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main.py
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main.py
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import requests
from bs4 import BeautifulSoup
import re
import csv
import re
rootURL = 'https://www.pro-football-reference.com/'
playerURL_list = []
player_list = []
ppr = 0
ppf = 0.5
# HTML cleaner
def _strip_html(text):
tag_re = re.compile(r'<[^>]+>')
return tag_re.sub('', str(text))
url = 'https://www.pro-football-reference.com/years/2019/scrimmage.htm'
## Scrape for RB stats
res = requests.get(url)
soup = BeautifulSoup(res.text,features="html.parser")
parsed = soup.findAll(
'table', {
'id': 'receiving_and_rushing'
}
)
rows = parsed[0].findAll('td')
column_len = 30
grouped_rows = [
rows[i:i+column_len] for i in range(0, len(rows), column_len)
]
for i in grouped_rows:
fullSTR = str(i)
trimmed = re.search('href="(.*).htm">',fullSTR)
playerURL = trimmed.group(1)
playerURL = rootURL + playerURL + '.htm'
playerURL_list.append(playerURL)
table = [map(lambda x: _strip_html(x), row) for row in grouped_rows]
for i in table:
player_list.append(list(i))
def player_fetch(z,name):
url = playerURL_list[z]
player_career = []
num_rows = 0
pos = ''
try:
res = requests.get(url)
soup = BeautifulSoup(res.text, features="html.parser")
parsed = soup.findAll(
'table', {
'id': 'rushing_and_receiving'
}
)
pos = 'RB'
rows = parsed[0].findAll('td')
num_rows = len(rows)/31
column_len = 31
grouped_rows = [
rows[i:i + column_len] for i in range(0, len(rows)-(1*column_len), column_len)
]
table = [map(lambda x: _strip_html(x), row) for row in grouped_rows]
except:
try:
res = requests.get(url)
soup = BeautifulSoup(res.text, features="html.parser")
parsed = soup.findAll(
'table', {
'id': 'receiving_and_rushing'
}
)
pos = 'WR'
rows = parsed[0].findAll('td')
num_rows = len(rows)/31
column_len = 31
grouped_rows = [
rows[i:i + column_len] for i in range(0, len(rows) - (1 * column_len), column_len)
]
table = [map(lambda x: _strip_html(x), row) for row in grouped_rows]
except:
return None, None
num_teams = 0
teams = []
iter = 0
for i in table:
season_row = list(i)
if(iter < (num_rows - num_teams))or(name == 'Raheem Mostert'):
if(season_row[1] == 'Missed season - Contract dispute'):
season_row = season_row[2:]
if(season_row[0] =='27'):
if(season_row[1] =='NYJ'):
season_row.append('1')
season_row.append('')
elif(season_row[1] =='Missed season - Violation of league substance abuse policy'):
if(name == 'Josh Gordon'):
season_row = season_row[4:]
season_row.append('335')
season_row.append('1')
season_row.append('0')
season_row.append('2')
elif(name == 'Josh Gordon'):
if(season_row[0] == '335'):
season_row = season_row[4:]
season_row.append('737')
season_row.append('4')
season_row.append('0')
season_row.append('7')
elif (season_row[0] == '737'):
season_row = season_row[4:]
season_row.append('17')
season_row.append('1')
season_row.append('0')
season_row.append('0')
elif (season_row[0] == '17'):
season_row = season_row[4:]
season_row.append('720')
season_row.append('3')
season_row.append('0')
season_row.append('7')
elif (season_row[0] == '720'):
