Update app.py

app.py

@@ -1,19 +1,6 @@
-import pulp
-import numpy as np
 import pandas as pd
-import random
-import sys
-import openpyxl
-import re
-import time
 import streamlit as st
-import matplotlib
-from  matplotlib.colors import LinearSegmentedColormap
-from st_aggrid import GridOptionsBuilder, AgGrid, GridUpdateMode, DataReturnMode
-import json
-import requests
 import gspread
-import plotly.figure_factory as ff
 
 scope = ['https://www.googleapis.com/auth/spreadsheets',
           "https://www.googleapis.com/auth/drive"]
@@ -45,6 +32,8 @@ def init_baselines():
     raw_display = raw_display.loc[raw_display['Salary'] > 0]
     raw_display = raw_display.loc[raw_display['Median'] > 0]
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     roo_table = raw_display.sort_values(by='Median', ascending=False)
     
     # worksheet = sh.worksheet('Positional_Boosts')
@@ -59,6 +48,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Team'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lck_overall_stacks = raw_display.sort_values(by='Stack+', ascending=False)
     
     worksheet = sh.worksheet('Win_Stacks')
@@ -66,6 +57,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Team'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lck_win_stacks = raw_display.sort_values(by='Stack+', ascending=False)
     
     worksheet = sh.worksheet('Loss_Stacks')
@@ -73,6 +66,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Team'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lck_loss_stacks = raw_display.sort_values(by='Stack+', ascending=False)
     
     worksheet = sh.worksheet('Overall_BO1_Stats')
@@ -81,6 +76,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Player'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lck_bo1 = raw_display
     
     worksheet = sh.worksheet('Overall_BO3_Stats')
@@ -89,6 +86,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Player'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lck_bo3 = raw_display
     
     worksheet = sh.worksheet('Overall_BO5_Stats')
@@ -97,6 +96,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Player'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lck_bo5 = raw_display
     
     sh = gc.open_by_url('https://docs.google.com/spreadsheets/d/1W5gH-ef2K6gX3Dw86n-YbXxQhbpUiUosDOiH4-mzX8g/edit#gid=582025223')
@@ -105,6 +106,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Team'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lcs_overall_stacks = raw_display.sort_values(by='Stack+', ascending=False)
     
     worksheet = sh.worksheet('Win_Stacks')
@@ -112,6 +115,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Team'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lcs_win_stacks = raw_display.sort_values(by='Stack+', ascending=False)
     
     worksheet = sh.worksheet('Loss_Stacks')
@@ -119,6 +124,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Team'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lcs_loss_stacks = raw_display.sort_values(by='Stack+', ascending=False)
     
     worksheet = sh.worksheet('Overall_BO1_Stats')
@@ -127,6 +134,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Player'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lcs_bo1 = raw_display
     
     worksheet = sh.worksheet('Overall_BO3_Stats')
@@ -135,6 +144,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Player'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lcs_bo3 = raw_display
     
     worksheet = sh.worksheet('Overall_BO5_Stats')
@@ -143,6 +154,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Player'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lcs_bo5 = raw_display
     
     sh = gc.open_by_url('https://docs.google.com/spreadsheets/d/1oOJD_QcBeDJ1f7e9FfgUHOQEPT6kvU0Sa9hQ_4B8gqc/edit#gid=0')
@@ -151,6 +164,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Team'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lec_overall_stacks = raw_display.sort_values(by='Stack+', ascending=False)
     
     worksheet = sh.worksheet('Win_Stacks')
@@ -158,6 +173,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Team'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lec_win_stacks = raw_display.sort_values(by='Stack+', ascending=False)
     
     worksheet = sh.worksheet('Loss_Stacks')
@@ -165,6 +182,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Team'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lec_loss_stacks = raw_display.sort_values(by='Stack+', ascending=False)
     
     worksheet = sh.worksheet('Overall_BO1_Stats')
@@ -173,6 +192,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Player'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lec_bo1 = raw_display
     
     worksheet = sh.worksheet('Overall_BO3_Stats')
@@ -181,6 +202,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Player'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lec_bo3 = raw_display
     
     worksheet = sh.worksheet('Overall_BO5_Stats')
@@ -189,6 +212,8 @@ def init_baselines():
     raw_display.replace("", 'Welp', inplace=True)
     raw_display = raw_display.loc[raw_display['Player'] != 'Welp']
     raw_display = raw_display.apply(pd.to_numeric, errors='ignore')
+    raw_display['Own_var'] = 600 / raw_display['Raw_Own'].sum()
+    raw_display['Own'] = raw_display['Raw_Own'] * raw_display['Own_var']
     lec_bo5 = raw_display
 
     return roo_table, lck_overall_stacks, lck_win_stacks, lck_loss_stacks, lcs_overall_stacks, lcs_win_stacks, lcs_loss_stacks, lec_overall_stacks, lec_win_stacks, lec_loss_stacks, lck_bo1, lck_bo3, lck_bo5, lcs_bo1, lcs_bo3, lcs_bo5, lec_bo1, lec_bo3, lec_bo5