Yahoo finance.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 6759,
     "status": "ok",
     "timestamp": 1638917174317,
     "user": {
      "displayName": "Hak Song Lim",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "17976543482313788912"
     },
     "user_tz": 300
    },
    "id": "3Dm0JZ21yDw7",
    "outputId": "3d9a3932-ec88-4932-895a-ec53ee6aa7ab"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: yfinance in /usr/local/lib/python3.7/dist-packages (0.1.67)\n",
      "Requirement already satisfied: pandas>=0.24 in /usr/local/lib/python3.7/dist-packages (from yfinance) (1.1.5)\n",
      "Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from yfinance) (0.0.10)\n",
      "Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.7/dist-packages (from yfinance) (1.19.5)\n",
      "Requirement already satisfied: lxml>=4.5.1 in /usr/local/lib/python3.7/dist-packages (from yfinance) (4.6.4)\n",
      "Requirement already satisfied: requests>=2.20 in /usr/local/lib/python3.7/dist-packages (from yfinance) (2.23.0)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24->yfinance) (2.8.2)\n",
      "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24->yfinance) (2018.9)\n",
      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=0.24->yfinance) (1.15.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (2021.10.8)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (1.24.3)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (3.0.4)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (2.10)\n",
      "Requirement already satisfied: timeout-decorator in /usr/local/lib/python3.7/dist-packages (0.5.0)\n",
      "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
     ]
    }
   ],
   "source": [
    "!pip install yfinance\n",
    "!pip install timeout-decorator\n",
    "from google.colab import drive\n",
    "import glob\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import time\n",
    "from datetime import date, datetime, time, timedelta\n",
    "import timeout_decorator\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 982
    },
    "executionInfo": {
     "elapsed": 34157,
     "status": "ok",
     "timestamp": 1638922826799,
     "user": {
      "displayName": "Hak Song Lim",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "17976543482313788912"
     },
     "user_tz": 300
    },
    "id": "w9ur2QQSybQz",
    "outputId": "6ec16efa-d74f-4b57-f1bc-8a32496d0dc5"
   },
   "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>Unnamed: 0</th>\n",
       "      <th>Manager Name</th>\n",
       "      <th>NAME OF ISSUER</th>\n",
       "      <th>TITLE OF CLASS</th>\n",
       "      <th>CUSIP</th>\n",
       "      <th>VALUE (x$1000)</th>\n",
       "      <th>INVESTMENT DISCRETION</th>\n",
       "      <th>OTHER MANAGER</th>\n",
       "      <th>SHRS OR PRN AMT</th>\n",
       "      <th>SH/PRN</th>\n",
       "      <th>VOTING AUTHORITY SOLE</th>\n",
       "      <th>VOTING AUTHORITY SHARED</th>\n",
       "      <th>VOTING AUTHORITY NONE</th>\n",
       "      <th>NEW_CUSIP</th>\n",
       "      <th>CIK</th>\n",
       "      <th>File name</th>\n",
       "      <th>Year</th>\n",
       "      <th>Document number</th>\n",
       "      <th>Document number int</th>\n",
       "      <th>Manager and year</th>\n",
       "      <th>PUT/CALL</th>\n",
       "      <th>Quarter</th>\n",
       "      <th>Date</th>\n",
       "      <th>DATA</th>\n",
       "      <th>figi</th>\n",
       "      <th>name</th>\n",
       "      <th>exchCode</th>\n",
       "      <th>compositeFIGI</th>\n",
       "      <th>uniqueID</th>\n",
       "      <th>securityType</th>\n",
       "      <th>marketSector</th>\n",
       "      <th>shareClassFIGI</th>\n",
       "      <th>uniqueIDFutOpt</th>\n",
       "      <th>securityType2</th>\n",
       "      <th>securityDescription</th>\n",
       "      <th>TICKER</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>1347 PPTY INS HLDGS INC</td>\n",
       "      <td>COM</td>\n",
       "      <td>68244P107</td>\n",
       "      <td>495</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>89662</td>\n",
       "      <td>SH</td>\n",
       "      <td>89662</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#68244P107</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No identifier found.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>1ST CONSTITUTION BANCORP</td>\n",
       "      <td>COM</td>\n",
       "      <td>31986N102</td>\n",
       "      <td>3075</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>138953</td>\n",
       "      <td>SH</td>\n",
       "      <td>124347</td>\n",
       "      <td>0</td>\n",
       "      <td>14606</td>\n",
       "      <td>#31986N102</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG000BNBGF2', 'name': '1ST CONSTITU...</td>\n",
       "      <td>BBG000BNBGF2</td>\n",
       "      <td>1ST CONSTITUTION BANCORP</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG000BNBGF2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001S9H3S2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>FCCY</td>\n",
       "      <td>FCCY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>1ST SOURCE CORP</td>\n",
       "      <td>COM</td>\n",
       "      <td>336901103</td>\n",
       "      <td>18392</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>354514</td>\n",
       "      <td>SH</td>\n",
       "      <td>344840</td>\n",
       "      <td>0</td>\n",
       "      <td>9674</td>\n",
       "      <td>#336901103</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG000BTH4T5', 'name': '1ST SOURCE C...</td>\n",
       "      <td>BBG000BTH4T5</td>\n",
       "      <td>1ST SOURCE CORP</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG000BTH4T5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001S5WB32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>SRCE</td>\n",
       "      <td>SRCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>21VIANET GROUP INC</td>\n",
       "      <td>SPONSORED ADS A</td>\n",
       "      <td>90138A103</td>\n",
       "      <td>9579</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>1321267</td>\n",
       "      <td>SH</td>\n",
       "      <td>1097586</td>\n",
       "      <td>0</td>\n",
       "      <td>223681</td>\n",
       "      <td>#90138A103</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG001M32Y18', 'name': 'VNET GROUP I...</td>\n",
       "      <td>BBG001M32Y18</td>\n",
       "      <td>VNET GROUP INC-ADR</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG001M32Y18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001V0ZQH8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Depositary Receipt</td>\n",
       "      <td>VNET</td>\n",
       "      <td>VNET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>360 FINANCE INC</td>\n",
       "      <td>ADS</td>\n",
       "      <td>88557W101</td>\n",
       "      <td>1199</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>122700</td>\n",
       "      <td>SH</td>\n",
       "      <td>7567</td>\n",
       "      <td>0</td>\n",
       "      <td>115133</td>\n",
       "      <td>#88557W101</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG00MDY4KL0', 'name': '360 DIGITECH...</td>\n",
       "      <td>BBG00MDY4KL0</td>\n",
       "      <td>360 DIGITECH INC</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG00MDY4KL0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG00MDY4LB9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Depositary Receipt</td>\n",
       "      <td>QFIN</td>\n",
       "      <td>QFIN</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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71599</th>\n",
       "      <td>71599</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZOETIS INC</td>\n",
       "      <td>CL A</td>\n",
       "      <td>98978V103</td>\n",
       "      <td>258</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1559</td>\n",
       "      <td>SH</td>\n",
       "      <td>1559</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98978V103</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG0039320N9', 'name': 'ZOETIS INC',...</td>\n",
       "      <td>BBG0039320N9</td>\n",
       "      <td>ZOETIS INC</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG0039320N9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG0039320P7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZTS</td>\n",
       "      <td>ZTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71600</th>\n",
       "      <td>71600</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZOOM VIDEO COMMUNICATIONS IN</td>\n",
       "      <td>CL A</td>\n",
       "      <td>98980L101</td>\n",
       "      <td>2440</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7233</td>\n",
       "      <td>SH</td>\n",
       "      <td>7233</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98980L101</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG0042V6JM8', 'name': 'ZOOM VIDEO C...</td>\n",
       "      <td>BBG0042V6JM8</td>\n",
       "      <td>ZOOM VIDEO COMMUNICATIONS-A</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG0042V6JM8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG0042V6JN7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZM</td>\n",
       "      <td>ZM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71601</th>\n",
       "      <td>71601</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZSCALER INC</td>\n",
       "      <td>COM</td>\n",
       "      <td>98980G102</td>\n",
       "      <td>5212</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26098</td>\n",
       "      <td>SH</td>\n",
       "      <td>26098</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98980G102</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG003338H34', 'name': 'ZSCALER INC'...</td>\n",
       "      <td>BBG003338H34</td>\n",
       "      <td>ZSCALER INC</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG003338H34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG003338H61</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZS</td>\n",
       "      <td>ZS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71602</th>\n",
       "      <td>71602</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZTO EXPRESS CAYMAN INC</td>\n",
       "      <td>SPONSORED ADS A</td>\n",
       "      <td>98980A105</td>\n",
       "      <td>26046</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>893221</td>\n",
       "      <td>SH</td>\n",
       "      <td>893221</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98980A105</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG00DY7QWH1', 'name': 'ZTO EXPRESS ...</td>\n",
       "      <td>BBG00DY7QWH1</td>\n",
       "      <td>ZTO EXPRESS CAYMAN INC-ADR</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG00DY7QWH1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG00DY7QWJ9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Depositary Receipt</td>\n",
       "      <td>ZTO</td>\n",
       "      <td>ZTO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71603</th>\n",
       "      <td>71603</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZYNGA INC</td>\n",
       "      <td>CL A</td>\n",
       "      <td>98986T108</td>\n",
       "      <td>3103</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314414</td>\n",
       "      <td>SH</td>\n",
       "      <td>314414</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98986T108</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG000VD6768', 'name': 'ZYNGA INC - ...</td>\n",
       "      <td>BBG000VD6768</td>\n",
       "      <td>ZYNGA INC - CL A</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG000VD6768</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001T24RN2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZNGA</td>\n",
       "      <td>ZNGA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>71604 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0  ...                TICKER\n",
       "0               0  ...  No identifier found.\n",
       "1               1  ...                  FCCY\n",
       "2               2  ...                  SRCE\n",
       "3               3  ...                  VNET\n",
       "4               4  ...                  QFIN\n",
       "...           ...  ...                   ...\n",
       "71599       71599  ...                   ZTS\n",
       "71600       71600  ...                    ZM\n",
       "71601       71601  ...                    ZS\n",
       "71602       71602  ...                   ZTO\n",
       "71603       71603  ...                  ZNGA\n",
       "\n",
       "[71604 rows x 36 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table_import = pd.read_excel(\"/content/drive/My Drive/Data_APG/data_with_ticker.xlsx\")\n",
    "table_import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 982
    },
    "executionInfo": {
     "elapsed": 1019,
     "status": "ok",
     "timestamp": 1638922835077,
     "user": {
      "displayName": "Hak Song Lim",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "17976543482313788912"
     },
     "user_tz": 300
    },
    "id": "f-lCC71bCzFU",
    "outputId": "19da54d4-e029-413d-a2ec-5d43acafffcc"
   },
   "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>Unnamed: 0</th>\n",
       "      <th>Manager Name</th>\n",
       "      <th>NAME OF ISSUER</th>\n",
       "      <th>TITLE OF CLASS</th>\n",
       "      <th>CUSIP</th>\n",
       "      <th>VALUE (x$1000)</th>\n",
       "      <th>INVESTMENT DISCRETION</th>\n",
       "      <th>OTHER MANAGER</th>\n",
       "      <th>SHRS OR PRN AMT</th>\n",
       "      <th>SH/PRN</th>\n",
       "      <th>VOTING AUTHORITY SOLE</th>\n",
       "      <th>VOTING AUTHORITY SHARED</th>\n",
       "      <th>VOTING AUTHORITY NONE</th>\n",
       "      <th>NEW_CUSIP</th>\n",
       "      <th>CIK</th>\n",
       "      <th>File name</th>\n",
       "      <th>Year</th>\n",
       "      <th>Document number</th>\n",
       "      <th>Document number int</th>\n",
       "      <th>Manager and year</th>\n",
       "      <th>PUT/CALL</th>\n",
       "      <th>Quarter</th>\n",
       "      <th>Date</th>\n",
