diff --git "a/script/api_test.ipynb" "b/script/api_test.ipynb"
deleted file mode 100644--- "a/script/api_test.ipynb"
+++ /dev/null
@@ -1,1987 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import api\n",
-    "import datetime as dt\n",
-    "from datetime import datetime, timedelta\n",
-    "import pandas as pd\n",
-    "from sqlalchemy import create_engine"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%load_ext autoreload\n",
-    "%autoreload 2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "db_url = \"sqlite:///../local.db\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "## test create portoflio profile\n",
-    "stocks = [\n",
-    "    dict(ticker=\"002709.XSHE\", shares=100, date=datetime(2021,1,5)),\n",
-    "    dict(ticker=\"002920.XSHE\", shares=100, date=datetime(2021,1,5)),\n",
-    "    dict(ticker=\"300274.XSHE\", shares=100, date=datetime(2021,1,5)),\n",
-    "    dict(ticker='600409.XSHG', shares=100, date=datetime(2021,1,5)),\n",
-    "    dict(ticker='600415.XSHG', shares=100, date=datetime(2021,1,5)),\n",
-    "    dict(ticker='603882.XSHG', shares=100, date=datetime(2021,1,5))\n",
-    "]\n",
-    "p_portfolio, error = api.update_portfolio_profile(stocks)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>ticker</th>\n",
-       "      <th>shares</th>\n",
-       "      <th>date</th>\n",
-       "      <th>sector</th>\n",
-       "      <th>aggregate_sector</th>\n",
-       "      <th>display_name</th>\n",
-       "      <th>name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>002709.XSHE</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>电气设备I 电池II 电池化学品III 化学原料和化学制品制造业 电池部件及材料 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>天赐材料</td>\n",
-       "      <td>TCCL</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>002920.XSHE</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>计算机I 软件开发II 垂直应用软件III 汽车制造业 汽车电子 可选消费</td>\n",
-       "      <td>信息与通信</td>\n",
-       "      <td>德赛西威</td>\n",
-       "      <td>DSXW</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>300274.XSHE</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>电气设备I 光伏设备II 逆变器III 电气机械和器材制造业 光伏设备 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>阳光电源</td>\n",
-       "      <td>YGDY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>600409.XSHG</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>化工I 化学原料II 纯碱III 化学原料和化学制品制造业 粘胶 原材料</td>\n",
-       "      <td>原料与能源</td>\n",
-       "      <td>三友化工</td>\n",
-       "      <td>SYHG</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>600415.XSHG</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>商业贸易I 一般零售II 商业物业经营III 商务服务业 市场服务 工业</td>\n",
-       "      <td>消费</td>\n",
-       "      <td>小商品城</td>\n",
-       "      <td>XSPC</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>603882.XSHG</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>医药生物I 医疗服务II 诊断服务III 卫生 体外诊断 医药卫生</td>\n",
-       "      <td>医药卫生</td>\n",
-       "      <td>金域医学</td>\n",
-       "      <td>JYYX</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        ticker  shares       date  \\\n",
-       "0  002709.XSHE     100 2021-01-05   \n",
-       "1  002920.XSHE     100 2021-01-05   \n",
-       "2  300274.XSHE     100 2021-01-05   \n",
-       "3  600409.XSHG     100 2021-01-05   \n",
-       "4  600415.XSHG     100 2021-01-05   \n",
-       "5  603882.XSHG     100 2021-01-05   \n",
-       "\n",
-       "                                        sector aggregate_sector display_name  \\\n",
-       "0  电气设备I 电池II 电池化学品III 化学原料和化学制品制造业 电池部件及材料 工业               工业         天赐材料   \n",
-       "1        计算机I 软件开发II 垂直应用软件III 汽车制造业 汽车电子 可选消费            信息与通信         德赛西威   \n",
-       "2       电气设备I 光伏设备II 逆变器III 电气机械和器材制造业 光伏设备 工业               工业         阳光电源   \n",
-       "3         化工I 化学原料II 纯碱III 化学原料和化学制品制造业 粘胶 原材料            原料与能源         三友化工   \n",
-       "4         商业贸易I 一般零售II 商业物业经营III 商务服务业 市场服务 工业               消费         小商品城   \n",
-       "5            医药生物I 医疗服务II 诊断服务III 卫生 体外诊断 医药卫生             医药卫生         金域医学   \n",
-       "\n",
-       "   name  \n",
-       "0  TCCL  \n",
-       "1  DSXW  \n",
-       "2  YGDY  \n",
-       "3  SYHG  \n",
-       "4  XSPC  \n",
-       "5  JYYX  "
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "p_portfolio"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>ticker</th>\n",
-       "      <th>shares</th>\n",
-       "      <th>date</th>\n",
-       "      <th>sector</th>\n",
-       "      <th>aggregate_sector</th>\n",
-       "      <th>display_name</th>\n",
-       "      <th>name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>002709.XSHE</td>\n",
-       "      <td>200</td>\n",
-       "      <td>2022-01-10</td>\n",
-       "      <td>电气设备I 电池II 电池化学品III 化学原料和化学制品制造业 电池部件及材料 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>天赐材料</td>\n",
-       "      <td>TCCL</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>002920.XSHE</td>\n",
-       "      <td>200</td>\n",
-       "      <td>2022-01-10</td>\n",
-       "      <td>计算机I 软件开发II 垂直应用软件III 汽车制造业 汽车电子 可选消费</td>\n",
-       "      <td>信息与通信</td>\n",
-       "      <td>德赛西威</td>\n",
-       "      <td>DSXW</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>300274.XSHE</td>\n",
-       "      <td>200</td>\n",
-       "      <td>2022-01-10</td>\n",
-       "      <td>电气设备I 光伏设备II 逆变器III 电气机械和器材制造业 光伏设备 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>阳光电源</td>\n",
-       "      <td>YGDY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>600409.XSHG</td>\n",
-       "      <td>200</td>\n",
-       "      <td>2022-01-10</td>\n",
-       "      <td>化工I 化学原料II 纯碱III 化学原料和化学制品制造业 粘胶 原材料</td>\n",
-       "      <td>原料与能源</td>\n",
-       "      <td>三友化工</td>\n",
-       "      <td>SYHG</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>600415.XSHG</td>\n",
-       "      <td>200</td>\n",
-       "      <td>2022-01-10</td>\n",
-       "      <td>商业贸易I 一般零售II 商业物业经营III 商务服务业 市场服务 工业</td>\n",
-       "      <td>消费</td>\n",
-       "      <td>小商品城</td>\n",
-       "      <td>XSPC</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>603882.XSHG</td>\n",
-       "      <td>200</td>\n",
-       "      <td>2022-01-10</td>\n",
-       "      <td>医药生物I 医疗服务II 诊断服务III 卫生 体外诊断 医药卫生</td>\n",
-       "      <td>医药卫生</td>\n",
-       "      <td>金域医学</td>\n",
-       "      <td>JYYX</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>002709.XSHE</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>电气设备I 电池II 电池化学品III 化学原料和化学制品制造业 电池部件及材料 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>天赐材料</td>\n",
-       "      <td>TCCL</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>002920.XSHE</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>计算机I 软件开发II 垂直应用软件III 汽车制造业 汽车电子 可选消费</td>\n",
-       "      <td>信息与通信</td>\n",
-       "      <td>德赛西威</td>\n",
-       "      <td>DSXW</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>300274.XSHE</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>电气设备I 光伏设备II 逆变器III 电气机械和器材制造业 光伏设备 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>阳光电源</td>\n",
