diff --git "a/test.ipynb" "b/test.ipynb"
--- "a/test.ipynb"
+++ "b/test.ipynb"
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -25,17 +25,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
     "tools = pd.read_parquet('/Users/arshath/play/openautonomy/olas-prediction-live-dashboard/data/tools.parquet')\n",
-    "# trades = pd.read_parquet('/Users/arshath/play/openautonomy/olas-prediction-live-dashboard/data/all_trades_profitability.parquet')\n"
+    "tools['trader_address'] = tools['trader_address'].str.lower()\n",
+    "fpmmTrades = pd.read_parquet('/Users/arshath/play/openautonomy/olas-prediction-live-dashboard/data/fpmmTrades.parquet')\n",
+    "# trades = pd.read_parquet('/Users/arshath/play/openautonomy/olas-prediction-live-dashboard/data/all_trades_profitability.parquet')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -370,7 +372,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -389,2969 +391,338 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "all_traders = []\n",
+    "\n",
+    "for trader_address in tqdm(\n",
+    "    fpmmTrades[\"trader_address\"].unique(),\n",
+    "    total=len(fpmmTrades[\"trader_address\"].unique()),\n",
+    "    desc=\"Analysing creators\"\n",
+    "):\n",
+    "    trades = fpmmTrades[fpmmTrades[\"trader_address\"] == trader_address]\n",
+    "    tools_usage = tools[tools[\"trader_address\"].str.lower() == trader_address]\n",
+    "\n",
+    "    # Prepare the DataFrame\n",
+    "    trades_df = pd.DataFrame(columns=ALL_TRADES_STATS_DF_COLS)\n",
+    "\n",
+    "    if trades.empty:\n",
+    "        continue\n",
+    "\n",
+    "    # Fetch user's conditional tokens gc graph\n",
+    "    try:\n",
+    "        user_json = _query_conditional_tokens_gc_subgraph(trader_address)\n",
+    "    except Exception as e:\n",
+    "        print(f\"Error fetching user data: {e}\")\n",
+    "        raise e\n",
+    "    \n",
+    "    break"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i, trade in tqdm(trades.iterrows(), total=len(trades), desc=\"Analysing trades\"):\n",
+    "    if not trade['fpmm.currentAnswer']:\n",
+    "        print(f\"Skipping trade {i} because currentAnswer is NaN\")\n",
+    "        continue\n",
+    "\n",
+    "    creation_timestamp_utc = datetime.datetime.fromtimestamp(\n",
+    "        int(trade[\"creationTimestamp\"]), tz=datetime.timezone.utc\n",
+    "    )\n",
+    "    collateral_amount = wei_to_unit(float(trade[\"collateralAmount\"]))\n",
+    "    fee_amount = wei_to_unit(float(trade[\"feeAmount\"]))\n",
+    "    outcome_tokens_traded = wei_to_unit(float(trade[\"outcomeTokensTraded\"]))\n",
+    "    earnings, winner_trade = (0, False)\n",
+    "    redemption = _is_redeemed(user_json, trade)\n",
+    "    current_answer = trade[\"fpmm.currentAnswer\"]\n",
+    "    # Determine market status\n",
+    "    market_status = determine_market_status(trade, current_answer)\n",
+    "\n",
+    "    # Skip non-closed markets\n",
+    "    if market_status != MarketState.CLOSED:\n",
+    "        print(\n",
+    "            f\"Skipping trade {i} because market is not closed. Market Status: {market_status}\"\n",
+    "        )\n",
+    "        continue\n",
+    "    current_answer = convert_hex_to_int(current_answer)\n",
+    "\n",
+    "    # Compute invalidity\n",
+    "    is_invalid = current_answer == INVALID_ANSWER\n",
+    "\n",
+    "    # Compute earnings and winner trade status\n",
+    "    if is_invalid:\n",
+    "        earnings = collateral_amount\n",
+    "        winner_trade = False\n",
+    "    elif int(trade[\"outcomeIndex\"]) == current_answer:\n",
+    "        earnings = outcome_tokens_traded\n",
+    "        winner_trade = True\n",
+    "\n",
+    "    # Compute mech calls\n",
+    "    num_mech_calls = (\n",
+    "        tools_usage[\"prompt_request\"].apply(lambda x: trade[\"title\"] in x).sum()\n",
+    "    )\n",
+    "    net_earnings = (\n",
+    "        earnings\n",
+    "        - fee_amount\n",
+    "        - (num_mech_calls * DEFAULT_MECH_FEE)\n",
+    "        - collateral_amount\n",
+    "    )\n",
+    "\n",
+    "    break"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# all_traders = []\n",
+    "# for trader_address in tqdm(\n",
+    "#     fpmmTrades[\"trader_address\"].unique(),\n",
+    "#     total=len(fpmmTrades[\"trader_address\"].unique()),\n",
+    "#     desc=\"Analysing creators\",\n",
+    "# ):\n",
+    "\n",
+    "#     trades = fpmmTrades[fpmmTrades[\"trader_address\"] == trader_address]\n",
+    "#     tools_usage = tools[tools[\"trader_address\"] == trader_address]\n",
+    "\n",
+    "#     # Prepare the DataFrame\n",
+    "#     trades_df = pd.DataFrame(columns=ALL_TRADES_STATS_DF_COLS)\n",
+    "#     if trades.empty:\n",
+    "#         continue\n",
+    "\n",
+    "#     # Fetch user's conditional tokens gc graph\n",
+    "#     try:\n",
+    "#         user_json = _query_conditional_tokens_gc_subgraph(trader_address)\n",
+    "#     except Exception as e:\n",
+    "#         print(f\"Error fetching user data: {e}\")\n",
+    "#         raise e\n",
+    "\n",
+    "#     # Iterate over the trades\n",
+    "#     for i, trade in tqdm(trades.iterrows(), total=len(trades), desc=\"Analysing trades\"):\n",
+    "#         try:\n",
+    "#             if not trade['fpmm.currentAnswer']:\n",
+    "#                 print(f\"Skipping trade {i} because currentAnswer is NaN\")\n",
+    "#                 continue\n",
+    "#             # Parsing and computing shared values\n",
+    "#             creation_timestamp_utc = datetime.datetime.fromtimestamp(\n",
+    "#                 int(trade[\"creationTimestamp\"]), tz=datetime.timezone.utc\n",
+    "#             )\n",
+    "#             collateral_amount = wei_to_unit(float(trade[\"collateralAmount\"]))\n",
+    "#             fee_amount = wei_to_unit(float(trade[\"feeAmount\"]))\n",
+    "#             outcome_tokens_traded = wei_to_unit(float(trade[\"outcomeTokensTraded\"]))\n",
+    "#             earnings, winner_trade = (0, False)\n",
+    "#             redemption = _is_redeemed(user_json, trade)\n",
+    "#             current_answer = trade[\"fpmm.currentAnswer\"]\n",
+    "#             # Determine market status\n",
+    "#             market_status = determine_market_status(trade, current_answer)\n",
+    "\n",
+    "#             # Skip non-closed markets\n",
+    "#             if market_status != MarketState.CLOSED:\n",
+    "#                 print(\n",
+    "#                     f\"Skipping trade {i} because market is not closed. Market Status: {market_status}\"\n",
+    "#                 )\n",
+    "#                 continue\n",
+    "#             current_answer = convert_hex_to_int(current_answer)\n",
+    "\n",
+    "#             # Compute invalidity\n",
+    "#             is_invalid = current_answer == INVALID_ANSWER\n",
+    "\n",
+    "#             # Compute earnings and winner trade status\n",
+    "#             if is_invalid:\n",
+    "#                 earnings = collateral_amount\n",
+    "#                 winner_trade = False\n",
+    "#             elif trade[\"outcomeIndex\"] == current_answer:\n",
+    "#                 earnings = outcome_tokens_traded\n",
+    "#                 winner_trade = True\n",
+    "\n",
+    "#             # Compute mech calls\n",
+    "#             num_mech_calls = (\n",
+    "#                 tools_usage[\"prompt_request\"].apply(lambda x: trade[\"title\"] in x).sum()\n",
+    "#             )\n",
+    "#             net_earnings = (\n",
+    "#                 earnings\n",
+    "#                 - fee_amount\n",
+    "#                 - (num_mech_calls * DEFAULT_MECH_FEE)\n",
+    "#                 - collateral_amount\n",
+    "#             )\n",
+    "\n",
+    "#             # Assign values to DataFrame\n",
+    "#             trades_df.loc[i] = {\n",
+    "#                 \"trader_address\": trader_address,\n",
+    "#                 \"trade_id\": trade[\"id\"],\n",
+    "#                 \"market_status\": market_status.name,\n",
+    "#                 \"creation_timestamp\": creation_timestamp_utc,\n",
+    "#                 \"title\": trade[\"title\"],\n",
+    "#                 \"collateral_amount\": collateral_amount,\n",
+    "#                 \"outcome_index\": trade[\"outcomeIndex\"],\n",
+    "#                 \"trade_fee_amount\": fee_amount,\n",
+    "#                 \"outcomes_tokens_traded\": outcome_tokens_traded,\n",
+    "#                 \"current_answer\": current_answer,\n",
+    "#                 \"is_invalid\": is_invalid,\n",
+    "#                 \"winning_trade\": winner_trade,\n",
+    "#                 \"earnings\": earnings,\n",
+    "#                 \"redeemed\": redemption,\n",
+    "#                 \"redeemed_amount\": earnings if redemption else 0,\n",
+    "#                 \"num_mech_calls\": num_mech_calls,\n",
+    "#                 \"mech_fee_amount\": num_mech_calls * DEFAULT_MECH_FEE,\n",
+    "#                 \"net_earnings\": net_earnings,\n",
+    "#                 \"roi\": net_earnings / (collateral_amount + fee_amount + num_mech_calls * DEFAULT_MECH_FEE),\n",
+    "#             }\n",
+    "#         except Exception as e:\n",
+    "#             print(f\"Error processing trade {i}: {e}\")\n",
+    "#             raise e"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "trades = pd.read_parquet('/Users/arshath/play/openautonomy/olas-prediction-live-dashboard/data/all_trades_profitability.parquet')\n",
+    "tools = pd.read_parquet('/Users/arshath/play/openautonomy/olas-prediction-live-dashboard/data/tools.parquet')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing creators:   0%|          | 0/280 [00:00<?, ?it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 350 because currentAnswer is NaN\n",
-      "Skipping trade 1385 because currentAnswer is NaN\n",
-      "Skipping trade 1971 because currentAnswer is NaN\n",
-      "Skipping trade 2661 because currentAnswer is NaN\n",
-      "Skipping trade 2919 because currentAnswer is NaN\n",
-      "Skipping trade 3348 because currentAnswer is NaN\n",
-      "Skipping trade 7030 because currentAnswer is NaN\n",
-      "Skipping trade 7750 because currentAnswer is NaN\n",
-      "Skipping trade 8527 because currentAnswer is NaN\n",
-      "Skipping trade 9144 because currentAnswer is NaN\n",
-      "Skipping trade 10895 because currentAnswer is NaN\n",
-      "Skipping trade 14351 because currentAnswer is NaN\n",
-      "Skipping trade 15035 because currentAnswer is NaN\n",
-      "Skipping trade 15207 because currentAnswer is NaN\n",
-      "Skipping trade 15816 because currentAnswer is NaN\n",
-      "Skipping trade 18829 because currentAnswer is NaN\n",
-      "Skipping trade 21994 because currentAnswer is NaN\n",
-      "Skipping trade 22976 because currentAnswer is NaN\n",
-      "Skipping trade 29925 because currentAnswer is NaN\n",
-      "Skipping trade 30361 because currentAnswer is NaN\n",
-      "Skipping trade 32618 because currentAnswer is NaN\n",
-      "Skipping trade 34639 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 35496 because currentAnswer is NaN\n",
-      "Skipping trade 36908 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 41545 because currentAnswer is NaN\n",
-      "Skipping trade 41774 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 508/508 [00:00<00:00, 1320.83it/s]\n",
-      "Analysing creators:   0%|          | 1/280 [00:01<09:04,  1.95s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 59792 because currentAnswer is NaN\n",
-      "Skipping trade 67835 because currentAnswer is NaN\n",
-      "Skipping trade 70080 because currentAnswer is NaN\n",
-      "Skipping trade 70770 because currentAnswer is NaN\n",
-      "Skipping trade 72043 because currentAnswer is NaN\n",
-      "Skipping trade 74107 because currentAnswer is NaN\n",
-      "Skipping trade 79788 because currentAnswer is NaN\n",
-      "Skipping trade 80208 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 81041 because currentAnswer is NaN\n",
-      "Skipping trade 87614 because currentAnswer is NaN\n",
-      "Skipping trade 93305 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 357 because currentAnswer is NaN\n",
-      "Skipping trade 1851 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 1978 because currentAnswer is NaN\n",
-      "Skipping trade 3355 because currentAnswer is NaN\n",
