def make_transfers_section():
margin_style = {"margin-top": "1rem", "margin-bottom": "2rem"}
config = load_config()
data_loader = DataLoader(config)
df_league = data_loader.get_league_standings()
manager_ids = df_league["entry_id"].unique().tolist()
manager_names = df_league["entry_name"].unique().tolist()
manager_options = [{
'label': manager,
'value': manager_id
} for manager, manager_id in zip(manager_names, manager_ids)]
dropdown_manager = make_dropdown('manager-selection-transfers',
manager_options,
placeholder="Select Manager ...")
num_transfers = [1, 2, 3, 4]
transfer_options = [{'label': num, 'value': num} for num in num_transfers]
dropdown_num_transfers = make_dropdown(
'transfer-selection-numbers',
transfer_options,
placeholder="Select number of transfers ...")
dropdown_section = html.Div(children=[
html.Div(dropdown_manager, className='col-6'),
html.Div(dropdown_num_transfers, className='col-6'),
],
className='row')
section = html.Div(children=[
html.Div("Transfer Suggestion", className='subtitle inline-header'),
dropdown_section,
html.Div(make_button("Submit", 'transfer-optimization-btn')),
dcc.Loading(html.Div(id='transfer-suggestion-output',
style=margin_style),
color='black')
])
return section
def make_player_comparison_section():
margin_style = {"margin-top": "1rem", "margin-bottom": "2rem"}
data_maker = ModelDataMaker(CONFIG_2020)
player_id_player_name_map = data_maker.get_player_id_player_name_map()
player_names = []
for k, v in player_id_player_name_map.items():
player_names.append(v)
player_names = sorted(list(set(player_names)))
player_options = [{
'label': player,
'value': player
} for player in player_names]
dropdown_player_a = make_dropdown('player-selection-dropdown-a',
player_options,
placeholder="Select Player ...")
dropdown_player_b = make_dropdown('player-selection-dropdown-b',
player_options,
placeholder="Select Player ...")
player_dropdown_section = html.Div(children=[
html.Div(dropdown_player_a, className='col-6'),
html.Div(dropdown_player_b, className='col-6'),
],
className='row')
section = html.Div(children=[
html.Div("Player Comparison", className='subtitle inline-header'),
player_dropdown_section,
html.Div(id='player-compare-output', style=margin_style)
])
return section
def make_optimization_settings_section():
margin_style = {"margin-top": "1rem", "margin-bottom": "2rem"}
next_gw = query_next_gameweek()
focus_gws = [next_gw - 2, next_gw - 1, next_gw]
gw_options = [{'label': gw_id, 'value': gw_id} for gw_id in focus_gws]
dropdown_gw = make_dropdown('gw-selection-dropdown-squad',
gw_options,
placeholder="Select Gameweek ...")
ai_models = [
"LGBM Point", "LGBM Potential", "LGBM Return", "Fast Point",
"Fast Potential", "Fast Return", "Net"
]
model_options = [{'label': model, 'value': model} for model in ai_models]
dropdown_model = make_dropdown('model-selection-dropdown-optim',
model_options,
placeholder="Select Model ...")
formations = ['1-3-4-3', '1-3-5-2', '1-4-4-2', '1-4-3-3']
formation_options = [{
'label': this_formation,
'value': this_formation
} for this_formation in formations]
dropdown_formation = make_dropdown('formation-selection-dropdown-squad',
formation_options,
placeholder="Select Formation ...")
dropdown_section = html.Div(children=[
html.Div(dropdown_gw, className='col-4'),
html.Div(dropdown_model, className='col-4'),
html.Div(dropdown_formation, className='col-4'),
],
className='row')
budget_header = html.Div(children=[
html.Div("Enter Squad Value", className='col-4'),
html.Div("Enter Bench Value", className='col-4'),
html.Div("Exclude Uncertain Players", className='col-4'),
],
className='row')
budget_section = html.Div(children=[
html.Div(make_input('squad-value-input', 'number', 100),
className='col-4'),
html.Div(make_input('bench-value-input', 'number', 18),
className='col-4'),
html.Div(make_input('uncertain-flag', 'text', "Yes"),
className='col-4'),
],
className='row')
section = html.Div(children=[
dropdown_section, budget_header, budget_section,
html.Div(make_button("Submit", 'squad-optimization-btn')),
html.Div(" ", style={
"margin-top": "6rem",
"margin-bottom": "6rem"
})
])
return section
def make_lead_generation_section():
margin_style = {"margin-top": "1rem", "margin-bottom": "2rem"}
data_maker = ModelDataMaker(CONFIG_2020)
team_id_team_name_map = data_maker.get_team_id_team_name_map()
team_names = []
for k, v in team_id_team_name_map.items():
team_names.append(v)
team_names = list(set(team_names))
team_names.append("All")
team_names = sorted(team_names)
team_options = [{'label': team, 'value': team} for team in team_names]
dropdown_team = make_dropdown('team-selection-dropdown-leads',
team_options,
placeholder="Select Team ...")