season_row = season_row[4:]
season_row.append('427')
season_row.append('1')
season_row.append('0')
season_row.append('')
player_career.append(season_row)
if(season_row[1]) not in teams:
teams.append(season_row[1])
if(season_row[1] == '2TM'):
pass
elif(num_teams == 1):
if(name != "Todd Gurley"):
num_teams = num_teams + 2
else:
if (name != "Todd Gurley"):
num_teams = num_teams + 1
iter = iter + 1
z = 0
team2_1 = 0
team2_2 = 0
team3_1 = 0
team3_2 = 0
team3_3 = 0
twoteam_flag = 0
threeteam_flag = 0
dos = 0
dos_list = []
for i in player_career:
z = z + 1
if(i[1] == '2TM'):
if(twoteam_flag==1):
dos = 1
dos_list.append(team2_1)
dos_list.append(team2_2)
dos_list.append(z)
dos_list.append(z+1)
else:
twoteam_flag = 1
team2_1 = z
team2_2 = z+1
elif(i[1] == '3TM'):
threeteam_flag = 1
team3_1 = z
team3_2 = z+1
team3_3 = z+2
if(twoteam_flag == 1):
if(dos == 1):
del player_career[dos_list[0]]
del player_career[dos_list[1]-1]
del player_career[dos_list[2] - 2]
elif(name == 'Mack Hollins'):
del player_career[team2_1]
else:
del player_career[team2_1]
del player_career[team2_2-1]
if(threeteam_flag == 1):
del player_career[team3_1]
del player_career[team3_2-1]
if(name != 'Zach Zenner') and (name != "Eric Tomlinson"):
del player_career[team3_3-2]
# To evaluate previous years
player_career = player_career[:-1]
return player_career, pos
def player_recur(pos,writer,name,table):
data = []
seasons = len(table)
if (name == 'Josh Gordon'):
return None
elif (name == 'Darren Sproles'):
return None
if (seasons >= 1):
last_season = table[seasons - 1]
actual = 0
print(name)
if (pos == 'RB'):
if(last_season[15] == ''):
last_season[15] = 0
if(last_season[20] == ''):
last_season[20] = 0
if(last_season[9] == ''):
last_season[9] = 0
if(last_season[14] == ''):
last_season[14] = 0
print(last_season[14])
actual = float(last_season[14])
if (pos == 'WR'):
if(last_season[20] == ''):
last_season[20] = 0
if(last_season[11] == ''):
last_season[11] = 0
if(last_season[6] == ''):
last_season[6] = 0
actual = float(last_season[6])
data.append(name)
data.append(actual)
table.pop()
# Calculate career averages
games = 0
for i in table:
if (i[4] != ''):
games = games + float(i[4])
age = 0
for i in table:
age = age + float(i[0])
att = 0
if (pos == 'RB'):
for i in table:
if (i[6] != ''):
att = att + float(i[6])
elif (pos == 'WR'):
for i in table:
if (i[17] != ''):
att = att + float(i[17])
scrim = 0
for i in table:
scrim = scrim + float(i[27])
tot_td = 0
for i in table:
tot_td = tot_td + float(i[28])
fmbl = 0
for i in table:
fmbl = fmbl + float(i[29])
rec = 0
if (pos == 'RB'):
for i in table:
if (i[15] != ''):
rec = rec + float(i[15])
elif (pos == 'WR'):
for i in table:
if (i[7] != ''):
rec = rec + float(i[7])
tgt = 0
if (pos == 'RB'):
for i in table:
if (i[14] != ''):
tgt = tgt + float(i[14])
elif (pos == 'WR'):
for i in table:
if (i[6] != ''):
tgt = tgt + float(i[6])
rush_yds = 0
if (pos == 'RB'):
for i in table:
if (i[7] != ''):
rush_yds = rush_yds + float(i[7])
elif (pos == 'WR'):
for i in table:
if (i[18] != ''):
rush_yds = rush_yds + float(i[18])
rec_yds = 0
if (pos == 'RB'):
for i in table:
if (i[16] != ''):
rec_yds = rec_yds + float(i[16])