-       "      <td>YGDY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>600409.XSHG</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>化工I 化学原料II 纯碱III 化学原料和化学制品制造业 粘胶 原材料</td>\n",
-       "      <td>原料与能源</td>\n",
-       "      <td>三友化工</td>\n",
-       "      <td>SYHG</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>600415.XSHG</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>商业贸易I 一般零售II 商业物业经营III 商务服务业 市场服务 工业</td>\n",
-       "      <td>消费</td>\n",
-       "      <td>小商品城</td>\n",
-       "      <td>XSPC</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>603882.XSHG</td>\n",
-       "      <td>100</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>医药生物I 医疗服务II 诊断服务III 卫生 体外诊断 医药卫生</td>\n",
-       "      <td>医药卫生</td>\n",
-       "      <td>金域医学</td>\n",
-       "      <td>JYYX</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         ticker  shares       date  \\\n",
-       "0   002709.XSHE     200 2022-01-10   \n",
-       "1   002920.XSHE     200 2022-01-10   \n",
-       "2   300274.XSHE     200 2022-01-10   \n",
-       "3   600409.XSHG     200 2022-01-10   \n",
-       "4   600415.XSHG     200 2022-01-10   \n",
-       "5   603882.XSHG     200 2022-01-10   \n",
-       "6   002709.XSHE     100 2021-01-05   \n",
-       "7   002920.XSHE     100 2021-01-05   \n",
-       "8   300274.XSHE     100 2021-01-05   \n",
-       "9   600409.XSHG     100 2021-01-05   \n",
-       "10  600415.XSHG     100 2021-01-05   \n",
-       "11  603882.XSHG     100 2021-01-05   \n",
-       "\n",
-       "                                         sector aggregate_sector display_name  \\\n",
-       "0   电气设备I 电池II 电池化学品III 化学原料和化学制品制造业 电池部件及材料 工业               工业         天赐材料   \n",
-       "1         计算机I 软件开发II 垂直应用软件III 汽车制造业 汽车电子 可选消费            信息与通信         德赛西威   \n",
-       "2        电气设备I 光伏设备II 逆变器III 电气机械和器材制造业 光伏设备 工业               工业         阳光电源   \n",
-       "3          化工I 化学原料II 纯碱III 化学原料和化学制品制造业 粘胶 原材料            原料与能源         三友化工   \n",
-       "4          商业贸易I 一般零售II 商业物业经营III 商务服务业 市场服务 工业               消费         小商品城   \n",
-       "5             医药生物I 医疗服务II 诊断服务III 卫生 体外诊断 医药卫生             医药卫生         金域医学   \n",
-       "6   电气设备I 电池II 电池化学品III 化学原料和化学制品制造业 电池部件及材料 工业               工业         天赐材料   \n",
-       "7         计算机I 软件开发II 垂直应用软件III 汽车制造业 汽车电子 可选消费            信息与通信         德赛西威   \n",
-       "8        电气设备I 光伏设备II 逆变器III 电气机械和器材制造业 光伏设备 工业               工业         阳光电源   \n",
-       "9          化工I 化学原料II 纯碱III 化学原料和化学制品制造业 粘胶 原材料            原料与能源         三友化工   \n",
-       "10         商业贸易I 一般零售II 商业物业经营III 商务服务业 市场服务 工业               消费         小商品城   \n",
-       "11            医药生物I 医疗服务II 诊断服务III 卫生 体外诊断 医药卫生             医药卫生         金域医学   \n",
-       "\n",
-       "    name  \n",
-       "0   TCCL  \n",
-       "1   DSXW  \n",
-       "2   YGDY  \n",
-       "3   SYHG  \n",
-       "4   XSPC  \n",
-       "5   JYYX  \n",
-       "6   TCCL  \n",
-       "7   DSXW  \n",
-       "8   YGDY  \n",
-       "9   SYHG  \n",
-       "10  XSPC  \n",
-       "11  JYYX  "
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "## test update portfolio profile\n",
-    "stocks = [\n",
-    "    dict(ticker=\"002709.XSHE\", shares=200, date=datetime(2022,1,10)),\n",
-    "    dict(ticker=\"002920.XSHE\", shares=200, date=datetime(2022,1,10)),\n",
-    "    dict(ticker=\"300274.XSHE\", shares=200, date=datetime(2022,1,10)),\n",
-    "    dict(ticker='600409.XSHG', shares=200, date=datetime(2022,1,10)),\n",
-    "    dict(ticker='600415.XSHG', shares=200, date=datetime(2022,1,10)),\n",
-    "    dict(ticker='603882.XSHG', shares=200, date=datetime(2022,1,10))\n",
-    "]\n",
-    "p_profile, error = api.update_portfolio_profile(stocks, p_portfolio)\n",
-    "p_profile"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>date</th>\n",
-       "      <th>weight</th>\n",
-       "      <th>display_name</th>\n",
-       "      <th>ticker</th>\n",
-       "      <th>sector</th>\n",
-       "      <th>aggregate_sector</th>\n",
-       "      <th>name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.088</td>\n",
-       "      <td>神州高铁</td>\n",
-       "      <td>000008.XSHE</td>\n",
-       "      <td>机械设备I 运输设备II 铁路设备III 铁路、船舶、航空航天和其他运输设备制造业 城轨铁路 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>SZGT</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.344</td>\n",
-       "      <td>中国宝安</td>\n",
-       "      <td>000009.XSHE</td>\n",
-       "      <td>电气设备I 电池II 电池化学品III 综合 工业集团企业 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>ZGBA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.180</td>\n",
-       "      <td>南玻A</td>\n",
-       "      <td>000012.XSHE</td>\n",
-       "      <td>建筑材料I 玻璃制造II 玻璃制造III 非金属矿物制品业 玻璃 原材料</td>\n",
-       "      <td>原料与能源</td>\n",
-       "      <td>NBA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.297</td>\n",
-       "      <td>深科技</td>\n",
-       "      <td>000021.XSHE</td>\n",
-       "      <td>电子I 电子制造II 消费电子零部件及组装III 计算机、通信和其他电子设备制造业 安防设备...</td>\n",
-       "      <td>信息与通信</td>\n",
-       "      <td>SKJ</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.030</td>\n",
-       "      <td>招商港口</td>\n",
-       "      <td>001872.XSHE</td>\n",
-       "      <td>交通运输I 航运港口II 港口III 水上运输业 港口 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>ZSGK</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>495</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.438</td>\n",
-       "      <td>睿创微纳</td>\n",
-       "      <td>688002.XSHG</td>\n",
-       "      <td>国防军工I 军工电子II 军工电子III 计算机、通信和其他电子设备制造业 集成电路设计 信息技术</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>RCWN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>496</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.287</td>\n",
-       "      <td>晶晨股份</td>\n",
-       "      <td>688099.XSHG</td>\n",
-       "      <td>电子I 半导体II 数字芯片设计III 软件和信息技术服务业 集成电路设计 信息技术</td>\n",
-       "      <td>信息与通信</td>\n",
-       "      <td>JCGF</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>497</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.252</td>\n",
-       "      <td>虹软科技</td>\n",
-       "      <td>688088.XSHG</td>\n",
-       "      <td>计算机I IT服务II IT服务III 软件和信息技术服务业 通用软件 信息技术</td>\n",
-       "      <td>信息与通信</td>\n",
-       "      <td>HRKJ</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>498</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.134</td>\n",
-       "      <td>微芯生物</td>\n",
-       "      <td>688321.XSHG</td>\n",
-       "      <td>医药生物I 化学制药II 化学制剂III 医药制造业 药品制剂 医药卫生</td>\n",
-       "      <td>医药卫生</td>\n",
-       "      <td>WXSW</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>499</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.130</td>\n",
-       "      <td>南微医学</td>\n",
-       "      <td>688029.XSHG</td>\n",
-       "      <td>医药生物I 医疗器械II 医疗耗材III 专用设备制造业 医疗耗材 医药卫生</td>\n",
-       "      <td>医药卫生</td>\n",