-      "Skipping trade 4332 because currentAnswer is NaN\n",
-      "Skipping trade 4890 because currentAnswer is NaN\n",
-      "Skipping trade 5664 because currentAnswer is NaN\n",
-      "Skipping trade 6497 because currentAnswer is NaN\n",
-      "Skipping trade 7755 because currentAnswer is NaN\n",
-      "Skipping trade 8531 because currentAnswer is NaN\n",
-      "Skipping trade 8815 because currentAnswer is NaN\n",
-      "Skipping trade 9148 because currentAnswer is NaN\n",
-      "Skipping trade 13184 because currentAnswer is NaN\n",
-      "Skipping trade 14195 because currentAnswer is NaN\n",
-      "Skipping trade 15042 because currentAnswer is NaN\n",
-      "Skipping trade 15211 because currentAnswer is NaN\n",
-      "Skipping trade 17555 because currentAnswer is NaN\n",
-      "Skipping trade 17925 because currentAnswer is NaN\n",
-      "Skipping trade 19060 because currentAnswer is NaN\n",
-      "Skipping trade 23586 because currentAnswer is NaN\n",
-      "Skipping trade 25911 because currentAnswer is NaN\n",
-      "Skipping trade 29772 because currentAnswer is NaN\n",
-      "Skipping trade 30375 because currentAnswer is NaN\n",
-      "Skipping trade 32782 because currentAnswer is NaN\n",
-      "Skipping trade 33512 because currentAnswer is NaN\n",
-      "Skipping trade 33829 because currentAnswer is NaN\n",
-      "Skipping trade 33845 because currentAnswer is NaN\n",
-      "Skipping trade 34650 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 34748 because currentAnswer is NaN\n",
-      "Skipping trade 35441 because currentAnswer is NaN\n",
-      "Skipping trade 36241 because currentAnswer is NaN\n",
-      "Skipping trade 36922 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 37368 because currentAnswer is NaN\n",
-      "Skipping trade 38634 because currentAnswer is NaN\n",
-      "Skipping trade 39110 because currentAnswer is NaN\n",
-      "Skipping trade 41670 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 594/594 [00:00<00:00, 1442.36it/s]\n",
-      "Analysing creators:   1%|          | 2/280 [00:03<09:09,  1.98s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 44574 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 45628 because currentAnswer is NaN\n",
-      "Skipping trade 45860 because currentAnswer is NaN\n",
-      "Skipping trade 47753 because currentAnswer is NaN\n",
-      "Skipping trade 48653 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 48984 because currentAnswer is NaN\n",
-      "Skipping trade 51698 because currentAnswer is NaN\n",
-      "Skipping trade 52960 because currentAnswer is NaN\n",
-      "Skipping trade 53535 because currentAnswer is NaN\n",
-      "Skipping trade 53591 because currentAnswer is NaN\n",
-      "Skipping trade 56274 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 57172 because currentAnswer is NaN\n",
-      "Skipping trade 58402 because currentAnswer is NaN\n",
-      "Skipping trade 58648 because currentAnswer is NaN\n",
-      "Skipping trade 59796 because currentAnswer is NaN\n",
-      "Skipping trade 63284 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 67157 because currentAnswer is NaN\n",
-      "Skipping trade 67848 because currentAnswer is NaN\n",
-      "Skipping trade 70774 because currentAnswer is NaN\n",
-      "Skipping trade 71589 because currentAnswer is NaN\n",
-      "Skipping trade 72386 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 74116 because currentAnswer is NaN\n",
-      "Skipping trade 76994 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 78764 because currentAnswer is NaN\n",
-      "Skipping trade 79562 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 79792 because currentAnswer is NaN\n",
-      "Skipping trade 80026 because currentAnswer is NaN\n",
-      "Skipping trade 80215 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 82384 because currentAnswer is NaN\n",
-      "Skipping trade 87617 because currentAnswer is NaN\n",
-      "Skipping trade 88949 because currentAnswer is NaN\n",
-      "Skipping trade 89989 because currentAnswer is NaN\n",
-      "Skipping trade 91067 because currentAnswer is NaN\n",
-      "Skipping trade 91133 because currentAnswer is NaN\n",
-      "Skipping trade 92214 because currentAnswer is NaN\n",
-      "Skipping trade 93311 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 94903 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 358 because currentAnswer is NaN\n",
-      "Skipping trade 1400 because currentAnswer is NaN\n",
-      "Skipping trade 1979 because currentAnswer is NaN\n",
-      "Skipping trade 2671 because currentAnswer is NaN\n",
-      "Skipping trade 2672 because currentAnswer is NaN\n",
-      "Skipping trade 2921 because currentAnswer is NaN\n",
-      "Skipping trade 3357 because currentAnswer is NaN\n",
-      "Skipping trade 7041 because currentAnswer is NaN\n",
-      "Skipping trade 7756 because currentAnswer is NaN\n",
-      "Skipping trade 8532 because currentAnswer is NaN\n",
-      "Skipping trade 9150 because currentAnswer is NaN\n",
-      "Skipping trade 10904 because currentAnswer is NaN\n",
-      "Skipping trade 14196 because currentAnswer is NaN\n",
-      "Skipping trade 14368 because currentAnswer is NaN\n",
-      "Skipping trade 15043 because currentAnswer is NaN\n",
-      "Skipping trade 17557 because currentAnswer is NaN\n",
-      "Skipping trade 22002 because currentAnswer is NaN\n",
-      "Skipping trade 22990 because currentAnswer is NaN\n",
-      "Skipping trade 29933 because currentAnswer is NaN\n",
-      "Skipping trade 30378 because currentAnswer is NaN\n",
-      "Skipping trade 32626 because currentAnswer is NaN\n",
-      "Skipping trade 32784 because currentAnswer is NaN\n",
-      "Skipping trade 34652 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 35503 because currentAnswer is NaN\n",
-      "Skipping trade 36032 because currentAnswer is NaN\n",
-      "Skipping trade 36924 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 37369 because currentAnswer is NaN\n",
-      "Skipping trade 38636 because currentAnswer is NaN\n",
-      "Skipping trade 41548 because currentAnswer is NaN\n",
-      "Skipping trade 41672 because currentAnswer is NaN\n",
-      "Skipping trade 41777 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 43340 because currentAnswer is NaN\n",
-      "Skipping trade 44575 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 48656 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 56276 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 58627 because currentAnswer is NaN\n",
-      "Skipping trade 59245 because currentAnswer is NaN\n",
-      "Skipping trade 59802 because currentAnswer is NaN\n",
-      "Skipping trade 63287 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 66843 because currentAnswer is NaN\n",
-      "Skipping trade 67665 because currentAnswer is NaN\n",
-      "Skipping trade 67851 because currentAnswer is NaN\n",
-      "Skipping trade 70775 because currentAnswer is NaN\n",
-      "Skipping trade 74118 because currentAnswer is NaN\n",
-      "Skipping trade 76536 because currentAnswer is NaN\n",
-      "Skipping trade 79794 because currentAnswer is NaN\n",
-      "Skipping trade 81042 because currentAnswer is NaN\n",
-      "Skipping trade 87619 because currentAnswer is NaN\n",
-      "Skipping trade 90995 because currentAnswer is NaN\n",
-      "Skipping trade 91134 because currentAnswer is NaN\n",
-      "Skipping trade 92216 because currentAnswer is NaN\n",
-      "Skipping trade 93313 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 613/613 [00:00<00:00, 1377.67it/s]\n",
-      "Analysing creators:   1%|          | 3/280 [00:06<09:21,  2.03s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 1852 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 1980 because currentAnswer is NaN\n",
-      "Skipping trade 1981 because currentAnswer is NaN\n",
-      "Skipping trade 2678 because currentAnswer is NaN\n",
-      "Skipping trade 2679 because currentAnswer is NaN\n",
-      "Skipping trade 2922 because currentAnswer is NaN\n",
-      "Skipping trade 3358 because currentAnswer is NaN\n",
-      "Skipping trade 3879 because currentAnswer is NaN\n",
-      "Skipping trade 3880 because currentAnswer is NaN\n",
-      "Skipping trade 3881 because currentAnswer is NaN\n",
-      "Skipping trade 7042 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 9151 because currentAnswer is NaN\n",
-      "Skipping trade 10804 because currentAnswer is NaN\n",
-      "Skipping trade 10905 because currentAnswer is NaN\n",
-      "Skipping trade 14197 because currentAnswer is NaN\n",
-      "Skipping trade 14370 because currentAnswer is NaN\n",
-      "Skipping trade 14371 because currentAnswer is NaN\n",
-      "Skipping trade 14372 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 15826 because currentAnswer is NaN\n",
-      "Skipping trade 17560 because currentAnswer is NaN\n",
-      "Skipping trade 18838 because currentAnswer is NaN\n",
-      "Skipping trade 21655 because currentAnswer is NaN\n",
-      "Skipping trade 21656 because currentAnswer is NaN\n",
-      "Skipping trade 22003 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 22991 because currentAnswer is NaN\n",
-      "Skipping trade 22992 because currentAnswer is NaN\n",
-      "Skipping trade 25763 because currentAnswer is NaN\n",
-      "Skipping trade 25764 because currentAnswer is NaN\n",
-      "Skipping trade 25765 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 29939 because currentAnswer is NaN\n",
-      "Skipping trade 29940 because currentAnswer is NaN\n",
-      "Skipping trade 30380 because currentAnswer is NaN\n",
-      "Skipping trade 30381 because currentAnswer is NaN\n",
-      "Skipping trade 32187 because currentAnswer is NaN\n",
-      "Skipping trade 32220 because currentAnswer is NaN\n",
-      "Skipping trade 32627 because currentAnswer is NaN\n",
-      "Skipping trade 32628 because currentAnswer is NaN\n",
-      "Skipping trade 32785 because currentAnswer is NaN\n",
-      "Skipping trade 34653 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 34654 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 35507 because currentAnswer is NaN\n",
-      "Skipping trade 35508 because currentAnswer is NaN\n",
-      "Skipping trade 35509 because currentAnswer is NaN\n",
-      "Skipping trade 35883 because currentAnswer is NaN\n",
-      "Skipping trade 35884 because currentAnswer is NaN\n",
-      "Skipping trade 35885 because currentAnswer is NaN\n",
-      "Skipping trade 36034 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 36925 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 36926 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 37370 because currentAnswer is NaN\n",
-      "Skipping trade 37371 because currentAnswer is NaN\n",
-      "Skipping trade 38638 because currentAnswer is NaN\n",
-      "Skipping trade 41550 because currentAnswer is NaN\n",
-      "Skipping trade 41674 because currentAnswer is NaN\n",
-      "Skipping trade 41675 because currentAnswer is NaN\n",
-      "Skipping trade 41778 because currentAnswer is NaN\n",
-      "Skipping trade 41779 because currentAnswer is NaN\n",
-      "Skipping trade 43341 because currentAnswer is NaN\n",
-      "Skipping trade 43342 because currentAnswer is NaN\n",
-      "Skipping trade 44290 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 44576 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 44577 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 45631 because currentAnswer is NaN\n",
-      "Skipping trade 48658 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 50031 because currentAnswer is NaN\n",
-      "Skipping trade 50032 because currentAnswer is NaN\n",
-      "Skipping trade 50735 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 51700 because currentAnswer is NaN\n",
-      "Skipping trade 53537 because currentAnswer is NaN\n",
-      "Skipping trade 53594 because currentAnswer is NaN\n",
-      "Skipping trade 54663 because currentAnswer is NaN\n",
-      "Skipping trade 55041 because currentAnswer is NaN\n",
-      "Skipping trade 55042 because currentAnswer is NaN\n",
-      "Skipping trade 55043 because currentAnswer is NaN\n",
-      "Skipping trade 56277 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 56278 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 58628 because currentAnswer is NaN\n",