elif (pos == 'WR'):
for i in table:
if (i[8] != ''):
rec_yds = rec_yds + float(i[8])
yds_rec = 0
if (pos == 'RB'):
for i in table:
if (i[17] != ''):
yds_rec = yds_rec + float(i[17])
elif (pos == 'WR'):
for i in table:
if (i[9] != ''):
yds_rec = yds_rec + float(i[9])
rec_td = 0
if (pos == 'RB'):
for i in table:
if (i[18] != ''):
rec_td = rec_td + float(i[18])
elif (pos == 'WR'):
for i in table:
if (i[10] != ''):
rec_td = rec_td + float(i[10])
rec_first = 0
if (pos == 'RB'):
for i in table:
if (i[19] != ''):
rec_first = rec_first + float(i[19])
elif (pos == 'WR'):
for i in table:
if (i[11] != ''):
rec_first = rec_first + float(i[11])
catch = 0
if (pos == 'RB'):
for i in table:
if (i[23] != ''):
myString = i[23]
myString = myString[:-1]
catch = catch + float(myString)
elif (pos == 'WR'):
for i in table:
if (i[15] != ''):
myString = i[15]
myString = myString[:-1]
catch = catch + float(myString)
rush_td = 0
if (pos == 'RB'):
for i in table:
if (i[8] != ''):
rush_td = rush_td + float(i[8])
elif (pos == 'WR'):
for i in table:
if (i[19] != ''):
rush_td = rush_td + float(i[19])
rush_first = 0
if (pos == 'RB'):
for i in table:
if (i[9] != ''):
rush_first = rush_first + float(i[9])
elif (pos == 'WR'):
for i in table:
if (i[20] != ''):
rush_first = rush_first + float(i[20])
rush_long = 0
if (pos == 'RB'):
for i in table:
if (i[10] != ''):
rush_long = rush_long + float(i[10])
elif (pos == 'WR'):
for i in table:
if (i[21] != ''):
rush_long = rush_long + float(i[21])
rec_long = 0
if (pos == 'RB'):
for i in table:
if (i[20] != ''):
rec_long = rec_long + float(i[20])
elif (pos == 'WR'):
for i in table:
if (i[12] != ''):
rec_long = rec_long + float(i[12])
yards_att = 0
if (pos == 'RB'):
for i in table:
if (i[11] != ''):
yards_att = yards_att + float(i[11])
elif (pos == 'WR'):
for i in table:
if (i[22] != ''):
yards_att = yards_att + float(i[22])
touch = 0
for i in table:
if i[25] != '':
touch = touch + float(i[25])
yards_touch = 0
for i in table:
if i[26] != '':
yards_touch = yards_touch + float(i[26])
# Normalize
if (games == 0):
return None
else:
scrim = scrim / games
tot_td = tot_td / games
fmbl = fmbl / games
rec = rec / games
tgt = tgt / games
att = att / games
age = age / (seasons - 1)
rush_yds = rush_yds / games
rec_yds = rec_yds / games
yds_rec = yds_rec / (seasons - 1)
rec_td = rec_td / games
rec_first = rec_first / games
catch = catch / (seasons - 1)
rush_td = rush_td / games
rush_first = rush_first / games
rush_long = rush_long / (seasons - 1)
rec_long = rec_long / (seasons - 1)
yards_att = yards_att / (seasons - 1)
touch = touch / games
yards_touch = yards_touch / (seasons - 1)
# Append to row
data.append(scrim)
data.append(tot_td)
data.append(fmbl)
data.append(rec)
data.append(tgt)
data.append(att)
data.append(age)
data.append(rush_yds)
data.append(rec_yds)
data.append(yds_rec)
data.append(rec_td)
data.append(rec_first)
data.append(catch)
data.append(rush_td)
data.append(rush_first)
data.append(rush_long)
data.append(rec_long)
data.append(yards_att)
data.append(touch)
data.append(yards_touch)
# Reset variables
age = 0
rush_yds = 0
rec_yds = 0
yds_rec = 0
rec_td = 0
rec_first = 0