-       "      <td>NWYX</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>500 rows × 7 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "          date  weight display_name       ticker  \\\n",
-       "0   2020-12-31   0.088         神州高铁  000008.XSHE   \n",
-       "1   2020-12-31   0.344         中国宝安  000009.XSHE   \n",
-       "2   2020-12-31   0.180          南玻A  000012.XSHE   \n",
-       "3   2020-12-31   0.297          深科技  000021.XSHE   \n",
-       "4   2020-12-31   0.030         招商港口  001872.XSHE   \n",
-       "..         ...     ...          ...          ...   \n",
-       "495 2020-12-31   0.438         睿创微纳  688002.XSHG   \n",
-       "496 2020-12-31   0.287         晶晨股份  688099.XSHG   \n",
-       "497 2020-12-31   0.252         虹软科技  688088.XSHG   \n",
-       "498 2020-12-31   0.134         微芯生物  688321.XSHG   \n",
-       "499 2020-12-31   0.130         南微医学  688029.XSHG   \n",
-       "\n",
-       "                                                sector aggregate_sector  name  \n",
-       "0    机械设备I 运输设备II 铁路设备III 铁路、船舶、航空航天和其他运输设备制造业 城轨铁路 工业               工业  SZGT  \n",
-       "1                     电气设备I 电池II 电池化学品III 综合 工业集团企业 工业               工业  ZGBA  \n",
-       "2                 建筑材料I 玻璃制造II 玻璃制造III 非金属矿物制品业 玻璃 原材料            原料与能源   NBA  \n",
-       "3    电子I 电子制造II 消费电子零部件及组装III 计算机、通信和其他电子设备制造业 安防设备...            信息与通信   SKJ  \n",
-       "4                       交通运输I 航运港口II 港口III 水上运输业 港口 工业               工业  ZSGK  \n",
-       "..                                                 ...              ...   ...  \n",
-       "495  国防军工I 军工电子II 军工电子III 计算机、通信和其他电子设备制造业 集成电路设计 信息技术               工业  RCWN  \n",
-       "496         电子I 半导体II 数字芯片设计III 软件和信息技术服务业 集成电路设计 信息技术            信息与通信  JCGF  \n",
-       "497           计算机I IT服务II IT服务III 软件和信息技术服务业 通用软件 信息技术            信息与通信  HRKJ  \n",
-       "498               医药生物I 化学制药II 化学制剂III 医药制造业 药品制剂 医药卫生             医药卫生  WXSW  \n",
-       "499             医药生物I 医疗器械II 医疗耗材III 专用设备制造业 医疗耗材 医药卫生             医药卫生  NWYX  \n",
-       "\n",
-       "[500 rows x 7 columns]"
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "## test create benchmark portfolio\n",
-    "b_profile,error = api.update_benchmark_profile(datetime(2021,1,5), datetime(2021,1,5), benchmark='000905.XSHG')\n",
-    "b_profile"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>date</th>\n",
-       "      <th>weight</th>\n",
-       "      <th>display_name</th>\n",
-       "      <th>ticker</th>\n",
-       "      <th>sector</th>\n",
-       "      <th>aggregate_sector</th>\n",
-       "      <th>name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1500</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.088</td>\n",
-       "      <td>神州高铁</td>\n",
-       "      <td>000008.XSHE</td>\n",
-       "      <td>机械设备I 运输设备II 铁路设备III 铁路、船舶、航空航天和其他运输设备制造业 城轨铁路 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>SZGT</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1501</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.344</td>\n",
-       "      <td>中国宝安</td>\n",
-       "      <td>000009.XSHE</td>\n",
-       "      <td>电气设备I 电池II 电池化学品III 综合 工业集团企业 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>ZGBA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1502</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.180</td>\n",
-       "      <td>南玻A</td>\n",
-       "      <td>000012.XSHE</td>\n",
-       "      <td>建筑材料I 玻璃制造II 玻璃制造III 非金属矿物制品业 玻璃 原材料</td>\n",
-       "      <td>原料与能源</td>\n",
-       "      <td>NBA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1503</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.297</td>\n",
-       "      <td>深科技</td>\n",
-       "      <td>000021.XSHE</td>\n",
-       "      <td>电子I 电子制造II 消费电子零部件及组装III 计算机、通信和其他电子设备制造业 安防设备...</td>\n",
-       "      <td>信息与通信</td>\n",
-       "      <td>SKJ</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1504</th>\n",
-       "      <td>2020-12-31</td>\n",
-       "      <td>0.030</td>\n",
-       "      <td>招商港口</td>\n",
-       "      <td>001872.XSHE</td>\n",
-       "      <td>交通运输I 航运港口II 港口III 水上运输业 港口 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>ZSGK</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26995</th>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.328</td>\n",
-       "      <td>凯赛生物</td>\n",
-       "      <td>688065.XSHG</td>\n",
-       "      <td>化工I 化学制品II 其他化学制品III 化学纤维制造业 其他化学原料 原材料</td>\n",
-       "      <td>原料与能源</td>\n",
-       "      <td>KSSW</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26996</th>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.118</td>\n",
-       "      <td>财达证券</td>\n",
-       "      <td>600906.XSHG</td>\n",
-       "      <td>非银金融I 证券II 证券III 资本市场服务 证券公司 金融</td>\n",
-       "      <td>金融与地产</td>\n",
-       "      <td>CDZQ</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26997</th>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.101</td>\n",
-       "      <td>圣湘生物</td>\n",
-       "      <td>688289.XSHG</td>\n",
-       "      <td>医药生物I 医疗器械II 体外诊断III 医药制造业 体外诊断 医药卫生</td>\n",
-       "      <td>医药卫生</td>\n",
-       "      <td>SXSW</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26998</th>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.089</td>\n",
-       "      <td>南网能源</td>\n",
-       "      <td>003035.XSHE</td>\n",
-       "      <td>公用事业I 电力II 电能综合服务III 科技推广和应用服务业 节能与资源回收 工业</td>\n",
-       "      <td>公用事业</td>\n",
-       "      <td>NWNY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26999</th>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.350</td>\n",
-       "      <td>思瑞浦</td>\n",
-       "      <td>688536.XSHG</td>\n",
-       "      <td>电子I 半导体II 模拟芯片设计III 软件和信息技术服务业 集成电路设计 信息技术</td>\n",
-       "      <td>信息与通信</td>\n",
-       "      <td>SRP</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>6500 rows × 7 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            date  weight display_name       ticker  \\\n",
-       "1500  2020-12-31   0.088         神州高铁  000008.XSHE   \n",
-       "1501  2020-12-31   0.344         中国宝安  000009.XSHE   \n",
-       "1502  2020-12-31   0.180          南玻A  000012.XSHE   \n",
-       "1503  2020-12-31   0.297          深科技  000021.XSHE   \n",
-       "1504  2020-12-31   0.030         招商港口  001872.XSHE   \n",
-       "...          ...     ...          ...          ...   \n",
-       "26995 2021-12-31   0.328         凯赛生物  688065.XSHG   \n",
-       "26996 2021-12-31   0.118         财达证券  600906.XSHG   \n",
-       "26997 2021-12-31   0.101         圣湘生物  688289.XSHG   \n",
-       "26998 2021-12-31   0.089         南网能源  003035.XSHE   \n",
-       "26999 2021-12-31   0.350          思瑞浦  688536.XSHG   \n",
-       "\n",
-       "                                                  sector aggregate_sector  \\\n",
-       "1500   机械设备I 运输设备II 铁路设备III 铁路、船舶、航空航天和其他运输设备制造业 城轨铁路 工业               工业   \n",
-       "1501                    电气设备I 电池II 电池化学品III 综合 工业集团企业 工业               工业   \n",
-       "1502                建筑材料I 玻璃制造II 玻璃制造III 非金属矿物制品业 玻璃 原材料            原料与能源   \n",
