weekly data

active_traders.parquet

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+size 16108200

all_trades_profitability.parquet.gz

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closed_market_metrics.parquet

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closed_markets_div.parquet

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daily_info.parquet

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+size 3989733

daily_mech_requests.parquet

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daily_mech_requests_by_pearl_agents.parquet

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error_by_markets.parquet

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errors_by_mech.parquet

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latest_result_DAA_Pearl.parquet

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latest_result_DAA_QS.parquet

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pearl_agents.parquet

@@ -1,3 +1,3 @@
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-size 47867
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retention_activity.parquet.gz

@@ -1,3 +1,3 @@
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-size 4114791
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+size 3980042

scripts/profitability.py

@@ -422,7 +422,7 @@ def run_profitability_analysis(
 
     all_trades_df = all_trades_df.loc[all_trades_df["is_invalid"] == False]
 
-    all_trades_df = label_trades_by_staking(trades_df=all_trades_df, start=2)
+    all_trades_df = label_trades_by_staking(trades_df=all_trades_df, start=50)
 
     print("Creating unknown traders dataset")
     unknown_traders_df, all_trades_df = create_unknown_traders_df(

scripts/pull_data.py

@@ -136,7 +136,7 @@ def only_new_weekly_analysis():
 
     save_historical_data()
     try:
-        clean_old_data_from_parquet_files("2025-06-20")
+        clean_old_data_from_parquet_files("2025-06-24")
         clean_old_data_from_json_files()
     except Exception as e:
         print("Error cleaning the oldest information from parquet files")

scripts/staking.py

@@ -40,6 +40,12 @@ STAKING_PROGRAMS_QS = {
     "quickstart_beta_expert_18": "0x041e679d04Fc0D4f75Eb937Dea729Df09a58e454",
     "quickstart_Beta_Mech_MarketPlace_expert_1": "0xdB9E2713c3dA3C403F2eA6E570eB978b00304e9E",
     "quickstart_Beta_Mech_MarketPlace_expert_2": "0x1E90522b45c771DCF5f79645B9e96551d2ECaF62",
+    "quickstart_Beta_Mech_MarketPlace_expert_3": "0x75eeca6207be98cac3fde8a20ecd7b01e50b3472",
+    "quickstart_Beta_Mech_MarketPlace_expert_4": "0x9c7f6103e3a72e4d1805b9c683ea5b370ec1a99f",
+    "quickstart_Beta_Mech_MarketPlace_expert_5": "0xcdc603e0ee55aae92519f9770f214b2be4967f7d",
+    "quickstart_Beta_Mech_MarketPlace_expert_6": "0x22d6cd3d587d8391c3aae83a783f26c67ab54a85",
+    "quickstart_Beta_Mech_MarketPlace_expert_7": "0xaaecdf4d0cbd6ca0622892ac6044472f3912a5f3",
+    "quickstart_Beta_Mech_MarketPlace_expert_8": "0x168aed532a0cd8868c22fc77937af78b363652b1",
 }
 
 STAKING_PROGRAMS_PEARL = {
@@ -110,33 +116,38 @@ def get_service_data(service_registry: Any, service_id: int) -> dict:
     # print("Available Contract Functions:")
     # for func in available_functions:
     #     print(f"- {func}")
-
-    data = service_registry.functions.getService(service_id).call()
     try:
-        owner_data = service_registry.functions.ownerOf(service_id).call()
+        data = service_registry.functions.getService(service_id).call()
+        try:
+            owner_data = service_registry.functions.ownerOf(service_id).call()
+        except Exception as e:
+            tqdm.write(f"Error: no owner data infor from {service_id}")
+            return None
+        # print(f"owner data = {owner_data}")
+        address = data[1]
+        state = data[-2]
+        agent_id = data[7][0]
+        # print(f"address = {address}")
+        # print(f"state={state}")
+        print(f"agent_id={agent_id}")
+        # PEARL trade
+        if state != 4:  # the service was not deployed yet
+            # non-staking?
+            print(
+                f"The service with id {service_id} is not deployed yet. state={state}"
+            )
+            return None
+
+        if address != "0x0000000000000000000000000000000000000000":
+            tmp_map[service_id] = {
+                "safe_address": address,
+                "state": state,
+                "owner_address": owner_data,
+                "agent_id": agent_id,
+            }
     except Exception as e:
-        tqdm.write(f"Error: no owner data infor from {service_id}")
+        tqdm.write(f"Error fetching service id {service_id}: {e}")
         return None
-    # print(f"owner data = {owner_data}")
-    address = data[1]
-    state = data[-2]
-    agent_id = data[7][0]
-    # print(f"address = {address}")
-    # print(f"state={state}")
-    print(f"agent_id={agent_id}")
-    # PEARL trade
-    if state != 4:  # the service was not deployed yet
-        # non-staking?
-        print(f"The service with id {service_id} is not deployed yet. state={state}")
-        return None
-
-    if address != "0x0000000000000000000000000000000000000000":
-        tmp_map[service_id] = {
-            "safe_address": address,
-            "state": state,
-            "owner_address": owner_data,
-            "agent_id": agent_id,
-        }
     return tmp_map
 