-      "Skipping trade 58629 because currentAnswer is NaN\n",
-      "Skipping trade 59247 because currentAnswer is NaN\n",
-      "Skipping trade 59248 because currentAnswer is NaN\n",
-      "Skipping trade 59810 because currentAnswer is NaN\n",
-      "Skipping trade 59811 because currentAnswer is NaN\n",
-      "Skipping trade 60274 because currentAnswer is NaN\n",
-      "Skipping trade 60275 because currentAnswer is NaN\n",
-      "Skipping trade 60276 because currentAnswer is NaN\n",
-      "Skipping trade 63288 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 63289 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 64872 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 66844 because currentAnswer is NaN\n",
-      "Skipping trade 66959 because currentAnswer is NaN\n",
-      "Skipping trade 66960 because currentAnswer is NaN\n",
-      "Skipping trade 66961 because currentAnswer is NaN\n",
-      "Skipping trade 67666 because currentAnswer is NaN\n",
-      "Skipping trade 67853 because currentAnswer is NaN\n",
-      "Skipping trade 67854 because currentAnswer is NaN\n",
-      "Skipping trade 68664 because currentAnswer is NaN\n",
-      "Skipping trade 68665 because currentAnswer is NaN\n",
-      "Skipping trade 70776 because currentAnswer is NaN\n",
-      "Skipping trade 70777 because currentAnswer is NaN\n",
-      "Skipping trade 71590 because currentAnswer is NaN\n",
-      "Skipping trade 72047 because currentAnswer is NaN\n",
-      "Skipping trade 72388 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 72389 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 73673 because currentAnswer is NaN\n",
-      "Skipping trade 73714 because currentAnswer is NaN\n",
-      "Skipping trade 73715 because currentAnswer is NaN\n",
-      "Skipping trade 73716 because currentAnswer is NaN\n",
-      "Skipping trade 73776 because currentAnswer is NaN\n",
-      "Skipping trade 74120 because currentAnswer is NaN\n",
-      "Skipping trade 76537 because currentAnswer is NaN\n",
-      "Skipping trade 76538 because currentAnswer is NaN\n",
-      "Skipping trade 76996 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 76997 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 79563 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 79564 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 79795 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 80217 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 80218 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 81043 because currentAnswer is NaN\n",
-      "Skipping trade 81348 because currentAnswer is NaN\n",
-      "Skipping trade 81349 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 86975 because currentAnswer is NaN\n",
-      "Skipping trade 87620 because currentAnswer is NaN\n",
-      "Skipping trade 90998 because currentAnswer is NaN\n",
-      "Skipping trade 90999 because currentAnswer is NaN\n",
-      "Skipping trade 91135 because currentAnswer is NaN\n",
-      "Skipping trade 92217 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 3587/3587 [00:03<00:00, 1183.85it/s]\n",
-      "Analysing creators:   1%|▏         | 4/280 [00:13<19:26,  4.22s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 93314 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 93315 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 1408 because currentAnswer is NaN\n",
-      "Skipping trade 1853 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 1854 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 1982 because currentAnswer is NaN\n",
-      "Skipping trade 2680 because currentAnswer is NaN\n",
-      "Skipping trade 2681 because currentAnswer is NaN\n",
-      "Skipping trade 2682 because currentAnswer is NaN\n",
-      "Skipping trade 2923 because currentAnswer is NaN\n",
-      "Skipping trade 7043 because currentAnswer is NaN\n",
-      "Skipping trade 7757 because currentAnswer is NaN\n",
-      "Skipping trade 7758 because currentAnswer is NaN\n",
-      "Skipping trade 8535 because currentAnswer is NaN\n",
-      "Skipping trade 8536 because currentAnswer is NaN\n",
-      "Skipping trade 9152 because currentAnswer is NaN\n",
-      "Skipping trade 10906 because currentAnswer is NaN\n",
-      "Skipping trade 10907 because currentAnswer is NaN\n",
-      "Skipping trade 14198 because currentAnswer is NaN\n",
-      "Skipping trade 15044 because currentAnswer is NaN\n",
-      "Skipping trade 17561 because currentAnswer is NaN\n",
-      "Skipping trade 17926 because currentAnswer is NaN\n",
-      "Skipping trade 18839 because currentAnswer is NaN\n",
-      "Skipping trade 19061 because currentAnswer is NaN\n",
-      "Skipping trade 22004 because currentAnswer is NaN\n",
-      "Skipping trade 22005 because currentAnswer is NaN\n",
-      "Skipping trade 22139 because currentAnswer is NaN\n",
-      "Skipping trade 22993 because currentAnswer is NaN\n",
-      "Skipping trade 29941 because currentAnswer is NaN\n",
-      "Skipping trade 29942 because currentAnswer is NaN\n",
-      "Skipping trade 31272 because currentAnswer is NaN\n",
-      "Skipping trade 32221 because currentAnswer is NaN\n",
-      "Skipping trade 32629 because currentAnswer is NaN\n",
-      "Skipping trade 32786 because currentAnswer is NaN\n",
-      "Skipping trade 34655 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 35442 because currentAnswer is NaN\n",
-      "Skipping trade 35510 because currentAnswer is NaN\n",
-      "Skipping trade 35511 because currentAnswer is NaN\n",
-      "Skipping trade 36927 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 37372 because currentAnswer is NaN\n",
-      "Skipping trade 38639 because currentAnswer is NaN\n",
-      "Skipping trade 41551 because currentAnswer is NaN\n",
-      "Skipping trade 41676 because currentAnswer is NaN\n",
-      "Skipping trade 51701 because currentAnswer is NaN\n",
-      "Skipping trade 54665 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 508/508 [00:00<00:00, 1461.64it/s]\n",
-      "Analysing creators:   2%|▏         | 5/280 [00:15<15:29,  3.38s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 56279 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 63290 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 63291 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 67855 because currentAnswer is NaN\n",
-      "Skipping trade 72390 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 73410 because currentAnswer is NaN\n",
-      "Skipping trade 73674 because currentAnswer is NaN\n",
-      "Skipping trade 73777 because currentAnswer is NaN\n",
-      "Skipping trade 74121 because currentAnswer is NaN\n",
-      "Skipping trade 76482 because currentAnswer is NaN\n",
-      "Skipping trade 76539 because currentAnswer is NaN\n",
-      "Skipping trade 76998 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 80219 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 81350 because currentAnswer is NaN\n",
-      "Skipping trade 81351 because currentAnswer is NaN\n",
-      "Skipping trade 87621 because currentAnswer is NaN\n",
-      "Skipping trade 91051 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 1855 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 1983 because currentAnswer is NaN\n",
-      "Skipping trade 1984 because currentAnswer is NaN\n",
-      "Skipping trade 3359 because currentAnswer is NaN\n",
-      "Skipping trade 3882 because currentAnswer is NaN\n",
-      "Skipping trade 3883 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 14199 because currentAnswer is NaN\n",
-      "Skipping trade 17562 because currentAnswer is NaN\n",
-      "Skipping trade 21657 because currentAnswer is NaN\n",
-      "Skipping trade 22994 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 30382 because currentAnswer is NaN\n",
-      "Skipping trade 32223 because currentAnswer is NaN\n",
-      "Skipping trade 32787 because currentAnswer is NaN\n",
-      "Skipping trade 34656 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 34657 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 36928 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 36929 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 37373 because currentAnswer is NaN\n",
-      "Skipping trade 38640 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 41677 because currentAnswer is NaN\n",
-      "Skipping trade 41678 because currentAnswer is NaN\n",
-      "Skipping trade 41780 because currentAnswer is NaN\n",
-      "Skipping trade 43343 because currentAnswer is NaN\n",
-      "Skipping trade 45632 because currentAnswer is NaN\n",
-      "Skipping trade 48659 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 51702 because currentAnswer is NaN\n",
-      "Skipping trade 53538 because currentAnswer is NaN\n",
-      "Skipping trade 53595 because currentAnswer is NaN\n",
-      "Skipping trade 56280 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 59249 because currentAnswer is NaN\n",
-      "Skipping trade 59812 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 63292 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 63293 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 67667 because currentAnswer is NaN\n",
-      "Skipping trade 67856 because currentAnswer is NaN\n",
-      "Skipping trade 70778 because currentAnswer is NaN\n",
-      "Skipping trade 71591 because currentAnswer is NaN\n",
-      "Skipping trade 72391 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 73717 because currentAnswer is NaN\n",
-      "Skipping trade 74122 because currentAnswer is NaN\n",
-      "Skipping trade 76483 because currentAnswer is NaN\n",
-      "Skipping trade 76540 because currentAnswer is NaN\n",
-      "Skipping trade 76999 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 77000 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 79565 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 79566 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 79796 because currentAnswer is NaN\n",
-      "Skipping trade 80220 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 2508/2508 [00:02<00:00, 1150.23it/s]\n",
-      "Analysing creators:   2%|▏         | 6/280 [00:21<18:59,  4.16s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 87622 because currentAnswer is NaN\n",
-      "Skipping trade 91136 because currentAnswer is NaN\n",
-      "Skipping trade 93316 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 362 because currentAnswer is NaN\n",
-      "Skipping trade 1410 because currentAnswer is NaN\n",
-      "Skipping trade 1856 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 1986 because currentAnswer is NaN\n",
-      "Skipping trade 2683 because currentAnswer is NaN\n",
-      "Skipping trade 3884 because currentAnswer is NaN\n",
-      "Skipping trade 4333 because currentAnswer is NaN\n",
-      "Skipping trade 4892 because currentAnswer is NaN\n",
-      "Skipping trade 5666 because currentAnswer is NaN\n",
-      "Skipping trade 6499 because currentAnswer is NaN\n",
-      "Skipping trade 7045 because currentAnswer is NaN\n",
-      "Skipping trade 7761 because currentAnswer is NaN\n",
-      "Skipping trade 8540 because currentAnswer is NaN\n",
-      "Skipping trade 8816 because currentAnswer is NaN\n",
-      "Skipping trade 10910 because currentAnswer is NaN\n",
-      "Skipping trade 10911 because currentAnswer is NaN\n",
-      "Skipping trade 13185 because currentAnswer is NaN\n",
-      "Skipping trade 14200 because currentAnswer is NaN\n",
-      "Skipping trade 14375 because currentAnswer is NaN\n",
-      "Skipping trade 15049 because currentAnswer is NaN\n",
-      "Skipping trade 15213 because currentAnswer is NaN\n",
-      "Skipping trade 15828 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 17564 because currentAnswer is NaN\n",
-      "Skipping trade 17927 because currentAnswer is NaN\n",
-      "Skipping trade 18841 because currentAnswer is NaN\n",
-      "Skipping trade 18842 because currentAnswer is NaN\n",
-      "Skipping trade 19064 because currentAnswer is NaN\n",
-      "Skipping trade 22140 because currentAnswer is NaN\n",
-      "Skipping trade 22997 because currentAnswer is NaN\n",
-      "Skipping trade 23588 because currentAnswer is NaN\n",
-      "Skipping trade 25766 because currentAnswer is NaN\n",