-       "1503   电子I 电子制造II 消费电子零部件及组装III 计算机、通信和其他电子设备制造业 安防设备...            信息与通信   \n",
-       "1504                      交通运输I 航运港口II 港口III 水上运输业 港口 工业               工业   \n",
-       "...                                                  ...              ...   \n",
-       "26995            化工I 化学制品II 其他化学制品III 化学纤维制造业 其他化学原料 原材料            原料与能源   \n",
-       "26996                    非银金融I 证券II 证券III 资本市场服务 证券公司 金融            金融与地产   \n",
-       "26997               医药生物I 医疗器械II 体外诊断III 医药制造业 体外诊断 医药卫生             医药卫生   \n",
-       "26998         公用事业I 电力II 电能综合服务III 科技推广和应用服务业 节能与资源回收 工业             公用事业   \n",
-       "26999         电子I 半导体II 模拟芯片设计III 软件和信息技术服务业 集成电路设计 信息技术            信息与通信   \n",
-       "\n",
-       "       name  \n",
-       "1500   SZGT  \n",
-       "1501   ZGBA  \n",
-       "1502    NBA  \n",
-       "1503    SKJ  \n",
-       "1504   ZSGK  \n",
-       "...     ...  \n",
-       "26995  KSSW  \n",
-       "26996  CDZQ  \n",
-       "26997  SXSW  \n",
-       "26998  NWNY  \n",
-       "26999   SRP  \n",
-       "\n",
-       "[6500 rows x 7 columns]"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "## test update benchmark profile\n",
-    "bp_updated, error = api.update_benchmark_profile(datetime(2021,1,5), datetime(2022,1,5), profile=b_profile)\n",
-    "bp_updated"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# save portfolio and benchmark profile\n",
-    "db_url = \"sqlite:///../local.db\"\n",
-    "with create_engine(db_url).connect() as conn:\n",
-    "    p_profile.to_sql(\"portfolio_profile\", conn, if_exists=\"replace\")\n",
-    "    # bp_updated.to_sql(\"benchmark_profile\", conn, if_exists=\"replace\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>date</th>\n",
-       "      <th>ticker</th>\n",
-       "      <th>open</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>low</th>\n",
-       "      <th>volume</th>\n",
-       "      <th>money</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>600409.XSHG</td>\n",
-       "      <td>9.23</td>\n",
-       "      <td>9.57</td>\n",
-       "      <td>9.66</td>\n",
-       "      <td>9.08</td>\n",
-       "      <td>82669289.0</td>\n",
-       "      <td>7.803391e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2021-01-06</td>\n",
-       "      <td>600409.XSHG</td>\n",
-       "      <td>9.40</td>\n",
-       "      <td>9.73</td>\n",
-       "      <td>9.78</td>\n",
-       "      <td>9.34</td>\n",
-       "      <td>76413825.0</td>\n",
-       "      <td>7.351438e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2021-01-07</td>\n",
-       "      <td>600409.XSHG</td>\n",
-       "      <td>9.74</td>\n",
-       "      <td>10.14</td>\n",
-       "      <td>10.27</td>\n",
-       "      <td>9.74</td>\n",
-       "      <td>61932917.0</td>\n",
-       "      <td>6.235711e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2021-01-08</td>\n",
-       "      <td>600409.XSHG</td>\n",
-       "      <td>10.15</td>\n",
-       "      <td>10.13</td>\n",
-       "      <td>10.30</td>\n",
-       "      <td>9.70</td>\n",
-       "      <td>49727039.0</td>\n",
-       "      <td>4.964196e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2021-01-11</td>\n",
-       "      <td>600409.XSHG</td>\n",
-       "      <td>10.10</td>\n",
-       "      <td>10.29</td>\n",
-       "      <td>10.36</td>\n",
-       "      <td>9.76</td>\n",
-       "      <td>64022975.0</td>\n",
-       "      <td>6.439525e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1477</th>\n",
-       "      <td>2022-01-04</td>\n",
-       "      <td>600415.XSHG</td>\n",
-       "      <td>4.80</td>\n",
-       "      <td>4.89</td>\n",
-       "      <td>4.90</td>\n",
-       "      <td>4.78</td>\n",
-       "      <td>58291943.0</td>\n",
-       "      <td>2.832956e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1478</th>\n",
-       "      <td>2022-01-05</td>\n",
-       "      <td>600415.XSHG</td>\n",
-       "      <td>4.95</td>\n",
-       "      <td>4.80</td>\n",
-       "      <td>4.95</td>\n",
-       "      <td>4.78</td>\n",
-       "      <td>43227038.0</td>\n",
-       "      <td>2.095315e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1479</th>\n",
-       "      <td>2022-01-06</td>\n",
-       "      <td>600415.XSHG</td>\n",
-       "      <td>4.81</td>\n",
-       "      <td>4.73</td>\n",
-       "      <td>4.82</td>\n",
-       "      <td>4.71</td>\n",
-       "      <td>30542883.0</td>\n",
-       "      <td>1.450018e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1480</th>\n",
-       "      <td>2022-01-07</td>\n",
-       "      <td>600415.XSHG</td>\n",
-       "      <td>4.74</td>\n",
-       "      <td>4.70</td>\n",
-       "      <td>4.79</td>\n",
-       "      <td>4.68</td>\n",
-       "      <td>24902567.0</td>\n",
-       "      <td>1.178837e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1481</th>\n",
-       "      <td>2022-01-10</td>\n",
-       "      <td>600415.XSHG</td>\n",
-       "      <td>4.70</td>\n",
-       "      <td>4.75</td>\n",
-       "      <td>4.85</td>\n",
-       "      <td>4.67</td>\n",
-       "      <td>39278041.0</td>\n",
-       "      <td>1.859827e+08</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1482 rows × 8 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           date       ticker   open  close   high   low      volume  \\\n",
-       "0    2021-01-05  600409.XSHG   9.23   9.57   9.66  9.08  82669289.0   \n",
-       "1    2021-01-06  600409.XSHG   9.40   9.73   9.78  9.34  76413825.0   \n",
-       "2    2021-01-07  600409.XSHG   9.74  10.14  10.27  9.74  61932917.0   \n",
-       "3    2021-01-08  600409.XSHG  10.15  10.13  10.30  9.70  49727039.0   \n",
-       "4    2021-01-11  600409.XSHG  10.10  10.29  10.36  9.76  64022975.0   \n",
-       "...         ...          ...    ...    ...    ...   ...         ...   \n",
-       "1477 2022-01-04  600415.XSHG   4.80   4.89   4.90  4.78  58291943.0   \n",
-       "1478 2022-01-05  600415.XSHG   4.95   4.80   4.95  4.78  43227038.0   \n",
-       "1479 2022-01-06  600415.XSHG   4.81   4.73   4.82  4.71  30542883.0   \n",
-       "1480 2022-01-07  600415.XSHG   4.74   4.70   4.79  4.68  24902567.0   \n",
-       "1481 2022-01-10  600415.XSHG   4.70   4.75   4.85  4.67  39278041.0   \n",
-       "\n",
-       "             money  \n",
-       "0     7.803391e+08  \n",
-       "1     7.351438e+08  \n",
-       "2     6.235711e+08  \n",
-       "3     4.964196e+08  \n",
-       "4     6.439525e+08  \n",
-       "...            ...  \n",
-       "1477  2.832956e+08  \n",
-       "1478  2.095315e+08  \n",
-       "1479  1.450018e+08  \n",
-       "1480  1.178837e+08  \n",
-       "1481  1.859827e+08  \n",
-       "\n",
-       "[1482 rows x 8 columns]"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "## test get portfolio stock\n",
-    "min_date = p_profile.date.min()\n",
-    "max_date = p_profile.date.max()\n",
-    "p_stocks, error = api.get_stocks_price(p_profile, min_date, max_date)\n",
-    "p_stocks"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Timestamp('2022-01-10 00:00:00')"
