new daily data

active_traders.parquet

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+size 81100

all_trades_profitability.parquet.gz

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+size 9076927

closed_market_metrics.parquet

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+size 127103

closed_markets_div.parquet

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+size 83628

daily_info.parquet

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+size 1884410

daily_mech_requests.parquet

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+size 10374

error_by_markets.parquet

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+size 12384

retention_activity.parquet.gz

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scripts/profitability.py

@@ -366,40 +366,40 @@ def run_profitability_analysis(
     tmp_dir: bool = False,
 ):
     """Create all trades analysis."""
-    # print(f"Preparing data with {tools_filename} and {trades_filename}")
-    # fpmmTrades = prepare_profitalibity_data(
-    #     tools_filename, trades_filename, tmp_dir=tmp_dir
-    # )
+    print(f"Preparing data with {tools_filename} and {trades_filename}")
+    fpmmTrades = prepare_profitalibity_data(
+        tools_filename, trades_filename, tmp_dir=tmp_dir
+    )
 
-    # if merge:
-    #     update_tools_parquet(tools_filename)
+    if merge:
+        update_tools_parquet(tools_filename)
 
-    # tools = pd.read_parquet(TMP_DIR / "tools.parquet")
+    tools = pd.read_parquet(TMP_DIR / "tools.parquet")
 
-    # try:
-    #     fpmmTrades["creationTimestamp"] = fpmmTrades["creationTimestamp"].apply(
-    #         lambda x: transform_to_datetime(x)
-    #     )
-    # except Exception as e:
-    #     print(f"Transformation not needed")
+    try:
+        fpmmTrades["creationTimestamp"] = fpmmTrades["creationTimestamp"].apply(
+            lambda x: transform_to_datetime(x)
+        )
+    except Exception as e:
+        print(f"Transformation not needed")
 
-    # print("Computing the estimated mech calls dataset")
-    # trade_mech_calls = compute_mech_calls_based_on_timestamps(
-    #     fpmmTrades=fpmmTrades, tools=tools
-    # )
-    # trade_mech_calls.to_parquet(TMP_DIR / "trade_mech_calls.parquet")
+    print("Computing the estimated mech calls dataset")
+    trade_mech_calls = compute_mech_calls_based_on_timestamps(
+        fpmmTrades=fpmmTrades, tools=tools
+    )
+    trade_mech_calls.to_parquet(TMP_DIR / "trade_mech_calls.parquet")
 
-    # print(trade_mech_calls.total_mech_calls.describe())
-    # print("Analysing trades...")
-    # all_trades_df = analyse_all_traders(fpmmTrades, trade_mech_calls)
+    print(trade_mech_calls.total_mech_calls.describe())
+    print("Analysing trades...")
+    all_trades_df = analyse_all_traders(fpmmTrades, trade_mech_calls)
 
-    # # # merge previous files if requested
-    # if merge:
-    #     all_trades_df = update_all_trades_parquet(all_trades_df)
+    # # merge previous files if requested
+    if merge:
+        all_trades_df = update_all_trades_parquet(all_trades_df)
 
     # debugging purposes
-    # all_trades_df.to_parquet(JSON_DATA_DIR / "all_trades_df.parquet", index=False)
-    all_trades_df = pd.read_parquet(JSON_DATA_DIR / "all_trades_df.parquet")
+    all_trades_df.to_parquet(JSON_DATA_DIR / "all_trades_df.parquet", index=False)
+    # all_trades_df = pd.read_parquet(JSON_DATA_DIR / "all_trades_df.parquet")
 
     # filter invalid markets. Condition: "is_invalid" is True
     invalid_trades = all_trades_df.loc[all_trades_df["is_invalid"] == True]

scripts/pull_data.py

@@ -135,7 +135,7 @@ def only_new_weekly_analysis():
 
     save_historical_data()
     try:
-        clean_old_data_from_parquet_files("2025-01-02")
+        clean_old_data_from_parquet_files("2025-01-03")
     except Exception as e:
         print("Error cleaning the oldest information from parquet files")
         print(f"reason = {e}")

service_map.pkl

@@ -1,3 +1,3 @@
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-size 194482
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+size 194740

tools_accuracy.csv

@@ -1,13 +1,13 @@
 tool,tool_accuracy,total_requests,min,max
-claude-prediction-offline,58.796756163733676,67451,2025-01-04 13:04:20,2025-03-02 01:01:05
-claude-prediction-online,59.77580361782683,40411,2025-01-04 13:00:55,2025-03-02 01:50:15
-prediction-offline,53.26921397819853,148889,2025-01-04 13:02:40,2025-03-02 17:03:35
-prediction-offline-sme,52.07305552639866,19054,2025-01-04 13:10:55,2025-03-01 23:37:35
-prediction-online,51.075268817204304,4278,2025-01-04 15:26:55,2025-03-01 19:28:00
-prediction-online-sme,48.84940285464609,3433,2025-01-04 14:16:35,2025-03-01 19:30:30
-prediction-request-rag,47.92332268370607,626,2025-01-04 13:24:25,2025-03-01 17:12:05
-prediction-request-rag-claude,45.07299270072993,548,2025-01-04 15:25:35,2025-03-01 14:27:40
-prediction-request-reasoning,53.56956581902562,93947,2025-01-04 13:02:05,2025-03-01 19:55:25
-prediction-request-reasoning-claude,57.825370675453044,607,2025-01-04 15:30:25,2025-03-01 14:21:30
-prediction-url-cot-claude,51.881505204163325,1249,2025-01-04 13:40:05,2025-03-01 23:48:45
-superforcaster,55.993975903614455,9960,2025-01-04 13:59:55,2025-03-01 23:41:35
+claude-prediction-offline,58.62190864768526,67891,2025-01-04 13:04:20,2025-03-02 23:53:30
+claude-prediction-online,59.73301209558461,40676,2025-01-04 13:00:55,2025-03-03 02:01:00
+prediction-offline,53.43404309100463,150333,2025-01-04 13:02:40,2025-03-03 01:43:25
+prediction-offline-sme,52.05307042844407,19069,2025-01-04 13:10:55,2025-03-02 23:11:10
+prediction-online,51.341971309578895,4322,2025-01-04 15:26:55,2025-03-02 18:19:20
+prediction-online-sme,49.09038406006353,3463,2025-01-04 14:16:35,2025-03-02 18:19:20
+prediction-request-rag,48.095238095238095,630,2025-01-04 13:24:25,2025-03-02 15:36:15
+prediction-request-rag-claude,45.27272727272727,550,2025-01-04 15:25:35,2025-03-02 15:25:30
+prediction-request-reasoning,53.437662241340945,94381,2025-01-04 13:02:05,2025-03-02 18:40:55
+prediction-request-reasoning-claude,58.032786885245905,610,2025-01-04 15:30:25,2025-03-02 15:29:05
+prediction-url-cot-claude,51.91693290734825,1252,2025-01-04 13:40:05,2025-03-02 20:44:40
+superforcaster,55.90692124105012,10056,2025-01-04 13:59:55,2025-03-02 23:44:25

unknown_traders.parquet

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weekly_mech_calls.parquet

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winning_df.parquet

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