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April 20, 2019 02:26
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team-data-import-ml4k-numbers
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import csv | |
import ml4k | |
import os | |
listOfFiles = [ | |
'./nflscrapR-data/games_data/regular_season/reg_games_2018.csv', | |
'./nflscrapR-data/games_data/regular_season/reg_games_2017.csv', | |
'./nflscrapR-data/games_data/regular_season/reg_games_2016.csv', | |
'./nflscrapR-data/games_data/regular_season/reg_games_2015.csv' | |
] | |
API_KEY = "****************************************" | |
model = ml4k.Model(API_KEY) | |
def get_nfs_team_number(team_name): | |
if team_name == 'SD': | |
team_name = 'LAC' | |
if team_name == 'JAC': | |
team_name = 'JAX' | |
if team_name == 'STL': | |
team_name = 'LA' | |
nfl_teams = ['ARI','ATL','BAL','BUF','CAR', 'CHI','CIN','CLE','DAL','DEN','DET','GB','HOU','IND','JAX','KC','LA','LAC','MIA','MIN','NE','NO','NYG','NYJ','OAK','PHI','PIT','SEA','SF','TB','TEN','WAS'] | |
return nfl_teams.index(team_name) | |
for file in listOfFiles: | |
with open(file) as csv_file: | |
csv_reader = csv.reader(csv_file, delimiter=',') | |
line_count = 0 | |
for row in csv_reader: | |
if line_count != 0: | |
home_team = get_nfs_team_number(row[2]) | |
away_team = get_nfs_team_number(row[3]) | |
home_score = row[8] | |
away_score = row[9] | |
if home_score > away_score: | |
winner = 'home_team' | |
if home_score < away_score: | |
winner = 'away_team' | |
matchup = [ home_team, away_team ] | |
print( 'home_team: ' + str(home_team)) | |
print( 'away_team: ' + str(away_team)) | |
print( 'label: ' + winner) | |
# model.add_training_data(label, board_state) | |
model.add_training_data(winner, matchup) | |
line_count += 1 | |
print(f'Processed {line_count} lines.') | |
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