-      ]
-     },
-     "execution_count": 47,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "max_date"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[48], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[39m## test get benchmark stock\u001b[39;00m\n\u001b[1;32m      2\u001b[0m min_date \u001b[39m=\u001b[39m bp_updated\u001b[39m.\u001b[39mdate\u001b[39m.\u001b[39mmin()\n\u001b[0;32m----> 3\u001b[0m b_stocks, error \u001b[39m=\u001b[39m api\u001b[39m.\u001b[39;49mget_stocks_price(bp_updated, min_date, max_date)\n\u001b[1;32m      4\u001b[0m b_stocks\n",
-      "File \u001b[0;32m~/Desktop/risk-monitor-dashboard/script/api.py:27\u001b[0m, in \u001b[0;36mauth_api.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     24\u001b[0m \u001b[39mif\u001b[39;00m (\u001b[39mnot\u001b[39;00m jq\u001b[39m.\u001b[39mis_auth()):\n\u001b[1;32m     25\u001b[0m     jq\u001b[39m.\u001b[39mauth(user_name, password)\n\u001b[0;32m---> 27\u001b[0m result \u001b[39m=\u001b[39m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m     28\u001b[0m \u001b[39mreturn\u001b[39;00m result\n",
-      "File \u001b[0;32m~/Desktop/risk-monitor-dashboard/script/api.py:230\u001b[0m, in \u001b[0;36mget_stocks_price\u001b[0;34m(profile, start_date, end_date, frequency)\u001b[0m\n\u001b[1;32m    227\u001b[0m ticker \u001b[39m=\u001b[39m profile[\u001b[39m'\u001b[39m\u001b[39mticker\u001b[39m\u001b[39m'\u001b[39m]\u001b[39m.\u001b[39mto_list()\n\u001b[1;32m    228\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 230\u001b[0m     data \u001b[39m=\u001b[39m jq\u001b[39m.\u001b[39;49mget_price(ticker, start_date\u001b[39m=\u001b[39;49mstart_str,\n\u001b[1;32m    231\u001b[0m                         end_date\u001b[39m=\u001b[39;49mend_str, frequency\u001b[39m=\u001b[39;49mfrequency)\n\u001b[1;32m    232\u001b[0m     data\u001b[39m.\u001b[39mrename(columns\u001b[39m=\u001b[39m{\u001b[39m'\u001b[39m\u001b[39mtime\u001b[39m\u001b[39m'\u001b[39m: \u001b[39m'\u001b[39m\u001b[39mdate\u001b[39m\u001b[39m'\u001b[39m, \u001b[39m'\u001b[39m\u001b[39mcode\u001b[39m\u001b[39m'\u001b[39m: \u001b[39m\"\u001b[39m\u001b[39mticker\u001b[39m\u001b[39m\"\u001b[39m}, inplace\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m)\n\u001b[1;32m    233\u001b[0m     \u001b[39mreturn\u001b[39;00m data, error_message\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/jqdatasdk/utils.py:308\u001b[0m, in \u001b[0;36massert_auth.<locals>._wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    306\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mException\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mPlease run jqdatasdk.auth first\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    307\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 308\u001b[0m     \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/jqdatasdk/api.py:39\u001b[0m, in \u001b[0;36mget_price\u001b[0;34m(security, start_date, end_date, frequency, fields, skip_paused, fq, count, panel, fill_paused)\u001b[0m\n\u001b[1;32m     37\u001b[0m \u001b[39mif\u001b[39;00m count \u001b[39mand\u001b[39;00m start_date:\n\u001b[1;32m     38\u001b[0m     \u001b[39mraise\u001b[39;00m ParamsError(\u001b[39m\"\u001b[39m\u001b[39m(start_date, count) only one param is required\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m---> 39\u001b[0m \u001b[39mreturn\u001b[39;00m JQDataClient\u001b[39m.\u001b[39;49minstance()\u001b[39m.\u001b[39;49mget_price(\u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49m\u001b[39mlocals\u001b[39;49m())\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/jqdatasdk/client.py:347\u001b[0m, in \u001b[0;36mJQDataClient.__getattr__.<locals>.<lambda>\u001b[0;34m(**kwargs)\u001b[0m\n\u001b[1;32m    346\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__getattr__\u001b[39m(\u001b[39mself\u001b[39m, method):\n\u001b[0;32m--> 347\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mlambda\u001b[39;00m \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs: \u001b[39mself\u001b[39;49m(method, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/jqdatasdk/client.py:331\u001b[0m, in \u001b[0;36mJQDataClient.__call__\u001b[0;34m(self, method, **kwargs)\u001b[0m\n\u001b[1;32m    329\u001b[0m \u001b[39mfor\u001b[39;00m _ \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mrequest_attempt_count):\n\u001b[1;32m    330\u001b[0m     \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 331\u001b[0m         result \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mquery(method, kwargs)\n\u001b[1;32m    332\u001b[0m         \u001b[39mbreak\u001b[39;00m\n\u001b[1;32m    333\u001b[0m     \u001b[39mexcept\u001b[39;00m socket_error \u001b[39mas\u001b[39;00m ex:\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/jqdatasdk/client.py:256\u001b[0m, in \u001b[0;36mJQDataClient.query\u001b[0;34m(self, method, params)\u001b[0m\n\u001b[1;32m    254\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m    255\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mensure_auth()\n\u001b[0;32m--> 256\u001b[0m     response \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mclient\u001b[39m.\u001b[39;49mquery(request)\n\u001b[1;32m    257\u001b[0m     \u001b[39mif\u001b[39;00m response\u001b[39m.\u001b[39mstatus:\n\u001b[1;32m    258\u001b[0m         msg \u001b[39m=\u001b[39m response\u001b[39m.\u001b[39mmsg\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/thrift.py:219\u001b[0m, in \u001b[0;36mTClient._req\u001b[0;34m(self, _api, *args, **kwargs)\u001b[0m\n\u001b[1;32m    217\u001b[0m \u001b[39m# wait result only if non-oneway\u001b[39;00m\n\u001b[1;32m    218\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mgetattr\u001b[39m(result_cls, \u001b[39m\"\u001b[39m\u001b[39moneway\u001b[39m\u001b[39m\"\u001b[39m):\n\u001b[0;32m--> 219\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_recv(_api)\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/thrift.py:238\u001b[0m, in \u001b[0;36mTClient._recv\u001b[0;34m(self, _api)\u001b[0m\n\u001b[1;32m    236\u001b[0m     \u001b[39mraise\u001b[39;00m x\n\u001b[1;32m    237\u001b[0m result \u001b[39m=\u001b[39m \u001b[39mgetattr\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_service, _api \u001b[39m+\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m_result\u001b[39m\u001b[39m\"\u001b[39m)()\n\u001b[0;32m--> 238\u001b[0m result\u001b[39m.\u001b[39;49mread(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_iprot)\n\u001b[1;32m    239\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_iprot\u001b[39m.\u001b[39mread_message_end()\n\u001b[1;32m    241\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mhasattr\u001b[39m(result, \u001b[39m\"\u001b[39m\u001b[39msuccess\u001b[39m\u001b[39m\"\u001b[39m) \u001b[39mand\u001b[39;00m result\u001b[39m.\u001b[39msuccess \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/thrift.py:160\u001b[0m, in \u001b[0;36mTPayload.read\u001b[0;34m(self, iprot)\u001b[0m\n\u001b[1;32m    159\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mread\u001b[39m(\u001b[39mself\u001b[39m, iprot):\n\u001b[0;32m--> 160\u001b[0m     iprot\u001b[39m.