def __init__(self):
## Define update need
with open('MPG_data/lazy_load.txt', 'rb') as fp:
lazy_load = pickle.load(fp)
if lazy_load == True:
print('Lazy Load...')
self.players = pd.read_csv('MPG_data/players.csv', index_col=False)
print('Players loaded')
self.data = pd.read_csv('MPG_data/data_edited.csv',
index_col=False)
print('Matches loaded')
else:
print("Update Load...")
self.data = pd.read_csv('MPG_data/matches.csv')
print('Data loaded')
self.dict_players = {}
self.list_players = []
print("Formatting Data...")
self.format_data()
print('Data formated \n Updating players...')
self.init_players()
print('Players updated')
print('Lazy load active')
with open('MPG_data/lazy_load.txt', 'wb') as fp:
pickle.dump('1', fp)
## initialization
self.last_season = max(self.data['season_year'].unique().tolist())
self.get_dict_players()
self.format = mf.MyFormating()
def get_histogram(self):
x = self.data_player['info_note_final_2015'].tolist()
figure = mf.MyFormating().histogram_grades_player(x)
return figure
def get_historic(self):
y = self.data_player['info_note_final_2015'].tolist()
x = self.data_player['info_date_time'].tolist()
figure = mf.MyFormating().tableau_historic_figure(x, y)
return figure
def stats_for_hover(self, hoverData):
if hoverData == None:
match_date = self.data_player.sort_values(
by='info_date_time',
ascending=False).iloc[0, :]['info_date_time']
print(match_date)
else:
match_date = hoverData['points'][0]['x']
self.data_player_match = self.data_player[
self.data_player['info_date_time'] == match_date]
## STATUS
opponent = self.data_player_match.iloc[0, :]['info_opponent']
home_or_away = self.data_player_match.iloc[0, :]['info_where']
position = self.data_player_match.iloc[0, :]['info_position']
grade = self.data_player_match.iloc[0, :]['info_note_final_2015']
time_played = self.data_player_match.iloc[0, :]['info_mins_played']
substitute = self.data_player_match.iloc[0, :]['info_sub']
## pre-STATS
shot_missed = self.data_player_match.iloc[0, :][
'stat_shot_off_target'] ### dont take shot missed
## STATS
goals_scored = self.data_player_match.iloc[0, :]['info_goals']
assist = self.data_player_match.iloc[0, :]['stat_goal_assist']
scoring_att = self.data_player_match.iloc[
0, :]['stat_total_scoring_att']
accurate_shots = scoring_att - shot_missed
shot_precision = round((scoring_att - shot_missed) / scoring_att,
2)
touches = self.data_player_match.iloc[0, :]['stat_touches']
pass_precision = round(
self.data_player_match.iloc[0, :]['stat_pass'], 2)
## Ocasional
injured_status = self.injured(
self.data_player_match.iloc[0, :]['stat_subReason'])
red_card = self.data_player_match.iloc[0, :]['info_red_card']
yellow_card = self.data_player_match.iloc[0, :]['info_yellow_card']
hover_stats = [ ## STATUS
opponent, #0
home_or_away,
position,
grade,
time_played,
substitute, #5
## STATS
goals_scored,
assist,
scoring_att,
accurate_shots,
shot_precision, #10
touches,
pass_precision,
## Ocasionnal
injured_status,
red_card,
yellow_card #15
]
text_hover = mf.MyFormating().stats_hover(hover_stats)
return text_hover
def stats_for_app(self):
text = mf.MyFormating().stats_player(self.list_stats)
return text
dict_ligue = json.load(open('MPG_data/championships.json', 'r'))
inv_dic = {v: k for k, v in dict_ligue.items()}
"""
Application
http://127.0.0.1:8050/
Note : In Dash : the class name columns represent 1/12 of the space :
ex : 4 columns means you divide your space in 3 (4/2)
"""
### line for heroku deploy
server = app.server
colors = mf.MyFormating().colors
app.layout = html.Div(
style={'backgroundColor': colors['background']},
children=[
##############################################
# Head (children 1)
##############################################
html.Div([
html.Div(
html.Img(src = 'https://pbs.twimg.com/profile_images/716008797987143680/32rcyJWQ_400x400.jpg',
style = {
'height':'150px',
'width':'auto'