-      "Skipping trade 26384 because currentAnswer is NaN\n",
-      "Skipping trade 29944 because currentAnswer is NaN\n",
-      "Skipping trade 30387 because currentAnswer is NaN\n",
-      "Skipping trade 32188 because currentAnswer is NaN\n",
-      "Skipping trade 32225 because currentAnswer is NaN\n",
-      "Skipping trade 32226 because currentAnswer is NaN\n",
-      "Skipping trade 32630 because currentAnswer is NaN\n",
-      "Skipping trade 32788 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 33516 because currentAnswer is NaN\n",
-      "Skipping trade 33850 because currentAnswer is NaN\n",
-      "Skipping trade 34662 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 34751 because currentAnswer is NaN\n",
-      "Skipping trade 34951 because currentAnswer is NaN\n",
-      "Skipping trade 35443 because currentAnswer is NaN\n",
-      "Skipping trade 35512 because currentAnswer is NaN\n",
-      "Skipping trade 36036 because currentAnswer is NaN\n",
-      "Skipping trade 36244 because currentAnswer is NaN\n",
-      "Skipping trade 36936 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 37376 because currentAnswer is NaN\n",
-      "Skipping trade 38643 because currentAnswer is NaN\n",
-      "Skipping trade 39111 because currentAnswer is NaN\n",
-      "Skipping trade 41682 because currentAnswer is NaN\n",
-      "Skipping trade 41781 because currentAnswer is NaN\n",
-      "Skipping trade 43345 because currentAnswer is NaN\n",
-      "Skipping trade 43346 because currentAnswer is NaN\n",
-      "Skipping trade 45638 because currentAnswer is NaN\n",
-      "Skipping trade 45862 because currentAnswer is NaN\n",
-      "Skipping trade 47756 because currentAnswer is NaN\n",
-      "Skipping trade 48664 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 48987 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 51703 because currentAnswer is NaN\n",
-      "Skipping trade 52961 because currentAnswer is NaN\n",
-      "Skipping trade 53542 because currentAnswer is NaN\n",
-      "Skipping trade 53599 because currentAnswer is NaN\n",
-      "Skipping trade 53727 because currentAnswer is NaN\n",
-      "Skipping trade 56281 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 57175 because currentAnswer is NaN\n",
-      "Skipping trade 58403 because currentAnswer is NaN\n",
-      "Skipping trade 59251 because currentAnswer is NaN\n",
-      "Skipping trade 59814 because currentAnswer is NaN\n",
-      "Skipping trade 60278 because currentAnswer is NaN\n",
-      "Skipping trade 63296 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 64879 because currentAnswer is NaN\n",
-      "Skipping trade 67159 because currentAnswer is NaN\n",
-      "Skipping trade 67668 because currentAnswer is NaN\n",
-      "Skipping trade 67860 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 70095 because currentAnswer is NaN\n",
-      "Skipping trade 71555 because currentAnswer is NaN\n",
-      "Skipping trade 71592 because currentAnswer is NaN\n",
-      "Skipping trade 72049 because currentAnswer is NaN\n",
-      "Skipping trade 73718 because currentAnswer is NaN\n",
-      "Skipping trade 73781 because currentAnswer is NaN\n",
-      "Skipping trade 73782 because currentAnswer is NaN\n",
-      "Skipping trade 74126 because currentAnswer is NaN\n",
-      "Skipping trade 76543 because currentAnswer is NaN\n",
-      "Skipping trade 77003 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 78766 because currentAnswer is NaN\n",
-      "Skipping trade 79569 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 80028 because currentAnswer is NaN\n",
-      "Skipping trade 80222 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 81353 because currentAnswer is NaN\n",
-      "Skipping trade 82385 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 1673/1673 [00:01<00:00, 1338.46it/s]\n",
-      "Analysing creators:   2%|▎         | 7/280 [00:25<18:47,  4.13s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 88955 because currentAnswer is NaN\n",
-      "Skipping trade 91000 because currentAnswer is NaN\n",
-      "Skipping trade 91053 because currentAnswer is NaN\n",
-      "Skipping trade 91068 because currentAnswer is NaN\n",
-      "Skipping trade 91139 because currentAnswer is NaN\n",
-      "Skipping trade 93318 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 94810 because currentAnswer is NaN\n",
-      "Skipping trade 94904 because currentAnswer is NaN\n"
-     ]
-    },
+     "data": {
+      "text/plain": [
+       "Index(['trader_address', 'trade_id', 'creation_timestamp', 'title',\n",
+       "       'market_status', 'collateral_amount', 'outcome_index',\n",
+       "       'trade_fee_amount', 'outcomes_tokens_traded', 'current_answer',\n",
+       "       'is_invalid', 'winning_trade', 'earnings', 'redeemed',\n",
+       "       'redeemed_amount', 'num_mech_calls', 'mech_fee_amount', 'net_earnings',\n",
+       "       'roi'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "trades.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "trades = pd.read_parquet('/Users/arshath/play/openautonomy/olas-prediction-live-dashboard/data/all_trades_profitability.parquet')\n",
+    "trades['creation_timestamp'] = pd.to_datetime(trades['creation_timestamp'], unit='s')\n",
+    "trades = trades[trades['creation_timestamp'].dt.year == 2024]\n",
+    "trades_winning = trades.groupby(['title','winning_trade']).size().unstack().fillna(0)\n",
+    "trades_winning_perc = trades_winning[True] / (trades_winning[True] + trades_winning[False])\n",
+    "trades_winning_perc = trades_winning_perc.reset_index()\n",
+    "trades_winning_perc.columns = ['title', 'winning_trade_perc']\n",
+    "def bucket_winning_trade_perc(x):\n",
+    "    if x < 0.1:\n",
+    "        return 0.1\n",
+    "    elif x < 0.2:\n",
+    "        return 0.2\n",
+    "    elif x < 0.3:\n",
+    "        return 0.3\n",
+    "    elif x < 0.4:\n",
+    "        return 0.4\n",
+    "    elif x < 0.5:\n",
+    "        return 0.5\n",
+    "    elif x < 0.6:\n",
+    "        return 0.6\n",
+    "    elif x < 0.7:\n",
+    "        return 0.7\n",
+    "    elif x < 0.8:\n",
+    "        return 0.8\n",
+    "    elif x < 0.9:\n",
+    "        return 0.9\n",
+    "    else:\n",
+    "        return 1\n",
+    "\n",
+    "trades_winning_perc['winning_trade_perc_bucket'] = trades_winning_perc['winning_trade_perc'].apply(bucket_winning_trade_perc)\n",
+    "trades_winning_perc['winning_trade_perc_bucket'].plot(kind='hist', bins=10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 1421 because currentAnswer is NaN\n",
-      "Skipping trade 2692 because currentAnswer is NaN\n",
-      "Skipping trade 2693 because currentAnswer is NaN\n",
-      "Skipping trade 2694 because currentAnswer is NaN\n",
-      "Skipping trade 2695 because currentAnswer is NaN\n",
-      "Skipping trade 2696 because currentAnswer is NaN\n",
-      "Skipping trade 3889 because currentAnswer is NaN\n",
-      "Skipping trade 3890 because currentAnswer is NaN\n",
-      "Skipping trade 3891 because currentAnswer is NaN\n",
-      "Skipping trade 3892 because currentAnswer is NaN\n",
-      "Skipping trade 3893 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 14396 because currentAnswer is NaN\n",
-      "Skipping trade 14397 because currentAnswer is NaN\n",
-      "Skipping trade 14398 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 21659 because currentAnswer is NaN\n",
-      "Skipping trade 21660 because currentAnswer is NaN\n",
-      "Skipping trade 25769 because currentAnswer is NaN\n",
-      "Skipping trade 25770 because currentAnswer is NaN\n",
-      "Skipping trade 25771 because currentAnswer is NaN\n",
-      "Skipping trade 25772 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 29951 because currentAnswer is NaN\n",
-      "Skipping trade 29952 because currentAnswer is NaN\n",
-      "Skipping trade 29953 because currentAnswer is NaN\n",
-      "Skipping trade 29954 because currentAnswer is NaN\n",
-      "Skipping trade 29955 because currentAnswer is NaN\n",
-      "Skipping trade 32632 because currentAnswer is NaN\n",
-      "Skipping trade 32633 because currentAnswer is NaN\n",
-      "Skipping trade 32634 because currentAnswer is NaN\n",
-      "Skipping trade 35521 because currentAnswer is NaN\n",
-      "Skipping trade 35522 because currentAnswer is NaN\n",
-      "Skipping trade 35523 because currentAnswer is NaN\n",
-      "Skipping trade 35524 because currentAnswer is NaN\n",
-      "Skipping trade 35525 because currentAnswer is NaN\n",
-      "Skipping trade 35892 because currentAnswer is NaN\n",
-      "Skipping trade 35893 because currentAnswer is NaN\n",
-      "Skipping trade 35894 because currentAnswer is NaN\n",
-      "Skipping trade 35895 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 50036 because currentAnswer is NaN\n",
-      "Skipping trade 50037 because currentAnswer is NaN\n",
-      "Skipping trade 50038 because currentAnswer is NaN\n",
-      "Skipping trade 50039 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 55047 because currentAnswer is NaN\n",
-      "Skipping trade 55048 because currentAnswer is NaN\n",
-      "Skipping trade 55049 because currentAnswer is NaN\n",
-      "Skipping trade 59821 because currentAnswer is NaN\n",
-      "Skipping trade 59822 because currentAnswer is NaN\n",
-      "Skipping trade 59823 because currentAnswer is NaN\n",
-      "Skipping trade 59824 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 60293 because currentAnswer is NaN\n",
-      "Skipping trade 60294 because currentAnswer is NaN\n",
-      "Skipping trade 60295 because currentAnswer is NaN\n",
-      "Skipping trade 60296 because currentAnswer is NaN\n",
-      "Skipping trade 60297 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 66963 because currentAnswer is NaN\n",
-      "Skipping trade 66964 because currentAnswer is NaN\n",
-      "Skipping trade 66965 because currentAnswer is NaN\n",
-      "Skipping trade 66966 because currentAnswer is NaN\n",
-      "Skipping trade 67676 because currentAnswer is NaN\n",
-      "Skipping trade 68668 because currentAnswer is NaN\n",
-      "Skipping trade 68669 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 73726 because currentAnswer is NaN\n",
-      "Skipping trade 73727 because currentAnswer is NaN\n",
-      "Skipping trade 73728 because currentAnswer is NaN\n",
-      "Skipping trade 73729 because currentAnswer is NaN\n",
-      "Skipping trade 76490 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 81044 because currentAnswer is NaN\n",
-      "Skipping trade 81045 because currentAnswer is NaN\n",
-      "Skipping trade 81046 because currentAnswer is NaN\n",
-      "Skipping trade 81047 because currentAnswer is NaN\n",
-      "Skipping trade 81362 because currentAnswer is NaN\n",
-      "Skipping trade 81363 because currentAnswer is NaN\n",
-      "Skipping trade 81364 because currentAnswer is NaN\n",
-      "Skipping trade 81365 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 4464/4464 [00:03<00:00, 1167.90it/s]\n",
-      "Analysing creators:   3%|▎         | 8/280 [00:33<24:51,  5.48s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 91007 because currentAnswer is NaN\n",
-      "Skipping trade 91008 because currentAnswer is NaN\n",
-      "Skipping trade 91009 because currentAnswer is NaN\n",
-      "Skipping trade 91010 because currentAnswer is NaN\n",
-      "Skipping trade 91011 because currentAnswer is NaN\n",
-      "Skipping trade 91058 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 382 because currentAnswer is NaN\n",
-      "Skipping trade 1860 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 1998 because currentAnswer is NaN\n",
-      "Skipping trade 3894 because currentAnswer is NaN\n",
-      "Skipping trade 4903 because currentAnswer is NaN\n",
-      "Skipping trade 6503 because currentAnswer is NaN\n",
-      "Skipping trade 7769 because currentAnswer is NaN\n",
-      "Skipping trade 8548 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 10927 because currentAnswer is NaN\n",
-      "Skipping trade 15064 because currentAnswer is NaN\n",
-      "Skipping trade 15219 because currentAnswer is NaN\n",
-      "Skipping trade 17583 because currentAnswer is NaN\n",
-      "Skipping trade 17931 because currentAnswer is NaN\n",
-      "Skipping trade 19074 because currentAnswer is NaN\n",
