,ss" 1987,27,min,al,157,668,624,96,207,32,5,28,99,12,7,32,91,.332,.367,.534,.900,132,333,16,6,0,6,7,*8/d,"as,mvp-3,gg,ss" 1988,28,min,al,158,691,657,109,234,42,5,24,121,6,7,23,83,.356,.375,.545,.920,153,358,17,2,0,9,4,*8,"as,mvp-3,gg,ss" 1989,29,min,al,159,684,635,75,215,45,4,9,85,11,4,41,59,.339,.379,.465,.843,131,295,21,3,0,5,9,*8/d,"as,mvp-7,gg,ss" 1990,30,min,al,146,615,551,82,164,40,3,12,80,5,4,57,73,.298,.365,.446,.811,121,246,15,3,1,3,11,*8/79d456,as 1991,31,min,al,152,661,611,92,195,29,6,15,89,11,5,31,78,.319,.352,.460,.812,119,281,27,4,8,7,4,*89,"as,mvp-7,gg" 1992,32,min,al,160,696,639,104,210,38,4,19,110,17,7,44,97,.329,.374,.490,.864,139,313,17,6,1,6,13,*8/d456,"as,mvp-2,gg,ss" 1993,33,min,al,156,682,622,89,184,39,3,22,89,8,6,47,93,.296,.349,.474,.824,120,295,15,7,1,5,7,*89d/7,as 1994,34,min,al,108,482,439,79,139,32,3,20,112,6,3,28,47,.317,.362,.540,.902,129,237,11,7,1,7,7,*9d/8,"as,mvp-7,ss" 1995,35,min,al,137,602,538,83,169,39,0,23,99,3,2,56,89,.314,.379,.515,.894,130,277,15,3,0,5,18,*9d/8456,"as,mvp-21" 12 yrs,1783,7831,7244,1071,2304,414,57,207,1085,134,76,450,965,.318,.360,.477,.837,124,3453,188,56,23,58,85,,