 
@@ -255,7 +266,7 @@ def generate_retention_activity_file():
         ["trader_address", "request_time", "market_creator", "request_date"]
     ]
     print(f"length of reduced tools before labeling = {len(reduced_tools_df)}")
-    reduced_tools_df = label_trades_by_staking(trades_df=reduced_tools_df)
+    reduced_tools_df = label_trades_by_staking(trades_df=reduced_tools_df, start=2)
     print(f"labeling of tools activity. {reduced_tools_df.staking.value_counts()}")
     print(f"length of reduced tools after labeling = {len(reduced_tools_df)}")
     reduced_tools_df = reduced_tools_df.sort_values(by="request_time", ascending=True)

service_map.pkl

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+size 174385

tools_accuracy.csv

@@ -1,11 +1,11 @@
 tool,tool_accuracy,nr_responses,min,max
-prediction-request-reasoning,0.66411,521,2025-01-09 11:05:10,2025-08-19 22:53:50
-superforcaster,0.66027,521,2025-01-08 23:10:20,2025-08-19 18:43:45
-prediction-request-reasoning-claude,0.62572,521,2025-01-09 10:59:05,2025-08-19 15:25:30
-prediction-online,0.62188,521,2025-01-08 19:29:40,2025-08-20 01:06:25
-prediction-offline,0.60845,521,2025-01-08 20:59:40,2025-08-19 22:41:10
-claude-prediction-online,0.58541,521,2025-01-09 09:01:50,2025-08-19 23:40:20
-claude-prediction-offline,0.57965,521,2025-01-09 09:39:50,2025-08-19 23:13:00
-prediction-request-rag,0.57965,521,2025-01-08 23:18:55,2025-08-19 23:44:40
-prediction-request-rag-claude,0.57582,521,2025-01-07 19:31:55,2025-08-19 23:34:25
-prediction-online-sme,0.54894,521,2025-01-08 17:52:20,2025-08-19 22:33:25
+prediction-request-reasoning,0.67084,559,2025-01-20 22:46:20,2025-08-24 22:38:30
+superforcaster,0.6619,559,2025-01-20 23:45:55,2025-08-23 22:59:10
+prediction-request-reasoning-claude,0.62612,559,2025-01-19 15:50:35,2025-08-24 23:23:50
+prediction-online,0.62433,559,2025-01-20 21:17:25,2025-08-24 23:15:25
+prediction-offline,0.61896,559,2025-01-21 01:33:40,2025-08-24 23:22:35
+prediction-request-rag,0.58855,559,2025-01-18 17:34:35,2025-08-24 23:44:20
+prediction-request-rag-claude,0.58318,559,2025-01-20 22:15:35,2025-08-23 20:07:50
+claude-prediction-offline,0.5814,559,2025-01-21 02:32:15,2025-08-24 13:25:55
+claude-prediction-online,0.57961,559,2025-01-21 01:40:00,2025-08-24 23:41:15
+prediction-online-sme,0.54383,559,2025-01-20 21:23:35,2025-08-24 23:23:35

traders_weekly_metrics.parquet

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two_weeks_avg_roi_pearl_agents.parquet

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unknown_traders.parquet

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weekly_avg_roi_pearl_agents.parquet

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weekly_mech_calls.parquet

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winning_df.parquet

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