add experimental weighted value for each player

razinc · Aug 20, 2024 · 301b449 · 301b449
1 parent 0a5c79f
commit 301b449
Showing 1 changed file with 15 additions and 5 deletions.
diff --git a/custom/players.py b/custom/players.py
@@ -119,10 +119,10 @@ def builder(self, ownership, tqdm_desc):
                 "status": status,
                 "team_short_name": teams[player["team"]]["short_name"],
                 "pos": pos,
-                "latest_price": f"£{latest_price}",
-                "price_change": f"£{price_change}",
-                "xg": player["expected_goals"],
-                "xa": player["expected_assists"],
+                "latest_price": latest_price,
+                "price_change": price_change,
+                "xg": float(player["expected_goals"]),
+                "xa": float(player["expected_assists"]),
                 "sum_xg_xa": float(player["expected_goals"])
                 + float(player["expected_assists"]),
                 "pts_prev_n_gw": pts_prev_n_gw,
@@ -133,6 +133,14 @@ def builder(self, ownership, tqdm_desc):
                 "fdr_avg": round(fdr_sum / total_games, 1),
             }
 
+            # this is an experimental feature
+            xg_weightage = 0.3
+            xa_weightage = 0.25
+            perf_weightage = 0.2
+            fda_weightage = 0.15
+            price_weightage = 0.1
+            stats[fpl_id]["weighted_value"] = round((stats[fpl_id]["xg"] * xg_weightage) + (stats[fpl_id]["xa"] * xa_weightage) + (stats[fpl_id]["total_pts_prev_n_gw"] * perf_weightage) + (1 / stats[fpl_id]["fdr_avg"] * fda_weightage) + (1 / stats[fpl_id]["latest_price"] * price_weightage), 1)
+
             if ownership is not None:
                 stats[fpl_id]["ownership"] = f"{ownership[fpl_id]}%"
             self.stats = stats
@@ -183,6 +191,7 @@ def get_table(self, top=None):
             + [f"GW{Gameweek.NEXT_GW} xP"]
             + [f"GW{gw} Fxt" for gw in Gameweek.NEXT_N_GWS]
             + ["FDA"]
+            + ["Value"]
         )
         if "ownership" in list(dict(islice(self.stats.items(), 1)).values())[0]:
             header.append("Top 10k Ownership")
@@ -194,7 +203,7 @@ def get_table(self, top=None):
                     f'{v["web_name"]} {v["status"]}',
                     v["team_short_name"],
                     v["pos"],
-                    v["latest_price"],
+                    f'£{v["latest_price"]}',
                     v["xg"],
                     v["xa"],
                 ]
@@ -205,6 +214,7 @@ def get_table(self, top=None):
             for fixture in list(v["fixtures"].values()):
                 row.append("\n".join(fixture))
             row.append(v["fdr_avg"])
+            row.append(v["weighted_value"])
             if "ownership" in list(dict(islice(self.stats.items(), 1)).values())[0]:
                 row.append(v["ownership"])
             table.add_row(row)