       "      <th>DATA</th>\n",
       "      <th>figi</th>\n",
       "      <th>name</th>\n",
       "      <th>exchCode</th>\n",
       "      <th>compositeFIGI</th>\n",
       "      <th>uniqueID</th>\n",
       "      <th>securityType</th>\n",
       "      <th>marketSector</th>\n",
       "      <th>shareClassFIGI</th>\n",
       "      <th>uniqueIDFutOpt</th>\n",
       "      <th>securityType2</th>\n",
       "      <th>securityDescription</th>\n",
       "      <th>TICKER</th>\n",
       "      <th>Date_D</th>\n",
       "      <th>Return_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>1347 PPTY INS HLDGS INC</td>\n",
       "      <td>COM</td>\n",
       "      <td>68244P107</td>\n",
       "      <td>495</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>89662</td>\n",
       "      <td>SH</td>\n",
       "      <td>89662</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#68244P107</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No identifier found.</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>1ST CONSTITUTION BANCORP</td>\n",
       "      <td>COM</td>\n",
       "      <td>31986N102</td>\n",
       "      <td>3075</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>138953</td>\n",
       "      <td>SH</td>\n",
       "      <td>124347</td>\n",
       "      <td>0</td>\n",
       "      <td>14606</td>\n",
       "      <td>#31986N102</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG000BNBGF2', 'name': '1ST CONSTITU...</td>\n",
       "      <td>BBG000BNBGF2</td>\n",
       "      <td>1ST CONSTITUTION BANCORP</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG000BNBGF2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001S9H3S2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>FCCY</td>\n",
       "      <td>FCCY</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>1ST SOURCE CORP</td>\n",
       "      <td>COM</td>\n",
       "      <td>336901103</td>\n",
       "      <td>18392</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>354514</td>\n",
       "      <td>SH</td>\n",
       "      <td>344840</td>\n",
       "      <td>0</td>\n",
       "      <td>9674</td>\n",
       "      <td>#336901103</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG000BTH4T5', 'name': '1ST SOURCE C...</td>\n",
       "      <td>BBG000BTH4T5</td>\n",
       "      <td>1ST SOURCE CORP</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG000BTH4T5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001S5WB32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>SRCE</td>\n",
       "      <td>SRCE</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>21VIANET GROUP INC</td>\n",
       "      <td>SPONSORED ADS A</td>\n",
       "      <td>90138A103</td>\n",
       "      <td>9579</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>1321267</td>\n",
       "      <td>SH</td>\n",
       "      <td>1097586</td>\n",
       "      <td>0</td>\n",
       "      <td>223681</td>\n",
       "      <td>#90138A103</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG001M32Y18', 'name': 'VNET GROUP I...</td>\n",
       "      <td>BBG001M32Y18</td>\n",
       "      <td>VNET GROUP INC-ADR</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG001M32Y18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001V0ZQH8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Depositary Receipt</td>\n",
       "      <td>VNET</td>\n",
       "      <td>VNET</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>360 FINANCE INC</td>\n",
       "      <td>ADS</td>\n",
       "      <td>88557W101</td>\n",
       "      <td>1199</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>122700</td>\n",
       "      <td>SH</td>\n",
       "      <td>7567</td>\n",
       "      <td>0</td>\n",
       "      <td>115133</td>\n",
       "      <td>#88557W101</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG00MDY4KL0', 'name': '360 DIGITECH...</td>\n",
       "      <td>BBG00MDY4KL0</td>\n",
       "      <td>360 DIGITECH INC</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG00MDY4KL0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG00MDY4LB9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Depositary Receipt</td>\n",
       "      <td>QFIN</td>\n",
       "      <td>QFIN</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71599</th>\n",
       "      <td>71599</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZOETIS INC</td>\n",
       "      <td>CL A</td>\n",
       "      <td>98978V103</td>\n",
       "      <td>258</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1559</td>\n",
       "      <td>SH</td>\n",
       "      <td>1559</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98978V103</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG0039320N9', 'name': 'ZOETIS INC',...</td>\n",
       "      <td>BBG0039320N9</td>\n",
       "      <td>ZOETIS INC</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG0039320N9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG0039320P7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZTS</td>\n",
       "      <td>ZTS</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71600</th>\n",
       "      <td>71600</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZOOM VIDEO COMMUNICATIONS IN</td>\n",
       "      <td>CL A</td>\n",
       "      <td>98980L101</td>\n",
       "      <td>2440</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7233</td>\n",
       "      <td>SH</td>\n",
       "      <td>7233</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98980L101</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG0042V6JM8', 'name': 'ZOOM VIDEO C...</td>\n",
       "      <td>BBG0042V6JM8</td>\n",
       "      <td>ZOOM VIDEO COMMUNICATIONS-A</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG0042V6JM8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG0042V6JN7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZM</td>\n",
       "      <td>ZM</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71601</th>\n",
       "      <td>71601</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZSCALER INC</td>\n",
       "      <td>COM</td>\n",
       "      <td>98980G102</td>\n",
       "      <td>5212</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26098</td>\n",
       "      <td>SH</td>\n",
       "      <td>26098</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98980G102</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG003338H34', 'name': 'ZSCALER INC'...</td>\n",
       "      <td>BBG003338H34</td>\n",
       "      <td>ZSCALER INC</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG003338H34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG003338H61</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZS</td>\n",
       "      <td>ZS</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71602</th>\n",
       "      <td>71602</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZTO EXPRESS CAYMAN INC</td>\n",
       "      <td>SPONSORED ADS A</td>\n",
       "      <td>98980A105</td>\n",
       "      <td>26046</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>893221</td>\n",
       "      <td>SH</td>\n",
       "      <td>893221</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98980A105</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG00DY7QWH1', 'name': 'ZTO EXPRESS ...</td>\n",
       "      <td>BBG00DY7QWH1</td>\n",
       "      <td>ZTO EXPRESS CAYMAN INC-ADR</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG00DY7QWH1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG00DY7QWJ9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Depositary Receipt</td>\n",
       "      <td>ZTO</td>\n",
       "      <td>ZTO</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71603</th>\n",
       "      <td>71603</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZYNGA INC</td>\n",
       "      <td>CL A</td>\n",
       "      <td>98986T108</td>\n",
       "      <td>3103</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314414</td>\n",
       "      <td>SH</td>\n",
       "      <td>314414</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98986T108</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG000VD6768', 'name': 'ZYNGA INC - ...</td>\n",
       "      <td>BBG000VD6768</td>\n",
       "      <td>ZYNGA INC - CL A</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG000VD6768</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001T24RN2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZNGA</td>\n",
       "      <td>ZNGA</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>71604 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0                  Manager Name  ...     Date_D Return_date\n",
       "0               0  RENAISSANCE TECHNOLOGIES LLC  ... 2020-01-01  2020-03-31\n",
       "1               1  RENAISSANCE TECHNOLOGIES LLC  ... 2020-01-01  2020-03-31\n",
       "2               2  RENAISSANCE TECHNOLOGIES LLC  ... 2020-01-01  2020-03-31\n",
       "3               3  RENAISSANCE TECHNOLOGIES LLC  ... 2020-01-01  2020-03-31\n",
       "4               4  RENAISSANCE TECHNOLOGIES LLC  ... 2020-01-01  2020-03-31\n",
       "...           ...                           ...  ...        ...         ...\n",
       "71599       71599    Bridgewater Associates, LP  ... 2021-10-01  2021-12-30\n",
       "71600       71600    Bridgewater Associates, LP  ... 2021-10-01  2021-12-30\n",
       "71601       71601    Bridgewater Associates, LP  ... 2021-10-01  2021-12-30\n",
       "71602       71602    Bridgewater Associates, LP  ... 2021-10-01  2021-12-30\n",
       "71603       71603    Bridgewater Associates, LP  ... 2021-10-01  2021-12-30\n",
       "\n",
       "[71604 rows x 38 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table_import['Date_D'] = pd.to_datetime(table_import['Date'])\n",
    "table_import['Return_date'] = table_import['Date_D'] + timedelta(days=90)\n",
    "table_import['Return_date'] = [x if x.weekday() not in [5,6] else x - timedelta(days = (x.weekday()-4)) for x in pd.to_datetime(table_import['Return_date'])]\n",
    "table_import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 982
    },
    "executionInfo": {
     "elapsed": 447,
     "status": "ok",
     "timestamp": 1638922838147,
     "user": {
      "displayName": "Hak Song Lim",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "17976543482313788912"
     },
     "user_tz": 300
    },
    "id": "ygrMnsahHBAu",
    "outputId": "0579523f-3477-4b83-ea70-df81a36d8d5b"
   },
   "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>Unnamed: 0</th>\n",
       "      <th>Manager Name</th>\n",
       "      <th>NAME OF ISSUER</th>\n",
       "      <th>TITLE OF CLASS</th>\n",
       "      <th>CUSIP</th>\n",
       "      <th>VALUE (x$1000)</th>\n",
       "      <th>INVESTMENT DISCRETION</th>\n",
       "      <th>OTHER MANAGER</th>\n",
       "      <th>SHRS OR PRN AMT</th>\n",
       "      <th>SH/PRN</th>\n",
       "      <th>VOTING AUTHORITY SOLE</th>\n",
       "      <th>VOTING AUTHORITY SHARED</th>\n",
       "      <th>VOTING AUTHORITY NONE</th>\n",
       "      <th>NEW_CUSIP</th>\n",
       "      <th>CIK</th>\n",
       "      <th>File name</th>\n",
       "      <th>Year</th>\n",
       "      <th>Document number</th>\n",
       "      <th>Document number int</th>\n",
       "      <th>Manager and year</th>\n",
       "      <th>PUT/CALL</th>\n",
       "      <th>Quarter</th>\n",
       "      <th>Date</th>\n",
       "      <th>DATA</th>\n",
       "      <th>figi</th>\n",
       "      <th>name</th>\n",
       "      <th>exchCode</th>\n",
       "      <th>compositeFIGI</th>\n",
       "      <th>uniqueID</th>\n",
       "      <th>securityType</th>\n",
       "      <th>marketSector</th>\n",
       "      <th>shareClassFIGI</th>\n",
       "      <th>uniqueIDFutOpt</th>\n",
       "      <th>securityType2</th>\n",
       "      <th>securityDescription</th>\n",
       "      <th>TICKER</th>\n",
       "      <th>Date_D</th>\n",
       "      <th>Return_date</th>\n",
       "      <th>New_ticker</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>1347 PPTY INS HLDGS INC</td>\n",
       "      <td>COM</td>\n",
       "      <td>68244P107</td>\n",
       "      <td>495</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>89662</td>\n",
       "      <td>SH</td>\n",
       "      <td>89662</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#68244P107</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No identifier found.</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>No identifier found.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>1ST CONSTITUTION BANCORP</td>\n",
       "      <td>COM</td>\n",
       "      <td>31986N102</td>\n",
       "      <td>3075</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>138953</td>\n",
       "      <td>SH</td>\n",
       "      <td>124347</td>\n",
       "      <td>0</td>\n",
       "      <td>14606</td>\n",
       "      <td>#31986N102</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG000BNBGF2', 'name': '1ST CONSTITU...</td>\n",
       "      <td>BBG000BNBGF2</td>\n",
       "      <td>1ST CONSTITUTION BANCORP</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG000BNBGF2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001S9H3S2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>FCCY</td>\n",
       "      <td>FCCY</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>FCCY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>1ST SOURCE CORP</td>\n",
       "      <td>COM</td>\n",
       "      <td>336901103</td>\n",
       "      <td>18392</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>354514</td>\n",
       "      <td>SH</td>\n",
       "      <td>344840</td>\n",
       "      <td>0</td>\n",
       "      <td>9674</td>\n",
       "      <td>#336901103</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG000BTH4T5', 'name': '1ST SOURCE C...</td>\n",
       "      <td>BBG000BTH4T5</td>\n",
       "      <td>1ST SOURCE CORP</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG000BTH4T5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001S5WB32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>SRCE</td>\n",
