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update models to decimal and account for null values

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nprasad2077 committed 2023-04-18 15:06:13 -05:00
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commit 1ca063cdcb
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+374 -29
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nba_data/migrations/0002_alter_playerdata_ast_alter_playerdata_blk_and_more.py
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# Generated by Django 4.2 on 2023-04-18 19:24
from django.db import migrations, models
class Migration(migrations.Migration):
dependencies = [
('nba_data', '0001_initial'),
]
operations = [
migrations.AlterField(
model_name='playerdata',
name='AST',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='BLK',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='DRB',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='ORB',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='PF',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='PTS',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='STL',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='TOV',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='TRB',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='age',
field=models.IntegerField(),
),
migrations.AlterField(
model_name='playerdata',
name='effect_fg_percent',
field=models.DecimalField(decimal_places=3, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='field_attempts',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='field_goals',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='field_percent',
field=models.DecimalField(decimal_places=3, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='ft',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='ft_percent',
field=models.DecimalField(decimal_places=3, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='fta',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='games',
field=models.IntegerField(),
),
migrations.AlterField(
model_name='playerdata',
name='games_started',
field=models.IntegerField(),
),
migrations.AlterField(
model_name='playerdata',
name='minutes_pg',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='name',
field=models.CharField(max_length=255),
),
migrations.AlterField(
model_name='playerdata',
name='three_attempts',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='three_fg',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='three_percent',
field=models.DecimalField(decimal_places=3, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='two_attempts',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='two_fg',
field=models.DecimalField(decimal_places=2, max_digits=5),
),
migrations.AlterField(
model_name='playerdata',
name='two_percent',
field=models.DecimalField(decimal_places=3, max_digits=5),
),
]
nba_data/migrations/0003_playerdata_season_playerdata_team.py
+23
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@@ -0,0 +1,23 @@
# Generated by Django 4.2 on 2023-04-18 19:51
from django.db import migrations, models
class Migration(migrations.Migration):
dependencies = [
('nba_data', '0002_alter_playerdata_ast_alter_playerdata_blk_and_more'),
]
operations = [
migrations.AddField(
model_name='playerdata',
name='season',
field=models.IntegerField(default=0),
),
migrations.AddField(
model_name='playerdata',
name='team',
field=models.CharField(default='', max_length=30),
),
]
nba_data/migrations/0004_alter_playerdata_season.py
+18
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@@ -0,0 +1,18 @@
# Generated by Django 4.2 on 2023-04-18 19:52
from django.db import migrations, models
class Migration(migrations.Migration):
dependencies = [
('nba_data', '0003_playerdata_season_playerdata_team'),
]
operations = [
migrations.AlterField(
model_name='playerdata',
name='season',
field=models.IntegerField(null=True),
),
]
nba_data/migrations/0005_alter_playerdata_ast_alter_playerdata_blk_and_more.py
+148
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@@ -0,0 +1,148 @@
# Generated by Django 4.2 on 2023-04-18 19:59
from django.db import migrations, models
class Migration(migrations.Migration):
dependencies = [
('nba_data', '0004_alter_playerdata_season'),
]
operations = [
migrations.AlterField(
model_name='playerdata',
name='AST',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='BLK',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='DRB',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='ORB',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='PF',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='PTS',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='STL',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='TOV',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='TRB',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='age',
field=models.IntegerField(null=True),
),
migrations.AlterField(
model_name='playerdata',
name='effect_fg_percent',
field=models.DecimalField(decimal_places=3, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='field_attempts',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='field_goals',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='field_percent',
field=models.DecimalField(decimal_places=3, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='ft',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='ft_percent',
field=models.DecimalField(decimal_places=3, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='fta',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='games',
field=models.IntegerField(null=True),
),
migrations.AlterField(
model_name='playerdata',
name='games_started',
field=models.IntegerField(null=True),
),
migrations.AlterField(
model_name='playerdata',
name='minutes_pg',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='name',
field=models.CharField(max_length=255, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='three_attempts',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='three_fg',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='three_percent',
field=models.DecimalField(decimal_places=3, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='two_attempts',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='two_fg',
field=models.DecimalField(decimal_places=2, max_digits=5, null=True),
),
migrations.AlterField(
model_name='playerdata',
name='two_percent',
field=models.DecimalField(decimal_places=3, max_digits=5, null=True),
),
]
nba_data/models.py
+29 -27
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@@ -2,33 +2,35 @@ from django.db import models
