Files
nbaStats/nba_data/scraper_single.py

102 lines
2.7 KiB
Python

import os
import sys
import django
import requests
from bs4 import BeautifulSoup
import csv
import json
import time
sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'nba_stats.settings')
django.setup()
from nba_data.models import PlayerData
team = input('What team? ')
season = input('What season? ')
url_make = 'https://www.basketball-reference.com/teams/' + team + '/' + season + '.html'
response = requests.get(url_make)
soup = BeautifulSoup(response.text, "html.parser")
table = soup.find("table", {"id": "per_game"})
if table is None:
print(f"Table not found for team {team} and season {season}.")
sys.exit(1)
header_row = table.find("thead").find("tr")
rows = table.find("tbody").find_all("tr")
# Extract coloumn headers
headers = [col.text.strip() for col in header_row.find_all("th")][1:]
headers.extend(['team', 'season']) # Add 'team' and 'season' fields to headers
# Extract rows as dictionaries
data = []
for row in rows:
cols = row.find_all("td")
cols = [col.text.strip() for col in cols]
row_dict = {header: (None if col == "" else col) for header, col in zip(headers, cols)}
row_dict['team'] = team
row_dict['season'] = season
data.append(row_dict)
# locate current directory
script_dir = os.path.dirname(os.path.abspath(__file__))
# CSV file
csv_output_path = os.path.join(script_dir, '..', 'data', 'output.csv')
with open(csv_output_path, "w", newline="") as csvfile:
writer = csv.DictWriter(csvfile, fieldnames =headers)
writer.writeheader()
for row in data:
writer.writerow(row)
# Save as JSON
json_output_path = os.path.join(script_dir, '..', 'data', 'output.json')
with open(json_output_path, 'w') as jsonfile:
json.dump(data, jsonfile)
# save data to database
for row in data:
player_data = PlayerData(
name=row['Player'],
age=row['Age'],
games=row['G'],
games_started=row['GS'],
minutes_pg=row['MP'],
field_goals=row['FG'],
field_attempts=row['FGA'],
field_percent=row['FG%'],
three_fg=row['3P'],
three_attempts=row['3PA'],
three_percent=row['3P%'],
two_fg=row['2P'],
two_attempts=row['2PA'],
two_percent=row['2P%'],
effect_fg_percent=row['eFG%'],
ft=row['FT'],
fta=row['FTA'],
ft_percent=row['FT%'],
ORB=row['ORB'],
DRB=row['DRB'],
TRB=row['TRB'],
AST=row['AST'],
STL=row['STL'],
BLK=row['BLK'],
TOV=row['TOV'],
PF=row['PF'],
PTS=row['PTS'],
team=row['team'],
season=row['season'],
)
player_data.save()