catch = 0
rush_td = 0
rush_first = 0
rush_long = 0
rec_long = 0
yards_att = 0
touch = 0
yards_touch = 0
games = 0
scrim = 0
fmbl = 0
rec = 0
tgt = 0
att = 0
# Enter last season stats
if (table[-1][4] != ''):
games = float(table[-1][4])
scrim = float(table[-1][27])
tot_td = float(table[-1][28])
fmbl = float(table[-1][29])
if (pos == 'RB'):
if (table[-1][15] != ''):
rec = float(table[-1][15])
elif (pos == 'WR'):
if (table[-1][7] != ''):
rec = float(table[-1][7])
if (pos == 'RB'):
if (table[-1][14] != ''):
tgt = float(table[-1][14])
elif (pos == 'WR'):
if (table[-1][6] != ''):
tgt = float(table[-1][6])
if (pos == 'RB'):
if (table[-1][6] != ''):
att = float(table[-1][6])
elif (pos == 'WR'):
if (table[-1][17] != ''):
att = float(table[-1][17])
age = table[-1][0]
# Rush yds
if (pos == 'RB'):
if (table[-1][7] != ''):
rush_yds = float(table[-1][7])
elif (pos == 'WR'):
if (table[-1][18] != ''):
rush_yds = float(table[-1][18])
# Rec yds
if (pos == 'RB'):
if (table[-1][16] != ''):
rec_yds = float(table[-1][16])
elif (pos == 'WR'):
if (table[-1][8] != ''):
rec_yds = float(table[-1][8])
# Yards/rec
if (pos == 'RB'):
if (table[-1][17] != ''):
yds_rec = float(table[-1][17])
elif (pos == 'WR'):
if (table[-1][9] != ''):
yds_rec = float(table[-1][9])
# Rec TD
if (pos == 'RB'):
if (table[-1][18] != ''):
rec_td = float(table[-1][18])
elif (pos == 'WR'):
if (table[-1][10] != ''):
rec_td = float(table[-1][10])
# Rec 1D
if (pos == 'RB'):
if (table[-1][19] != ''):
rec_first = float(table[-1][19])
elif (pos == 'WR'):
if (table[-1][11] != ''):
rec_first = float(table[-1][11])
# Catch
if (pos == 'RB'):
if (table[-1][23] != ''):
myString = table[-1][23]
myString = myString[:-1]
catch = catch + float(myString)
elif (pos == 'WR'):
if (table[-1][15] != ''):
myString = table[-1][15]
myString = myString[:-1]
catch = catch + float(myString)
# Rush TD
if (pos == 'RB'):
if (table[-1][8] != ''):
rush_td = float(table[-1][8])
elif (pos == 'WR'):
if (table[-1][19] != ''):
rush_td = float(table[-1][19])
# Rush 1D
if (pos == 'RB'):
if (table[-1][9] != ''):
rush_first = float(table[-1][9])
elif (pos == 'WR'):
if (table[-1][20] != ''):
rush_first = float(table[-1][20])
# Rush long
if (pos == 'RB'):
if (table[-1][10] != ''):
rush_long = float(table[-1][10])
elif (pos == 'WR'):
if (table[-1][21] != ''):
rush_long = float(table[-1][21])
# Rec long
if (pos == 'RB'):
if (table[-1][20] != ''):
rec_long = float(table[-1][20])
elif (pos == 'WR'):
if (table[-1][12] != ''):
rec_long = float(table[-1][12])
# Yds/att
if (pos == 'RB'):
if (table[-1][11] != ''):
yards_att = float(table[-1][11])
elif (pos == 'WR'):
if (table[-1][22] != ''):
yards_att = float(table[-1][22])
# Touch
if (pos == 'RB'):
if (table[-1][25] != ''):
touch = float(table[-1][25])
elif (pos == 'WR'):
if (table[-1][25] != ''):
touch = float(table[-1][25])
# Yards/Touch
if (pos == 'RB'):
if (table[-1][26] != ''):
yards_touch = float(table[-1][26])
elif (pos == 'WR'):
if (table[-1][26] != ''):
yards_touch = float(table[-1][26])
# Noramlize
if (games != 0):
scrim = scrim / games
tot_td = tot_td / games
fmbl = fmbl / games
rec = rec / games
tgt = tgt / games
att = att / games