\u001b[39mread_struct(\u001b[39mself\u001b[39m)\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/protocol/cybin/cybin.pyx:501\u001b[0m, in \u001b[0;36mcybin.TCyBinaryProtocol.read_struct\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/protocol/cybin/cybin.pyx:202\u001b[0m, in \u001b[0;36mcybin.read_struct\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/protocol/cybin/cybin.pyx:354\u001b[0m, in \u001b[0;36mcybin.c_read_val\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/protocol/cybin/cybin.pyx:202\u001b[0m, in \u001b[0;36mcybin.read_struct\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/protocol/cybin/cybin.pyx:294\u001b[0m, in \u001b[0;36mcybin.c_read_val\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/protocol/cybin/cybin.pyx:255\u001b[0m, in \u001b[0;36mcybin.c_read_string\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/protocol/cybin/cybin.pyx:244\u001b[0m, in \u001b[0;36mcybin.c_read_binary\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/transport/buffered/cybuffered.pyx:65\u001b[0m, in \u001b[0;36mthriftpy2.transport.buffered.cybuffered.TCyBufferedTransport.c_read\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/transport/buffered/cybuffered.pyx:69\u001b[0m, in \u001b[0;36mthriftpy2.transport.buffered.cybuffered.TCyBufferedTransport.read_trans\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/transport/cybase.pyx:65\u001b[0m, in \u001b[0;36mthriftpy2.transport.cybase.TCyBuffer.read_trans\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniforge/base/envs/portfolio_risk_assesment/lib/python3.11/site-packages/thriftpy2/transport/socket.py:112\u001b[0m, in \u001b[0;36mTSocket.read\u001b[0;34m(self, sz)\u001b[0m\n\u001b[1;32m    110\u001b[0m \u001b[39mwhile\u001b[39;00m \u001b[39mTrue\u001b[39;00m:\n\u001b[1;32m    111\u001b[0m     \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 112\u001b[0m         buff \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msock\u001b[39m.\u001b[39;49mrecv(sz)\n\u001b[1;32m    113\u001b[0m     \u001b[39mexcept\u001b[39;00m socket\u001b[39m.\u001b[39merror \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m    114\u001b[0m         \u001b[39mif\u001b[39;00m e\u001b[39m.\u001b[39merrno \u001b[39m==\u001b[39m errno\u001b[39m.\u001b[39mEINTR:\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    }
-   ],
-   "source": [
-    "## test get benchmark stock\n",
-    "min_date = bp_updated.date.min()\n",
-    "b_stocks, error = api.get_stocks_price(bp_updated, min_date, max_date)\n",
-    "b_stocks"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# save profile to db\n",
-    "\n",
-    "## save result \n",
-    "b_stocks.to_pickle('../data/b_stocks.pkl')\n",
-    "p_stocks.to_pickle('../data/p_stocks.pkl')\n",
-    "p_profile.to_pickle('../data/p_profile.pkl')\n",
-    "bp_updated.to_pickle('../data/b_profile.pkl')"
-   ]
-  },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Testing processing\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import processing"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "calculated_p_stock = processing.get_processing_result_of_stocks_df(p_stocks, p_profile)\n",
-    "calculated_b_stock = processing.get_processing_result_of_stocks_df(b_stocks, bp_updated)\n",
-    "p_eval_df = processing.get_portfolio_evaluation(calculated_p_stock, calculated_b_stock, p_profile)\n",
-    "sector_eval_df = processing.get_portfolio_sector_evaluation(calculated_p_stock, calculated_b_stock) \n",
-    "# merged_df = processing.merge_on_date(calculated_p_stock, calculated_b_stock)\n",
-    "# bnb_sector_result = processing.get_bhb_result(sector_eval_df)\n",
-    "# bnb_stock_result = processing.get_bhb_result(merged_df)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "## save reuslt\n",
-    "calculated_p_stock.to_pickle('../data/calculated_p_stock.pkl')\n",
-    "calculated_b_stock.to_pickle('../data/calculated_b_stock.pkl')\n",
-    "p_eval_df.to_pickle('../data/p_eval_df.pkl')\n",
-    "sector_eval_df.to_pickle('../data/sector_eval_df.pkl')\n",
-    "merged_df.to_pickle('../data/merged_df.pkl')\n",
-    "bnb_sector_result.to_pickle('../data/bnb_sector_result.pkl')\n",
-    "bnb_stock_result.to_pickle('../data/bnb_stock_result.pkl')\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Analysis"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
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-      "text/plain": [
-       ":NdOverlay   [Variable]\n",
-       "   :Curve   [date]   (value)"
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-    "p_eval_df.hvplot.line(x='date', y=['portfolio_return_p', 'portfolio_return_b'], title='Portfolio Return').opts(yformatter='%.2f')"
-   ]
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-   "execution_count": null,
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-     "text": [
-      "/var/folders/v5/2108rh5964q9j741wg_s8r1w0000gn/T/ipykernel_1926/4163140187.py:4: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
-      "  selected_df['contribution'] = selected_df['portfolio_return'] / selected_df.groupby('date')['portfolio_return'].transform('sum')\n"
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-      "text/plain": [
-       ":NdOverlay   [display_name]\n",
-       "   :Curve   [date]   (portfolio_return)"
-      ]
-     },
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-   "source": [
-    "## i'm going to check the return in portfolio to determine eaches contribution to the lost\n",
-    "date_range = (datetime(2021,3,5), datetime(2021,4,30))\n",
-    "selected_df = calculated_p_stock[(calculated_p_stock.date <= date_range[1]) & (calculated_p_stock.date >= date_range[0])]\n",
-    "selected_df['contribution'] = selected_df['portfolio_return'] / selected_df.groupby('date')['portfolio_return'].transform('sum')\n",
-    "selected_df[selected_df.date == datetime(2021,3,5)]\n",
-    "selected_df.hvplot.line(x='date',y='portfolio_return',by='display_name')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {},
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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-       "\t  var Bokeh = get_bokeh(root)\n",
-       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
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-       "    }, 25, root)\n",
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-      ],
-      "text/plain": [
-       ":NdOverlay   [ticker]\n",
-       "   :Curve   [date]   (return)"
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {
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-   ],
-   "source": [
-    "calculated_p_stock.hvplot(x='date',y='return', title='Portfolio Return', by='ticker').opts(yformatter='%.2f')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(datetime.datetime(2021, 12, 31, 0, 0, tzinfo=<DstTzInfo 'Asia/Shanghai' CST+8:00:00 STD>), datetime.datetime(2023, 8, 14, 17, 40, 56, 432401, tzinfo=<DstTzInfo 'Asia/Shanghai' CST+8:00:00 STD>), datetime.timedelta(days=1))\n"
-     ]
-    }
-   ],