       "      <td>SRCE</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>SRCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>21VIANET GROUP INC</td>\n",
       "      <td>SPONSORED ADS A</td>\n",
       "      <td>90138A103</td>\n",
       "      <td>9579</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>1321267</td>\n",
       "      <td>SH</td>\n",
       "      <td>1097586</td>\n",
       "      <td>0</td>\n",
       "      <td>223681</td>\n",
       "      <td>#90138A103</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG001M32Y18', 'name': 'VNET GROUP I...</td>\n",
       "      <td>BBG001M32Y18</td>\n",
       "      <td>VNET GROUP INC-ADR</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG001M32Y18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001V0ZQH8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Depositary Receipt</td>\n",
       "      <td>VNET</td>\n",
       "      <td>VNET</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>VNET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>360 FINANCE INC</td>\n",
       "      <td>ADS</td>\n",
       "      <td>88557W101</td>\n",
       "      <td>1199</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>122700</td>\n",
       "      <td>SH</td>\n",
       "      <td>7567</td>\n",
       "      <td>0</td>\n",
       "      <td>115133</td>\n",
       "      <td>#88557W101</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG00MDY4KL0', 'name': '360 DIGITECH...</td>\n",
       "      <td>BBG00MDY4KL0</td>\n",
       "      <td>360 DIGITECH INC</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG00MDY4KL0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG00MDY4LB9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Depositary Receipt</td>\n",
       "      <td>QFIN</td>\n",
       "      <td>QFIN</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>QFIN</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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71599</th>\n",
       "      <td>71599</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZOETIS INC</td>\n",
       "      <td>CL A</td>\n",
       "      <td>98978V103</td>\n",
       "      <td>258</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1559</td>\n",
       "      <td>SH</td>\n",
       "      <td>1559</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98978V103</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG0039320N9', 'name': 'ZOETIS INC',...</td>\n",
       "      <td>BBG0039320N9</td>\n",
       "      <td>ZOETIS INC</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG0039320N9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG0039320P7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZTS</td>\n",
       "      <td>ZTS</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>ZTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71600</th>\n",
       "      <td>71600</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZOOM VIDEO COMMUNICATIONS IN</td>\n",
       "      <td>CL A</td>\n",
       "      <td>98980L101</td>\n",
       "      <td>2440</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7233</td>\n",
       "      <td>SH</td>\n",
       "      <td>7233</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98980L101</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG0042V6JM8', 'name': 'ZOOM VIDEO C...</td>\n",
       "      <td>BBG0042V6JM8</td>\n",
       "      <td>ZOOM VIDEO COMMUNICATIONS-A</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG0042V6JM8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG0042V6JN7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZM</td>\n",
       "      <td>ZM</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>ZM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71601</th>\n",
       "      <td>71601</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZSCALER INC</td>\n",
       "      <td>COM</td>\n",
       "      <td>98980G102</td>\n",
       "      <td>5212</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26098</td>\n",
       "      <td>SH</td>\n",
       "      <td>26098</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98980G102</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG003338H34', 'name': 'ZSCALER INC'...</td>\n",
       "      <td>BBG003338H34</td>\n",
       "      <td>ZSCALER INC</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG003338H34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG003338H61</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZS</td>\n",
       "      <td>ZS</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>ZS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71602</th>\n",
       "      <td>71602</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZTO EXPRESS CAYMAN INC</td>\n",
       "      <td>SPONSORED ADS A</td>\n",
       "      <td>98980A105</td>\n",
       "      <td>26046</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>893221</td>\n",
       "      <td>SH</td>\n",
       "      <td>893221</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98980A105</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG00DY7QWH1', 'name': 'ZTO EXPRESS ...</td>\n",
       "      <td>BBG00DY7QWH1</td>\n",
       "      <td>ZTO EXPRESS CAYMAN INC-ADR</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG00DY7QWH1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG00DY7QWJ9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Depositary Receipt</td>\n",
       "      <td>ZTO</td>\n",
       "      <td>ZTO</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>ZTO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71603</th>\n",
       "      <td>71603</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZYNGA INC</td>\n",
       "      <td>CL A</td>\n",
       "      <td>98986T108</td>\n",
       "      <td>3103</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314414</td>\n",
       "      <td>SH</td>\n",
       "      <td>314414</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98986T108</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG000VD6768', 'name': 'ZYNGA INC - ...</td>\n",
       "      <td>BBG000VD6768</td>\n",
       "      <td>ZYNGA INC - CL A</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG000VD6768</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001T24RN2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZNGA</td>\n",
       "      <td>ZNGA</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>ZNGA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>71604 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0  ...            New_ticker\n",
       "0               0  ...  No identifier found.\n",
       "1               1  ...                  FCCY\n",
       "2               2  ...                  SRCE\n",
       "3               3  ...                  VNET\n",
       "4               4  ...                  QFIN\n",
       "...           ...  ...                   ...\n",
       "71599       71599  ...                   ZTS\n",
       "71600       71600  ...                    ZM\n",
       "71601       71601  ...                    ZS\n",
       "71602       71602  ...                   ZTO\n",
       "71603       71603  ...                  ZNGA\n",
       "\n",
       "[71604 rows x 39 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table_import['New_ticker'] = table_import['TICKER'].apply(lambda x: x.split(' ')[0] if x != 'No identifier found.' else x)\n",
    "table_import['New_ticker'] = table_import['New_ticker'].apply(lambda x: x.split('/')[0] if x != 'No identifier found.' else x)\n",
    "table_import['New_ticker'] = table_import['New_ticker'].apply(lambda x: x[:-3] if x.endswith('EUR') else x)\n",
    "table_import['New_ticker'] = table_import['New_ticker'].apply(lambda x: x[:-3] if x.endswith('USD') else x)\n",
    "table_import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 6555,
     "status": "error",
     "timestamp": 1638925968928,
     "user": {
      "displayName": "Hak Song Lim",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "17976543482313788912"
     },
     "user_tz": 300
    },
    "id": "I8IPBzLCJwTu",
    "outputId": "7480082d-8260-44d3-ec5c-2b0bcdc666a1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "3 Failed downloads:\n",
      "- IDENTIFIER: No data found, symbol may be delisted\n",
      "- NO: No data found for this date range, symbol may be delisted\n",
      "- FOUND.: No data found, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [FOUND., IDENTIFIER, NO]\n",
      "Index: []\n",
      "Date\n",
      "2020-03-31    12.732243\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    30.781738\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    13.86\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    8.0\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    7.71\n",
      "Name: Adj Close, dtype: float64\n",
      "\n",
      "1 Failed download:\n",
      "- WUBA: No data found, symbol may be delisted\n",
      "Series([], Name: Adj Close, dtype: float64)\n",
      "Date\n",
      "2020-03-31    6.191227\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    17.76\n",
      "Name: Adj Close, dtype: float64\n",
      "\n",
      "1 Failed download:\n",
      "- ABJA: No data found, symbol may be delisted\n",
      "Series([], Name: Adj Close, dtype: float64)\n",
      "Date\n",
      "2020-03-31    69.819855\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    15.15\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    222.190002\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    145.160004\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    23.526871\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    2.4\n",
      "Name: Adj Close, dtype: float64\n",
      "\n",
      "1 Failed download:\n",
      "- ACIA: No data found, symbol may be delisted\n",
      "Series([], Name: Adj Close, dtype: float64)\n",
      "Date\n",
      "2020-03-31    2.22\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    42.25\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-30        NaN\n",
      "2020-03-31    12.1194\n",
      "Name: Adj Close, dtype: float64\n",
      "\n",
      "1 Failed download:\n",
      "- APO1: No data found, symbol may be delisted\n",
      "Series([], Name: Adj Close, dtype: float64)\n",
      "Date\n",
      "2020-03-31    32.145348\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    4.761176\n",
      "Name: Adj Close, dtype: float64\n",
      "\n",
      "1 Failed download:\n",
      "- XEJ: No data found for this date range, symbol may be delisted\n",
      "Series([], Name: Adj Close, dtype: float64)\n",
      "\n",
      "1 Failed download:\n",
      "- OGXI: No data found for this date range, symbol may be delisted\n",
      "Series([], Name: Adj Close, dtype: float64)\n",
      "\n",
      "1 Failed download:\n",
      "- ACHN: Data doesn't exist for startDate = 1585612800, endDate = 1585699200\n",
      "Series([], Name: Adj Close, dtype: float64)\n",
      "Date\n",
      "2020-03-31    6.91\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    1.04\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    19.65275\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    28.060999\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    5.58\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    5.82\n",
      "Name: Adj Close, dtype: float64\n",
      "\n",
      "1 Failed download:\n",
      "- ATU: No data found, symbol may be delisted\n",
      "Series([], Name: Adj Close, dtype: float64)\n",
      "Date\n",
      "2020-03-31    85.018074\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    25.05596\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    2.89\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    22.080713\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    2.72\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    2.2\n",
      "Name: Adj Close, dtype: float64\n",
      "\n",
      "1 Failed download:\n",
      "- A9Y: No data found, symbol may be delisted\n",
      "Series([], Name: Adj Close, dtype: float64)\n",
      "Date\n",
      "2020-03-31    9.07\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    318.23999\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    4.218764\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    7.370387\n",
      "Name: Adj Close, dtype: float64\n",
      "\n",
      "1 Failed download:\n",
      "- ADRO: No data found, symbol may be delisted\n",
      "Series([], Name: Adj Close, dtype: float64)\n",
      "\n",
      "1 Failed download:\n",
      "- ADSW: No data found, symbol may be delisted\n",
      "Series([], Name: Adj Close, dtype: float64)\n",
      "Date\n",
      "2020-03-31    29.19096\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    48.282673\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    45.48\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    9.515187\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    0.53\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    9.77\n",
      "Name: Adj Close, dtype: float64\n",
      "Date\n",
      "2020-03-31    29.85\n",