# Create your models here. # Create your models here.
class PlayerData(models.Model): class PlayerData(models.Model):
name = models.CharField(max_length=100) name = models.CharField(max_length=255, null=True)
age = models.CharField(max_length=100) age = models.IntegerField(null=True)
games = models.CharField(max_length=100) games = models.IntegerField(null=True)
games_started = models.CharField(max_length=100) games_started = models.IntegerField(null=True)
minutes_pg = models.CharField(max_length=100) minutes_pg = models.DecimalField(max_digits=5, decimal_places=2, null=True)
field_goals = models.CharField(max_length=100) field_goals = models.DecimalField(max_digits=5, decimal_places=2, null=True)
field_attempts = models.CharField(max_length=100) field_attempts = models.DecimalField(max_digits=5, decimal_places=2, null=True)
field_percent = models.CharField(max_length=100) field_percent = models.DecimalField(max_digits=5, decimal_places=3, null=True)
three_fg = models.CharField(max_length=100) three_fg = models.DecimalField(max_digits=5, decimal_places=2, null=True)
three_attempts = models.CharField(max_length=100) three_attempts = models.DecimalField(max_digits=5, decimal_places=2, null=True)
three_percent = models.CharField(max_length=100) three_percent = models.DecimalField(max_digits=5, decimal_places=3, null=True)
two_fg = models.CharField(max_length=100) two_fg = models.DecimalField(max_digits=5, decimal_places=2, null=True)
two_attempts = models.CharField(max_length=100) two_attempts = models.DecimalField(max_digits=5, decimal_places=2, null=True)
two_percent = models.CharField(max_length=100) two_percent = models.DecimalField(max_digits=5, decimal_places=3, null=True)
effect_fg_percent = models.CharField(max_length=100) effect_fg_percent = models.DecimalField(max_digits=5, decimal_places=3, null=True)
ft = models.CharField(max_length=100) ft = models.DecimalField(max_digits=5, decimal_places=2, null=True)
fta = models.CharField(max_length=100) fta = models.DecimalField(max_digits=5, decimal_places=2, null=True)
ft_percent = models.CharField(max_length=100) ft_percent = models.DecimalField(max_digits=5, decimal_places=3, null=True)
ORB= models.CharField(max_length=100) ORB= models.DecimalField(max_digits=5, decimal_places=2, null=True)
DRB = models.CharField(max_length=100) DRB = models.DecimalField(max_digits=5, decimal_places=2, null=True)
TRB = models.CharField(max_length=100) TRB = models.DecimalField(max_digits=5, decimal_places=2, null=True)
AST = models.CharField(max_length=100) AST = models.DecimalField(max_digits=5, decimal_places=2, null=True)
STL = models.CharField(max_length=100) STL = models.DecimalField(max_digits=5, decimal_places=2, null=True)
BLK = models.CharField(max_length=100) BLK = models.DecimalField(max_digits=5, decimal_places=2, null=True)
TOV = models.CharField(max_length=100) TOV = models.DecimalField(max_digits=5, decimal_places=2, null=True)
PF = models.CharField(max_length=100) PF = models.DecimalField(max_digits=5, decimal_places=2, null=True)
PTS = models.CharField(max_length=100) PTS = models.DecimalField(max_digits=5, decimal_places=2, null=True)
team = models.CharField(max_length=30, default='')
season = models.IntegerField(null=True)
def __str__(self): def __str__(self):
return self.name return self.name
nba_data/scraper.py
+8 -2
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@@ -33,15 +33,19 @@ rows = table.find("tbody").find_all("tr")
# Extract coloumn headers # Extract coloumn headers
headers = [col.text.strip() for col in header_row.find_all("th")][1:] 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 # Extract rows as dictionaries
data = [] data = []
for row in rows: for row in rows:
cols = row.find_all("td") cols = row.find_all("td")
cols = [col.text.strip() for col in cols] cols = [col.text.strip() for col in cols]
row_dict = dict(zip(headers, 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) data.append(row_dict)
# locate current directory # locate current directory
script_dir = os.path.dirname(os.path.abspath(__file__)) script_dir = os.path.dirname(os.path.abspath(__file__))
@@ -88,5 +92,7 @@ for row in data:
TOV=row['TOV'], TOV=row['TOV'],
PF=row['PF'], PF=row['PF'],
PTS=row['PTS'], PTS=row['PTS'],
team=row['team'],
season=row['season'],
) )
player_data.save() player_data.save()