-      "Skipping trade 23597 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 29774 because currentAnswer is NaN\n",
-      "Skipping trade 30416 because currentAnswer is NaN\n",
-      "Skipping trade 32792 because currentAnswer is NaN\n",
-      "Skipping trade 33534 because currentAnswer is NaN\n",
-      "Skipping trade 33833 because currentAnswer is NaN\n",
-      "Skipping trade 33864 because currentAnswer is NaN\n",
-      "Skipping trade 34680 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 34757 because currentAnswer is NaN\n",
-      "Skipping trade 35448 because currentAnswer is NaN\n",
-      "Skipping trade 36042 because currentAnswer is NaN\n",
-      "Skipping trade 36251 because currentAnswer is NaN\n",
-      "Skipping trade 36956 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 37388 because currentAnswer is NaN\n",
-      "Skipping trade 38662 because currentAnswer is NaN\n",
-      "Skipping trade 41557 because currentAnswer is NaN\n",
-      "Skipping trade 41705 because currentAnswer is NaN\n",
-      "Skipping trade 44299 because currentAnswer is NaN\n",
-      "Skipping trade 45660 because currentAnswer is NaN\n",
-      "Skipping trade 45875 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 47764 because currentAnswer is NaN\n",
-      "Skipping trade 48688 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 49000 because currentAnswer is NaN\n",
-      "Skipping trade 50741 because currentAnswer is NaN\n",
-      "Skipping trade 51713 because currentAnswer is NaN\n",
-      "Skipping trade 53557 because currentAnswer is NaN\n",
-      "Skipping trade 53613 because currentAnswer is NaN\n",
-      "Skipping trade 56288 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 57185 because currentAnswer is NaN\n",
-      "Skipping trade 58658 because currentAnswer is NaN\n",
-      "Skipping trade 63319 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 66847 because currentAnswer is NaN\n",
-      "Skipping trade 66976 because currentAnswer is NaN\n",
-      "Skipping trade 67162 because currentAnswer is NaN\n",
-      "Skipping trade 67677 because currentAnswer is NaN\n",
-      "Skipping trade 67881 because currentAnswer is NaN\n",
-      "Skipping trade 70117 because currentAnswer is NaN\n",
-      "Skipping trade 72397 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 74141 because currentAnswer is NaN\n",
-      "Skipping trade 78776 because currentAnswer is NaN\n",
-      "Skipping trade 79585 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 80234 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 1668/1668 [00:01<00:00, 1185.32it/s]\n",
-      "Analysing creators:   3%|▎         | 9/280 [00:38<23:39,  5.24s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 87628 because currentAnswer is NaN\n",
-      "Skipping trade 88973 because currentAnswer is NaN\n",
-      "Skipping trade 89993 because currentAnswer is NaN\n",
-      "Skipping trade 91059 because currentAnswer is NaN\n",
-      "Skipping trade 91149 because currentAnswer is NaN\n",
-      "Skipping trade 92222 because currentAnswer is NaN\n",
-      "Skipping trade 93328 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 94893 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 14409 because currentAnswer is NaN\n",
-      "Skipping trade 14410 because currentAnswer is NaN\n",
-      "Skipping trade 15856 because currentAnswer is NaN\n",
-      "Skipping trade 18865 because currentAnswer is NaN\n",
-      "Skipping trade 22145 because currentAnswer is NaN\n",
-      "Skipping trade 32271 because currentAnswer is NaN\n",
-      "Skipping trade 34957 because currentAnswer is NaN\n",
-      "Skipping trade 35531 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 59831 because currentAnswer is NaN\n",
-      "Skipping trade 60305 because currentAnswer is NaN\n",
-      "Skipping trade 64924 because currentAnswer is NaN\n",
-      "Skipping trade 67678 because currentAnswer is NaN\n",
-      "Skipping trade 67679 because currentAnswer is NaN\n",
-      "Skipping trade 73694 because currentAnswer is NaN\n",
-      "Skipping trade 73813 because currentAnswer is NaN\n",
-      "Skipping trade 75832 because currentAnswer is NaN\n",
-      "Skipping trade 81371 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 723/723 [00:00<00:00, 1281.76it/s]\n",
-      "Analysing creators:   4%|▎         | 10/280 [00:40<19:46,  4.39s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 15868 because currentAnswer is NaN\n",
-      "Skipping trade 18878 because currentAnswer is NaN\n",
-      "Skipping trade 32287 because currentAnswer is NaN\n",
-      "Skipping trade 34963 because currentAnswer is NaN\n",
-      "Skipping trade 36050 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 43393 because currentAnswer is NaN\n",
-      "Skipping trade 59311 because currentAnswer is NaN\n",
-      "Skipping trade 64941 because currentAnswer is NaN\n",
-      "Skipping trade 70136 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 965/965 [00:00<00:00, 1308.38it/s]\n",
-      "Analysing creators:   4%|▍         | 11/280 [00:43<17:27,  3.89s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 73701 because currentAnswer is NaN\n",
-      "Skipping trade 73828 because currentAnswer is NaN\n",
-      "Skipping trade 76592 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 1448 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 29965 because currentAnswer is NaN\n",
-      "Skipping trade 30438 because currentAnswer is NaN\n",
-      "Skipping trade 35544 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 59841 because currentAnswer is NaN\n",
-      "Skipping trade 76593 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 931/931 [00:00<00:00, 1180.59it/s]\n",
-      "Analysing creators:   4%|▍         | 12/280 [00:46<15:56,  3.57s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 399 because currentAnswer is NaN\n",
-      "Skipping trade 4913 because currentAnswer is NaN\n",
-      "Skipping trade 5679 because currentAnswer is NaN\n",
-      "Skipping trade 7777 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 13194 because currentAnswer is NaN\n",
-      "Skipping trade 15072 because currentAnswer is NaN\n",
-      "Skipping trade 17597 because currentAnswer is NaN\n",
-      "Skipping trade 18879 because currentAnswer is NaN\n",
-      "Skipping trade 19081 because currentAnswer is NaN\n",
-      "Skipping trade 25915 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 32288 because currentAnswer is NaN\n",
-      "Skipping trade 33549 because currentAnswer is NaN\n",
-      "Skipping trade 33880 because currentAnswer is NaN\n",
-      "Skipping trade 36258 because currentAnswer is NaN\n",
-      "Skipping trade 38680 because currentAnswer is NaN\n",
-      "Skipping trade 39120 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 45676 because currentAnswer is NaN\n",
-      "Skipping trade 45889 because currentAnswer is NaN\n",
-      "Skipping trade 47771 because currentAnswer is NaN\n",
-      "Skipping trade 52966 because currentAnswer is NaN\n",
-      "Skipping trade 53569 because currentAnswer is NaN\n",
-      "Skipping trade 53630 because currentAnswer is NaN\n",
-      "Skipping trade 57192 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 59843 because currentAnswer is NaN\n",
-      "Skipping trade 64942 because currentAnswer is NaN\n",
-      "Skipping trade 68670 because currentAnswer is NaN\n",
-      "Skipping trade 72943 because currentAnswer is NaN\n",
-      "Skipping trade 72944 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 73702 because currentAnswer is NaN\n",
-      "Skipping trade 73741 because currentAnswer is NaN\n",
-      "Skipping trade 73829 because currentAnswer is NaN\n",
-      "Skipping trade 78786 because currentAnswer is NaN\n",
-      "Skipping trade 81383 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 1837/1837 [00:01<00:00, 1191.35it/s]\n",
-      "Analysing creators:   5%|▍         | 13/280 [00:51<18:03,  4.06s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 87054 because currentAnswer is NaN\n",
-      "Skipping trade 87055 because currentAnswer is NaN\n",
-      "Skipping trade 91076 because currentAnswer is NaN\n",
-      "Skipping trade 91161 because currentAnswer is NaN\n",
-      "Skipping trade 94824 because currentAnswer is NaN\n",
-      "Skipping trade 94918 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 400 because currentAnswer is NaN\n",
-      "Skipping trade 2007 because currentAnswer is NaN\n",
-      "Skipping trade 3369 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 7778 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 14214 because currentAnswer is NaN\n",
-      "Skipping trade 14432 because currentAnswer is NaN\n",
-      "Skipping trade 15073 because currentAnswer is NaN\n",
-      "Skipping trade 15222 because currentAnswer is NaN\n",
-      "Skipping trade 17598 because currentAnswer is NaN\n",
-      "Skipping trade 17937 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 19082 because currentAnswer is NaN\n",
-      "Skipping trade 21663 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 23038 because currentAnswer is NaN\n",
-      "Skipping trade 23603 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 29814 because currentAnswer is NaN\n",
-      "Skipping trade 30441 because currentAnswer is NaN\n",
-      "Skipping trade 32292 because currentAnswer is NaN\n",
-      "Skipping trade 32799 because currentAnswer is NaN\n",
-      "Skipping trade 33550 because currentAnswer is NaN\n",
-      "Skipping trade 33881 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 34694 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 34760 because currentAnswer is NaN\n",
-      "Skipping trade 35452 because currentAnswer is NaN\n",
-      "Skipping trade 36259 because currentAnswer is NaN\n",
-      "Skipping trade 36975 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 37402 because currentAnswer is NaN\n",
-      "Skipping trade 38681 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 41722 because currentAnswer is NaN\n",
-      "Skipping trade 43396 because currentAnswer is NaN\n",
-      "Skipping trade 43397 because currentAnswer is NaN\n",
-      "Skipping trade 44306 because currentAnswer is NaN\n",
-      "Skipping trade 45678 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 48704 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 49004 because currentAnswer is NaN\n",
-      "Skipping trade 51722 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 53571 because currentAnswer is NaN\n",
-      "Skipping trade 53631 because currentAnswer is NaN\n",
-      "Skipping trade 57193 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 58664 because currentAnswer is NaN\n",
-      "Skipping trade 59313 because currentAnswer is NaN\n",
-      "Skipping trade 59314 because currentAnswer is NaN\n",
-      "Skipping trade 60318 because currentAnswer is NaN\n",
-      "Skipping trade 60319 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 63340 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 64946 because currentAnswer is NaN\n",
-      "Skipping trade 64947 because currentAnswer is NaN\n",
-      "Skipping trade 66978 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 67685 because currentAnswer is NaN\n",
-      "Skipping trade 67906 because currentAnswer is NaN\n",
-      "Skipping trade 68671 because currentAnswer is NaN\n",
-      "Skipping trade 70137 because currentAnswer is NaN\n",
-      "Skipping trade 71607 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 72404 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 72945 because currentAnswer is NaN\n",
-      "Skipping trade 72946 because currentAnswer is NaN\n",
-      "Skipping trade 72947 because currentAnswer is NaN\n",
-      "Skipping trade 73833 because currentAnswer is NaN\n",
-      "Skipping trade 73834 because currentAnswer is NaN\n",
-      "Skipping trade 74157 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 76494 because currentAnswer is NaN\n",
-      "Skipping trade 76596 because currentAnswer is NaN\n",
-      "Skipping trade 77031 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 79596 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 80039 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 80243 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 87056 because currentAnswer is NaN\n",