ai_models = [
"LGBM Point", "LGBM Potential", "LGBM Return", "Fast Point",
"Fast Potential", "Fast Return"
]
model_options = [{'label': model, 'value': model} for model in ai_models]
dropdown_model = make_dropdown('model-selection-dropdown-leads',
model_options,
placeholder="Select Model ...")
dropdown_section = html.Div(children=[
html.Div(dropdown_team, className='col-6'),
html.Div(dropdown_model, className='col-6'),
],
className='row')
leads_output = html.Div(children=[
html.Div("GK", className='subtitle inline-header'),
dcc.Loading(html.Div(id='gk-leads', style=margin_style),
color='black'),
html.Div("DEF", className='subtitle inline-header'),
dcc.Loading(html.Div(id='def-leads', style=margin_style),
color='black'),
html.Div("MID", className='subtitle inline-header'),
dcc.Loading(html.Div(id='mid-leads', style=margin_style),
color='black'),
html.Div("FWD", className='subtitle inline-header'),
dcc.Loading(html.Div(id='fwd-leads', style=margin_style),
color='black')
])
section = html.Div(children=[
html.Div("Select Team & Model", className='subtitle inline-header'),
dropdown_section, leads_output
])
return section
def make_league_search_section():
config = load_config()
league_ids = config["leagues"]
league_options = [{'label': this_id, 'value': this_id} for this_id in league_ids]
dropdown_section = make_dropdown('league-search-dropdown', league_options,
placeholder="Select League ID ...")
return dropdown_section
def make_gw_selection_section():
next_gw = query_next_gameweek()
focus_gws = [next_gw - 2, next_gw - 1, next_gw]
gw_options = [{'label': gw_id, 'value': gw_id} for gw_id in focus_gws]
dropdown_section = make_dropdown('gw-selection-dropdown',
gw_options,
placeholder="Select Gameweek ID ...")
return dropdown_section
def make_shap_explanation_section():
margin_style = {"margin-top": "1rem", "margin-bottom": "2rem"}
data_maker = ModelDataMaker(CONFIG_2020)
player_id_player_name_map = data_maker.get_player_id_player_name_map()
player_names = []
for k, v in player_id_player_name_map.items():
player_names.append(v)
player_names = sorted(list(set(player_names)))
player_options = [{
'label': player,
'value': player
} for player in player_names]
dropdown_player = make_dropdown('player-selection-dropdown-shap',
player_options,
placeholder="Select Player ...")
ai_models = ["LGBM Point", "LGBM Potential", "LGBM Return"]
model_options = [{'label': model, 'value': model} for model in ai_models]
dropdown_model = make_dropdown('model-selection-dropdown-shap',
model_options,
placeholder="Select Model ...")
dropdown_section = html.Div(children=[
html.Div(dropdown_player, className='col-6'),
html.Div(dropdown_model, className='col-6'),
],
className='row')
shap_output = html.Div(children=[
dcc.Loading(html.Div(id='shap-output', style=margin_style),
color='black'),
])
section = html.Div(children=[
# html.Div("Select Player & Model", className='subtitle inline-header'),
dropdown_section,
shap_output
])
return section
def make_right_layout_league():
header = make_header("League Analytics")
dropdown_section = make_dropdown('league-team-picks-dropdown', None,
placeholder="Select FPL Team ...", multi_flag=False)
layout = html.Div(
id='league-layout-left',
className="six columns",
children=[
header,
html.Div("Team Picks", className='subtitle inline-header'),
dropdown_section,
dcc.Loading(html.Div(id="league-team-picks-display"), color='black'),
dcc.Loading(html.Div(id="league-team-xp-output"), color='black'),
],
)
return layout
def make_left_layout_league():
header = make_header("League Standing")
dropdown_section = make_dropdown('team-selection-dropdown', None,
placeholder="Select Teams For Comparison ...", multi_flag=True)
layout = html.Div(
id='league-layout-left',
className="six columns",
children=[
header,
html.Div("League Summary", className='subtitle inline-header'),
make_league_search_section(),
html.Div(id="league-standing-table", style={"width": "100%"}),
dcc.Store(id="league-standing-memory"),
html.Div("League Gameweek History", className='subtitle inline-header'),
dropdown_section,
html.Div(id="league-point-history", style={"width": "100%"})
],
)
return layout