-   "source": [
-    "## load benchmark portoflio profile\n",
-    "# load data\n",
-    "from sqlalchemy import create_engine, text\n",
-    "from utils import convert_string_to_datetime, time_in_beijing\n",
-    "\n",
-    "\n",
-    "# a list of table and delta time as frequency\n",
-    "def need_to_update(table_name='benchmark_profile', freq=timedelta(days=1)):\n",
-    "    with create_engine(db_url).connect() as conn:\n",
-    "        max_date = conn.execute(text(f\"SELECT MAX(date) FROM {table_name}\")).fetchone()[0]\n",
-    "        max_date = convert_string_to_datetime(max_date)\n",
-    "        current_time = time_in_beijing()\n",
-    "        # if max_date - current time > delta time, return (start_date, end_date, freq)\n",
-    "        if current_time - max_date > freq:\n",
-    "            return (max_date, current_time, freq)\n",
-    "        else:\n",
-    "            return None\n",
-    "\n",
-    "print(need_to_update())\n",
-    "\n",
-    "# else return None\n",
-    "\n",
-    "# with create_engine(db_url).connect() as conn:\n",
-    "#     max_date = conn.execute(text('SELECT MAX(date) FROM benchmark_profile')).fetchone()[0]\n",
-    "#     # convert max_date to datetime with shanghai time zon\n",
-    "#     max_date = convert_string_to_datetime(max_date)\n",
-    "#     print(max_date)\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 73,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>index</th>\n",
-       "      <th>date</th>\n",
-       "      <th>weight</th>\n",
-       "      <th>display_name</th>\n",
-       "      <th>ticker</th>\n",
-       "      <th>sector</th>\n",
-       "      <th>aggregate_sector</th>\n",
-       "      <th>name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>26500</td>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.530</td>\n",
-       "      <td>中国宝安</td>\n",
-       "      <td>000009.XSHE</td>\n",
-       "      <td>电气设备I 电池II 电池化学品III 综合 工业集团企业 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>ZGBA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>26501</td>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.194</td>\n",
-       "      <td>南玻A</td>\n",
-       "      <td>000012.XSHE</td>\n",
-       "      <td>建筑材料I 玻璃制造II 玻璃制造III 非金属矿物制品业 玻璃 原材料</td>\n",
-       "      <td>原料与能源</td>\n",
-       "      <td>NBA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>26502</td>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.211</td>\n",
-       "      <td>深科技</td>\n",
-       "      <td>000021.XSHE</td>\n",
-       "      <td>电子I 电子制造II 消费电子零部件及组装III 计算机、通信和其他电子设备制造业 安防设备...</td>\n",
-       "      <td>信息与通信</td>\n",
-       "      <td>SKJ</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>26503</td>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.055</td>\n",
-       "      <td>招商港口</td>\n",
-       "      <td>001872.XSHE</td>\n",
-       "      <td>交通运输I 航运港口II 港口III 水上运输业 港口 工业</td>\n",
-       "      <td>工业</td>\n",
-       "      <td>ZSGK</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>26504</td>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.219</td>\n",
-       "      <td>深圳能源</td>\n",
-       "      <td>000027.XSHE</td>\n",
-       "      <td>公用事业I 电力II 火电III 电力、热力生产和供应业 火电 公用事业</td>\n",
-       "      <td>公用事业</td>\n",
-       "      <td>SZNY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>495</th>\n",
-       "      <td>26995</td>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.328</td>\n",
-       "      <td>凯赛生物</td>\n",
-       "      <td>688065.XSHG</td>\n",
-       "      <td>化工I 化学制品II 其他化学制品III 化学纤维制造业 其他化学原料 原材料</td>\n",
-       "      <td>原料与能源</td>\n",
-       "      <td>KSSW</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>496</th>\n",
-       "      <td>26996</td>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.118</td>\n",
-       "      <td>财达证券</td>\n",
-       "      <td>600906.XSHG</td>\n",
-       "      <td>非银金融I 证券II 证券III 资本市场服务 证券公司 金融</td>\n",
-       "      <td>金融与地产</td>\n",
-       "      <td>CDZQ</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>497</th>\n",
-       "      <td>26997</td>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.101</td>\n",
-       "      <td>圣湘生物</td>\n",
-       "      <td>688289.XSHG</td>\n",
-       "      <td>医药生物I 医疗器械II 体外诊断III 医药制造业 体外诊断 医药卫生</td>\n",
-       "      <td>医药卫生</td>\n",
-       "      <td>SXSW</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>498</th>\n",
-       "      <td>26998</td>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.089</td>\n",
-       "      <td>南网能源</td>\n",
-       "      <td>003035.XSHE</td>\n",
-       "      <td>公用事业I 电力II 电能综合服务III 科技推广和应用服务业 节能与资源回收 工业</td>\n",
-       "      <td>公用事业</td>\n",
-       "      <td>NWNY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>499</th>\n",
-       "      <td>26999</td>\n",
-       "      <td>2021-12-31</td>\n",
-       "      <td>0.350</td>\n",
-       "      <td>思瑞浦</td>\n",
-       "      <td>688536.XSHG</td>\n",
-       "      <td>电子I 半导体II 模拟芯片设计III 软件和信息技术服务业 集成电路设计 信息技术</td>\n",
-       "      <td>信息与通信</td>\n",
-       "      <td>SRP</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>500 rows × 8 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     index       date  weight display_name       ticker  \\\n",
-       "0    26500 2021-12-31   0.530         中国宝安  000009.XSHE   \n",
-       "1    26501 2021-12-31   0.194          南玻A  000012.XSHE   \n",
-       "2    26502 2021-12-31   0.211          深科技  000021.XSHE   \n",
-       "3    26503 2021-12-31   0.055         招商港口  001872.XSHE   \n",
-       "4    26504 2021-12-31   0.219         深圳能源  000027.XSHE   \n",
-       "..     ...        ...     ...          ...          ...   \n",
-       "495  26995 2021-12-31   0.328         凯赛生物  688065.XSHG   \n",
-       "496  26996 2021-12-31   0.118         财达证券  600906.XSHG   \n",
-       "497  26997 2021-12-31   0.101         圣湘生物  688289.XSHG   \n",
-       "498  26998 2021-12-31   0.089         南网能源  003035.XSHE   \n",
-       "499  26999 2021-12-31   0.350          思瑞浦  688536.XSHG   \n",
-       "\n",
-       "                                                sector aggregate_sector  name  \n",
-       "0                     电气设备I 电池II 电池化学品III 综合 工业集团企业 工业               工业  ZGBA  \n",
-       "1                 建筑材料I 玻璃制造II 玻璃制造III 非金属矿物制品业 玻璃 原材料            原料与能源   NBA  \n",
-       "2    电子I 电子制造II 消费电子零部件及组装III 计算机、通信和其他电子设备制造业 安防设备...            信息与通信   SKJ  \n",
-       "3                       交通运输I 航运港口II 港口III 水上运输业 港口 工业               工业  ZSGK  \n",
-       "4                 公用事业I 电力II 火电III 电力、热力生产和供应业 火电 公用事业             公用事业  SZNY  \n",
-       "..                                                 ...              ...   ...  \n",
-       "495            化工I 化学制品II 其他化学制品III 化学纤维制造业 其他化学原料 原材料            原料与能源  KSSW  \n",
-       "496                    非银金融I 证券II 证券III 资本市场服务 证券公司 金融            金融与地产  CDZQ  \n",
-       "497               医药生物I 医疗器械II 体外诊断III 医药制造业 体外诊断 医药卫生             医药卫生  SXSW  \n",