-      "Skipping trade 87057 because currentAnswer is NaN\n",
-      "Skipping trade 87058 because currentAnswer is NaN\n",
-      "Skipping trade 87059 because currentAnswer is NaN\n",
-      "Skipping trade 87060 because currentAnswer is NaN\n",
-      "Skipping trade 87632 because currentAnswer is NaN\n",
-      "Skipping trade 88703 because currentAnswer is NaN\n",
-      "Skipping trade 88990 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 91061 because currentAnswer is NaN\n",
-      "Skipping trade 91163 because currentAnswer is NaN\n",
-      "Skipping trade 92224 because currentAnswer is NaN\n",
-      "Skipping trade 93336 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 94900 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 4942/4942 [00:04<00:00, 1081.02it/s]\n",
-      "Analysing trades: 100%|██████████| 45/45 [00:00<00:00, 811.55it/s]t]\n",
-      "Analysing creators:   5%|▌         | 15/280 [01:03<20:01,  4.53s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 1432 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 352 because currentAnswer is NaN\n",
-      "Skipping trade 1848 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 1972 because currentAnswer is NaN\n",
-      "Skipping trade 7032 because currentAnswer is NaN\n",
-      "Skipping trade 10896 because currentAnswer is NaN\n",
-      "Skipping trade 14356 because currentAnswer is NaN\n",
-      "Skipping trade 15817 because currentAnswer is NaN\n",
-      "Skipping trade 17550 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 18830 because currentAnswer is NaN\n",
-      "Skipping trade 21653 because currentAnswer is NaN\n",
-      "Skipping trade 21995 because currentAnswer is NaN\n",
-      "Skipping trade 22137 because currentAnswer is NaN\n",
-      "Skipping trade 22979 because currentAnswer is NaN\n",
-      "Skipping trade 30362 because currentAnswer is NaN\n",
-      "Skipping trade 32207 because currentAnswer is NaN\n",
-      "Skipping trade 33840 because currentAnswer is NaN\n",
-      "Skipping trade 34640 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 34947 because currentAnswer is NaN\n",
-      "Skipping trade 35880 because currentAnswer is NaN\n",
-      "Skipping trade 36911 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 37362 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 41663 because currentAnswer is NaN\n",
-      "Skipping trade 43325 because currentAnswer is NaN\n",
-      "Skipping trade 45621 because currentAnswer is NaN\n",
-      "Skipping trade 51693 because currentAnswer is NaN\n",
-      "Skipping trade 53528 because currentAnswer is NaN\n",
-      "Skipping trade 56270 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 58623 because currentAnswer is NaN\n",
-      "Skipping trade 59228 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 63274 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 66840 because currentAnswer is NaN\n",
-      "Skipping trade 67837 because currentAnswer is NaN\n",
-      "Skipping trade 70082 because currentAnswer is NaN\n",
-      "Skipping trade 70083 because currentAnswer is NaN\n",
-      "Skipping trade 70771 because currentAnswer is NaN\n",
-      "Skipping trade 71586 because currentAnswer is NaN\n",
-      "Skipping trade 72381 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 73710 because currentAnswer is NaN\n",
-      "Skipping trade 75826 because currentAnswer is NaN\n",
-      "Skipping trade 76521 because currentAnswer is NaN\n",
-      "Skipping trade 76987 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 79557 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 79789 because currentAnswer is NaN\n",
-      "Skipping trade 80210 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 1416/1416 [00:01<00:00, 1263.31it/s]\n",
-      "Analysing creators:   6%|▌         | 16/280 [01:07<19:32,  4.44s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 88943 because currentAnswer is NaN\n",
-      "Skipping trade 93306 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 353 because currentAnswer is NaN\n",
-      "Skipping trade 3350 because currentAnswer is NaN\n",
-      "Skipping trade 4331 because currentAnswer is NaN\n",
-      "Skipping trade 4889 because currentAnswer is NaN\n",
-      "Skipping trade 5269 because currentAnswer is NaN\n",
-      "Skipping trade 5662 because currentAnswer is NaN\n",
-      "Skipping trade 6496 because currentAnswer is NaN\n",
-      "Skipping trade 7751 because currentAnswer is NaN\n",
-      "Skipping trade 7988 because currentAnswer is NaN\n",
-      "Skipping trade 8528 because currentAnswer is NaN\n",
-      "Skipping trade 8814 because currentAnswer is NaN\n",
-      "Skipping trade 9146 because currentAnswer is NaN\n",
-      "Skipping trade 10897 because currentAnswer is NaN\n",
-      "Skipping trade 10898 because currentAnswer is NaN\n",
-      "Skipping trade 13183 because currentAnswer is NaN\n",
-      "Skipping trade 14193 because currentAnswer is NaN\n",
-      "Skipping trade 14360 because currentAnswer is NaN\n",
-      "Skipping trade 15037 because currentAnswer is NaN\n",
-      "Skipping trade 15208 because currentAnswer is NaN\n",
-      "Skipping trade 15621 because currentAnswer is NaN\n",
-      "Skipping trade 16891 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 17551 because currentAnswer is NaN\n",
-      "Skipping trade 17924 because currentAnswer is NaN\n",
-      "Skipping trade 19057 because currentAnswer is NaN\n",
-      "Skipping trade 23585 because currentAnswer is NaN\n",
-      "Skipping trade 25761 because currentAnswer is NaN\n",
-      "Skipping trade 25910 because currentAnswer is NaN\n",
-      "Skipping trade 26383 because currentAnswer is NaN\n",
-      "Skipping trade 29771 because currentAnswer is NaN\n",
-      "Skipping trade 29811 because currentAnswer is NaN\n",
-      "Skipping trade 29815 because currentAnswer is NaN\n",
-      "Skipping trade 32623 because currentAnswer is NaN\n",
-      "Skipping trade 32780 because currentAnswer is NaN\n",
-      "Skipping trade 33101 because currentAnswer is NaN\n",
-      "Skipping trade 33509 because currentAnswer is NaN\n",
-      "Skipping trade 33828 because currentAnswer is NaN\n",
-      "Skipping trade 33841 because currentAnswer is NaN\n",
-      "Skipping trade 34641 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 35438 because currentAnswer is NaN\n",
-      "Skipping trade 36028 because currentAnswer is NaN\n",
-      "Skipping trade 36240 because currentAnswer is NaN\n",
-      "Skipping trade 36913 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 37363 because currentAnswer is NaN\n",
-      "Skipping trade 38630 because currentAnswer is NaN\n",
-      "Skipping trade 39109 because currentAnswer is NaN\n",
-      "Skipping trade 39590 because currentAnswer is NaN\n",
-      "Skipping trade 41664 because currentAnswer is NaN\n",
-      "Skipping trade 42832 because currentAnswer is NaN\n",
-      "Skipping trade 44286 because currentAnswer is NaN\n",
-      "Skipping trade 44573 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 45623 because currentAnswer is NaN\n",
-      "Skipping trade 45858 because currentAnswer is NaN\n",
-      "Skipping trade 47752 because currentAnswer is NaN\n",
-      "Skipping trade 48647 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 48983 because currentAnswer is NaN\n",
-      "Skipping trade 50732 because currentAnswer is NaN\n",
-      "Skipping trade 51186 because currentAnswer is NaN\n",
-      "Skipping trade 51189 because currentAnswer is NaN\n",
-      "Skipping trade 51695 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 52958 because currentAnswer is NaN\n",
-      "Skipping trade 53530 because currentAnswer is NaN\n",
-      "Skipping trade 53586 because currentAnswer is NaN\n",
-      "Skipping trade 53725 because currentAnswer is NaN\n",
-      "Skipping trade 57170 because currentAnswer is NaN\n",
-      "Skipping trade 58401 because currentAnswer is NaN\n",
-      "Skipping trade 58571 because currentAnswer is NaN\n",
-      "Skipping trade 58644 because currentAnswer is NaN\n",
-      "Skipping trade 58884 because currentAnswer is NaN\n",
-      "Skipping trade 60267 because currentAnswer is NaN\n",
-      "Skipping trade 63276 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 66842 because currentAnswer is NaN\n",
-      "Skipping trade 66970 because currentAnswer is NaN\n",
-      "Skipping trade 67156 because currentAnswer is NaN\n",
-      "Skipping trade 67662 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 70085 because currentAnswer is NaN\n",
-      "Skipping trade 70086 because currentAnswer is NaN\n",
-      "Skipping trade 71587 because currentAnswer is NaN\n",
-      "Skipping trade 72355 because currentAnswer is NaN\n",
-      "Skipping trade 73409 because currentAnswer is NaN\n",
-      "Skipping trade 74110 because currentAnswer is NaN\n",
-      "Skipping trade 76481 because currentAnswer is NaN\n",
-      "Skipping trade 76988 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 78763 because currentAnswer is NaN\n",
-      "Skipping trade 79558 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 80021 because currentAnswer is NaN\n",
-      "Skipping trade 82383 because currentAnswer is NaN\n",
-      "Skipping trade 87615 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 1574/1574 [00:01<00:00, 1309.93it/s]\n",
-      "Analysing creators:   6%|▌         | 17/280 [01:11<19:09,  4.37s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 88944 because currentAnswer is NaN\n",
-      "Skipping trade 89988 because currentAnswer is NaN\n",
-      "Skipping trade 91050 because currentAnswer is NaN\n",
-      "Skipping trade 91065 because currentAnswer is NaN\n",
-      "Skipping trade 91131 because currentAnswer is NaN\n",
-      "Skipping trade 92211 because currentAnswer is NaN\n",
-      "Skipping trade 93307 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 94809 because currentAnswer is NaN\n",
-      "Skipping trade 94887 because currentAnswer is NaN\n",
-      "Skipping trade 94902 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 2670 because currentAnswer is NaN\n",
-      "Skipping trade 3356 because currentAnswer is NaN\n",
-      "Skipping trade 7040 because currentAnswer is NaN\n",
-      "Skipping trade 9149 because currentAnswer is NaN\n",
-      "Skipping trade 14365 because currentAnswer is NaN\n",
-      "Skipping trade 17556 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 22989 because currentAnswer is NaN\n",
-      "Skipping trade 30376 because currentAnswer is NaN\n",
-      "Skipping trade 32783 because currentAnswer is NaN\n",
-      "Skipping trade 34651 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 36030 because currentAnswer is NaN\n",
-      "Skipping trade 36923 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 38635 because currentAnswer is NaN\n",
-      "Skipping trade 41671 because currentAnswer is NaN\n",
-      "Skipping trade 43338 because currentAnswer is NaN\n",
-      "Skipping trade 44288 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 45629 because currentAnswer is NaN\n",
-      "Skipping trade 48655 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 51699 because currentAnswer is NaN\n",
-      "Skipping trade 53536 because currentAnswer is NaN\n",
-      "Skipping trade 53592 because currentAnswer is NaN\n",
-      "Skipping trade 54662 because currentAnswer is NaN\n",
-      "Skipping trade 59244 because currentAnswer is NaN\n",
-      "Skipping trade 59801 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 63286 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 64869 because currentAnswer is NaN\n",
-      "Skipping trade 67849 because currentAnswer is NaN\n",
-      "Skipping trade 70092 because currentAnswer is NaN\n",
-      "Skipping trade 71551 because currentAnswer is NaN\n",
-      "Skipping trade 73712 because currentAnswer is NaN\n",
-      "Skipping trade 73775 because currentAnswer is NaN\n",
-      "Skipping trade 74117 because currentAnswer is NaN\n",
-      "Skipping trade 76995 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 80216 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 81344 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 1319/1319 [00:01<00:00, 1239.87it/s]\n",
