notebooks improvements

nbs/weekly_analysis.ipynb

@@ -50,6 +50,68 @@
     "all_trades = pd.read_parquet('../data/all_trades_profitability.parquet')"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 92662 entries, 0 to 92661\n",
+      "Data columns (total 19 columns):\n",
+      " #   Column                  Non-Null Count  Dtype              \n",
+      "---  ------                  --------------  -----              \n",
+      " 0   trader_address          92662 non-null  object             \n",
+      " 1   trade_id                92662 non-null  object             \n",
+      " 2   creation_timestamp      92662 non-null  datetime64[ns, UTC]\n",
+      " 3   title                   92662 non-null  object             \n",
+      " 4   market_status           92662 non-null  object             \n",
+      " 5   collateral_amount       92662 non-null  float64            \n",
+      " 6   outcome_index           92662 non-null  object             \n",
+      " 7   trade_fee_amount        92662 non-null  float64            \n",
+      " 8   outcomes_tokens_traded  92662 non-null  float64            \n",
+      " 9   current_answer          92662 non-null  int64              \n",
+      " 10  is_invalid              92662 non-null  bool               \n",
+      " 11  winning_trade           92662 non-null  bool               \n",
+      " 12  earnings                92662 non-null  float64            \n",
+      " 13  redeemed                92662 non-null  bool               \n",
+      " 14  redeemed_amount         92662 non-null  float64            \n",
+      " 15  num_mech_calls          92662 non-null  int64              \n",
+      " 16  mech_fee_amount         92662 non-null  float64            \n",
+      " 17  net_earnings            92662 non-null  float64            \n",
+      " 18  roi                     92662 non-null  float64            \n",
+      "dtypes: bool(3), datetime64[ns, UTC](1), float64(8), int64(2), object(5)\n",
+      "memory usage: 11.6+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "all_trades.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Timestamp('2023-07-12 15:17:25+0000', tz='UTC')"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_trades.creation_timestamp.min()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 4,
@@ -128,7 +190,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -175,6 +237,26 @@
    "cell_type": "code",
    "execution_count": 6,
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'2023-07-12 11:58:40'"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tools.request_time.min()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
    "outputs": [],
    "source": [
     "inc_tools = [\n",
@@ -1594,9 +1676,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'tools_inc' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[7], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m tools\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m \u001b[43mtools_inc\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m error\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m error_total\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'tools_inc' is not defined"
+     ]
+    }
+   ],
    "source": [
     "del tools\n",
     "del tools_inc\n",
@@ -3981,10 +4075,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "31"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "del all_trades\n",
+    "gc.collect()"
+   ]
   },
   {
    "cell_type": "code",