      "Name: Adj Close, dtype: float64\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "ignored",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-76-a4daf9867153>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mticker\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdate\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtable_import\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'New_ticker'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable_import\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Return_date'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m   \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m     \u001b[0mstock_table_addition\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0myf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdownload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'{}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mticker\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdate\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdate\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mtimedelta\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdays\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprogress\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m     \u001b[0mstock_table_addition\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'TICKER'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mticker\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstock_table_addition\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Adj Close'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/yfinance/multi.py\u001b[0m in \u001b[0;36mdownload\u001b[0;34m(tickers, start, end, actions, threads, group_by, auto_adjust, back_adjust, progress, period, show_errors, interval, prepost, proxy, rounding, timeout, **kwargs)\u001b[0m\n\u001b[1;32m    110\u001b[0m                                    rounding=rounding, timeout=timeout)\n\u001b[1;32m    111\u001b[0m         \u001b[0;32mwhile\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mshared\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_DFS\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtickers\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 112\u001b[0;31m             \u001b[0m_time\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0.01\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    113\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    114\u001b[0m     \u001b[0;31m# download synchronously\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "for ticker,date in zip(table_import['New_ticker'], table_import['Return_date']):\n",
    "  try:\n",
    "    stock_table_addition = yf.download('{}'.format(ticker), start=date, end=date + timedelta(days=1), progress=False)\n",
    "    stock_table_addition['TICKER'] = ticker\n",
    "    print(stock_table_addition['Adj Close'])\n",
    "  except Exception as e: \n",
    "    print(e)\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 982
    },
    "executionInfo": {
     "elapsed": 344,
     "status": "ok",
     "timestamp": 1638922912021,
     "user": {
      "displayName": "Hak Song Lim",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "17976543482313788912"
     },
     "user_tz": 300
    },
    "id": "JUMuB0BiMmOm",
    "outputId": "0e7ced3d-f8ef-42fa-b30d-c33db4269acd"
   },
   "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>Unnamed: 0</th>\n",
       "      <th>Manager Name</th>\n",
       "      <th>NAME OF ISSUER</th>\n",
       "      <th>TITLE OF CLASS</th>\n",
       "      <th>CUSIP</th>\n",
       "      <th>VALUE (x$1000)</th>\n",
       "      <th>INVESTMENT DISCRETION</th>\n",
       "      <th>OTHER MANAGER</th>\n",
       "      <th>SHRS OR PRN AMT</th>\n",
       "      <th>SH/PRN</th>\n",
       "      <th>VOTING AUTHORITY SOLE</th>\n",
       "      <th>VOTING AUTHORITY SHARED</th>\n",
       "      <th>VOTING AUTHORITY NONE</th>\n",
       "      <th>NEW_CUSIP</th>\n",
       "      <th>CIK</th>\n",
       "      <th>File name</th>\n",
       "      <th>Year</th>\n",
       "      <th>Document number</th>\n",
       "      <th>Document number int</th>\n",
       "      <th>Manager and year</th>\n",
       "      <th>PUT/CALL</th>\n",
       "      <th>Quarter</th>\n",
       "      <th>Date</th>\n",
       "      <th>DATA</th>\n",
       "      <th>figi</th>\n",
       "      <th>name</th>\n",
       "      <th>exchCode</th>\n",
       "      <th>compositeFIGI</th>\n",
       "      <th>uniqueID</th>\n",
       "      <th>securityType</th>\n",
       "      <th>marketSector</th>\n",
       "      <th>shareClassFIGI</th>\n",
       "      <th>uniqueIDFutOpt</th>\n",
       "      <th>securityType2</th>\n",
       "      <th>securityDescription</th>\n",
       "      <th>TICKER</th>\n",
       "      <th>Date_D</th>\n",
       "      <th>Return_date</th>\n",
       "      <th>New_ticker</th>\n",
       "      <th>Adj Close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>1347 PPTY INS HLDGS INC</td>\n",
       "      <td>COM</td>\n",
       "      <td>68244P107</td>\n",
       "      <td>495</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>89662</td>\n",
       "      <td>SH</td>\n",
       "      <td>89662</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#68244P107</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No identifier found.</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>No identifier found.</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>1ST CONSTITUTION BANCORP</td>\n",
       "      <td>COM</td>\n",
       "      <td>31986N102</td>\n",
       "      <td>3075</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>138953</td>\n",
       "      <td>SH</td>\n",
       "      <td>124347</td>\n",
       "      <td>0</td>\n",
       "      <td>14606</td>\n",
       "      <td>#31986N102</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG000BNBGF2', 'name': '1ST CONSTITU...</td>\n",
       "      <td>BBG000BNBGF2</td>\n",
       "      <td>1ST CONSTITUTION BANCORP</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG000BNBGF2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001S9H3S2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>FCCY</td>\n",
       "      <td>FCCY</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>FCCY</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>1ST SOURCE CORP</td>\n",
       "      <td>COM</td>\n",
       "      <td>336901103</td>\n",
       "      <td>18392</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>354514</td>\n",
       "      <td>SH</td>\n",
       "      <td>344840</td>\n",
       "      <td>0</td>\n",
       "      <td>9674</td>\n",
       "      <td>#336901103</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG000BTH4T5', 'name': '1ST SOURCE C...</td>\n",
       "      <td>BBG000BTH4T5</td>\n",
       "      <td>1ST SOURCE CORP</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG000BTH4T5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001S5WB32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>SRCE</td>\n",
       "      <td>SRCE</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>SRCE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>21VIANET GROUP INC</td>\n",
       "      <td>SPONSORED ADS A</td>\n",
       "      <td>90138A103</td>\n",
       "      <td>9579</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>1321267</td>\n",
       "      <td>SH</td>\n",
       "      <td>1097586</td>\n",
       "      <td>0</td>\n",
       "      <td>223681</td>\n",
       "      <td>#90138A103</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG001M32Y18', 'name': 'VNET GROUP I...</td>\n",
       "      <td>BBG001M32Y18</td>\n",
       "      <td>VNET GROUP INC-ADR</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG001M32Y18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001V0ZQH8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Depositary Receipt</td>\n",
       "      <td>VNET</td>\n",
       "      <td>VNET</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>VNET</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>RENAISSANCE TECHNOLOGIES LLC</td>\n",
       "      <td>360 FINANCE INC</td>\n",
       "      <td>ADS</td>\n",
       "      <td>88557W101</td>\n",
       "      <td>1199</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>0</td>\n",
       "      <td>122700</td>\n",
       "      <td>SH</td>\n",
       "      <td>7567</td>\n",
       "      <td>0</td>\n",
       "      <td>115133</td>\n",
       "      <td>#88557W101</td>\n",
       "      <td>1037389</td>\n",
       "      <td>0001037389-20-000102</td>\n",
       "      <td>2020</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103738920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q1</td>\n",
       "      <td>2020Q1</td>\n",
       "      <td>{'figi': 'BBG00MDY4KL0', 'name': '360 DIGITECH...</td>\n",
       "      <td>BBG00MDY4KL0</td>\n",
       "      <td>360 DIGITECH INC</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG00MDY4KL0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG00MDY4LB9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Depositary Receipt</td>\n",
       "      <td>QFIN</td>\n",
       "      <td>QFIN</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>QFIN</td>\n",
       "      <td>NaN</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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71599</th>\n",
       "      <td>71599</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZOETIS INC</td>\n",
       "      <td>CL A</td>\n",
       "      <td>98978V103</td>\n",
       "      <td>258</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1559</td>\n",
       "      <td>SH</td>\n",
       "      <td>1559</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98978V103</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG0039320N9', 'name': 'ZOETIS INC',...</td>\n",
       "      <td>BBG0039320N9</td>\n",
       "      <td>ZOETIS INC</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG0039320N9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG0039320P7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZTS</td>\n",
       "      <td>ZTS</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>ZTS</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71600</th>\n",
       "      <td>71600</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZOOM VIDEO COMMUNICATIONS IN</td>\n",
       "      <td>CL A</td>\n",
       "      <td>98980L101</td>\n",
       "      <td>2440</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7233</td>\n",
       "      <td>SH</td>\n",
       "      <td>7233</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98980L101</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG0042V6JM8', 'name': 'ZOOM VIDEO C...</td>\n",
       "      <td>BBG0042V6JM8</td>\n",
       "      <td>ZOOM VIDEO COMMUNICATIONS-A</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG0042V6JM8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG0042V6JN7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZM</td>\n",
       "      <td>ZM</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>ZM</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71601</th>\n",
       "      <td>71601</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZSCALER INC</td>\n",
       "      <td>COM</td>\n",
       "      <td>98980G102</td>\n",
       "      <td>5212</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26098</td>\n",
       "      <td>SH</td>\n",
       "      <td>26098</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98980G102</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG003338H34', 'name': 'ZSCALER INC'...</td>\n",
       "      <td>BBG003338H34</td>\n",
       "      <td>ZSCALER INC</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG003338H34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG003338H61</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZS</td>\n",
       "      <td>ZS</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>ZS</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71602</th>\n",
       "      <td>71602</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZTO EXPRESS CAYMAN INC</td>\n",
       "      <td>SPONSORED ADS A</td>\n",
       "      <td>98980A105</td>\n",
       "      <td>26046</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>893221</td>\n",
       "      <td>SH</td>\n",
       "      <td>893221</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98980A105</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG00DY7QWH1', 'name': 'ZTO EXPRESS ...</td>\n",
       "      <td>BBG00DY7QWH1</td>\n",
       "      <td>ZTO EXPRESS CAYMAN INC-ADR</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG00DY7QWH1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADR</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG00DY7QWJ9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Depositary Receipt</td>\n",
       "      <td>ZTO</td>\n",
       "      <td>ZTO</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>ZTO</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71603</th>\n",
       "      <td>71603</td>\n",
       "      <td>Bridgewater Associates, LP</td>\n",
       "      <td>ZYNGA INC</td>\n",
       "      <td>CL A</td>\n",
       "      <td>98986T108</td>\n",
       "      <td>3103</td>\n",
       "      <td>SOLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314414</td>\n",
       "      <td>SH</td>\n",
       "      <td>314414</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>#98986T108</td>\n",
       "      <td>1350694</td>\n",
       "      <td>0001567619-21-003290</td>\n",
       "      <td>2021</td>\n",
       "      <td>3290</td>\n",
       "      <td>3290</td>\n",
       "      <td>135069421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q4</td>\n",
       "      <td>2021Q4</td>\n",
       "      <td>{'figi': 'BBG000VD6768', 'name': 'ZYNGA INC - ...</td>\n",
       "      <td>BBG000VD6768</td>\n",
       "      <td>ZYNGA INC - CL A</td>\n",
       "      <td>US</td>\n",
       "      <td>BBG000VD6768</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>Equity</td>\n",
       "      <td>BBG001T24RN2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Common Stock</td>\n",
       "      <td>ZNGA</td>\n",
       "      <td>ZNGA</td>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>ZNGA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>71604 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0  ... Adj Close\n",
       "0               0  ...       NaN\n",
       "1               1  ...       NaN\n",
       "2               2  ...       NaN\n",
       "3               3  ...       NaN\n",
       "4               4  ...       NaN\n",
       "...           ...  ...       ...\n",
       "71599       71599  ...       NaN\n",
       "71600       71600  ...       NaN\n",
       "71601       71601  ...       NaN\n",
       "71602       71602  ...       NaN\n",
       "71603       71603  ...       NaN\n",
       "\n",
       "[71604 rows x 40 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table_import.sort_values('Adj Close')\n",
    "table_import"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "k0mu4U2kCxAE"
