Create app.py

app.py

@@ -0,0 +1,109 @@
+import pulp
+import numpy as np
+import pandas as pd
+import streamlit as st
+import gspread
+from itertools import combinations
+
+@st.cache_resource
+def init_conn():
+    scope = ['https://www.googleapis.com/auth/spreadsheets',
+              "https://www.googleapis.com/auth/drive"]
+    
+    credentials = {
+      "type": "service_account",
+      "project_id": "model-sheets-connect",
+      "private_key_id": "0e0bc2fdef04e771172fe5807392b9d6639d945e",
+      "private_key": "-----BEGIN PRIVATE KEY-----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\nF/j9eUXfXjAlb042MphoF3ZC\n-----END PRIVATE KEY-----\n",
+      "client_email": "[email protected]",
+      "client_id": "100369174533302798535",
+      "auth_uri": "https://accounts.google.com/o/oauth2/auth",
+      "token_uri": "https://oauth2.googleapis.com/token",
+      "auth_provider_x509_cert_url": "https://www.googleapis.com/oauth2/v1/certs",
+      "client_x509_cert_url": "https://www.googleapis.com/robot/v1/metadata/x509/gspread-connection%40model-sheets-connect.iam.gserviceaccount.com"
+    }
+    
+    credentials2 = {
+      "type": "service_account",
+      "project_id": "sheets-api-connect-378620",
+      "private_key_id": "1005124050c80d085e2c5b344345715978dd9cc9",
+      "private_key": "-----BEGIN PRIVATE KEY-----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\nJuElxA33rFEjbgbzdyrE768=\n-----END PRIVATE KEY-----\n",
+      "client_email": "gspread-connection@sheets-api-connect-378620.iam.gserviceaccount.com",
+      "client_id": "106625872877651920064",
+      "auth_uri": "https://accounts.google.com/o/oauth2/auth",
+      "token_uri": "https://oauth2.googleapis.com/token",
+      "auth_provider_x509_cert_url": "https://www.googleapis.com/oauth2/v1/certs",
+      "client_x509_cert_url": "https://www.googleapis.com/robot/v1/metadata/x509/gspread-connection%40sheets-api-connect-378620.iam.gserviceaccount.com"
+    }
+    
+    gc_con = gspread.service_account_from_dict(credentials)
+    gc2_con = gspread.service_account_from_dict(credentials2)
+    
+    return gc_con, gc2_con
+
+gcservice_account, gcservice_account2 = init_conn()
+
+st.set_page_config(layout="wide")
+
+wrong_acro = ['AZ', 'WSN', 'TBR', 'KCR', 'SDP', 'CHW', 'SFG']
+right_acro = ['ARI', 'WSH', 'TB', 'KC', 'SD', 'CWS', 'SF']
+
+SP_format = {'K%': '{:.2%}', 'BB%': '{:.2%}'}
+SP_league_format = ['Strikeoutper', 'Walkper','xBA', 'xSLG', 'BABIP', 'xwOBA', 'AVG', 'True_AVG']
+BP_league_format = ['Strikeoutper', 'Walkper','xBA', 'xSLG', 'BABIP', 'xwOBA', 'AVG', 'HWS Ratio']
+hitter_format = {'K%': '{:.2%}', 'xHR/PA': '{:.2%}', 'Event/PA': '{:.2%}'}
+offense_format = {'8+ For': '{:.2%}', '8+ For L5': '{:.2%}', '8+ For L10': '{:.2%}', 'Trending 8+ For': '{:.2%}'}
+defense_format = {'8+ Allowed': '{:.2%}', '8+ Allowed L5': '{:.2%}', '8+ Allowed L10': '{:.2%}', 'Trending 8+ Allowed': '{:.2%}'}
+R2_format = {'R2_to_Opp_szn': '{:.2%}', 'R2_to_Opp_sample': '{:.2%}', 'R2_to_Opp L5': '{:.2%}', 'R2_to_Opp L10': '{:.2%}', 'R2_to_Opp_Trend': '{:.2%}'}
+
+data_hold = 'https://docs.google.com/spreadsheets/d/1f42Ergav8K1VsOLOK9MUn7DM_MLMvv4GR2Fy7EfnZTc/edit#gid=500994479'
+
+@st.cache_resource(ttl = 300)
+def load_time():
+    try:
+        sh = gcservice_account.open_by_url(data_hold)
+    except:
+        sh = gcservice_account2.open_by_url(data_hold)
+    worksheet = sh.worksheet('Timestamp')
+    raw_stamp = worksheet.acell('a1').value
+    
+    t_stamp = f"Last update was at {raw_stamp}"
+    
+    return t_stamp
+
+@st.cache_resource(ttl = 299)
+def load_matchups():
+    try:
+        sh = gcservice_account.open_by_url(data_hold)
+    except:
+        sh = gcservice_account2.open_by_url(data_hold)
+    worksheet = sh.worksheet('Macro_Trending')
+    matchup_stats = pd.DataFrame(worksheet.get_all_records())
+    matchup_stats = matchup_stats.apply(pd.to_numeric, errors='ignore')
+    
+    worksheet = sh.worksheet('Timestamp')
+    raw_stamp = worksheet.acell('a1').value
+    
+    t_stamp = f"Last update was at {raw_stamp}"
+
+    return matchup_stats, t_stamp
+
+def convert_df_to_csv(df):
+    return df.to_csv().encode('utf-8')
+
+load_display, t_stamp = load_matchups()
+
+st.info(t_stamp)
+if st.button("Reset Data", key='reset1'):
+          st.cache_data.clear()
+          load_display, t_stamp = load_matchups()
+
+overall_display = load_display
+st.dataframe(overall_display.style.background_gradient(axis=0).background_gradient(cmap='RdYlGn').format(precision=2), use_container_width = True)
+
+st.download_button(
+                label="Export Tables",
+                data=convert_df_to_csv(overall_display),
+                file_name='MLB_Matchups_export.csv',
+                mime='text/csv',
+)