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diff --git a/data analysis/test.py b/data analysis/test.py
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+import firebase_admin
+from firebase_admin import credentials
+from firebase_admin import firestore
+import csv
+import numpy as np
+
+# Use a service account
+cred = credentials.Certificate('keys/keytemp.json')
+#add your own key as this is public. email me for details
+firebase_admin.initialize_app(cred)
+
+db = firestore.client()
+
+teams=db.collection('data').document('team-2022').collection("Central 2019").get()
+full=[]
+tms=[]
+for team in teams:
+    data=[]
+    tms.append(team.id)
+    reports=db.collection('data').document('team-2022').collection("Central 2019").document(team.id).collection("matches").get()
+    for report in reports:
+        data.append(db.collection('data').document('team-2022').collection("Central 2019").document(team.id).collection("matches").document(report.id).get().to_dict())
+    full.append(data)
+
+print(full)
+
+quant_keys = []
+
+list_teams = ["2022", "16", "2451"]
+
+out = []
+var = []
+
+for i in range(len(full)):
+    for j in range(len(full[i])):
+        for key in list(full[i][j].keys()):
+            if "Quantitative" in key:
+                quant_keys.append(key)
+                if full[i][j].get(key).get('teamDBRef')[5:] in list_teams:
+                    
+
+print(quant_keys)