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 168,
     "status": "ok",
     "timestamp": 1638916594492,
     "user": {
      "displayName": "Hak Song Lim",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "17976543482313788912"
     },
     "user_tz": 300
    },
    "id": "STo4Rt52yjYA",
    "outputId": "28fd6518-f987-4930-a86f-f3641e947cdd"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['RCKT', 'JBL', 'GOBI', 'BKU', 'ATXI', 'CAPR', 'BIOX', 'BIT', 'STEM/WS', 'SDACW', 'ETWO/WS', 'VGII', 'GSL', 'USNA', 'MTL/P', 'GSC', 'ABBV', 'AFB', 'HTZ-WEUR', 'SDH', 'EXP', 'AVGR', 'ZBRA', 'UK', 'URA', 'DLX', 'PCB', 'SKMEUR', 'SPB', 'GLOB', 'NQI', 'EEMV', 'NGD', 'AEP', 'BWFG', 'SRL', 'ERAS', 'PTI', 'CTAQU', 'FLMN', 'IACC', 'DISCK', 'PSI', 'JCI', 'FACA/U', 'RESIEUR', 'ESE', 'RXRA', 'PRO', 'WNS', 'LUNA', 'AOM', 'SHV', 'TWCBU', 'CYRX', 'SIFY', 'BQ', 'EWD', 'CPG', 'NGC/WS', 'CFX', 'UTL', 'ORIAU', 'EWZ', 'CCVI/U', 'LW', 'PCG', 'SATS', 'ECOR', 'PANW', 'SPOT', 'PCTY', 'SPHQ', 'MYRG', 'SBSI', 'VWOB', 'CPSR/WS', 'JCE', 'LILM', 'NXTP', 'JCTCF', 'ETTX', 'EBIX', 'FOREU', 'NUAN', 'LKU', 'THMAU', 'GNPX', 'KOMP', 'EGGF/U', 'BEKE', 'SIF', 'IGIB', 'HELE', 'MAX', 'DNAY', 'STLD', 'OPTT', 'MSM', 'SHEN', 'GRCY', 'CCU', 'NXU/U', 'DHCA', 'VONE', 'DHCAU', 'ENV', 'CVLG', 'OTLK', 'SEDG', 'ABTUGBX', 'CPF', 'MFGP', 'VYGG/U', 'BLSA', 'ADOC', 'FTAAU', 'BHB', 'HOLI', 'ATXS', 'FGUSD', 'CIK', 'KLDO', 'JKHY', 'PFC', 'DUK', 'TSLXUSD', 'DOO', 'FLGC', 'QUBT', 'GCACW', 'GLYC', 'PICOEUR', 'NVEE', 'ACER', 'INTEQ', 'SCHB', 'SEEL', 'SLGG', 'RRTS', 'ISSC', 'SGA', 'BIOTU', 'SCHP', 'ALGT', 'SCHR', 'CLGXUSD', 'MDIA', 'CERN', 'NGVC', 'FCAX', 'EC', 'NYMT', 'PDM', 'SDS', 'KWAC/WS', 'SID', 'AVDL', 'IVR', 'JOFFU', 'RDWR', 'YTRA', 'KOF', 'MAXN', 'SPLK', 'DFS', 'PPL', 'SDAC', 'WPCB/U', 'TNYA', 'AEAC', 'SNII/U', 'CPRI', 'PTVE', 'DLTR', 'COLL', 'BKSY/WS', 'SIGA', 'CSV', 'FUSEGBP', 'GIFI', 'GDYN', 'NBSE', 'HYMC', 'HRMY', 'DMTK', 'NSTB/U', 'RSP', 'IRMD', 'WAFD', 'ATUS', 'BRY', 'NDACW', 'CDXC', 'BWA', 'MKTW', 'BOX', 'OASEUR', 'FHLC', 'BCRX', 'SASR', 'GTX', 'ECVT', 'GWH/WS', 'OPTN', 'FMAC', 'VSH', 'FTFT', 'ANY', 'HBB', 'RVPH', 'TPST', 'XFOR', 'RSI', 'LAZ', 'EAR', 'TEDU', 'JAZZ', 'NLY', 'GS', 'GHG', 'SJM', 'ERII', 'INST', 'SON', 'HXL', 'LII', 'IMVT', 'FXI', 'KRO', 'STXB', 'XMMO', 'MDRR', 'GHRS', 'NBIX', 'BCML', 'WSBC', 'HMLP', 'ZWRKW', 'CVRX', 'PFMT', 'AACIU', 'NEX', 'GLHA', 'IGF', 'TEX', 'GWRE', 'MGNI', 'CCAC/U', 'OSI/WS', 'DCBO', 'PSTG', 'JEF', 'RCLFW', 'BLPHEUR', 'AXON', 'QK', 'MOFG', 'MATW', 'VIOV', 'NHS', 'IPVA/U', 'FLT', 'OVV', 'NATR', 'CWH', 'SCHV', 'FEMY', 'LBRDA', 'SDPI', 'QTNT', 'CCF', 'DARE', 'MAN', 'CSN', 'RMEDEUR', 'SUNW', 'NAPA', 'ML/WS', 'DLCAU', 'GDDY', 'BELFB', 'STMPEUR', 'CRI', 'PEI', 'GLAQU', 'MERC', 'FNCL', 'PSLV/U', 'CRU', 'AMCIU', 'HGLB', 'TSIBW', 'RAM', 'ROVR', 'TSQ', 'UNTEUR', 'LU', 'GACQU', 'TRVC', 'TEUM', 'GUREGBP', 'WYNEUR', 'QCRH', 'SOXX', 'LEDS', 'EWW', 'SHM', 'MYO', 'ALPAU', 'GMED', 'BKCC', 'NAN', 'GIS', 'FCAX/U', 'WAIREUR', 'IBP', 'CRMD', 'CPLP', 'TUR*', 'CI', 'VISL', 'OB', 'CHX', 'VXX', 'IMNM', 'MBCN', 'SCON', 'NVVE', 'BOAC', 'ANGL', 'MTD', 'MTAC', 'FRXB', 'CAAP', 'RIG', 'KRNY', 'BCBP', 'NECB', 'RLHUSD', 'STIP', 'TBPH', 'NVOS', 'MITT', 'NWS', 'TGTX', 'GSVCEUR', 'AVB', 'BRKR', 'COLIW', 'IYR', 'IMCC', 'FLACU', 'SMIT', 'FHEUR', 'FDMT', 'LAND', 'EDF', 'NAAC', 'GWII', 'ETO', 'RSVRW', 'PHUN', 'FSK', 'ALEX', 'COLM', 'KYN', 'IPAC', 'HPE', 'BSJO', 'TER', 'ICSH', 'AVIR', 'FE', 'ALNA', 'MRAM', 'JHMM', 'EDA', 'TCON', 'OPRA', 'MBII', 'KELYB', 'ESEA', 'ZAYOEUR', 'IDEX', 'ADAP', 'LUMN', 'GCO', 'LIDR', 'VCKAU', 'WPRT', 'VTI', 'GOLD', 'CNX', 'FDVV', 'HIIIU', 'NAOV', 'BCACU', 'TDW', 'LXFR', 'EZU', 'INTZ', 'GAPA', 'ORGN', 'VSEC', 'UAVP', 'CTSH', 'FACT/U', 'JAKK', 'SMWB', 'MFC', 'DVD', 'MSAC', 'ALX', 'FRON', 'VTSI', 'EOLS', 'CMAX', 'TACT', 'PBCT', 'CLNCGBP', 'TPHS', 'FOX', 'IVW', 'GAMB', 'SJW', 'ATHA', 'APEI', 'QFIN', 'XTLB', 'IPDN', 'TBLTUSD', 'FRAF', 'INAPEUR', 'OIH', 'JSD', 'SPKBU', 'AVID', 'ANAB', 'CQP', 'DFAU', 'SMTI', 'VIXYUSD', 'MOH', 'AMBP', 'TETCU', 'FOUR', 'GNOG', 'TTCF', 'RODM', 'ECREUR', 'COMM', 'SWX', 'IBIO', 'MDWT', 'CHUY', 'BALY', 'ATSPU', 'BOIL', 'HARP', 'ASPU', 'MOG/A', 'SCYXEUR', 'FTVIU', 'BRK/A', 'ADT', 'NOVA', 'STLA', 'MNPR', 'HWKN', 'VIEW', 'TWLVU', 'SMMT', 'CDZI', 'WEC', 'MOVE', 'BMTA', 'GCAC', 'INFI', 'GHACW', 'EM', 'VLDR', 'ACWV', 'AYTUUSD', 'GHAC', 'ORAN', 'FNGU', 'REKR', 'SFET', 'CND/WS', 'XLI', 'GRTX', 'CMP', 'IGACW', 'RBKB', 'EQHA/U', 'GLTR', 'SONN', 'RME', 'AAT', 'PEGA', 'JCICU', 'CBBEUR', 'LEGN', 'ON', 'COF', 'MON', 'GPRO', 'GRAY', 'COHR', 'GLSPT', 'GME', 'ICONEUR', 'BOOM', 'HP', 'ROP', 'BTE', 'DISCA', 'AMBC', 'ETACW', 'COST', 'COLB', 'THS', 'NNOX', 'CNDT', 'MDIV', 'BAC', 'EXPO', 'VOOV', 'VIAO', 'CODA', 'TROX', 'DORM', 'LWLG', 'BLK', 'INSG', 'APA', 'UEO', 'WBAIUSD', 'GSUMUSD', 'RCKY', 'URBN', 'SFT', 'ZZF', 'EVK', 'BHC', 'NTZ', 'AMYT', 'SMFG', 'VRCA', 'SPIR', 'HCAQ', 'EVRG', 'CRD/B', 'TDOC', 'DGS', 'ENOB', 'ADPT', 'MMACUSD', 'MDPUSD', 'AQUA', 'AME', 'KBNT', 'HBNC', 'RDI', 'VEU', 'LEAP/U', 'HLAHU', 'RELI', 'CLAA/U', 'AVRO', 'HRTG', 'SCI', 'KRNT', 'USOUSD', 'IPAY', 'SOVO', 'CCBG', 'CAC', 'MBI', 'ZDGE', 'ITGR', 'AVGO', 'CMRX', 'FRBK', 'MBT', 'SPGI', 'SMBC', 'PID', 'TTGT', 'BRK/B', 'CAE', 'JOBY', 'AN', 'NGVT', 'PRSCUSD', 'RIOT', 'UMC', 'TWLV', 'CWK', 'LPTUSD', 'TMMEUR', 'JRS', 'TAOP', 'SPLB', 'MANU', 'RMGC', 'LYB', 'PYPD', 'CPB', 'RNDB', 'SHYG', 'BVS', 'MEDP', 'ASFIUSD', 'HTPA', 'ASAI', 'FRW', 'DHHCU', 'ACII/WS', 'SPTL', 'ENTA', 'TMC', 'ONTXUSD', 'BDSX', 'MPM', 'BLUA/U', 'IDW', 'SRRAEUR', 'ZIM', 'FPAC', 'GTPB', 'LHC/U', 'BGSX/WS', 'GENE', 'CROX', 'XJTDX', 'OVID', 'CMPS', 'EDSA', 'VPU', 'HCHCEUR', 'HDV', 'EDZ*', 'KRKR', 'FNB', 'PNW', 'ARYE', 'CLPR', 'NYT', 'HEAR', 'VMI', 'XOPUSD', 'TREUR', 'AJRD', 'QFTA/U', 'ZROZ', 'ETMUSD', 'AFAQU', 'XBIT', 'MGIC', 'EDR', 'FFIE', 'PEBK', 'OMI', 'MP', 'ERX', 'ORIC', 'VEA', 'GLDD', 'LCID', 'IRDM', 'FDEU', 'RCEL', 'SACH', 'TRXCEUR', 'HX', 'WTH', 'MBAC/WS', 'CONX', 'PRSR', 'GLW', 'SBII/WS', 'GRPN', 'NDLS', 'VRNT', 'DISAU', 'USIO', 'SP', 'MGTX', 'SGLB', 'EPHYW', 'SMAR', 'MREO', 'AKCAEUR', 'EQ', 'CPS', 'ROCRU', 'HCDI', 'OPAD/WS', 'PAYO', 'EDV', 'CC', 'OSH', 'HPX', 'CCNE', 'CVLY', 'JILL', 'XEVVX', 'TORCEUR', 'LEVI', 'PAAS', 'GRMN', 'ASAQ', 'HMHC', 'GNR', 'PFDRU', 'CDK', 'TMAC/U', 'AKOB', 'ABEV', 'CEA', 'GTIM', 'AFAQW', 'RUBIEUR', 'NTB', 'IMPX/U', 'MOO', 'XPOA/U', 'NEE', 'AGMH', 'HIGA/U', 'PCSB', 'LMFAEUR', 'RIO', 'OTELEUR', 'CCO', 'ADROEUR', 'CJJD', 'INVH', 'SBPHUSD', 'HFWA', 'GOEV', 'AXS', 'KPLT', 'FRD', 'TRQ', 'OMEG', 'QUAD', 'DRH', 'TRMDA', 'CNF', 'FLGT', 'EPU', 'FA', 'NWSA', 'TEL', 'EVH', 'EPI', 'HLAH', 'ASPS', 'NSEC', 'IFMK', 'ARLO', 'BJRI', 'ARTNA', 'KN', 'MNSB', 'XBI', 'RKT', 'NERV', 'MRSN', 'HXEUR', 'TWND/WS', 'IPVI', 'SPMB', 'GBIL', 'PETZ', 'RSSS', 'PHIO', 'AACG', 'RYI', 'VOLT', 'ACQRU', 'DMYQ/U', 'RAMMU', 'TXRH', 'TRONU', 'SM', 'COHN', 'NVTA', 'HNP', 'UBX', 'XSCDX', 'KDP', 'EQHA', 'ARTAU', 'LJPC', 'RXI', 'VPCBU', 'HAE', 'FMC', 'HIPO/WS', 'TLGTQ', 'HOG', 'TSRAEUR', 'NET', 'TRMK', 'LOOP', 'HYACU', 'NXDT', 'SCWX', 'ARCT', 'PEIXEUR', 'TIG', 'GRTS', 'TOTL', 'CMRE', 'NFG', 'FKWL', 'PBIP', 'THR', 'LIDRW', 'OCAX', 'PCC', 'TRU', 'MLKN', 'WFRD', 'BAND', 'ATUEUR', 'SKYY', 'MAPSW', 'DENN', 'CLAR', 'NXTC', 'FARM', 'PFNXEUR', 'BX', 'OIBZQ', 'KNLUSD', 'AMED', 'UKYE', 'ONE', 'AIY', 'KPTI', 'LMST', 'EFA', 'ST', 'AAME', 'SORLUSD', 'ACNB', 'SLY', 'SCYX', 'PRK', 'SCOR', 'SCVX/WS', 'NVO', 'SCHE', 'TCOUSD', 'ADSK', 'IEI', 'SBEUSD', 'VTRS', 'NPTN', 'TRHC', 'XXII', 'IBOC', 'NXST', 'FQI', 'REV', 'SPTK', 'TTE', 'DNB', 'NWN', 'ICMB', 'BNR', 'AEL', 'NATI', 'EMAN', 'IMA', 'VFC', 'OTX', 'HUIZ', 'KAMN', 'EGHT', 'AWM', 'RHE', 'GMAB', 'GGPIW', 'BF/B', 'FRSGW', 'FND', 'COE', 'MCHI', 'OSW', 'COOK', 'HYZNW', 'HMCO', 'GSEV', 'SANM', 'AMPI', 'SINO', 'PFLT', 'REAL', 'DBC', 'PSTH', 'GXG', 'STE', 'LGACU', 'ISBC', 'HMPT', 'CAS', 'AGX', 'SUB', 'FNDX', 'ZNTE', 'CCVI/WS', 'MET', 'FUNC', 'XGDVX', 'ARNCCHF', 'TTM', 'NCSM', 'SII', 'JCIC', 'HON', 'CBNK', 'CTBUSD', 'ATNMEUR', 'MRTN', 'UUU', 'ANIX', 'GB/WS', 'ZS', 'ONTF', 'PDCO', 'YJ', 'MEDS', 'JOFF', 'IGAC', 'MTCH', 'DIT', 'ALG', 'BCAB', 'BGI', 'PRMW', 'IPHA', 'AJG', 'PGR', 'BWMX', 'BKE', 'INTF', 'MQ', 'WYNN', 'TRQEUR', 'LDI', 'TMAC/WS', 'LTRPA', 'CBU', 'CLIR', 'SILJ', 'LXU', 'MITA', 'CPAHUSD', 'VBR', 'QLI', 'CURI', 'WDREUR', 'STON', 'HCAT', 'DOV', 'ADEX', 'BIOCEUR', 'IMXI', 'CVS', 'GSBC', 'ENPC/WS', 'HCAR', 'GIII', 'HBIO', 'NEM', 'MTLS', 'MTZ', 'RWJ', 'PTY', 'MAIN', 'ENVI', 'ROLL', 'BVH', 'EVER', 'SNOA', 'MTNB', 'ELOX', 'HAACU', 'HPS', 'ELSE', 'LIFE', 'JMIA', 'SMCI', 'DUOT', 'VIRC', 'TRNX', 'ICLN', 'TAIT', 'VII', 'PHVS', 'PAYC', 'ARGUU', 'HCIIU', 'FCAP', 'SCHC', 'OKE', 'BMI', 'CNATEUR', 'HNI', 'VENA', 'MDLYGBP', 'SIERU', 'CMAXW', 'AQMS', 'SMIHU', 'XAIR', 'REPL', 'CNTB', 'EWTX', 'STN', 'IKT', 'CODX', 'RM', 'TD', 'SGBXEUR', 'XEFRX', 'VUG', 'TRCHEUR', 'HTPA/U', 'NGMS', 'BNL', 'SQM', 'CPLUSD', 'M', 'DML', 'ACET', 'BRX', 'EIGR', 'BOT', 'GGMC', 'BSL', 'RES', 'SIBN', 'AMC', 'TRNO', 'NOV', 'XOP', 'ID', 'MHI', 'TWTR', 'FIVE', 'AHT', 'LAC', 'NAVI', 'SRTS', 'VIG', 'TGLS', 'TSN', 'AEO', 'ZCHA', 'ATRO', 'HNRG', 'FTSI', 'CMCL', 'WEN', 'MUB', 'RNW', 'REVHU', 'AMTX', 'RDCM', 'HCARU', 'BOND', 'GAB', 'VTEX', 'CFRXEUR', 'FXC', 'RCAT', 'GTN/A', 'IUSV', 'EMR', 'DSPGEUR', 'FLUX', 'PV', 'PMGM', 'NBY', 'SPH', 'PH', 'TRVG', 'NWHMUSD', 'GNFT', 'OSTRU', 'NEEUR', 'HUBS', 'ALIT', 'BNGO', 'WEED', 'DFE', 'KRTX', 'RICOU', 'MCS', 'BEATEUR', 'INDIW', 'BSBK', 'BIL', 'CRZN', 'XRT', 'MXCT', 'SMBK', 'ACRS', 'MNSO', 'DCPH', 'ROCK', 'MHO', 'EOSEW', 'NES', 'RVNC', 'SPFI', 'LPTX', 'PCYO', 'BHR', 'GEF/B', 'CSAN', 'VJET', 'OXLC', 'SLGN', 'BKKT/WS', 'PKN', 'XYFUSD', 'KARO', 'CIVB', 'TUSK', 'PPLT', 'SAIC', 'ECPG', 'TQQQ', 'HIW', 'DLHC', 'LITTW', 'KINZW', 'SOI', 'VERX', 'GDXU', 'IPOD', 'AMPH', 'TCRDUSD', 'CMDUSD', 'SRAD', 'AKIC', 'MFA', 'HYMCL', 'CMA', 'HIIQEUR', 'FINS', 'CBAH/WS', 'BBI', 'CRM', 'CAN', 'CLAS/U', 'PDOT/U', 'WKME', 'ROF', 'USLVF', 'AXDX', 'CSWC', 'VLTA', 'AAOI', 'CIH', 'APRE', 'HMNF', 'WPXUSD', 'AROC', 'FXD', 'EWT', 'SLB', 'UPS', 'ALRN', 'DBK', 'CSBR', 'CANO', 'FOXWW', 'XIN', 'WTS', 'TVIXF', 'ACY', 'RPEUR', 'ZNTEU', 'CYTH', 'IEFA', 'CREG', 'AIRT', 'THCA', 'EWY', 'ERIEUR', 'PTOCW', 'GPS', 'CABA', 'SUN', 'STEP', 'AIRI', 'TSLX', 'IGNYU', 'TZPS', 'NKTR', 'GOVX', 'KWEB', 'DCOM', 'MXIM', 'BSKY', 'DAL', 'CARS', 'ATAI', 'CCAP', 'ADMSEUR', 'NJR', 'OXY/WS', 'NYC', 'MOTV/U', 'SLDB', 'ABG', 'CLOU', 'TCBI', 'YSAC', 'CPRT', 'WGO', 'ZME', 'CFVI', 'IVZ', 'GBOX', 'DNKNEUR', 'JPX', 'XLB', 'HSAQ', 'SUX', 'USAC', 'SGMA', 'FPE', 'MTA', 'AMNB', 'SLQD', 'TSM', 'GDEN', 'KAI', 'PSFE', 'KMDA', 'EOD', 'DVN', 'WIMI', 'EVGO', 'NCV', 'INMB', 'GIIX', 'THCBEUR', 'ARTW', 'CLXT', 'PBV', 'NOTV', 'CALA', 'BIOL', 'ALE', 'BTO', 'CSTL', 'PFBC', 'LOGC', 'CDR', 'TGKQ', 'OCW', 'SISI', 'ENSG', 'JBHT', 'MSFT', 'STX', 'SR', 'MOSY', 'POSH', 'SGFY', 'XSLV', 'SDC', 'UBSI', 'IXJ', 'MAXR', 'SPAQUSD', 'VTNR', 'ORGS', 'MPW', 'MESA', 'ODFL', 'HMTV', 'FLWS', 'WSTG', 'CTBI', 'VDC', 'YORW', 'LPLA', 'PIXY', 'ARTEU', 'MGV', 'AWRE', 'WNEB', 'DCRDU', 'ASM', 'SCHG', 'CADE', 'ALCO', 'ACQR', 'LIN', 'AGRO', 'EFC', 'NEWT', 'DIS', 'MYFW', 'WTTR', 'MSA', 'LSPD', 'DSP', 'SNT', 'AHPAU', 'WVE', 'PHCF', 'TTWO', 'VTVT', 'DRVN', 'ATMR/U', 'TCI', 'CFFEW', 'BIMIEUR', 'IFF', 'AAPL', 'CABO', 'BIGC', 'CCCS', 'IJR', 'YALA', 'VNDA', 'GBT', 'WUBAUSD', 'SDY', 'ARWR', 'MPX', 'PV/U', 'SYPR', 'FSRXU', 'CCV/U', 'MYGN', 'SRDX', 'ACIU', 'FRXB/U', 'BOSC', 'MMP', 'CIGI', 'ERUS', 'TPGS', 'LARK', 'VRTV', 'CO', 'FRT', 'IWR', 'FLNT', 'USO', 'APM', 'STRE', 'GRPH', 'FTXO', 'PBLA', 'TMCI', 'ESTC', 'TOUR', 'AMSC', 'STT', 'SSNT', 'BRMK', 'BKYIEUR', 'JBT', 'OFED', 'ADX', 'STBA', 'VONG', 'TOMZ', 'PONOU', 'SYNL', 'KTB', 'ETNB', 'USX', 'TRTL/U', 'DDI', 'AKICU', 'JAXUSD', 'TLMDW', 'FTEV', 'LEO', 'BSGAU', 'BORR', 'FIS', 'LGV/WS', 'FISV', 'HLF', 'TCVA', 'AIR', 'MBB', 'TMBR', 'BCAC', 'AFTR/U', 'SYK', 'VHAQ/U', 'TWLVW', 'HYS', 'IJK', 'HLIO', 'OHI', 'SUP', 'AVDV', 'SHLOEUR', 'JPM', 'REG', 'MOTS', 'FLO', 'LAZY', 'TMD', 'PG', 'URI', 'VENAU', 'ISDR', 'EQD/U', 'ADER', 'TSIB', 'CRU/WS', 'OGE', 'VS', 'AVAL', 'EVF', 'TEKKU', 'CAKE', 'NVCN', 'NCSMUSD', 'SCLEU', 'KALV', 'AGFY', 'VRS', 'KDNY', 'IHIT', 'ELF', 'ENLV', 'GNL', 'IDRA', 'BLIN', 'O', 'LILAK', 'ATGE', 'CEQP', 'AMRC', 'CADL', 'HASI', 'LYFT', 'HBK', 'BNO', 'DHHC', 'SPAB', 'GDP', 'IPAXU', 'COR', 'EOCW/U', 'USATUSD', 'JBI', 'ETSY', 'GMS', 'NTES', 'UI', 'DHF', 'WRBY', 'QUAL', 'INGR', 'IPVIW', 'WPCB', 'SIVB', 'ALDX', 'PGRWU', 'BATRA', 'BGB', 'OSG', 'BXRX', 'SRCIEUR', 'CFFEU', 'NDAC', 'AMKR', 'DRIP', 'EGLE', 'PDLIEUR', 'EFG', 'CDTX', 'ASND', 'ATRC', 'PBI', 'TSK', 'AMOV', 'BASIUSD', 'PRCH', 'TCS', 'SCLE', 'MCN', 'PGX', 'DICE', 'LAKE', 'LGCUSD', 'KBA', 'NNN', 'AVXL', 'MTSI', 'HEXO', 'LMAOU', 'FFHL', 'METX', 'AZYO', 'SOFIW', 'JP', 'XELA', 'BAH', 'PLUS', 'NEU', 'GGPI', 'CLX', 'MNDY', 'EBTC', 'JASNUSD', 'MNKKQ', 'EBACU', 'FTPAU', 'SCOA', 'HALL', 'ASTS', 'DAWN', 'CLRMW', 'SWAGU', 'NWGIEUR', 'BTRS', 'HII', 'STNE', 'NOW', 'NEPT', 'FLMNW', 'HDSN', 'MTTRW', 'LCTX', 'ARKR', 'EHI', 'BBY', 'FLAG/U', 'GECEUR', 'VRTX', 'ALTO', 'BXC', 'SAIL', 'AHCO', 'ATKR', 'BREZ', 'ECL', 'EGY', 'TYL', 'WARR/WS', 'ARAUSD', 'LFL', 'DNZ/WS', 'CRCEUR', 'CORP', 'FIBK', 'SGMS', 'APGB/U', 'IPVIU', 'IPHSEUR', 'ADXS', 'RNETEUR', 'SBUX', 'OSVEUR', 'SWAV', 'PUCKW', 'NOU', 'NI', 'MRCC', 'TSRI', 'LOCC/U', 'MRK', 'CELU', 'MACQ', 'NSTD/WS', 'PRTSEUR', 'HOFV', 'AVEOEUR', 'OLLI', 'AMPE', 'LCA', 'MCX', 'GUNR', 'PLTR', 'AURCU', 'JPI', 'FCNCA', 'SRLN', 'FXO', 'OPY', 'EXTN', 'CTR', 'XJTAX', 'INTA', 'FOA', 'BRBR', 'GIIXW', 'IYH', 'MCFT', 'NBR', 'GDXJ', 'IART', 'BTX', 'WMPN', 'ALLT', 'MDWD', 'CGEM', 'DUT', 'FST', 'ARAV', 'BOLDEUR', 'DBTX', 'AIV', 'NFH/WS', 'LOTZ', 'VALU', 'CFLT', 'LBTYK', 'INFO', 'GNAC', 'VFH', 'XHB', 'INZY', 'PSPC/U', 'OYST', 'HUSA', 'RAVE', 'STIM', 'DESP', 'REDU', 'HLMN', 'TTC', 'RCM', 'FZT/WS', 'URE', 'MMAT', 'CLWT', 'PJX', 'GOAC/WS', 'KNOP', 'JNJ', 'CTAQW', 'NBSTU', 'PVG', 'LFUS', 'ONC', 'SFL', 'INDT', 'TSI', 'AUR', 'ATVCW', 'SONMEUR', 'LOCO', 'PAIC', 'LJAQU', 'FDEFUSD', 'JHX', 'SPDW', 'VHC', 'IIAC', 'ATAQ', 'UAVS', 'BF/A', 'RHP', 'LCAHU', 'GBLI', 'TISI', 'IGACU', 'SLGC', 'BITE', 'LTCHW', 'SQ', 'ALEC', 'CTXS', 'HFC', 'APSG/U', 'RXT', 'MTACU', 'ACLS', 'EBND', 'WK', 'CBSH', 'SPEM', 'HYLN', 'SILC', 'NUV', 'NRAC', 'JEMD', 'SPE', 'ARES', 'PFF', 'ETRA', 'TELL', 'BBQ', 'GMBTU', 'GPK', 'DDD', 'EPHYU', 'NAOEUR', 'CLPT', 'LNC', 'PPD', 'ISOS', 'NR', 'EFT', 'UVE', 'DHY', 'OACB/U', 'OCAXU', 'INO', 'FTGC', 'PBR', 'LX', 'KLAQU', 'FOXW', 