age = age
rush_yds = rush_yds / games
rec_yds = rec_yds / games
yds_rec = yds_rec
rec_td = rec_td / games
rec_first = rec_first / games
catch = catch
rush_td = rush_td / games
rush_first = rush_first / games
rush_long = rush_long
rec_long = rec_long
yards_att = yards_att
touch = touch / games
yards_touch = yards_touch
data.append(scrim)
data.append(tot_td)
data.append(fmbl)
data.append(rec)
data.append(tgt)
data.append(att)
data.append(age)
data.append(rush_yds)
data.append(rec_yds)
data.append(yds_rec)
data.append(rec_td)
data.append(rec_first)
data.append(catch)
data.append(rush_td)
data.append(rush_first)
data.append(rush_long)
data.append(rec_long)
data.append(yards_att)
data.append(touch)
data.append(yards_touch)
writer.writerow(data)
if (len(table) >= 1):
player_recur(pos,writer, name, table)
else:
return None
def player_2020(pos,writer,name,table):
data = []
seasons = len(table)
if(seasons < 1):
return None
last_season = table[-1]
if (name == 'Josh Gordon'):
return None
elif (name == 'Darren Sproles'):
return None
print(name)
data.append(name)
# Calculate career averages
games = 0
for i in table:
if (i[4] != ''):
games = games + float(i[4])
scrim = 0
for i in table:
scrim = scrim + float(i[27])
tot_td = 0
for i in table:
tot_td = tot_td + float(i[28])
fmbl = 0
for i in table:
fmbl = fmbl + float(i[29])
rec = 0
if (pos == 'RB'):
for i in table:
if (i[15] != ''):
rec = rec + float(i[15])
elif (pos == 'WR'):
for i in table:
if (i[7] != ''):
rec = rec + float(i[7])
tgt = 0
if (pos == 'RB'):
for i in table:
if (i[14] != ''):
tgt = tgt + float(i[14])
elif (pos == 'WR'):
for i in table:
if (i[6] != ''):
tgt = tgt + float(i[6])
att = 0
if (pos == 'RB'):
for i in table:
if (i[6] != ''):
att = att + float(i[6])
elif (pos == 'WR'):
for i in table:
if (i[17] != ''):
att = att + float(i[17])
age = 0
for i in table:
age = age + float(i[0])
rush_yds = 0
if (pos == 'RB'):
for i in table:
if (i[7] != ''):
rush_yds = rush_yds + float(i[7])
elif (pos == 'WR'):
for i in table:
if (i[18] != ''):
rush_yds = rush_yds + float(i[18])
rec_yds = 0
if (pos == 'RB'):
for i in table:
if (i[16] != ''):
rec_yds = rec_yds + float(i[16])
elif (pos == 'WR'):
for i in table:
if (i[8] != ''):
rec_yds = rec_yds + float(i[8])
yds_rec = 0
if (pos == 'RB'):
for i in table:
if (i[17] != ''):
yds_rec = yds_rec + float(i[17])
elif (pos == 'WR'):
for i in table:
if (i[9] != ''):
yds_rec = yds_rec + float(i[9])
rec_td = 0
if (pos == 'RB'):
for i in table:
if (i[18] != ''):
rec_td = rec_td + float(i[18])
elif (pos == 'WR'):
for i in table:
if (i[10] != ''):
rec_td = rec_td + float(i[10])
rec_first = 0
if (pos == 'RB'):
for i in table:
if (i[19] != ''):
rec_first = rec_first + float(i[19])
elif (pos == 'WR'):
for i in table:
if (i[11] != ''):
rec_first = rec_first + float(i[11])
catch = 0
if (pos == 'RB'):
for i in table:
if (i[23] != ''):
myString = i[23]
myString = myString[:-1]
catch = catch + float(myString)
elif (pos == 'WR'):
for i in table:
if (i[15] != ''):
myString = i[15]
myString = myString[:-1]
catch = catch + float(myString)
rush_td = 0
if (pos == 'RB'):
for i in table:
if (i[8] != ''):