-       "498         公用事业I 电力II 电能综合服务III 科技推广和应用服务业 节能与资源回收 工业             公用事业  NWNY  \n",
-       "499         电子I 半导体II 模拟芯片设计III 软件和信息技术服务业 集成电路设计 信息技术            信息与通信   SRP  \n",
-       "\n",
-       "[500 rows x 8 columns]"
-      ]
-     },
-     "execution_count": 73,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "get_most_recent_profile('benchmark')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "auth success \n"
-     ]
-    }
-   ],
-   "source": [
-    "## request all stock info\n",
-    "df = api.get_all_stocks_detail()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['display_name', 'name', 'start_date', 'end_date', 'type', 'ticker',\n",
-       "       'sector', 'aggregate_sector'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.columns"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>display_name</th>\n",
-       "      <th>name</th>\n",
-       "      <th>start_date</th>\n",
-       "      <th>end_date</th>\n",
-       "      <th>type</th>\n",
-       "      <th>ticker</th>\n",
-       "      <th>sector</th>\n",
-       "      <th>aggregate_sector</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>平安银行</td>\n",
-       "      <td>PAYH</td>\n",
-       "      <td>1991-04-03</td>\n",
-       "      <td>2200-01-01</td>\n",
-       "      <td>stock</td>\n",
-       "      <td>000001.XSHE</td>\n",
-       "      <td>银行I 股份制银行II 股份制银行III 货币金融服务 综合性银行 金融</td>\n",
-       "      <td>金融与地产</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>万科A</td>\n",
-       "      <td>WKA</td>\n",
-       "      <td>1991-01-29</td>\n",
-       "      <td>2200-01-01</td>\n",
-       "      <td>stock</td>\n",
-       "      <td>000002.XSHE</td>\n",
-       "      <td>房地产I 房地产开发II 房地产开发III 房地产业 房地产开发 房地产</td>\n",
-       "      <td>金融与地产</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>国华网安</td>\n",
-       "      <td>GHWA</td>\n",
-       "      <td>1990-12-01</td>\n",
-       "      <td>2200-01-01</td>\n",
-       "      <td>stock</td>\n",
-       "      <td>000004.XSHE</td>\n",
-       "      <td>计算机I 软件开发II 横向通用软件III 软件和信息技术服务业 通用软件 信息技术</td>\n",
-       "      <td>信息与通信</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>ST星源</td>\n",
-       "      <td>STXY</td>\n",
-       "      <td>1990-12-10</td>\n",
-       "      <td>2200-01-01</td>\n",
-       "      <td>stock</td>\n",
-       "      <td>000005.XSHE</td>\n",
-       "      <td>环保I 环境治理II 综合环境治理III 生态保护和环境治理业 污水处理 工业</td>\n",
-       "      <td>公用事业</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>深振业A</td>\n",
-       "      <td>SZYA</td>\n",
-       "      <td>1992-04-27</td>\n",
-       "      <td>2200-01-01</td>\n",
-       "      <td>stock</td>\n",
-       "      <td>000006.XSHE</td>\n",
-       "      <td>房地产I 房地产开发II 房地产开发III 房地产业 房地产开发 房地产</td>\n",
-       "      <td>金融与地产</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5243</th>\n",
-       "      <td>华纳药厂</td>\n",
-       "      <td>HNYC</td>\n",
-       "      <td>2021-07-13</td>\n",
-       "      <td>2200-01-01</td>\n",
-       "      <td>stock</td>\n",
-       "      <td>688799.XSHG</td>\n",
-       "      <td>医药生物I 化学制药II 化学制剂III 医药制造业 药品制剂 医药卫生</td>\n",
-       "      <td>医药卫生</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5244</th>\n",
-       "      <td>���可达</td>\n",
-       "      <td>RKD</td>\n",
-       "      <td>2021-07-22</td>\n",
-       "      <td>2200-01-01</td>\n",
-       "      <td>stock</td>\n",
-       "      <td>688800.XSHG</td>\n",
-       "      <td>电子I 其他电子II 其他电子III 计算机、通信和其他电子设备制造业 汽车电子 可选消费</td>\n",
-       "      <td>信息与通信</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5245</th>\n",
-       "      <td>天能股份</td>\n",
-       "      <td>TNGF</td>\n",
-       "      <td>2021-01-18</td>\n",
-       "      <td>2200-01-01</td>\n",
-       "      <td>stock</td>\n",
-       "      <td>688819.XSHG</td>\n",
-       "      <td>电气设备I 电池II 蓄电池及其他电池III 电气机械和器材制造业 电池 工业</td>\n",
-       "      <td>工业</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5246</th>\n",
-       "      <td>中芯国际</td>\n",
-       "      <td>ZXGJ</td>\n",
-       "      <td>2020-07-16</td>\n",
-       "      <td>2200-01-01</td>\n",
-       "      <td>stock</td>\n",
-       "      <td>688981.XSHG</td>\n",
-       "      <td>电子I 半导体II 集成电路制造III 计算机、通信和其他电子设备制造业 集成电路制造 信息技术</td>\n",
-       "      <td>信息与通信</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5247</th>\n",
-       "      <td>九号公司</td>\n",
-       "      <td>JHGS</td>\n",
-       "      <td>2020-10-29</td>\n",
-       "      <td>2200-01-01</td>\n",
-       "      <td>stock</td>\n",
-       "      <td>689009.XSHG</td>\n",
-       "      <td>汽车I 其他交运设备II 其他交运设备III 计算机、通信和其他电子设备制造业 休闲设备与用...</td>\n",
-       "      <td>消费</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5248 rows × 8 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     display_name  name start_date   end_date   type       ticker  \\\n",
-       "0            平安银行  PAYH 1991-04-03 2200-01-01  stock  000001.XSHE   \n",
-       "1             万科A   WKA 1991-01-29 2200-01-01  stock  000002.XSHE   \n",
-       "2            国华网安  GHWA 1990-12-01 2200-01-01  stock  000004.XSHE   \n",
-       "3            ST星源  STXY 1990-12-10 2200-01-01  stock  000005.XSHE   \n",
-       "4            深振业A  SZYA 1992-04-27 2200-01-01  stock  000006.XSHE   \n",
-       "...           ...   ...        ...        ...    ...          ...   \n",
-       "5243         华纳药厂  HNYC 2021-07-13 2200-01-01  stock  688799.XSHG   \n",
-       "5244          瑞可达   RKD 2021-07-22 2200-01-01  stock  688800.XSHG   \n",
-       "5245         天能股份  TNGF 2021-01-18 2200-01-01  stock  688819.XSHG   \n",
-       "5246         中芯国际  ZXGJ 2020-07-16 2200-01-01  stock  688981.XSHG   \n",
-       "5247         九号公司  JHGS 2020-10-29 2200-01-01  stock  689009.XSHG   \n",
-       "\n",
-       "                                                 sector aggregate_sector  \n",
-       "0                  银行I 股份制银行II 股份制银行III 货币金融服务 综合性银行 金融            金融与地产  \n",
-       "1                  房地产I 房地产开发II 房地产开发III 房地产业 房地产开发 房地产            金融与地产  \n",
-       "2            计算机I 软件开发II 横向通用软件III 软件和信息技术服务业 通用软件 信息技术            信息与通信  \n",
-       "3               环保I 环境治理II 综合环境治理III 生态保护和环境治理业 污水处理 工业             公用事业  \n",
-       "4                  房地产I 房地产开发II 房地产开发III 房地产业 房地产开发 房地产            金融与地产  \n",
-       "...                                                 ...              ...  \n",
-       "5243               医药生物I 化学制药II 化学制剂III 医药制造业 药品制剂 医药卫生             医药卫生  \n",
-       "5244      电子I 其他电子II 其他电子III 计算机、通信和其他电子设备制造业 汽车电子 可选消费            信息与通信  \n",
-       "5245            电气设备I 电池II 蓄电池及其他电池III 电气机械和器材制造业 电池 工业               工业  \n",
-       "5246   电子I 半导体II 集成电路制造III 计算机、通信和其他电子设备制造业 集成电路制造 信息技术            信息与通信  \n",
-       "5247  汽车I 其他交运设备II 其他交运设备III 计算机、通信和其他电子设备制造业 休闲设备与用...               消费  \n",
-       "\n",
-       "[5248 rows x 8 columns]"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
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-   ]
-  }
- ],
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