'GEF', 'FTCVW', 'ORN', 'HYRE', 'PDBC', 'MMI', 'AFCG', 'MTEX', 'BGSFEUR', 'PTM', 'IMOS', 'MPLX', 'XOM', 'DT', 'PVH', 'LMPX', 'RAMP', 'BKSC', 'WYYUSD', 'BPMC', 'GIG', 'IPSC', 'MFH', 'TTNP', 'SVFA', 'DIGUSD', 'MEIP', 'ETG', 'TPBAU', 'BPTH', 'EVGN', 'SPAQ/U', 'KAII', 'NWE', 'INXNEUR', 'KAIIU', 'LFT', 'ATD', 'CFMS', 'AGG', 'SBC', 'GRC', 'FAT', 'ADCT', 'AVTR', 'TLGA/U', 'FFC', 'ITHXU', 'UFAB', 'GNTX', 'ROKU', 'LILA', 'XEL', 'CDAY', 'EVOP', 'CLV', 'HCKT', 'DCRCU', 'XMTR', 'RFP', 'VBF', 'FVIV', 'KRA', 'GXII', 'FETUSD', 'VCNX', 'VIIAU', 'WPCA', 'THD*', 'RXRAU', 'OMER', 'III', 'BOAS/WS', 'TCMD', 'SEM', 'IJS', 'EVGOW', 'ULH', 'ITHX', 'GLBL', 'DUNE', 'ERF', 'CWCO', 'AREC', 'ASXC', 'KRNLU', 'LAMR', 'TBCPW', 'CPTAEUR', 'ACT', 'JJSF', 'OSCR', 'PLYA', 'ITRM', 'AVCO', 'GSKY', 'WPM', 'TRUE', 'IRNT', 'LUXAU', 'BELFA', 'CMOEUR', 'SLAMU', 'IMCR', 'VERI', 'GTPA', 'AIT', 'SY', 'MNTSW', 'MOMOUSD', 'COWN', 'LGV/U', 'EBMT', 'YTEN', 'LEGH', 'CDLX', 'ELMD', 'ARGX', 'SLQT', 'THC', 'ASRTGBP', 'KE', 'OCFT', 'IJJ', 'LND', 'ISLE', 'KSI', 'CALM', 'CAROEUR', 'GOL', 'GLTA/U', 'WILC', 'OUST/WS', 'TMF', 'TLRDEUR', 'NDQ', 'COKE', 'AMAO', 'FF', 'CBAH/U', 'FIVN', 'ICFI', 'LOAN', 'LGF/B', 'ASML', 'CBAT', 'AJX', 'HAFC', 'DYH', 'BBIG', 'LEAP', 'JD', 'CALT', 'FTXR', 'NTR', 'EBR', 'SBFG', 'DHX', 'RUTH', 'IKNX', 'SRZNW', 'CUK', 'NEGG', 'EMN', 'CHPM', 'COGT', 'UXIN', 'ITOS', 'DJCO', 'BNLEUR', 'UAL', 'CBAY', 'IVAC', 'NCBS', 'LTPZ', 'NHC', 'JOB', 'CVII', 'AMSWA', 'AZZ', 'TSPQ', 'CLBK', 'AMPL', 'BPOP', 'GRP/U', 'VIGI', 'VNO', 'FEP', 'CNMD', 'CWST', 'EMMS', 'WIRE', 'BTCM', 'ATH', 'GPCOU', 'ATNM', 'SLRX', 'RGCO', 'FSICUSD', 'ESTE', 'VB', 'MUDSU', 'GLSI', 'TG', 'BLDP', 'AVYA', 'SONAUSD', 'FIZZ', 'TTD', 'CPSR', 'LYL', 'SCL', 'RVI', 'BGRYW', 'FSEA', 'HMSYUSD', 'EVOJ', 'HD', 'HFRO', 'ATO', 'TERN', 'BJ', 'APLT', 'UTZ', 'NMTC', 'ACTEUR', 'LDLEUR', 'KR', 'SELF', 'BITE/U', 'CCB', 'AMRX', 'BHAT', 'YRI', 'GD', 'ATIF', 'PAQC', 'NIJ', 'ASPN', 'HYLB', 'BUSE', 'MOMO', 'XENE', 'CBT', 'WMGIEUR', 'INFN', 'CPTK', 'NRACU', 'CDOR', 'FDIS', 'MMYT', 'IGA', 'ARBGW', 'AAON', 'DXJ', 'MFIN', 'KNX', 'MTP', 'SLVRU', 'TGP', 'QQEW', 'JPIN', 'SEA', 'CATC', 'NMMC', 'AGI', 'CBOE', 'LITTU', 'CNETEUR', 'LCAA', 'QRVO', 'TREB/WS', 'HPRN', 'INDO', 'VTGN', 'BTB', 'MGRC', 'ESGE', 'AMTI', 'XGTIEUR', 'REYN', 'TAP', 'ISR', 'MBTC', 'CXDC', 'AGNC', 'RANI', 'PFBI', 'NTRA', 'SHBI', 'SCZ', 'HVT', 'THQ', 'COLD', 'SRSAU', 'HWELU', 'CD', 'NOMD', 'XBXMX', 'ODC', 'XSSPX', 'NOC', 'PHIC', 'GXIIW', 'SNES', 'SPT', 'BACA/U', 'FXH', 'CMLS', 'MMSI', 'MKL', 'SKAA', 'NSTC/U', 'WNC', 'COLIU', 'VYM', 'GLBE', 'GLOP', 'GSMG', 'EMKR', 'PSDVUSD', 'TS', 'VMD', 'GIB/A', 'SNSE', 'INSUEUR', 'SMPL', 'PTRS', 'BCC', 'TNK', 'PWI', 'TRMB', 'ESSC', 'SBEAU', 'ECAEUR', 'PINE', 'CBMB', 'IRS', 'MMED', 'MNIQQUSD', 'MACK', 'MCHP', 'ASYS', 'FTVIW', 'EWS', 'ENZ', 'GRID', 'NBHC', 'TRTX', 'ATLC', 'KAR', 'FWONK', 'LGND', 'MTDR', 'BSJN', 'VAL', 'WARR', 'TOPS', 'AAQC/WS', 'HAS', 'DOOR', 'WHR', 'KSICW', 'CMC', 'FFNW', 'BZS', 'SPGS', 'KTCC', 'RBCN', 'VVI', 'CHRS', 'GSAQU', 'CVGI', 'IBB', 'DK', 'BCOR', 'ALLO', 'WCLD', 'RC', 'UP/WS', 'SWK', 'ACAHU', 'GSH', 'VIRX', 'HNST', 'BCDA', 'XHE', 'MTL', 'ESGU', 'ETB', 'EVOK', 'AMAL', 'EOG', 'ACI', 'GGPIU', 'VYMI', 'BDX', 'CPSR/U', 'NMRK', 'AOBCEUR', 'CGIXEUR', 'EXR', 'CONE', 'RGR', 'TVACU', 'ASTC', 'VTRU', 'CHUN', 'CBFV', 'AIZ', 'VFF', 'CHNR', 'EWP', 'BBCP', 'XFRAX', 'MEKA', 'BLKB', 'DOYU', 'EARN', 'DHR', 'FSFG', 'FDL', 'EUCR', 'CNSL', 'LDE', 'USA', 'PMD', 'GDRX', 'MAQC', 'ARKOW', 'CMPR', 'KINZ', 'INDA', 'DAR', 'HCARW', 'FSSIW', 'TRC', 'SUMR', 'ANET', 'RLAY', 'VPCC/U', 'BTT', 'NWL', 'HIX', 'CDNA', 'PT', 'IGICW', 'XBIO', 'QSI', 'MKD', 'EUSG', 'AURC', 'PAHC', 'EQH', 'AB', 'ITRI', 'CPUH/WS', 'NXTDEUR', 'MUDS', 'VEL', 'PTOCU', 'LGVN', 'IQLT', 'PRSRU', 'TIL', 'TEO', 'AVA', 'VYNT', 'EGAN', 'YAC/U', 'ASPCU', 'GNSS', 'ASTE', 'CANG', 'WEBR', 'NNDM', 'OSI/U', 'ARCB', 'AKTS', 'TFSL', 'TLMD', 'OMCL', 'SAM', 'FMTX', 'PCY', 'NVR', 'BWX', 'ENVIW', 'NEWR', 'LHX', 'LPZB', 'AGE', 'QRTEA', 'MSGE', 'AXOA', 'IEUR', 'WASH', 'FLAC', 'CSGP', 'CPLG', 'OXY', 'LNTH', 'ASTRW', 'LDUR', 'KLR/WS', 'MNKD', 'OSPN', 'DELL', 'PARR', 'CARR', 'SSAAW', 'ICAD', 'WLTW', 'WWFA', 'ARCH', 'VNET', 'CLSK', 'PSTX', 'RDHL', 'RLMD', 'WERN', 'BTTR', 'UNAM', 'MIC', 'CME', 'MYPSW', 'VIAC', 'TIXT', 'HUMAW', 'KGJI', 'FCBC', 'CAL', 'ARGO', 'APOG', 'AQST', 'GRAMUSD', 'GOOG', 'HHR', 'CHAA/U', 'AY', 'PBT', 'XMLV', 'VWTR', 'FRG', 'CNXC', 'TLYS', 'FLOT', 'BKLN', 'RBBN', 'MTOR', 'HOPE', 'FMAO', 'BRZU', 'FHTX', 'CLF', 'BSCL', 'ACEV', 'JWSM', 'DALS', 'TYME', 'INSW', 'VZIO', 'YRD', 'UIHC', 'TXN', 'SPSB', 'OLP', 'MMLP', 'LOKM/U', 'TLRY', 'EZM', 'OCG', 'XPAXU', 'HSY', 'ETRN', 'NDACU', 'CVCY', 'FTK', 'BCEL', 'SPIR/WS', 'TEVA', 'REE', 'RUN', 'HIBL', 'LEV', 'QURE', 'LSPDEUR', 'AYX', 'SPXU', 'SHAK', 'BITAUSD', 'SFNC', 'OII', 'VKTX', 'CBAN', 'MCHX', 'TBSAU', 'INTU', 'MFG', 'ZAGGEUR', 'NVEC', 'TQJ', 'FVAM', 'NBB', 'TNDM', 'BARK/WS', 'SHCRW', 'EPOL', 'RWX', 'GABC', 'CCXGBP', 'LOW', 'PBFS', 'FRSH', 'FOXF', 'APO', 'TLH', 'DNAC', 'CTT', 'RCRT', 'DNMR', 'SSF', 'INFY', 'CCMPEUR', 'RYAAY', 'FINMU', 'PSO', 'GTBP', 'ABSI', 'FFIV', 'BRPMU', 'SAR', 'CFFN', 'WSBF', 'BLNGU', 'DXF', 'CEIX', 'ONVOCHF', 'SUNL', 'CELC', 'SSWEUR', 'DAVA', 'AGL', 'TRL', 'RPD', 'AGAC/U', 'NICK', 'PRTH', 'TSPQ/WS', 'SAL', 'AWR', 'BPY-UCAD', 'HLI', 'SSY', 'DOGZ', 'CVCO', 'CVAC', 'NESRW', 'HLMNW', 'DMYQ/WS', 'YAC', 'ALTU', 'CIB', 'MUFG', 'SBAC', 'BDTX', 'PSEC', 'PRG', 'ASAQ/WS', 'HLT', 'CPUH', 'RRD', 'MXL', 'VXF', 'WARR/U', 'VMW', 'MSCI', 'GB', 'LMT', 'FRST', 'SGU', 'IVAN', 'SRCE', 'OWLT/WS', 'ZNTEW', 'CWEN', 'CGUSD', 'FFBW', 'RNST', 'SLGL', 'MDNA', 'ZEST', 'DFIN', 'FDT', 'BRPMW', 'SMMTUSD', 'HUSAUSD', 'GATX', 'IDYA', 'OMF', 'ECOM', 'LC', 'VOOG', 'EVLO', 'NWPX', 'LTRN', 'FPI', 'SIX', 'HYEM', 'MACC', 'FANG', 'AUTO', 'GLAD', 'MCG', 'DS', 'EA', 'WSR', 'BOLT', 'GMII', 'MASS', 'YUMC', 'XSD', 'IGC', 'FNCH', 'KIE', 'FCN', 'AYAEUR', 'DGRW', 'EVCM', 'TREB', 'BIV', 'WTM', 'AKU', 'GHL', 'CSA', 'ALS', 'GRBK', 'SCSC', 'BGH', 'SGRP', 'CIX', 'GLMD', 'JHG', 'AEACU', 'ATA', 'DOEUR', 'UDOW', 'ATSG', 'SNEX', 'INVZ', 'TACA', 'MAT', 'WNW', 'CBRL', 'BCOW', 'APRN', 'BWXT', 'IMV', 'KVSA', 'EFSC', 'CGRN', 'IWS', 'BOAC/U', 'VECO', 'CAJ', 'MVBF', 'IDT', 'VEC', 'WCN', 'FHB', 'EYEN', 'DHT', 'WSC', 'CTO', 'BENEU', 'KRT', 'SVOK', 'AGRX', 'CFIVW', 'DUNEU', 'BNDX', 'IPVF', 'HNNA', 'SFST', 'TECS', 'FNLC', 'PSAG', 'FOCS', 'ALTUU', 'ADV', 'ALIM', 'AEG', 'RETA', 'TBK', 'MKTWW', 'APP', 'IMH', 'SSHEUR', 'DRE', 'SBET', 'CVII/WS', 'BURL', 'MCY', 'CRBP', 'AFYA', 'GIL', 'NBLXUSD', 'CCVI', 'GVA', 'EDN', 'SSBI', 'NAT', 'GTPAU', 'MLAB', 'MVIS', 'AUBN', 'BE', 'KMX', 'KROS', 'MOS', 'ZG', 'WMS', 'HACK', 'FIGS', 'KNSL', 'PODD', 'IAUUSD', 'MSOS', 'OLA', 'RIDE', 'VRTS', 'MAG', 'MICT', 'VRT', 'UNP', 'EVLVW', 'No identifier found.', 'DOCU', 'JBSS', 'STAG', 'EAC', 'KNSA', 'RMBI', 'CYH', 'VOO', 'DNAD', 'PBBK', 'HHS', 'MCAFU', 'ALC', 'AMRS', 'AIA', 'SKIL/WS', 'YGYI', 'XHS', 'AXGN', 'AOSL', 'RFL', 'MNTAEUR', 'INTLUSD', 'VPCC', 'TEN', 'EACPW', 'TRGP', 'WAASEUR', 'MTAL/U', 'MCK', 'NPK', 'ASAQ/U', 'OSMT', 'PPG', 'PSK', 'HLLY', 'APMIU', 'TSBK', 'ELYS', 'UEIC', 'PTNR', 'DMO', 'FAF', 'APSG', 'PSA', 'GHLD', 'EIDO', 'AGFS', 'CLNSEUR', 'TATT', 'MYOV', 'NRGX', 'SEED', 'TVTY', 'XLNX', 'LOMA', 'RSG', 'FRTA', 'ACRE', 'SNII', 'CIIGU', 'HCI', 'NRBO', 'WRIUSD', 'GSIE', 'CRBU', 'ELEV', 'EDTK', 'FWAC', 'FMIV', 'BY', 'AGGRU', 'PFIE', 'BA', 'IHI', 'XFOFX', 'VVOS', 'NFLX', 'ONDKEUR', 'AXP', 'HIFS', 'GLHAW', 'DXYN', 'HROW', 'GECC', 'ENIA', 'ANAC', 'CBTX', 'MORLUSD', 'CM', 'MRLN', 'XCHYX', 'UPLD', 'IBA', 'VTV', 'SPLV', 'BWAY', 'FSD', 'DCF', 'SPG', 'KIO', 'QADB', 'ARVL', 'CMMB', 'PGC', 'ACAD', 'MDU', 'KLIC', 'TMST', 'IMRN', 'RIV', 'OSK', 'GFF', 'NBH', 'ACBI', 'PCOR', 'FULT', 'LHAA', 'EVRI', 'PFFD', 'IAA', 'KVSC', 'CBZ', 'PEAK', 'DHBC', 'MMMB', 'HLLY/WS', 'PHR', 'NE', 'DSGN', 'CXOEUR', 'PDT', 'SLVP', 'FCG', 'CDEV', 'SHLS', 'JBLU', 'PBPB', 'TROVEUR', 'RXRAW', 'NXU/WS', 'BANF', 'PRLD', 'VET', 'JRVR', 'BOTZ', 'TEHP', 'TXMD', 'GRPNCHF', 'PYPL', 'SPMD', 'DEPOEUR', 'TWND/U', 'AEZS', 'XLP', 'BCX', 'HRL', 'CNFR', 'APYX', 'CCXI', 'AMPG', 'PDLB', 'RWO', 'SCAQU', 'WCP', 'LMACU', 'ENNVU', 'AVP', 'CSFLUSD', 'VIAV', 'AEX', 'WRAP', 'LGAC', 'MJC', 'FVE', 'BFC', 'NEP', 'VOYA', 'OM', 'FCF', 'PKW', 'ITQ', 'TFX', 'HNGR', 'IUSG', 'KIDS', 'CASTOR', 'SVM', 'ABCB', 'BNTX', 'HLXA', 'CCS', 'CYBE', 'MTRN', 'CERT', 'VTIP', 'FTA', 'AMJ', 'EPD', 'DSWL', 'AMT', 'CSPI', 'CLOV', 'GPN', 'YUM', 'CMPI', 'PWOD', 'GFX', 'WIX', 'BFST', 'SVSVU', 'AAXJ', 'AAN', 'EVR', 'MGC', 'AEE', 'PLOW', 'DCRNW', 'RDS/A', 'IMRA', 'ZEV', 'NCMI', 'WSO', 'CMCM', 'BBBY', 'AEYE', 'PUCK', 'MIT/WS', 'AMOT', 'AKTX', 'QTRX', 'PKOH', 'ZKIN', 'MPC', 'POAI', 'DCOMUSD', 'CMI', 'NVIVDEUR', 'NGCAU', 'GMBT', 'LOKM', 'CGEN', 'SBTA', 'GCMG', 'CLMT', 'MKSI', 'IJT', 'KT', 'SSRM', 'SWET', 'DAC', 'ICE', 'WBS', 'SCHH', 'NWG', 'MDH', 'IWP', 'VERB', 'AMPY', 'TGB', 'KAHC/WS', 'COLI', 'LSRM', 'RAPT', 'DGII', 'MARAEUR', 'DRI', 'FSP', 'ADP', 'SSO', 'PLXS', 'ROOT', 'FOXWU', 'BLUA', 'SPWR', 'CHRW', 'CLGN', 'FMAC/U', 'TIOAU', 'KRE', 'STOK', 'BARK', 'ITRN', 'TSP', 'PCN', 'EBS', 'UBFO', 'OPNT', 'IRCP', 'XPOA', 'PCTTW', 'GEG', 'STTK', 'KSU', 'WTER', 'OUT', 'BAK', 'GLBS', 'GAN', 'NC', 'SYXUSD', 'OFIX', 'LAUR', 'NMIH', 'EXN', 'FONR', 'USFD', 'INNV', 'BANC', 'MINT', 'BOH', 'PACX', 'SXC', 'TRY', 'AR', 'EHC', 'YAC/WS', 'APTX', 'CHKEW', 'GTE', 'ALCC', 'MACU', 'AWI', 'BVSNEUR', 'LCNB', 'PIPR', 'PCPC/WS', 'CBMGEUR', 'TRI', 'AVTX', 'VC', 'DNREUR', 'CIG', 'RIBT', 'TCBK', 'FBK', 'HMCOU', 'RDVY', 'CVE/WS', 'FDP', 'USIG', 'DON', 'CVV', 'FSNB/U', 'CTMX', 'FUSB', 'XPDI', 'BYTS', 'BLDR', 'GHSIGBP', 'PCPC/U', 'BFS', 'INN', 'MIGI', 'RLGT', 'XNCR', 'IPA', 'DECK', 'KVHI', 'RELY', 'EIM', 'IOVA', 'TWI', 'PING', 'PBF', 'UMBF', 'XEADX', 'OPHC', 'KEP', 'AIHS', 'DLY', 'FMNB', 'BHSE', 'TESS', 'SNAP', 'FACT', 'AXU', 'CCCC', 'BDC', 'REGI', 'ELS', 'SYRS', 'EFTRW', 'HOTH', 'XL', 'MBAC', 'EXPE', 'ENVIU', 'YGMZ', 'MONCW', 'BITE/WS', 'TMP', 'AGGR', 'CVNA', 'FUO', 'SRVR', 'WEYS', 'STWD', 'FUL', 'BXGEUR', 'IBM', 'AMS', 'ASR', 'LESL', 'VNQ', 'MGPI', 'LIND', 'VVR', 'VLO', 'ASX', 'GGAL', 'ALIT/WS', 'RMNI', 'USAK', 'MANH', 'OVBC', 'FATE', 'HRZN', 'VSTA', 'BCBEUR', 'GPC', 'BP', 'ESTA', 'QH', 'HOLX', 'DASH', 'GUSH', 'LEU', 'TERPEUR', 'GMBL', 'XPDIU', 'POND/U', 'CASH', 'FBMUSD', 'RMCF', 'EBA', 'WCGEUR', 'NMFC', 'MTCHEUR', 'HNM', 'ROVRW', 'UGLDF', 'CVLT', 'SPAQ', 'SFIX', 'ICD', 'TIP', 'DCO', 'POWW', 'SFUN', 'IVE', 'SAFM', 'ENS', 'WORX', 'HOMB', 'VPL', 'PACK', 'PALI', 'COHU', 'GLPI', 'ANGI', 'TSC', 'ATAQ/U', 'DXR', 'ROSEUSD', 'HPP', 'TZPSU', 'POWRU', 'DBO', 'GON', 'DBRG', 'GANX', 'CLSD', 'MOTV', 'NUVB/WS', 'CANF', 'HES', 'GOOD', 'HBI', 'CSII', 'TRVN', 'HUN', 'JYAC', 'SOXS', 'EPC', 'TXT', 'ELTK', 'TMO', 'BERY', 'ENFA', 'APD', 'GAPA/WS', 'IP', 'SOHU', 'FNDA', 'EDG', 'PTLAEUR', 'SNFCA', 'IHF', 'OCDX', 'PSF', 'CPIX', 'BBVA', 'TBNK', 'ACRO/U', 'NESR', 'OVER', 'ZOM', 'NLSN', 'OGN', 'GTEC', 'BIG', 'IRM', 'ATTO', 'PRPL', 'SNDA', 'SSAA', 'DE', 'SEE', 'HEI', 'UAMY', 'JAMF', 'EFL', 'FMIVU', 'JRI', 'XCUR', 'OBLG', 'MHD', 'IBER', 'FRHC', 'DRADEUR', 'EPAM', 'IO', 'LRGF', 'AENZ', 'AZEK', 'RMR', 'RYN', 'IRT', 'SLRC', 'AGM', 'OWL', 'NFBK', 'REVHW', 'HEP', 'SWIM', 'HTH', 'NRD', 'CR', 'INAB', 'HLAHW', 'QUIK', 'TSA', 'BNS', 'UPH', 'INSTEUR', 'LICY', 'ALV', 'DOC', 'ISLEW', 'ES', 'PLAG', 'FUBO', 'INPX', 'SLCR', 'KOD', 'SOLO', 'TUESUSD', 'SRNE', 'FCCO', 'HUDI', 'FNI', 'FLYA/U', 'QEPEUR', 'TPR', 'BND', 'BLND', 'LOVE', 'GLT', 'CHEF', 'DHBCW', 'AGBA', 'POLY', 'BKTI', 'PLBC', 'CLAQU', 'CSTA/U', 'PLBY', 'BHLB', 'CFBIEUR', 'OCN', 'DNZ/U', 'FL', 'PUKN', 'CNTTQ', 'HTA', 'CLBR/U', 'NUAG', 'BUD', 'OKTA', 'MACC/U', 'SONY', 'ETW', 'STL', 'MCD', 'USS', 'VMAC', 'PRI', 'RPT', 'SCHM', 'DXPE', 'GIGM', 'UNIT', 'ZI', 'FXE', 'BODY', 'XPOA/WS', 'NLITU', 'GES', 'LINC', 'UPWK', 'NAK', 'MPLN/WS', 'AMWL', 'AAL', 'QTEC', 'SKYAU', 'CMCSA', 'CL', 'CMF', 'HHC', 'UFSEUR', 'CLIM/U', 'XLV', 'CUCA', 'FVI', 'GBR', 'ENSC', 'ABTX', 'NSTD', 'NBTB', 'CTV', 'ACVA', 'AC', 'ORC', 'LEGAU', 'AMLP', 'MIDD', 'MIRO', 'TWIN', 'RKDA', 'HCIIW', 'PHPN', 'CTOUSD', 'LPG', 'UVXYEUR', 'UGRO', 'SDOIEUR', 'ECH', 'HEDJ', 'TUGCU', 'JAGXEUR', 'TK', 'ANAC/U', 'MDLZ', 'GTHX', 'PLPC', 'MDREUR', 'VINC', 'IIIIW', 'NS', 'ARBG', 'BTRSW', 'RDW', 'RCI/B', 'MLNXEUR', 'UFPT', 'TUFN', 'ROBO', 'FLME', 'CRTO', 'WALD', 'FANH', 'FGF', 'PD', 'K', 'AKR', 'ELMSW', 'CRIS', 'SPHD', 'SQFT', 'UTM', 'TEI', 'FAZEUR', 'SBII/U', 'VBIV', 'SGBX', 'PKG', 'AERI', 'PIM', 'RBOT/WS', 'AXLA', 'SPKEEUR', 'CLSN', 'FREL', 'SCLEW', 'PDEX', 'AGLE', 'CNNE', 'GAPA/U', 'SHO', 'GLBLU', 'IEMG', 'BTAI', 'OLO', 'PGRE', 'F', 'DNP', 'RETO', 'PBD', 'AGZ', 'CEMI', 'NUS', 'ZCMD', 'DWX', 'PETQ', 'CCCS/WS', 'XPO', 'WFC', 'PFTAU', 'ENVB', 'VCR', 'MSGNEUR', 'FUN', 'MGLN', 'CVET', 'SITC', 'TWST', 'HPO', 'VXRT', 'QTT', 'NAVEUR', 'HCC', 'LZB', 'PRLB', 'HZON', 'SIOX', 'NAUT', 'NBSTW', 'MITO', 'IGNY', 'PALL', 'YINN', 'LCII', 'MIT', 'RADA', 'YCBD', 'ESNT', 'ICL', 'SVMKEUR', 'BUWA', 'WIT', 'NDRA', 'LCAPW', 'CYOUUSD', 'ADTN', 'ARYD', 'PEO', 'ROM', 'SPOK', 'ASAXU', 'CHTR', 'GLTO', 'HWBK', 'HIII', 'CHMG', 'GTPBU', 'CZNC', 'SNN', 'QUMU', 'MARA', 'MD', 'MRVI', 'GTTNQ', 'PPGHU', 'VALN', 'IRTC', 'TIPX', 'NKLA', 'EBSBEUR', 'GIA/U', 'MOAT', 'KLTR', 'HGV', 'USLM', 'KOS', 'BIVI', 'BLUE', 'BW', 'VEN', 'BGX', 'BITF', 'PFIS', 'SPTM', 'CNC', 'MBIO', 'HIHO', 'ADRA', 'ARCC', 'HRB', 'SEAH/WS', 'ARMK', 'ANDE', 'XJQCX', 'IBN', 'KBH', 'MGA', 'YMTX', 'AANUSD', 'GFX/U', 'IMTX', 'AUPH', 'ISIG', 'SCOB', 'AEHAU', 'IJH', 'MNLOUSD', 'ORLY', 'SEAH/U', 'CYAD', 'VHAQ', 'TWND', 'PAA', 'CMBM', 'FWRD', 'CRDL', 'MUSA', 'RPRX', 'MMS', 'CP', 'TWOU', 'ITA*', 'BAMR', 'BFI', 'FBIZ', 'NYMX', 'RRR', 'CALX', 'AGTI', 'JAQCU', 'GOOGL', 'AKA', 'TWMUSD', 'LAWS', 'SRRA', 'MTC', 'OTIC', 'ASA', 'RMED', 'ARDS', 'XONUSD', 'VBK', 'ROSS', 'TPD', 'IKNA', 'KLAQ', 'DXLG', 'DYNT', 'PMVC', 'XEJ', 'PHYS/U', 'PDEUR', 'FCRD', 'CMCT', 'SNPS', 'AMPI/WS', 'SERA', 'THRY', 'FGBI', 'CHS', 'PSX', 'PEG', 'QLD', 'VTOL', 'AFMD', 'WWD', 'EPSN', 'EWC', 'VOX', 'AVNT', 'VECT', 'BXMT', 'PKE', 'IMPX', 'CRTD', 'MRNA', 'VMM', 'NAKD', 'AIG', 'RNGR', 'DSAQ/U', 'ELMS', 'CYXTW', 'DKNG', 'UVSP', 'GREE', 'TINV', 'MLAC', 'RXNEUR', 'JILLEUR', 'JT', 'ADAG', 'LDHA', 'MHH', 'HYMB', 'TCCO', 'CURO', 'GRIFUSD', 'OFS', 'POWL', 'WRB', 'GSV', 'MIGA', 'THFF', 'CBLIEUR', 'NSYS', 'PLMR', 'CNTG', 'CYXT', 'JKS', 'AE', 'LBC', 'IIN', 'SLVO', 'MNTX', 'KBIA', 'OXUSU', 'WHD', 'TIGO', 'UL', 'BDN', 'CBRE', 'ARCO', 'UWMC/WS', 'DGE$', 'PTS', 'ZEAL', 'EACPU', 'FBP', 'FTEV/U', 'EJFAU', 'NEO', 