-      "Analysing creators:   6%|▋         | 18/280 [01:15<18:29,  4.23s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 87618 because currentAnswer is NaN\n",
-      "Skipping trade 90994 because currentAnswer is NaN\n",
-      "Skipping trade 92215 because currentAnswer is NaN\n",
-      "Skipping trade 93312 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 8533 because currentAnswer is NaN\n",
-      "Skipping trade 8534 because currentAnswer is NaN\n",
-      "Skipping trade 17558 because currentAnswer is NaN\n",
-      "Skipping trade 17559 because currentAnswer is NaN\n",
-      "Skipping trade 30379 because currentAnswer is NaN\n",
-      "Skipping trade 33846 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 35882 because currentAnswer is NaN\n",
-      "Skipping trade 38637 because currentAnswer is NaN\n",
-      "Skipping trade 41673 because currentAnswer is NaN\n",
-      "Skipping trade 45630 because currentAnswer is NaN\n",
-      "Skipping trade 48657 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 53593 because currentAnswer is NaN\n",
-      "Skipping trade 55040 because currentAnswer is NaN\n",
-      "Skipping trade 59246 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 916/916 [00:00<00:00, 1260.98it/s]\n",
-      "Analysing creators:   7%|▋         | 19/280 [01:18<16:23,  3.77s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 67852 because currentAnswer is NaN\n",
-      "Skipping trade 73713 because currentAnswer is NaN\n",
-      "Skipping trade 74119 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 209/209 [00:00<00:00, 1260.86it/s]\n",
-      "Analysing creators:   7%|▋         | 20/280 [01:19<13:17,  3.07s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 86976 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 368 because currentAnswer is NaN\n",
-      "Skipping trade 1411 because currentAnswer is NaN\n",
-      "Skipping trade 1857 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 1990 because currentAnswer is NaN\n",
-      "Skipping trade 2684 because currentAnswer is NaN\n",
-      "Skipping trade 2685 because currentAnswer is NaN\n",
-      "Skipping trade 3360 because currentAnswer is NaN\n",
-      "Skipping trade 3885 because currentAnswer is NaN\n",
-      "Skipping trade 3886 because currentAnswer is NaN\n",
-      "Skipping trade 4896 because currentAnswer is NaN\n",
-      "Skipping trade 6500 because currentAnswer is NaN\n",
-      "Skipping trade 7763 because currentAnswer is NaN\n",
-      "Skipping trade 8542 because currentAnswer is NaN\n",
-      "Skipping trade 10806 because currentAnswer is NaN\n",
-      "Skipping trade 14202 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 15055 because currentAnswer is NaN\n",
-      "Skipping trade 15214 because currentAnswer is NaN\n",
-      "Skipping trade 15836 because currentAnswer is NaN\n",
-      "Skipping trade 17568 because currentAnswer is NaN\n",
-      "Skipping trade 17929 because currentAnswer is NaN\n",
-      "Skipping trade 18848 because currentAnswer is NaN\n",
-      "Skipping trade 19067 because currentAnswer is NaN\n",
-      "Skipping trade 21658 because currentAnswer is NaN\n",
-      "Skipping trade 22141 because currentAnswer is NaN\n",
-      "Skipping trade 23590 because currentAnswer is NaN\n",
-      "Skipping trade 25767 because currentAnswer is NaN\n",
-      "Skipping trade 29945 because currentAnswer is NaN\n",
-      "Skipping trade 30396 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 32231 because currentAnswer is NaN\n",
-      "Skipping trade 33523 because currentAnswer is NaN\n",
-      "Skipping trade 33831 because currentAnswer is NaN\n",
-      "Skipping trade 33854 because currentAnswer is NaN\n",
-      "Skipping trade 34669 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 34753 because currentAnswer is NaN\n",
-      "Skipping trade 34953 because currentAnswer is NaN\n",
-      "Skipping trade 35444 because currentAnswer is NaN\n",
-      "Skipping trade 35513 because currentAnswer is NaN\n",
-      "Skipping trade 35886 because currentAnswer is NaN\n",
-      "Skipping trade 35887 because currentAnswer is NaN\n",
-      "Skipping trade 36247 because currentAnswer is NaN\n",
-      "Skipping trade 36944 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 37380 because currentAnswer is NaN\n",
-      "Skipping trade 38649 because currentAnswer is NaN\n",
-      "Skipping trade 39112 because currentAnswer is NaN\n",
-      "Skipping trade 41688 because currentAnswer is NaN\n",
-      "Skipping trade 44579 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 45645 because currentAnswer is NaN\n",
-      "Skipping trade 45866 because currentAnswer is NaN\n",
-      "Skipping trade 47759 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 48672 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 48994 because currentAnswer is NaN\n",
-      "Skipping trade 50034 because currentAnswer is NaN\n",
-      "Skipping trade 51707 because currentAnswer is NaN\n",
-      "Skipping trade 53546 because currentAnswer is NaN\n",
-      "Skipping trade 53603 because currentAnswer is NaN\n",
-      "Skipping trade 54666 because currentAnswer is NaN\n",
-      "Skipping trade 55044 because currentAnswer is NaN\n",
-      "Skipping trade 56282 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 57179 because currentAnswer is NaN\n",
-      "Skipping trade 58404 because currentAnswer is NaN\n",
-      "Skipping trade 58652 because currentAnswer is NaN\n",
-      "Skipping trade 63303 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 64883 because currentAnswer is NaN\n",
-      "Skipping trade 67160 because currentAnswer is NaN\n",
-      "Skipping trade 67868 because currentAnswer is NaN\n",
-      "Skipping trade 70781 because currentAnswer is NaN\n",
-      "Skipping trade 71596 because currentAnswer is NaN\n",
-      "Skipping trade 72392 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 72885 because currentAnswer is NaN\n",
-      "Skipping trade 73678 because currentAnswer is NaN\n",
-      "Skipping trade 73719 because currentAnswer is NaN\n",
-      "Skipping trade 73720 because currentAnswer is NaN\n",
-      "Skipping trade 73789 because currentAnswer is NaN\n",
-      "Skipping trade 74129 because currentAnswer is NaN\n",
-      "Skipping trade 75829 because currentAnswer is NaN\n",
-      "Skipping trade 77007 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 78769 because currentAnswer is NaN\n",
-      "Skipping trade 79575 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 80029 because currentAnswer is NaN\n",
-      "Skipping trade 80226 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 82386 because currentAnswer is NaN\n",
-      "Skipping trade 86990 because currentAnswer is NaN\n",
-      "Skipping trade 87624 because currentAnswer is NaN\n",
-      "Skipping trade 88960 because currentAnswer is NaN\n",
-      "Skipping trade 89991 because currentAnswer is NaN\n",
-      "Skipping trade 91001 because currentAnswer is NaN\n",
-      "Skipping trade 91142 because currentAnswer is NaN\n",
-      "Skipping trade 93322 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 94811 because currentAnswer is NaN\n",
-      "Skipping trade 94905 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 1648/1648 [00:01<00:00, 1235.38it/s]\n",
-      "Analysing creators:   8%|▊         | 21/280 [01:24<15:16,  3.54s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 14384 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 67671 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 1860/1860 [00:01<00:00, 1260.05it/s]\n",
-      "Analysing creators:   8%|▊         | 22/280 [01:28<16:06,  3.75s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 2687 because currentAnswer is NaN\n",
-      "Skipping trade 3887 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 14385 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 23008 because currentAnswer is NaN\n",
-      "Skipping trade 25768 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 32631 because currentAnswer is NaN\n",
-      "Skipping trade 35889 because currentAnswer is NaN\n",
-      "Skipping trade 36946 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 41694 because currentAnswer is NaN\n",
-      "Skipping trade 43361 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 50035 because currentAnswer is NaN\n",
-      "Skipping trade 55045 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 59816 because currentAnswer is NaN\n",
-      "Skipping trade 60284 because currentAnswer is NaN\n",
-      "Skipping trade 63307 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 67673 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 72891 because currentAnswer is NaN\n",
-      "Skipping trade 72892 because currentAnswer is NaN\n",
-      "Skipping trade 72893 because currentAnswer is NaN\n",
-      "Skipping trade 72894 because currentAnswer is NaN\n",
-      "Skipping trade 72895 because currentAnswer is NaN\n",
-      "Skipping trade 73722 because currentAnswer is NaN\n",
-      "Skipping trade 76559 because currentAnswer is NaN\n",
-      "Skipping trade 76560 because currentAnswer is NaN\n",
-      "Skipping trade 77010 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 80229 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 86996 because currentAnswer is NaN\n",
-      "Skipping trade 86997 because currentAnswer is NaN\n",
-      "Skipping trade 86998 because currentAnswer is NaN\n",
-      "Skipping trade 86999 because currentAnswer is NaN\n",
-      "Skipping trade 87000 because currentAnswer is NaN\n",
-      "Skipping trade 91003 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 2665/2665 [00:02<00:00, 1147.00it/s]\n",
-      "Analysing creators:   8%|▊         | 23/280 [01:34<19:25,  4.54s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 374 because currentAnswer is NaN\n",
-      "Skipping trade 4334 because currentAnswer is NaN\n",
-      "Skipping trade 4901 because currentAnswer is NaN\n",
-      "Skipping trade 5270 because currentAnswer is NaN\n",
-      "Skipping trade 5670 because currentAnswer is NaN\n",
-      "Skipping trade 6501 because currentAnswer is NaN\n",
-      "Skipping trade 7765 because currentAnswer is NaN\n",
-      "Skipping trade 7989 because currentAnswer is NaN\n",
-      "Skipping trade 8544 because currentAnswer is NaN\n",
-      "Skipping trade 8818 because currentAnswer is NaN\n",
-      "Skipping trade 10921 because currentAnswer is NaN\n",
-      "Skipping trade 10922 because currentAnswer is NaN\n",
-      "Skipping trade 13189 because currentAnswer is NaN\n",
-      "Skipping trade 15059 because currentAnswer is NaN\n",
-      "Skipping trade 15216 because currentAnswer is NaN\n",
-      "Skipping trade 15622 because currentAnswer is NaN\n",
-      "Skipping trade 16893 because currentAnswer is NaN\n",
-      "Skipping trade 17573 because currentAnswer is NaN\n",
-      "Skipping trade 17930 because currentAnswer is NaN\n",
-      "Skipping trade 19070 because currentAnswer is NaN\n",
-      "Skipping trade 23593 because currentAnswer is NaN\n",
-      "Skipping trade 25912 because currentAnswer is NaN\n",
-      "Skipping trade 26385 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 29813 because currentAnswer is NaN\n",
-      "Skipping trade 29816 because currentAnswer is NaN\n",
-      "Skipping trade 33102 because currentAnswer is NaN\n",
-      "Skipping trade 33527 because currentAnswer is NaN\n",
-      "Skipping trade 33832 because currentAnswer is NaN\n",
-      "Skipping trade 33858 because currentAnswer is NaN\n",
-      "Skipping trade 35445 because currentAnswer is NaN\n",
-      "Skipping trade 36041 because currentAnswer is NaN\n",
-      "Skipping trade 36248 because currentAnswer is NaN\n",
-      "Skipping trade 37384 because currentAnswer is NaN\n",
-      "Skipping trade 38654 because currentAnswer is NaN\n",
-      "Skipping trade 39115 because currentAnswer is NaN\n",
-      "Skipping trade 39591 because currentAnswer is NaN\n",
-      "Skipping trade 41697 because currentAnswer is NaN\n",
-      "Skipping trade 44294 because currentAnswer is NaN\n",
-      "Skipping trade 44582 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 45650 because currentAnswer is NaN\n",
-      "Skipping trade 45870 because currentAnswer is NaN\n",
-      "Skipping trade 47762 because currentAnswer is NaN\n",