rush_td = rush_td + float(i[8])
elif (pos == 'WR'):
for i in table:
if (i[19] != ''):
rush_td = rush_td + float(i[19])
rush_first = 0
if (pos == 'RB'):
for i in table:
if (i[9] != ''):
rush_first = rush_first + float(i[9])
elif (pos == 'WR'):
for i in table:
if (i[20] != ''):
rush_first = rush_first + float(i[20])
rush_long = 0
if (pos == 'RB'):
for i in table:
if (i[10] != ''):
rush_long = rush_long + float(i[10])
elif (pos == 'WR'):
for i in table:
if (i[21] != ''):
rush_long = rush_long + float(i[21])
rec_long = 0
if (pos == 'RB'):
for i in table:
if (i[20] != ''):
rec_long = rec_long + float(i[20])
elif (pos == 'WR'):
for i in table:
if (i[12] != ''):
rec_long = rec_long + float(i[12])
yards_att = 0
if (pos == 'RB'):
for i in table:
if (i[11] != ''):
yards_att = yards_att + float(i[11])
elif (pos == 'WR'):
for i in table:
if (i[22] != ''):
yards_att = yards_att + float(i[22])
touch = 0
for i in table:
if i[25] != '':
touch = touch + float(i[25])
yards_touch = 0
for i in table:
if i[26] != '':
yards_touch = yards_touch + float(i[26])
# Normalize
if (games == 0):
return None
else:
scrim = scrim / games
tot_td = tot_td / games
fmbl = fmbl / games
rec = rec / games
tgt = tgt / games
att = att / games
age = age / (seasons)
rush_yds = rush_yds / games
rec_yds = rec_yds / games
yds_rec = yds_rec / (seasons)
rec_td = rec_td / games
rec_first = rec_first / games
catch = catch / (seasons)
rush_td = rush_td / games
rush_first = rush_first / games
rush_long = rush_long / (seasons)
rec_long = rec_long / (seasons)
yards_att = yards_att / (seasons)
touch = touch / games
yards_touch = yards_touch / (seasons)
# Append to row
data.append(scrim)
data.append(tot_td)
data.append(fmbl)
data.append(rec)
data.append(tgt)
data.append(att)
data.append(age)
data.append(rush_yds)
data.append(rec_yds)
data.append(yds_rec)
data.append(rec_td)
data.append(rec_first)
data.append(catch)
data.append(rush_td)
data.append(rush_first)
data.append(rush_long)
data.append(rec_long)
data.append(yards_att)
data.append(touch)
data.append(yards_touch)
# Reset variables
age = 0
rush_yds = 0
rec_yds = 0
yds_rec = 0
rec_td = 0
rec_first = 0
catch = 0
rush_td = 0
rush_first = 0
rush_long = 0
rec_long = 0
yards_att = 0
touch = 0
yards_touch = 0
games = 0
scrim = 0
fmbl = 0
rec = 0
tgt = 0
att = 0
# Enter last season stats
if (table[-1][4] != ''):
games = float(table[-1][4])
scrim = float(table[-1][27])
tot_td = float(table[-1][28])
fmbl = float(table[-1][29])
if (pos == 'RB'):
if (table[-1][15] != ''):
rec = float(table[-1][15])
elif (pos == 'WR'):
if (table[-1][7] != ''):
rec = float(table[-1][7])
if (pos == 'RB'):
if (table[-1][14] != ''):
tgt = float(table[-1][14])
elif (pos == 'WR'):
if (table[-1][6] != ''):
tgt = float(table[-1][6])
if (pos == 'RB'):
if (table[-1][6] != ''):
att = float(table[-1][6])
elif (pos == 'WR'):
if (table[-1][17] != ''):
att = float(table[-1][17])
age = table[-1][0]
# Rush yds
if (pos == 'RB'):
if (table[-1][7] != ''):
rush_yds = float(table[-1][7])
elif (pos == 'WR'):
if (table[-1][18] != ''):
rush_yds = float(table[-1][18])
# Rec yds
if (pos == 'RB'):
if (table[-1][16] != ''):
rec_yds = float(table[-1][16])