'CMY', 'RSKD', 'OPCH', 'RDY', 'OFLX', 'CHR', 'L', 'HSDT', 'EBON', 'GIWWU', 'CIZN', 'MTBC', 'SWN', 'JFR', 'AMAT', 'EMB', 'VXUS', 'LYG', 'LCAHW', 'GWW', 'WTRG', 'COVA', 'ERIE', 'VRNS', 'EMQQ', 'VIA', 'XVTAX', 'DRQ', 'EBR/B', 'FINV', 'FINX', 'VSTO', 'MRNS', 'VMACW', 'ADNT', 'VCTR', 'IMPL', 'KGC', 'FMF', 'FPX', 'NLNKEUR', 'DXC', 'DH', 'BSKYU', 'ESXB', 'ABMD', 'WLLEUR', 'FTEC', 'NHI', 'NOVEUR', 'DTSS', 'CCI', 'SURF', 'DSI', 'LCUT', 'CAH', 'USEG', 'IACEUR', 'ETD', 'AKRXEUR', 'GLOWEUR', 'AGTC', 'EJH', 'PSMT', 'VLATU', 'RVMD', 'SPGS/U', 'APOPGBP', 'TVACW', 'WAVC/U', 'AWH', 'DOW', 'LUMO', 'TDC', 'OPA', 'VTAQ', 'GLPG', 'CTIB', 'PIPP/U', 'LXP', 'VOD', 'ALYA', 'CSLT', 'SPRO', 'CATBEUR', 'PDSB', 'ACAH', 'LMACW', 'INTC', 'TKAIEUR', 'VVUSUSD', 'INKAW', 'BKT', 'MOBLEUR', 'HSKA', 'TWNI/U', 'SNCR', 'PRN', 'BRO', 'GBIO', 'PMVC/WS', 'AEVA', 'POOL', 'URC', 'OBLNGBP', 'AFIB', 'TNA', 'OCA/U', 'THO', 'QID', 'ELD', 'CNHI', 'RESN', 'BGGUSD', 'ODP', 'IHT', 'KTOS', 'SWSSU', 'KLAC', 'IWN', 'VCEL', 'IWB', 'CECE', 'CFRX', 'HPI', 'CBAH', 'AKBA', 'RYAN', 'DUO', 'HZNP', 'EUCRU', 'ACIAEUR', 'FHS', 'STKS', 'ATNI', 'NRIM', 'KC', 'HEFA', 'AKUS', 'KIII', 'VDE', 'ACEL', 'XSVM', 'MG', 'RUBY', 'FFA', 'FLYGBP', 'BEEM', 'LDHAU', 'FNHC', 'NIHDEUR', 'PLXP', 'COMP', 'DEA', 'MT', 'CTLEUR', 'EYEGGBP', 'WVVI', 'IXUS', 'MDLA*', 'SCS', 'SDOWUSD', 'EQD/WS', 'ACKIT', 'EMLP', 'EZA', 'SAVE', 'HOFT', 'QLYS', 'CYCN', 'AVUS', 'TELA', 'MEOH', 'LIE', 'RMBL', 'ENJY', 'DOMA/WS', 'RNLX', 'AWN', 'SAP', 'HPF', 'CLVT', 'MORF', 'CMT', 'PLMIU', 'TETC', 'BMO', 'ADEX/U', 'EUSGU', 'DBDR', 'ETWO', 'VALPQ', 'MBUU', 'BGSF', 'MONCU', 'BIDUN', 'XPCQX', 'BIIB', 'FSBW', 'FNDE', 'UNF', 'RLX', 'SPY', 'HUBG', 'ACMR', 'HLTH', 'PWFL', 'ACII', 'IRIX', 'ZFGNUSD', 'RMGCU', 'CSIQ', 'TBCP', 'GSBD', 'BMRC', 'JTUSD', 'FIW', 'TBLT', 'COTY', 'APPN', 'PLUN', 'HOOK', 'KSPN', 'LIVE', 'NCTY', 'BSAQ/U', 'TREB/U', 'FRC', 'VIOT', 'FTSM', 'ME', 'FTSIEUR', 'ONVO', 'ANSS', 'MPB', 'VITL', 'DALN', 'HYAC', 'HIO', 'MOR', 'MDH/U', 'CRWS', 'R', 'HMC', 'ORCL', 'BV', 'PDI', 'TMAC', 'XPMFX', 'QTWO', 'XCY', 'PCF', 'KEQU', 'PTIC', 'ASH', 'LFTRU', 'NSHEUR', 'TCDA', 'GWGH', 'ALSKUSD', 'TARA', 'GGMCU', 'JACK', 'MNST', 'RDN', 'LVRAU', 'FLYW', 'KERN', 'LLY', 'GIGGW', 'MU', 'CYAN', 'TECH', 'FFWM', 'MDJH', 'VSTM', 'LIVN', 'MKFG/WS', 'ENB', 'DCRN', 'PII', 'NDSN', 'YSG', 'ZTS', 'BRBS', 'ERESU', 'OZK', 'JBGS', 'FREY', 'HL', 'QQQM', 'ITMR', 'OMIC', 'KRON', 'TPC', 'BMY', 'MNTS', 'VIEWW', 'PCTI', 'KMT', 'ABJA', 'BNFT', 'HCII', 'THCXEUR', 'IPHIEUR', 'ABIO', 'BTBT', 'STFC', 'CRC', 'BMTC', 'DSG', 'PRCT', 'ANNX', 'GRX', 'VNQI', 'PTICU', 'BRW', 'XELB', 'OMC', 'ITCB', 'RCII', 'HTBXEUR', 'ACM', 'PMCEUR', 'GTES', 'IEF', 'ETJ', 'WHLM', 'ALSN', 'HERAU', 'RACB', 'BBSI', 'AOMR', 'TVTX', 'TRMR', 'DSAC', 'SYNA', 'TRV', 'FMAC/WS', 'BHF', 'ARBGU', 'VGR', 'TRIN', 'MTB', 'GFL', 'SPDN', 'HRC', 'CFB', 'GSQB/U', 'BTN', 'SCHZ', 'SSB', 'VAW', 'VONV', 'HECGBP', 'CNDA/U', 'TBCPU', 'FRPH', 'ADRA/U', 'AKAM', 'CUE', 'COMT', 'WST', 'IOSP', 'GPAC', 'PNQI', 'Z', 'LUXA', 'PROG', 'ASAN', 'NSPR', 'VMC', 'AFL', 'DLPN', 'CWAN', 'IYC', 'MTN', 'HCACUSD', 'NCR', 'BASE', 'GOAC', 'TM', 'LODE', 'DAO', 'GXC', 'PAGP', 'OTIS', 'POM', 'GEVO', 'BNED', 'MNTV', 'ARQT', 'AZRXEUR', 'VJETUSD', 'TIPT', 'ONEQ', 'ACA', 'CLIM', 'BRP', 'SAN', 'HTBX', 'QQQJ', 'EGGF/WS', 'TOCAEUR', 'CCAIU', 'CBLUSD', 'IXN', 'LKNCY', 'PHB', 'DLPNGBP', 'MLPAUSD', 'VIACA', 'PDCE', 'GOED', 'CRNC', 'OBE', 'SCOBU', 'SOLY', 'BBIO', 'VRSK', 'LDOS', 'CWI', 'MRNSUSD', 'LYRA', 'ISRG', 'MYE', 'OESX', 'SMP', 'ADM', 'SCPS', 'HCM', 'TWNT', 'SC', 'TUP', 'ENSV', 'AGS', 'CREX', 'TALO', 'AOIGBP', 'ASZ', 'XLC', 'VIRI', 'UNM', 'TOWN', 'JAN', 'NBEV', 'OLN', 'AL', 'ELGXEUR', 'ROIC', 'ESRT', 'STGW', 'BBW', 'ORBCEUR', 'GXIIU', 'WSTL', 'TMUSREUR', 'GXO', 'LVGO*', 'EYES', 'PB', 'NMMCU', 'HSC', 'DNLI', 'ACXP', 'BC', 'OBSV', 'FSV', 'MGYR', 'HOV', 'KWAC', 'ESI', 'TBSA', 'ALLE', 'DRT', 'MAC', 'MEUSW', 'DGNS', 'ADVM', 'IGR', 'RUSHA', 'SLNG', 'STVN', 'RBB', 'PGEN', 'BDL', 'AIH', 'COUR', 'CFIV', 'OLPX', 'HUBB', 'TPB', 'ITP', 'EXFEUR', 'RYB', 'GFED', 'OSBCAD', 'SW', 'BFIN', 'EIRL', 'DZSI', 'IYE', 'RLI', 'EAST', 'USB', 'ED', 'B', 'GNUS', 'FRWAU', 'EPHE', 'TSIBU', 'SJNK', 'LBRDK', 'IDE', 'EXPR', 'EH', 'LGIH', 'PPGH', 'SPKB', 'CCMP', 'BRIVW', 'GTYH', 'ADRA/WS', 'XYLD', 'GNRC', 'WY', 'RHI', 'VNCE', 'CLR', 'EMO', 'DDL', 'APLE', 'ASZ/U', 'ZVO', 'OAS', 'TRN', 'SIGI', 'AYTU', 'IMGN', 'SCHL', 'OCAXW', 'CDNS', 'GBRG', 'SI', 'CTKB', 'BILL', 'HPREUR', 'WALDU', 'MED', 'SGNLEUR', 'KXIN', 'USAU', 'OPT', 'PIRS', 'UCBI', 'SAQNEUR', 'AINV', 'EOSE', 'AZRE', 'VICR', 'TACA/U', 'CHGG', 'ZEN', 'LMAT', 'DNAB', 'GAMCU', 'TDUP', 'ARW', 'ADUS', 'IDN', 'IDV*', 'TALK', 'ABDCUSD', 'PROV', 'TWLO', 'PLIN', 'AAQC/U', 'GEOS', 'CASS', 'SSP', 'GPACU', 'MEG', 'SE', 'THCPU', 'ACHR/WS', 'STOR', 'MGM', 'WKHS', 'NSTB/WS', 'VIST', 'MBIN', 'PSTL', 'FINM', 'SPSC', 'DPW', 'ARDX', 'CLIM/WS', 'FEDU', 'DFEN', 'KBE', 'NOA', 'FLB', 'RNG', 'VGT', 'HTLF', 'MANT', 'EUFN', 'QCLN', 'KOP', 'BWAC', 'RSVR', 'VGSH', 'BSQR', 'IYG', 'XYL', 'EUM', 'XYF', 'DMAC', 'ABCM', 'SLAM', 'EEX', 'BROS', 'GSA', 'ATCO', 'ANZUW', 'MRTX', 'VGK', 'EWL', 'WAB', 'EQR', 'ASRT', 'AFBI', 'RARXEUR', 'SGH', 'UPTDU', 'IPG', 'SMH', 'PLAY', 'CHI', 'NURO', 'AHPI', 'ATMR', 'PRIM', 'COUP', 'XLK', 'FSR', 'VLUE', 'XBMEX', 'KIM', 'BTNB', 'WPC', 'GMDA', 'NEON', 'SUPV', 'CFR', 'LOKM/WS', 'VCKA', 'LXRX', 'COOP', 'PXLW', 'IDI', 'CDC', 'DCRNU', 'GURE', 'MMM', 'ALLY', 'INKA', 'OPBK', 'SMTC', 'GGMCW', 'HBT', 'GSQD', 'ATVCU', 'PMGMW', 'BODY/WS', 'TIFEUR', 'GDX', 'CISNEUR', 'EBAC', 'PZA', 'QFTA/WS', 'CONXW', 'AOUT', 'VELOW', 'AMAOU', 'COP', 'BLCM', 'OAKSUSD', 'LCAP', 'NGC/U', 'ITR', 'ROL', 'CGNX', 'LAZR', 'PRF', 'HTHT', 'SMIH', 'CYT', 'GPI', 'EEUSD', 'IMMP', 'CRON', 'NSY', 'AVCT', 'CFBK', 'CG', 'VCIT', 'WOOF', 'ESLT', 'BRIVU', 'HCICW', 'KRP', 'FLIC', 'GMIIU', 'XNCMX', 'NRC', 'MACA', 'CLDT', 'DERMEUR', 'AXSM', 'KINS', 'BHE', 'TIOA', 'ILF', 'HI', 'DDF', 'APAEUR', 'CODI', 'DBDRW', 'DCI', 'THG', 'BOMN', 'TGS', 'FIXX', 'PAYX', 'QD', 'RCHGU', 'USM', 'FFIN', 'ZION', 'RBAC/U', 'WMG', 'GNCA', 'SPTS', 'OPAD', 'CIBR', 'SEMR', 'CFIVU', 'PRPC', 'DNOW', 'BSY', 'GNLN', 'JXN', 'UHS', 'CBD', 'MYTE', 'UNH', 'NODK', 'GNT', 'TKNO', 'CLI', 'INKAU', 'VERO', 'SWS', 'CPAR', 'APTS', 'HEI/A', 'PHAS', 'EML', 'FTVI', 'MRUS', 'CNOB', 'REM', 'CTEK', 'PLD', 'SNSSEUR', 'MTEM', 'SCPL', 'RGLS', 'ENJYW', 'RRN', 'ITB', 'FUSN', 'SCHN', 'NXGN', 'PTIEUR', 'OUST', 'XPH', 'LEMB', 'TW', 'FRGI', 'HPX/U', 'ISPC', 'PECO', 'HUYA', 'NSZ', 'MNRO', 'RCLFU', 'VTEB', 'SVFC', 'ISI', 'TMV', 'TFC', 'EYE', 'IDA', 'EW', 'JAGX', 'EWQ', 'ONCS', 'GSES', 'BLD', 'FPRXEUR', 'DLCA', 'MESO', 'ROCRW', 'ICCC', 'XLG', 'SO', 'RTX', 'CRWD', 'LAD', 'BRG', 'BEAM', 'ATIP', 'LSF', 'ARKF', 'BIOSUSD', 'CTXR', 'RVP', 'HUGE', 'XNEAX', 'GBY', 'ONDS', 'QLTA', 'CATSGBP', 'PBYI', 'APEN', 'UGR', 'DWIN/U', 'RPTX', 'CCM', 'PUCKU', 'DVY', 'IMAB', 'CTHR', 'UCTT', 'PECKEUR', 'ARKO', 'ADEX/WS', 'LSXMK', 'DKS', 'PKBK', 'CHPT', 'PCI', 'CAT', 'CONXU', 'DHBCU', 'EQT', 'NX', 'GSG', 'EXLS', 'CASY', 'ENG', 'EBC', 'MAPS', 'DCRC', 'XHNWX', 'FHI', 'PSPC', 'VUZI', 'CTRM', 'HQL', 'GSEVU', 'CSGS', 'VPV', 'GOOS', 'PGRW', 'KSS', 'EPHY', 'REPX', 'APVOEUR', 'PTC', 'MAQCW', 'CNR', 'ITOT', 'NID', 'CUTR', 'AMEH', 'RPAIUSD', 'THMA', 'VVPR', 'KTRA', 'EDTXU', 'PAVE', 'BRC', 'DRIO', 'TRWHEUR', 'VG', 'DRNA', 'VLY', 'UA', 'FELE', 'NGS', 'GDOT', 'IMBI', 'CTOS', 'SHYF', 'ZLAB', 'HZN', 'ERIC', 'MIND', 'SRV', 'CDXS', 'MLM', 'DMF', 'HCIC', 'NATH', 'BEDU', 'ZNH', 'LE', 'KMI', 'ORGNW', 'MSEX', 'ONON', 'HLG', 'ZYNE', 'ASRV', 'PEB', 'MGK', 'ENR', 'HCA', 'APTMU', 'ATHN/U', 'DISA', 'FREQ', 'CUZ', 'METC', 'DILAU', 'LFST', 'FBHS', 'AGGY', 'ACRX', 'GIGGU', 'BB', 'MACAU', 'BLTS', 'WDAY', 'XM', 'SWETW', 'MSB', 'CLM', 'BRN', 'ASHR', 'JPST', 'JBI/WS', 'MPAA', 'AOA', 'DPST', 'AUS', 'IEX', 'MBWM', 'BR', 'PMVC/U', 'PRQR', 'SWKH', 'RPAY', 'SGHT', 'LPI', 'AYLA', 'PED', 'WIFIEUR', 'MEOAU', 'PGNY', 'VIS', 'SINT', 'API', 'BCOV', 'NFE', 'CTRE', 'FSII', 'HIIIW', 'MRC', 'PICC/WS', 'CRY', 'REGN', 'GLUUCHF', 'BSFA', 'CLBR/WS', 'ACOREUR', 'ZIOP', 'FWONA', 'RBLX', 'PRPB', 'PAYA', 'CZWI', 'ALRM', 'ENFAU', 'INTT', 'SHLX', 'QRHC', 'DADA', 'FLEX', 'SITM', 'UWMC', 'PANA', 'IIIV', 'TROW', 'SLCRU', 'FTI', 'SFUNUSD', 'LYTS', 'VLTA/WS', 'HYFM', 'BUZZ', 'SGTX', 'PAM', 'OCUL', 'IHDG', 'INWKEUR', 'HHLA', 'BLW', 'GREK', 'MDGL', 'DDM', 'BLTSU', 'ARVN', 'FICVU', 'BGNE', 'TPTX', 'QLGN', 'LLNW', 'CPSH', 'CNET', 'AMAM', 'CCEP', 'GKOS', 'OIS', 'RBZHF', 'PRTOEUR', 'TCBC', 'SLP', 'ITH', 'JCS', 'FST/U', 'CMLTU', 'ELVT', 'PPC', 'AINC', 'TWOA', 'GFOR/WS', 'MNDO', 'PPBT', 'KWAC/U', 'GTLS', 'IAT', 'TDY', 'XCAFX', 'LEXX', 'RPID', 'FSCTEUR', 'PUMP', 'AMGN', 'GCAPEUR', 'BLL', 'MOD', 'RTLR', 'SVA', 'MDY', 'HPX/WS', 'BRZUUSD', 'W', 'IRWD', 'CXE', 'TAL', 'MRIN', 'NVST', 'CLLS', 'NKSH', 'PFDR', 'VNRX', 'BSIG', 'PFHD', 'SWETU', 'IFS', 'NOBL', 'IWD', 'NMR', 'TTMI', 'OGS', 'MDH/WS', 'FET', 'MUDSW', 'ATR', 'CLPS', 'GOSS', 'ILCG', 'CTSO', 'SPI', 'CRHC/U', 'APACU', 'KW', 'CRSP', 'QIWI', 'FTCS', 'ARRY', 'IVC', 'DMRC', 'ABM', 'TMQ', 'CENTA', 'GWPHUSD', 'TDTT', 'IGM', 'ANAT', 'ROCGU', 'TCRX', 'NEXT', 'IAS', 'NUVA', 'FLS', 'MOHO', 'NSSC', 'IWL', 'PZN', 'NEXA', 'AAC/WS', 'MC', 'MAA', 'WINVU', 'VBLT', 'FENY', 'GNMXEUR', 'PMVP', 'REVG', 'TME', 'FVT', 'GTH', 'UTXZ', 'FRME', 'MA', 'EVI', 'CTRN', 'PRVB', 'ZETA', 'CINF', 'SPXC', 'PAYS', 'GLIBAEUR', 'RDVT', 'VTWO', 'NIU', 'SPLG', 'PAR', 'TTEC', 'BFLY/WS', 'HY', 'IIVI', 'BGRY', 'SREV', 'NRDY', 'TLRAEUR', 'PTOC', 'THMAW', 'EIS*', 'WHF', 'ASLE', 'YANG', 'IYT', 'OZON', 'ALKS', 'MSDAU', 'SCPH', 'BTAQ', 'AYRO', 'GTS', 'EQBK', 'SCCO', 'GWRS', 'TVAC', 'MSI', 'FLME/U', 'KRC', 'NAIL', 'CHT', 'LSCC', 'GTPBW', 'GWB', 'MEC', 'BH/A', 'FUV', 'FSNB/WS', 'ASTR', 'ENQ', 'ACTDU', 'WMC', 'MRCY', 'BG', 'HE', 'WTI', 'EZFL', 'SRPT', 'DSM', 'OTECU', 'CASA', 'IMKTA', 'EQHA/WS', 'POLA', 'AVLR', 'BU', 'UNB', 'RMAX', 'TILE', 'MLP', 'MIST', 'SNDR', 'RGLD', 'UAO', 'EWU', 'FORE', 'CFG', 'PHICU', 'AXAS', 'CNTQU', 'SHC', 'YMAB', 'JEGBP', 'GMIIW', 'SAMG', 'IIPR', 'PCK', 'TMDX', 'WMK', 'ANTE', 'SHPW/WS', 'AXL', 'GTN', 'TSLA', 'SNRHU', 'FTPA', 'SPTKW', 'KO', 'ZWRK', 'SF', 'IR', 'PAYOW', 'TTEK', 'PINS', 'FVIV/U', 'EFR', 'CIO', 'NVSAU', 'SYY', 'CVE', 'YY', 'CHLN', 'PRPB/U', 'FC', 'STAR', 'ANTM', 'ASC', 'CMTL', 'RAIL', 'CETV', 'CCIVGBP', 'CMS', 'SU', 'OCX', 'TCPC', 'SONO', 'WEI', 'CVGW', 'INVA', 'IWC', 'CHCI', 'DYAI', 'MXC', 'AMZA', 'VOXX', 'TBLA', 'VNM', 'GLG', 'VTIQU', 'SIM', 'ENFAW', 'ETAC', 'MTUM', 'RBAC', 'NTIC', 'GSBUSD', 'DTIL', 'ACWX', 'VYNE', 'ZGNX', 'EEFT', 'AGR', 'ZEPP', 'DOMA', 'TPLUSD', 'GGB', 'MIME', 'XLRE', 'GLSPU', 'PSNL', 'BCSF', 'PI', 'ESGR', 'IIIIU', 'PTSI', 'AIRG', 'MEI', 'CCAC/WS', 'AEMD', 'NTRS', 'SAFT', 'RL', 'HMN', 'ASIX', 'ARRWW', 'HA', 'CENQU', 'AIVEUR', 'KSA', 'TMPMU', 'LEA', 'PLX', 'OPEN', 'TRP', 'TRS', 'EXPI', 'ELP', 'MCBS', 'APVO', 'CERE', 'AZPN', 'BVXV', 'REFR', 'EXPD', 'VLD/WS', 'MOV', 'FSRX', 'NNAUSD', 'ITCI', 'IPO', 'SPHS', 'ONEW', 'HYD', 'PAE', 'UG', 'CTAQ', 'MTX', 'ENIC', 'DNA', 'KRG', 'SMMCEUR', 'ODT', 'WSCEUR', 'IHC', 'PNC', 'PRAHEUR', 'SLV', 'EPAC', 'OEPWU', 'ET', 'MF', 'LHDX', 'MGI', 'ONCT', 'WRK', 'JMEIUSD', 'VRDN', 'REET', 'BWACW', 'XOGEUR', 'EWCZ', 'NVSN', 'REPH', 'LBTYA', 'FTHY', 'VEEV', 'LGL', 'LZ', 'BXP', 'GKD', 'IIII', 'FBRX', 'QSR', 'CXP', 'USPH', 'ACWI', 'ACST', 'HGSH', 'HAPP', 'SCKT', 'BIOT', 'BHTG', 'DRD', 'KLR', 'VYGG', 'BCRHF', 'HEPA', 'SLAC/U', 'NUZE', 'VNOM', 'VRA', 'DEM', 'ADERW', 'ASLN', 'VVNT', 'BOXL', 'TR', 'DLN', 'EEXEUR', 'ARNA', 'ALB', 'ISUN', 'KYMR', 'GSQD/U', 'EWBC', 'INGN', 'CSWI', 'BGR', 'OVASUSD', 'LJAQW', 'APPF', 'PRGO', 'ETR', 'HLIT', 'FBNC', 'NXE', 'FRXB/WS', 'NAACU', 'ACR', 'LEJU', 'ATVC', 'PLMI', 'PBTS', 'BBL', 'CNA', 'CSX', 'CXM', 'STAB', 'MVST', 'MGEE', 'ACAHW', 'BSCM', 'SAGE', 'ENDP', 'CULP', 'ETN', 'MDYG', 'BABA', 'BRPM', 'ACGL', 'SEIC', 'XIGDX', 'ENPC', 'DOX', 'KALA', 'VIOO', 'RCS', 'IPOD/U', 'DD', 'VGII/U', 'VIXY', 'EPZM', 'SNOW', 'TMKRU', 'ZBH', 'CUBE', 'BRSP', 'ESM', 'GSK', 'IUSB', 'AYI', 'IZEA', 'SGOL', 'IVAN/U', 'MMC', 'AFRM', 'APG', 'COVAU', 'MPWR', 'TTPHEUR', 'RKLBW', 'FACA', 'GLAQ', 'HSIC', 'WQGA/U', 'SUM', 'MATX', 'UBSG', 'KAHC/U', 'ATHE', 'EMLC', 'XPEV', 'LUV', 'ZNOG', 'FLME/WS', 'GFX/WS', 'KDMNEUR', 'ORTX', 'ARTL', 'EPWR/WS', 'TWNK', 'MFD', 'RWT', 'IRBT', 'PLCE', 'KRMD', 'PATI', 'SBR', 'BAX', 'AVEO', 'ZH', 'CLS', 'RYAM', 'LRCX', 'ENPC/U', 'MTG', 'CUIEUR', 'TSHA', 'BZH', 'RMO', 'KEX', 'SWI', 'ESTRF', 'PWV', 'CNVY', 'KLXEUSD', 'SNLN', 'OTRA', 'FXY', 'SMT', 'FDUS', 'CRTX', 'MCRI', 'HCNEU', 'LMAOW', 'QCOM', 'GBLIUSD', 'TRVI', 'DNA/WS', 'BIO/B', 'CIEN', 'IPAR', 'NHTC', 'PTBD', 'FEZ', 'ALT', 'OPRT', 'MTSCEUR', 'CPOP', 'SYBT', 'BSVN', 'OIIM', 'RWR', 'BPMXEUR', 'IGIC', 'COOL', 'HCQ', 'DHC', 'PHI', 'GRCL', 'SPGS/WS', 'ARQQ', 'TEGPUSD', 'AZTA', 'CLRB', 'SPWH', 'DTE', 'LQD', 'VCRA', 'AA', 'MUX', 'CASI', 'EQNR', 'BCOM', 'CWBR', 'CHPMU', 'KAIRU', 'VAQC', 'LEG', 'UHT', 'MITTEUR', 'IVLU', 'IBRX', 'SUNS', 'VELO', 'THRN', 'ABEO', 'ALGS', 'TUYA', 'MTRX', 'PSPC/WS', 'EFOIEUR', 'WTRH', 'TRIT', 'CII', 'VLGEA', 'PLL', 'DUNEW', 'XPGPX', 'NFJ', 'ADC', 'ATRI', 'CREEEUR', 'SV', 'YOU', 'EVFM', 'HUGS', 'CEPS', 'ESMT', 'AUDC', 'DYNS', 'PIPP/WS', 'TMUS', 'GCACU', 'LIXT', 'SMMF', 'CYBR', 'JUPW', 'SRSA', 'EPWR', 'AMK', 'PACW', 'MIXT', 'GLO', 'TRIB', 'ECOL', 'KUKE', 'HEZU', 'ING', 'CLNN', 'HTBI', 'MPLN', 'SVFAU', 'EVOJW', 'CRUS', 'HCSG', 'PACDEUR', 'U', 'OPESEUR', 'CPW', 'HYT', 'WLMS', 'BSN/U', 'NMM', 'NDAQ', 'BEP-U', 'GSY', 'NEXI', 'FMIVW', 'FPF', 'LCI', 'ANGO', 'KOPN', 'GAMC', 'STAA', 'SPNT', 'CSUUSD', 'TRIP', 'BIOC', 'ETV', 'SBTX', 'CPNG', 'LH', 'RRC', 'UTH', 'MDCOUSD', 'CHMI', 'CSR', 'CANO/WS', 'SHQAU', 'SCVX', 'RAVNEUR', 'SAJA', 'OCFC', 'UPRO', 'LMND', 'IPVA', 'VBTX', 'PQGEUR', 'PCRX', 'CELH', 'SGEN', 'STEM', 'ARKG', 'RE', 'CRU/U', 'AXTA', 'ERYP', 'DNAA', 'MARK', 'LNN', 'ACCD', 'FNF', 'ACTD', 'SMHI', 'NARI', 'SOL', 'XRAY', 'HURC', 'CE', 'SHW', 'HFFG', 'PESI', 'SAEXEUR', 'STCN', 'XOMA', 'BVN', 'CCNC', 'CAMP', 'TAC', 'ABCL', 'SCM', 'LMNR', 'SGC', 'VIPS', 'CHE', 'UFI', 'GMTX', 'PRMWUSD', 'HSTO', 'OLED', 'CMLT', 'VPG', 'SBOW', 'ATSPT', 'AVNW', 'UMPQ', 'UONE', 'AMWD', 'RGNX', 'IYW', 'SUI', 'LKCO', 'RGS', 'SNV', 'PFGC', 'RKTA', 'HUT', 'ADVWW', 'RPV', 'MRKR', 'NUGT', 'BHG', 'AROW', 'ALPA', 'PETS', 'ERO', 'CVEO', 'NBST', 'CDE', 'PTR', 'SLG', 'RNA', 'DBEF', 'CHK', 'ENBLUSD', 'GSM', 'REXR', 'BAR', 'RCMT', 'ALAC', 'APT', 'SOPH', 'XEXGX', 'BRLI', 'PROC', 'ENVA', 'REZI', 'TPL', 'RAD', 'HIMX', 'SEER', 'MAS', 'ALK', 'ROAD', 'DTEA', 'UEPS', 'T', 'TOOUSD', 'POST', 'IT', 'URGN', 'HST', 'EEM', 