-      "Skipping trade 48678 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 48998 because currentAnswer is NaN\n",
-      "Skipping trade 50739 because currentAnswer is NaN\n",
-      "Skipping trade 51187 because currentAnswer is NaN\n",
-      "Skipping trade 51191 because currentAnswer is NaN\n",
-      "Skipping trade 51709 because currentAnswer is NaN\n",
-      "Skipping trade 52963 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 53549 because currentAnswer is NaN\n",
-      "Skipping trade 53605 because currentAnswer is NaN\n",
-      "Skipping trade 53731 because currentAnswer is NaN\n",
-      "Skipping trade 57182 because currentAnswer is NaN\n",
-      "Skipping trade 58405 because currentAnswer is NaN\n",
-      "Skipping trade 58572 because currentAnswer is NaN\n",
-      "Skipping trade 58654 because currentAnswer is NaN\n",
-      "Skipping trade 58885 because currentAnswer is NaN\n",
-      "Skipping trade 63309 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 66975 because currentAnswer is NaN\n",
-      "Skipping trade 67161 because currentAnswer is NaN\n",
-      "Skipping trade 67674 because currentAnswer is NaN\n",
-      "Skipping trade 70109 because currentAnswer is NaN\n",
-      "Skipping trade 71598 because currentAnswer is NaN\n",
-      "Skipping trade 72356 because currentAnswer is NaN\n",
-      "Skipping trade 73411 because currentAnswer is NaN\n",
-      "Skipping trade 74132 because currentAnswer is NaN\n",
-      "Skipping trade 76488 because currentAnswer is NaN\n",
-      "Skipping trade 78773 because currentAnswer is NaN\n",
-      "Skipping trade 80030 because currentAnswer is NaN\n",
-      "Skipping trade 82387 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 915/915 [00:00<00:00, 1272.14it/s]\n",
-      "Analysing creators:   9%|▊         | 24/280 [01:37<16:48,  3.94s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 87626 because currentAnswer is NaN\n",
-      "Skipping trade 88702 because currentAnswer is NaN\n",
-      "Skipping trade 88965 because currentAnswer is NaN\n",
-      "Skipping trade 89992 because currentAnswer is NaN\n",
-      "Skipping trade 91056 because currentAnswer is NaN\n",
-      "Skipping trade 91071 because currentAnswer is NaN\n",
-      "Skipping trade 91144 because currentAnswer is NaN\n",
-      "Skipping trade 92219 because currentAnswer is NaN\n",
-      "Skipping trade 94815 because currentAnswer is NaN\n",
-      "Skipping trade 94891 because currentAnswer is NaN\n",
-      "Skipping trade 94909 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 375 because currentAnswer is NaN\n",
-      "Skipping trade 1414 because currentAnswer is NaN\n",
-      "Skipping trade 1859 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 1994 because currentAnswer is NaN\n",
-      "Skipping trade 7048 because currentAnswer is NaN\n",
-      "Skipping trade 7766 because currentAnswer is NaN\n",
-      "Skipping trade 10923 because currentAnswer is NaN\n",
-      "Skipping trade 14204 because currentAnswer is NaN\n",
-      "Skipping trade 17574 because currentAnswer is NaN\n",
-      "Skipping trade 19071 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 23011 because currentAnswer is NaN\n",
-      "Skipping trade 30406 because currentAnswer is NaN\n",
-      "Skipping trade 32790 because currentAnswer is NaN\n",
-      "Skipping trade 34674 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 35891 because currentAnswer is NaN\n",
-      "Skipping trade 36949 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 37385 because currentAnswer is NaN\n",
-      "Skipping trade 38657 because currentAnswer is NaN\n",
-      "Skipping trade 41554 because currentAnswer is NaN\n",
-      "Skipping trade 41699 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 43366 because currentAnswer is NaN\n",
-      "Skipping trade 45653 because currentAnswer is NaN\n",
-      "Skipping trade 48682 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 51710 because currentAnswer is NaN\n",
-      "Skipping trade 53550 because currentAnswer is NaN\n",
-      "Skipping trade 53606 because currentAnswer is NaN\n",
-      "Skipping trade 55046 because currentAnswer is NaN\n",
-      "Skipping trade 56284 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 59274 because currentAnswer is NaN\n",
-      "Skipping trade 63311 because market is not closed. Market Status: Finalizing\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 67872 because currentAnswer is NaN\n",
-      "Skipping trade 68666 because currentAnswer is NaN\n",
-      "Skipping trade 70110 because currentAnswer is NaN\n",
-      "Skipping trade 70783 because currentAnswer is NaN\n",
-      "Skipping trade 71599 because currentAnswer is NaN\n",
-      "Skipping trade 72395 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 73724 because currentAnswer is NaN\n",
-      "Skipping trade 74134 because currentAnswer is NaN\n",
-      "Skipping trade 77012 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 79579 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 80031 because currentAnswer is NaN\n",
-      "Skipping trade 80230 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 81357 because currentAnswer is NaN\n",
-      "Skipping trade 87627 because currentAnswer is NaN\n",
-      "Skipping trade 88966 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 1311/1311 [00:01<00:00, 1279.00it/s]\n",
-      "Analysing creators:   9%|▉         | 25/280 [01:41<16:35,  3.90s/it]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 91004 because currentAnswer is NaN\n",
-      "Skipping trade 91145 because currentAnswer is NaN\n",
-      "Skipping trade 93324 because market is not closed. Market Status: Finalizing\n",
-      "Skipping trade 94892 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 3896 because currentAnswer is NaN\n",
-      "Skipping trade 3897 because currentAnswer is NaN\n",
-      "Skipping trade 10933 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 25773 because currentAnswer is NaN\n",
-      "Skipping trade 29960 because currentAnswer is NaN\n",
-      "Skipping trade 32636 because currentAnswer is NaN\n",
-      "Skipping trade 35896 because currentAnswer is NaN\n",
-      "Skipping trade 35897 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 50743 because currentAnswer is NaN\n",
-      "Skipping trade 59829 because currentAnswer is NaN\n",
-      "Skipping trade 60301 because currentAnswer is NaN\n",
-      "Skipping trade 60302 because currentAnswer is NaN\n",
-      "Skipping trade 66967 because currentAnswer is NaN\n",
-      "Skipping trade 66968 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": []
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Skipping trade 70121 because currentAnswer is NaN\n",
-      "Skipping trade 73731 because currentAnswer is NaN\n",
-      "Skipping trade 73732 because currentAnswer is NaN\n",
-      "Skipping trade 73810 because currentAnswer is NaN\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Analysing trades: 100%|██████████| 1353/1353 [00:01<00:00, 1241.41it/s]\n",
-      "Analysing creators:   9%|▉         | 26/280 [01:44<15:41,  3.70s/it]\n",
-      "Analysing trades:  17%|█▋        | 245/1404 [00:00<00:00, 1165.11it/s]"
-     ]
+     "data": {
+      "text/plain": [
+       "<Axes: ylabel='Frequency'>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "all_traders = []\n",
-    "for trader_address in tqdm(\n",
-    "    fpmmTrades[\"trader_address\"].unique(),\n",
-    "    total=len(fpmmTrades[\"trader_address\"].unique()),\n",
-    "    desc=\"Analysing creators\",\n",
-    "):\n",
-    "\n",
-    "    trades = fpmmTrades[fpmmTrades[\"trader_address\"] == trader_address]\n",
-    "    tools_usage = tools[tools[\"trader_address\"] == trader_address]\n",
-    "\n",
-    "    # Prepare the DataFrame\n",
-    "    trades_df = pd.DataFrame(columns=ALL_TRADES_STATS_DF_COLS)\n",
-    "    if trades.empty:\n",
-    "        continue\n",
-    "\n",
-    "    # Fetch user's conditional tokens gc graph\n",
-    "    try:\n",
-    "        user_json = _query_conditional_tokens_gc_subgraph(trader_address)\n",
-    "    except Exception as e:\n",
-    "        print(f\"Error fetching user data: {e}\")\n",
-    "        raise e\n",
-    "\n",
-    "    # Iterate over the trades\n",
-    "    for i, trade in tqdm(trades.iterrows(), total=len(trades), desc=\"Analysing trades\"):\n",
-    "        try:\n",
-    "            if not trade['fpmm.currentAnswer']:\n",
-    "                print(f\"Skipping trade {i} because currentAnswer is NaN\")\n",
-    "                continue\n",
-    "            # Parsing and computing shared values\n",
-    "            creation_timestamp_utc = datetime.datetime.fromtimestamp(\n",
-    "                int(trade[\"creationTimestamp\"]), tz=datetime.timezone.utc\n",
-    "            )\n",
-    "            collateral_amount = wei_to_unit(float(trade[\"collateralAmount\"]))\n",
-    "            fee_amount = wei_to_unit(float(trade[\"feeAmount\"]))\n",
-    "            outcome_tokens_traded = wei_to_unit(float(trade[\"outcomeTokensTraded\"]))\n",
-    "            earnings, winner_trade = (0, False)\n",
-    "            redemption = _is_redeemed(user_json, trade)\n",
-    "            current_answer = trade[\"fpmm.currentAnswer\"]\n",
-    "            # Determine market status\n",
-    "            market_status = determine_market_status(trade, current_answer)\n",
-    "\n",
-    "            # Skip non-closed markets\n",
-    "            if market_status != MarketState.CLOSED:\n",
-    "                print(\n",
-    "                    f\"Skipping trade {i} because market is not closed. Market Status: {market_status}\"\n",
-    "                )\n",
-    "                continue\n",
-    "            current_answer = convert_hex_to_int(current_answer)\n",
-    "\n",
-    "            # Compute invalidity\n",
-    "            is_invalid = current_answer == INVALID_ANSWER\n",
-    "\n",
-    "            # Compute earnings and winner trade status\n",
-    "            if is_invalid:\n",
-    "                earnings = collateral_amount\n",
-    "                winner_trade = False\n",
-    "            elif trade[\"outcomeIndex\"] == current_answer:\n",
-    "                earnings = outcome_tokens_traded\n",
-    "                winner_trade = True\n",
-    "\n",
-    "            # Compute mech calls\n",
-    "            num_mech_calls = (\n",
-    "                tools_usage[\"prompt_request\"].apply(lambda x: trade[\"title\"] in x).sum()\n",
-    "            )\n",
-    "            net_earnings = (\n",
-    "                earnings\n",
-    "                - fee_amount\n",
-    "                - (num_mech_calls * DEFAULT_MECH_FEE)\n",
-    "                - collateral_amount\n",
-    "            )\n",
-    "\n",
-    "            # Assign values to DataFrame\n",
-    "            trades_df.loc[i] = {\n",
-    "                \"trader_address\": trader_address,\n",
-    "                \"trade_id\": trade[\"id\"],\n",
-    "                \"market_status\": market_status.name,\n",
-    "                \"creation_timestamp\": creation_timestamp_utc,\n",
-    "                \"title\": trade[\"title\"],\n",
-    "                \"collateral_amount\": collateral_amount,\n",
-    "                \"outcome_index\": trade[\"outcomeIndex\"],\n",
-    "                \"trade_fee_amount\": fee_amount,\n",
-    "                \"outcomes_tokens_traded\": outcome_tokens_traded,\n",
-    "                \"current_answer\": current_answer,\n",
-    "                \"is_invalid\": is_invalid,\n",
-    "                \"winning_trade\": winner_trade,\n",
-    "                \"earnings\": earnings,\n",
-    "                \"redeemed\": redemption,\n",
-    "                \"redeemed_amount\": earnings if redemption else 0,\n",
-    "                \"num_mech_calls\": num_mech_calls,\n",
-    "                \"mech_fee_amount\": num_mech_calls * DEFAULT_MECH_FEE,\n",
-    "                \"net_earnings\": net_earnings,\n",
-    "                \"roi\": net_earnings / (collateral_amount + fee_amount + num_mech_calls * DEFAULT_MECH_FEE),\n",
-    "            }\n",
-    "        except Exception as e:\n",
-    "            print(f\"Error processing trade {i}: {e}\")\n",
-    "            raise e"
+    "\n"
    ]
   },
   {