'VYGR', 'LBAI', 'PIPP', 'SPKAU', 'CW', 'DSKE', 'RNR', 'FSTR', 'WF', 'ANVS', 'ESDA', 'MRBK', 'FREEW', 'OMEX', 'SELB', 'TSEM', 'CLFD', 'RUSL', 'KRUS', 'KOSS', 'EGBN', 'ENZL', 'WPCA/U', 'HUSN', 'GGN', 'WEX', 'NXPI', 'PDOT', 'VIR', 'FORKUSD', 'RY', 'AUB', 'DMS', 'COOLU', 'AFG', 'RLJ', 'TGH', 'CLGNGBP', 'PDFS', 'SHG', 'GNACU', 'ALVR', 'ZENV', 'BAM/A', 'NRGU', 'MCFE', 'NLTX', 'PLNT', 'BILI', 'QS', 'FEIM', 'SQZ', 'AXR', 'PLTK', 'UPST', 'LFG/WS', 'CRHEUR', 'EFOI', 'ESPR', 'EQIX', 'CPZ', 'IGMS', 'CSTE', 'PRFZ', 'ITW', 'GAIA', 'PRDO', 'SEB', 'RVLV', 'NSTG', 'BSBR', 'GASS', 'BGSX', 'EWX', 'SNRHW', 'KZR', 'CPA', 'LOGMEUR', 'XMGUX', 'AWC', 'DAIO', 'PCT', 'JATT/U', 'ARRW', 'FLL', 'VACC', 'JNK', 'EBF', 'SBII', 'CLRMU', 'Y', 'FNWB', 'SBBPEUR', 'VREX', 'GBX', 'AOS', 'SVOKU', 'WWW', 'MSC', 'DLS', 'NOG', 'CHWY', 'MSN', 'IS', 'DFAI', 'ZNGA', 'GRWG', 'SNY', 'LSEA', 'TKAT', 'FTDR', 'CDW', 'SBT', 'SCHW', 'LAIX', 'TANH', 'FN', 'SPTI', 'OPRX', 'ZY', 'ESP', 'PME', 'SNESEUR', 'LNT', 'CPUH/U', 'FULC', 'ERESW', 'OXBR', 'AXNX', 'ARTA', 'EWN', 'TPGY', 'VCYT', 'PCH', 'HYACW', 'TMPM', 'FPXI', 'LUNG', 'FTCV', 'MTCR', 'PHX', 'DJP', 'ATHN/WS', 'ALLK', 'LIT', 'KALU', 'DGX', 'CELJF', 'MNTK', 'WDFC', 'NAII', 'FTHM', 'APR', 'AMRK', 'CIM', 'PSAGU', 'ENVXW', 'AMBO', 'PRGS', 'TARO', 'IQ', 'OGI', 'ZTO', 'DES', 'LMACA', 'CLAS', 'IEV', 'AMPI/U', 'GNW', 'FITB', 'QQQX', 'DYN', 'SRRK', 'CENX', 'BMTX/WS', 'SOHO', 'COFS', 'ADBE', 'LANC', 'INDI', 'SFM', 'BWCAU', 'KNTE', 'MGY', 'CRNX', 'CIA', 'CTOS/WS', 'NH', 'ZIVZF', 'PK', 'WH', 'PCAR', 'AWP', 'PFSW', 'HSTM', 'SSYS', 'LWAY', 'SNCY', 'INNTEUR', 'GSEVW', 'GPOR', 'XHR', 'ATHX', 'CELUW', 'TAST', 'ANATUSD', 'BRKL', 'IYF', 'WFG', 'APTV', 'ABGI', 'AFHIF', 'FTV', 'UGI', 'INMD', 'CYTO', 'NG', 'LEGA', 'COIN', 'HBP', 'UP', 'ONCR', 'ANZUU', 'FBIO', 'NEPH', 'CBPXEUR', 'ROST', 'ORI', 'FEYECHF', 'HYLS', 'CWB', 'ERH', 'MCBC', 'BAB', 'CHD', 'TFI', 'SBLK', 'VERY', 'STMLEUR', 'SOXL', 'SILK', 'ULBI', 'IGV', 'ANPC', 'ACES', 'VNE', 'HUGS/U', 'URTH', 'CRDF', 'LABP', 'NBTX', 'CEPU', 'QFTA', 'SPNE', 'OPGN', 'RJF', 'UIS', 'CUBI', 'TTSH', 'CRSAUEUR', 'SRAX', 'GLEEU', 'NSL', 'HMCOW', 'BLI', 'LITE', 'VERU', 'VV', 'BRQS', 'JOAN', 'KL', 'COO', 'SPGP', 'WMB', 'BEPC', 'CRD/A', 'LIZI', 'CHKEUR', 'MKTX', 'EYPT', 'DEI', 'TIMB', 'CARG', 'VNLA', 'RLGY', 'VAREUR', 'USRT', 'AIN', 'BFLY', 'NBEVEUR', 'CSODEUR', 'INCY', 'RMBS', 'IVV', 'NRA', 'BTWNU', 'EPRT', 'TENB', 'MN', 'OFC', 'NNBR', 'GAU', 'VO', 'SYNH', 'LVS', 'RCHGW', 'ULTA', 'NVCR', 'SJI', 'HERA', 'INOD', 'MIT/U', 'CHPMW', 'OEPW', 'PXS', 'J', 'BUR', 'DIV', 'IPVA/WS', 'SRG', 'FHLTU', 'OBCI', 'XOS', 'MNA', 'MSGS', 'VRP', 'SPARUSD', 'LVTX', 'EFV', 'IH', 'VATE', 'PXD', 'AEGNGBP', 'NXRT', 'HZO', 'HQI', 'TPZ', 'PAY', 'CLW', 'FDN', 'VRSN', 'UCFCUSD', 'PRAX', 'HTLD', 'SIL', 'FXNC', 'LADR', 'VIRT', 'KNBE', 'GPXUSD', 'PPT', 'CKPT', 'OXSQ', 'XAODX', 'ERES', 'CARE', 'BLMN', 'TZAEUR', 'BRFS', 'AGCB', 'PDD', 'NBRV', 'RDUS', 'UAA', 'PSAGW', 'SIVR', 'NUE', 'QDF', 'ASO', 'SEAC', 'VMBS', 'BVXB', 'MGNX', 'VNT', 'SSTK', 'LGF/A', 'PRAA', 'LHCG', 'KWR', 'IPOF', 'QESEUR', 'QYLD', 'MACQU', 'PAQCU', 'IEA', 'GPV', 'LKFN', 'AMCX', 'BAP', 'CDAK', 'BFP', 'AVAN', 'MKFG', 'RBA', 'PTH', 'BKYI', 'ZNTL', 'SRE', 'WEA', 'POND', 'IMAC', 'GRUB', 'OPP', 'ARL', 'PNNT', 'ALTR', 'CZR', 'STRM', 'EDUC', 'ENNV', 'STRS', 'QNST', 'PATK', 'FOXA', 'OPBUSD', 'HQY', 'YNDX', 'CIFSEUR', 'SPYV', 'NWBI', 'SLYV', 'RDO', 'XSOE', 'RTIXEUR', 'CLVS', 'LMFA', 'CVBF', 'AIKI', 'ALHC', 'PATH', 'WELL', 'EVSIUSD', 'OI*', 'COS', 'SMG', 'PLYM', 'LFTR', 'CPTK/U', 'RWM', 'CALB', 'ZM', 'CF', 'FB', 'NNVC', 'EDIT', 'TKR', 'TCRR', 'DTRTU', 'BNNRU', 'AMR', 'VHI', 'SVFB', 'KFS', 'SCVL', 'EJFA', 'GARSUSD', 'GATO', 'SQNS', 'STNG', 'IBER/U', 'NOACU', 'AATC', 'BKSY', 'PRA', 'SSSS', 'BLBD', 'BSX', 'NCA', 'MOG/B', 'CLAY', 'NMMCW', 'BPMP', 'LEE', 'THWWW', 'JFIN', 'AGO', 'GOGO', 'UFCS', 'EVOL', 'MRVLEUR', 'AGIL', 'PMTS', 'RDW/WS', 'NSTC', 'D', 'FLXNEUR', 'SHACU', 'PHM', 'AAC', 'PRU', 'KLAQW', 'VOT', 'YELL', 'VEON', 'DTOCU', 'MIRM', 'ANZU', 'HCCCU', 'WPP', 'DGLY', 'SRJ', 'TRST', 'AGEN', 'AEHR', 'WMT', 'OEPWW', 'BRDG', 'PXH', 'RICK', 'VCLT', 'KELYA', 'NOACW', 'FORD', 'LTHM', 'XMPA', 'FPAY', 'NSC', 'SKY', 'SMM', 'EAT', 'PAG', 'SLS', 'GCP', 'DLA', 'DISH', 'BBEU', 'EWJ', 'VAC', 'MKGI', 'OCGN', 'CYTK', 'PML', 'CCV/WS', 'LBPH', 'IOR', 'NEOSUSD', 'BRID', 'FTNT', 'SVOKW', 'TLGA/WS', 'GOVT', 'NUWE', 'PWSC', 'GNTY', 'UNUSD', 'UTB', 'TC', 'INSP', 'SINAEUR', 'EXTR', 'RTRXEUR', 'STRE/U', 'FCCY', 'DMYQ', 'STAFUSD', 'OCA', 'RSOEUR', 'PACXU', 'GE', 'NRZ', 'FRPT', 'UTF', 'SNAX', 'AON', 'FRSGU', 'STRC', 'LEVL', 'BK', 'GIM', 'DSX', 'GHSI', 'MYLCHF', 'ATCX', 'OCA/WS', 'EQX', 'AWX', 'ROK', 'XGN', 'DKDCU', 'FXR', 'ECOLW', 'DPLOEUR', 'SLAC', 'S', 'PAEWW', 'LAAAU', 'JAKKEUR', 'IMO', 'AVAH', 'DQ', 'GWIIW', 'CYCC', 'CRSR', 'AEM', 'WING', 'THW', 'SMSI', 'MYOSEUR', 'PJT', 'PW', 'INFU', 'NUSI', 'DIOD', 'FNDF', 'PRTY', 'PLAB', 'THMO', 'BLRX', 'INOVEUR', 'TCAC', 'QBAK', 'PWR', 'OVLY', 'SPRTEUR', 'FT', 'ALTUW', 'LORLUSD', 'AZO', 'BWEN', 'JVA', 'WHG', 'NLOK', 'EVBG', 'KRBN', 'FZT/U', 'NGM', 'GO', 'VHIUSD', 'APPS', 'BOAS/U', 'VXXBUSD', 'BMTX', 'DWSN', 'SVXY', 'PMGMU', 'MORN', 'NL', 'XSPA', 'GPMT', 'EWM', 'UPC', 'JFU', 'PRNT', 'AMAGEUR', 'KBWB', 'AM', 'JRO', 'ZSAN', 'HTGM', 'BIF', 'AEY', 'DGRO', 'SYBX', 'ENPH', 'ILMN', 'VIV', 'NOAC', 'MINIEUR', 'DOCS', 'FXL', 'ML', 'PTMN', 'KMB', 'IAC', 'VRAY', 'ADIL', 'WLHUSD', 'PIAI/U', 'BATRK', 'GRIL', 'VSCO', 'GHC', 'NWFL', 'GREKUSD', 'PPBI', 'STM', 'MBRXEUR', 'SESN', 'ADERU', 'MEETEUR', 'HOTREUR', 'NDMO', 'RYTM', 'FREE', 'POR', 'MYSZ', 'MPACU', 'TIVOEUR', 'CCL', 'BUG', 'WETF', 'NPCE', 'ZTR', 'BSJL', 'DLTH', 'MPVD', 'PPSI', 'USCB', 'VOC', 'ONEM', 'ITI', 'ENFCUSD', 'AKRO', 'GBZ', 'XT', 'NSTD/U', 'ASAX', 'EQC', 'DFP', 'MITAU', 'EB', 'DWIN/WS', 'ATHN', 'TLIS', 'AMBA', 'RACE', 'CLAA', 'GOAC/U', 'OEC', 'RCLF', 'NTST', 'TAYD', 'TSCO', 'BOKF', 'TYRA', 'ALBO', 'XPER', 'NTGR', 'INBX', 'AXTI', 'JCAPUSD', 'PACB', 'PEN', 'FRANUSD', 'BLFS', 'NVDA', 'CRVL', 'VT', 'ARR', 'CMLTW', 'GOF', 'MLR', 'WDC', 'MFSFUSD', 'LOCL', 'ATA/U', 'SITE', 'ISAA', 'FYBR', 'SNPX', 'CYEUR', 'CRL', 'PRTA', 'VICI', 'ICUI', 'IPOF/U', 'FRO', 'FOR', 'WWR', 'FSS', 'SMFRW', 'NOK', 'EVC', 'IWY', 'DMLP', 'RYT', 'BKJUSD', 'EZPW', 'FALN', 'SLR', 'HDB', 'VSS', 'WAT', 'SLAB', 'NCNO', 'EIG', 'SBEAW', 'GPR', 'VERV', 'DAKT', 'BSN', 'AVNS', 'INDL', 'WOW', 'IIAC/U', 'CGNT', 'BKNG', 'ASGN', 'BYFC', 'CZREUR', 'BGIO', 'RAAS', 'SEAS', 'LTCH', 'FISI', 'STXN', 'HPLTU', 'ISNSEUR', 'JMUGBP', 'XONECHF', 'DTOCW', 'USAP', 'AFIN', 'EPIX', 'GENC', 'GTPAW', 'OHPAU', 'XPRO', 'OHPA', 'SCU', 'XJDDX', 'TIGR', 'LCAAU', 'EGGF', 'NKE', 'FARO', 'FLRN', 'PEGIEUR', 'FLOW', 'BKH', 'USHY', 'BNSO', 'PANL', 'INUV', 'FNDC', 'NINE', 'FTREUR', 'RGEN', 'GIIXU', 'AAMC', 'EL', 'SFE', 'CSTR', 'FPH', 'TJX', 'BYTSU', 'MO', 'SRT', 'NMRD', 'VLON', 'FNCB', 'PHGE', 'ATEN', 'PVBC', 'JCPCHF', 'CAS/WS', 'DCRCW', 'SHOO', 'TLT', 'CACC', 'ORGO', 'FBMS', 'AKYA', 'PRBM/U', 'XGPMX', 'GHIVUSD', 'IOO', 'OXACU', 'TARS', 'RXST', 'PFPTEUR', 'PWP', 'FEM', 'MYD', 'IEAWW', 'CMG', 'INS', 'IECUSD', 'RERE', 'TASK', 'ERY', 'POTX', 'SQM-RUSD', 'CTRA', 'AZUL', 'IXG', 'HYZN', 'GSHD', 'DHHCW', 'TEKK', 'ZTAQU', 'IQV', 'FVCB', 'PTE', 'GIC', 'FLIREUR', 'LOV', 'CND/U', 'CFVIW', 'DBDRU', 'TEAM', 'PTGX', 'BTZ', 'UNFI', 'TECK/B', 'PNTM', 'NTAP', 'MTACW', 'ASPC', 'SPTKU', 'DOCN', 'UMH', 'JOFFW', 'HAACW', 'HALO', 'USFR', 'ISD', 'GWH', 'CSPR', 'FLR', 'PTPI', 'RCO', 'CATY', 'VAPO', 'ARGT', 'PGTI', 'WATT', 'FRONU', 'FSNB', 'MTW', 'KINZU', 'WBT', 'NRDY/WS', 'AZN', 'ORMP', 'TMX', 'PAX', 'LABD', 'INSE', 'BZUN', 'GL', 'OTRK', 'HGBL', 'PMT', 'YI', 'RKLB', 'SCOAU', 'BKI', 'PHK', 'ARRWU', 'EVBN', 'FTSL', 'VRM', 'VPCB', 'IGT', 'KLS', 'AP', 'HIE', 'LVRA', 'SPYG', 'KREF', 'IVOL', 'AVHOQ', 'URNM', 'AIMC', 'WSM', 'SLNO', 'RCUS', 'DGICA', 'FAST', 'MDC', 'SLNH', 'CPHI', 'FRSX', 'FWP', 'CXW', 'TXG', 'TGL', 'MDB', 'X', 'TDS', 'WISA', 'TNXP', 'VENAR', 'AVUV', 'LMAO', 'ULCC', 'AIMTEUR', 'UDR', 'MCMJ', 'SNA', 'SUPN', 'NSTC/WS', 'AVO', 'PIAI', 'TBLD', 'OWLT', 'MKC/V', 'STAYUSD', 'OSBC', 'IPI', 'LRNUSD', 'DBX', 'SANA', 'FMBI', 'FDX', 'LFMD', 'IWM', 'QAI', 'FVT/U', 'CORR', 'EHTH', 'PWPPW', 'EAF', 'EIX', 'GORO', 'POW', 'AEHL', 'CFFVW', 'CHKEZ', 'COCP', 'FBND', 'WM', 'WES', 'BROG', 'NVGS', 'IMG', 'EDRY', 'JNP', 'TRTN', 'APAM', 'DVAX', 'FAMI', 'TWKS', 'VGLT', 'SNDL', 'SCHF', 'VRRM', 'ARE', 'DBI', 'SCHA', 'WFCF', 'RMBLGBP', 'GRNQ', 'MTTR', 'LFG', 'GNK', 'LIQT', 'TNAVEUR', 'GLHAU', 'ACEVU', 'VHT', 'WABC', 'PTEN', 'NVT', 'CNEY', 'AMCR', 'KFY', 'NOAH', 'BSGM', 'ACHC', 'EFAV', 'CAAS', 'FTAI', 'GOCO', 'FUTY', 'IDEV', 'XENT', 'XP', 'ATEC', 'EVTC', 'EDD', 'KODK', 'ARKK', 'LNFA/U', 'LFVN', 'FTAA', 'SFBS', 'DHIL', 'GH', 'SDACU', 'AGIO', 'IESC', 'LMBS', 'PENN', 'PCPC', 'DDS', 'AADI', 'SGML', 'INFL', 'SHY', 'HIGA', 'IWF', 'ILPT', 'CLRO', 'ATNF', 'ROCR', 'RBCAA', 'JETS', 'XPEL', 'CPSS', 'CHCO', 'VTIQW', 'IMMR', 'HWC', 'FPL', 'RMTI', 'TSPQ/U', 'EPM', 'FORA', 'WAFU', 'RDFN', 'CLBS', 'ESGD', 'GCMGW', 'CWEN/A', 'BCS', 'CRAI', 'SIEB', 'GENI', 'DFH', 'IEP', 'SYN', 'TH', 'OXM', 'CCK', 'ORRF', 'PNRG', 'RPM', 'ZYXI', 'GTY', 'CGBD', 'VCXAU', 'PULM', 'RDNT', 'CHV', 'HCCI', 'RWLK', 'KAIR', 'ALOT', 'LRMR', 'MINM', 'IACIEUR', 'DVYE', 'PCSA', 'SWM', 'ACH', 'GHDN', 'AGCO', 'OHPAW', 'GMRE', 'REX', 'OSTRW', 'TWNT/U', 'KSICU', 'SCX', 'CERS', 'XLY', 'WHLR', 'KMPHUSD', 'HBAN', 'SANW', 'BYND', 'GBDC', 'CEVA', 'MLCO', 'CYRN', 'PBW', 'MYOKEUR', 'OLK', 'INDB', 'OSIS', 'HIL', 'NSTB', 'FXLV', 'GCI', 'CPAAU', 'TRNS', 'IWV', 'XECEUR', 'SHI', 'TMHC', 'BSRR', 'RARE', 'MAQCU', 'KPLTW', 'NMCO', 'FICO', 'GBL', 'HTBK', 'TPH', 'CFFI', 'EVEUR', 'TRSTUSD', 'RQI', 'SENS', 'PSTH/WS', 'BUI', 'ASAXW', 'RTTREUR', 'ITQRU', 'EXK', 'OGXIEUR', 'JDST', 'MCF', 'SOGOGBP', 'TBF', 'LI', 'QSIAW', 'RSX', 'VWO', 'NWYUSD', 'AU', 'MITC', 'BLDEW', 'DG', 'RKTA/U', 'VALE', 'TGNA', 'SSD', 'LMEUR', 'PTRA', 'CIFR', 'PRPH', 'CHH', 'CHCT', 'FOSL', 'IPVF/WS', 'OPFI/WS', 'SMRT', 'SUNL/WS', 'FNJNUSD', 'LCAPU', 'OMNUSD', 'IYZ', 'FENG', 'CAG', 'UTI', 'CGA', 'JOBS', 'NGCA', 'SIZE', 'YVR', 'IX', 'ORCC', 'VABK', 'MLSS', 'MOGU', 'UBCP', 'ARCE', 'BLU', 'LYV', 'BMA', 'CRZNU', 'TREC', 'PUBM', 'AKO/A', 'EWI', 'LSTR', 'LIVXGBP', 'MCAEU', 'STER', 'ANIK', 'TPVG', 'EPWR/U', 'LONEEUR', 'HBM', 'TOST', 'QTSUSD', 'CNNB', 'JWEL', 'AT', 'CPARU', 'ESSA', 'VSAT', 'LTBR', 'FOREW', 'SUSA', 'LPSN', 'SECO', 'AOR', 'ELYM', 'MBTCU', 'PEJ', 'CURV', 'STRO', 'WISH', 'EQD', 'SSL', 'FGEN', 'HLNE', 'LRN', 'CND', 'CZZEUR', 'HAIN', 'BTAQU', 'HEPS', 'TENX', 'TACO', 'RADI', 'GT', 'VLRS', 'ARQLUSD', 'FITEUR', 'NIO', 'FST/WS', 'PRVA', 'BSTCUSD', 'BL', 'PTN', 'ICPT', 'CHAA', 'GLOGUSD', 'LAAA', 'VOE', 'GILD', 'EWA', 'NFH', 'DIDI', 'NGG', 'CTK', 'CRK', 'EGOVEUR', 'CGW', 'BZ', 'ATHM', 'ISEE', 'DWD', 'PTCT', 'FSLY', 'ZUO', 'CYD', 'TUEM', 'FNV', 'XAWFX', 'EIGIEUR', 'SDGR', 'DIBS', 'TFFP', 'DDOG', 'GRFS', 'DOLE', 'EPP', 'FVRR', 'BWG', 'LPX', 'LMB', 'BRLT', 'CHRA', 'BBU-U', 'GENN', 'LRADUSD', 'RENN', 'FCX', 'EKSO', 'IWO', 'IAI', 'ACBA', 'MTPGBP', 'FM', 'CRS', 'NTIP', 'RCHG', 'PFX', 'SSNC', 'HOOD', 'FSRXW', 'CHNG', 'LPCN', 'ALXO', 'ALTG', 'DWIN', 'TIRX', 'ATIP/WS', 'ZYME', 'TMCWW', 'MSP', 'NEAR', 'OLB', 'MBAC/U', 'SLCA', 'MUA', 'HURN', 'TCBS', 'YELP', 'BOTJ', 'INBK', 'CLH', 'XTNT', 'KHC', 'FR', 'APPH', 'CRH', 'VERA', 'TRNCEUR', 'SHOP', 'ARBK', 'PTICW', 'RBOT', 'VGIT', 'PGF', 'OSI', 'LEN', 'UBER', 'FBT', 'AAC/U', 'GOGL', 'FAX', 'JUGGU', 'SHIP', 'OLMA', 'KEY', 'MIKUSD', 'BDR', 'WPCSEUR', 'HCCCW', 'AUS/U', 'OPI', 'ODPEUR', 'MDYV', 'EGP', 'HAL', 'OWL/WS', 'BDJ', 'SSTI', 'SBEA', 'DOMO', 'TTOO', 'FTPAW', 'CENT', 'YSACU', 'DZSIEUR', 'BXSEUR', 'CNCE', 'CRMT', 'HESM', 'LTEC', 'MACQW', 'MPAC', 'EKSOEUR', 'LEN/B', 'FLNG', 'ADN', 'FVT/WS', 'ONTO', 'ADMA', 'GLUE', 'PRTG', 'PPTA', 'DHI', 'DSL', 'UNVR', 'AUTL', 'AGAC', 'BIP', 'LTC', 'WSFS', 'VTIQ', 'RELL', 'LQDA', 'KMPH', 'CPRX', 'PZZA', 'PETV', 'AAWW', 'SAVA', 'ESCA', 'IGSB', 'NETI', 'ITIC', 'TLGA', 'GDEV', 'TCACU', 'RBNC', 'ROSS/U', 'HMST', 'AMD', 'FFBC', 'GSMGW', 'YTPG', 'SPXL', 'YPF', 'CNT', 'XXY', 'NM', 'TX', 'SAFE', 'PRTK', 'SPIP', 'ABR', 'AHH', 'AFW', 'STRCW', 'NVFY', 'CFFVU', 'SLM', 'ATOS', 'LFC', 'IMRX', 'INVN', 'CQQQ', 'SJR', 'TBI', 'KBAL', 'DGNU', 'ZVIA', 'CVII/U', 'V', 'AI', 'FORR', 'LTRX', 'STRT', 'ENTX', 'DOG', 'MGF', 'ADSWEUR', 'MCW', 'TEF', 'BSMX', 'GNACW', 'IBEX', 'ESQ', 'CRHC', 'BOOT', 'PEZ', 'TNET', 'MDGS', 'GROW', 'ITT', 'NVSA', 'SCAQ', 'SRI', 'BSV', 'JNCE', 'FIXD', 'VCSH', 'CLRM', 'HJLIUSD', 'EDTX', 'NTCO', 'LUB', 'NVRO', 'PDS', 'ELDN', 'CSL', 'TRCA/U', 'BYSI', 'TALKW', 'SXTC', 'ABNB', 'BMCHEUR', 'HCICU', 'ACU', 'JPC', 'LNUSD', 'ELY', 'OR', 'PICC/U', 'FVIV/WS', 'NTRPEUR', 'SWIEUR', 'FOE', 'DTOC', 'XLF', 'IHRT', 'SNRH', 'CFV', 'HTGMEUR', 'AVY', 'EDEN', 'FTS', 'ARI', 'TLFA', 'JOE', 'VVV', 'MLNK', 'BSET', 'GAMCW', 'UBA', 'PLAN', 'IMTE', 'TPIC', 'SPSM', 'FBZ', 'ACP', 'RNNEUR', 'FCPT', 'PSN', 'NUVB', 'PKX', 'CLVR', 'VPCC/WS', 'MDVL', 'ETON', 'CAMT', 'GFOR', 'PFE', 'BHP', 'EWH', 'ACCO', 'PSQ', 'HAYW', 'MIMO/WS', 'WDH', 'NPO', 'SLI', 'ARCPEUR', 'MEACU', 'BYD', 'IHG', 'PFSI', 'NSPREUR', 'BSCN', 'OSTR', 'GFOR/U', 'CLNE', 'ICLK', 'EDNCU', 'BBD', 'BATL', 'FRWAW', 'FUTU', 'FLXS', 'CLBR', 'KIIIU', 'VOR', 'MGP', 'HGEN', 'JRSH', 'CETX', 'LASR', 'BKR', 'SRC', 'CSCO', 'BENE', 'IAU*', 'WINSF', 'AAQC', 'BFAM', 'HUM', 'HABTEUR', 'LBRT', 'IFGL', 'FMX', 'SOFI', 'OEF', 'TAK', 'DSACU', 'ISOS/U', 'SNGX', 'TWO', 'RPG', 'SQSP', 'GDS', 'BCYC', 'ELPUSD', 'SNDX', 'REVH', 'MTH', 'LUXAW', 'SXI', 'AVTE', 'RGA', 'SDIV', 'MTBCEUR', 'ALTM', 'WINT', 'EPR', 'KRYS', 'CYCCEUR', 'BRIV', 'DSU', 'ACB', 'MILEW', 'UFPI', 'CREGEUR', 'DRAYU', 'AMX', 'AEIS', 'ENLC', 'ATNX', 'PHO', 'GSAQ', 'BH', 'SCHD', 'MNRL', 'OEG', 'FROG', 'TINV/U', 'LSI', 'CLB', 'FRLN', 'XPDIW', 'DNZ', 'ATC', 'PNM', 'CPK', 'STPZ', 'FXN', 'SRGA', 'GOTU', 'CTVA', 'PNTG', 'FIX', 'AQN', 'AMZN', 'JG', 'FSTX', 'WLFC', 'IVA', 'ICDUSD', 'AESE', 'REMX', 'QHCUSD', 'BCAT', 'ARKW', 'BHIL', 'STC', 'BIMI', 'TDACEUR', 'EGRX', 'TYHTEUR', 'MGTA', 'FCFS', 'HSDTEUR', 'INVO', 'BBH', 'FNKO', 'FV', 'SPAQ/WS', 'UWM', 'IBKR', 'SSAAU', 'APDN', 'NTNX', 'AFAQ', 'FRX', 'PTIX', 'PSHG', 'RF', 'ALXNCHF', 'TCFC', 'ESS', 'FACA/WS', 'LITB', 'SABR', 'TRCA', 'XLU', 'CCAC', 'UE', 'GAIN', 'HONE', 'VST', 'GM', 'FRSG', 'IPGP', 'CCV', 'WRN', 'PCEF', 'MSDA', 'CARV', 'MDCAEUR', 'DCTH', 'BOAS', 'STSA', 'PHG', 'PAGS', 'SH', 'TRT', 'BECN', 'TBBK', 'TDIV', 'ALGM', 'ERJ', 'PHXUSD', 'AMH', 'RILY', 'IPWR', 'SWTX', 'SDRLF', 'OSS', 'MITK', 'STRA', 'UGAZF', 'SPPI', 'SGCC', 'LNSR', 'XOSWW', 'KLXE', 'CHIQ', 'BTWN', 'FRBA', 'AMLPUSD', 'HWM', 'NISN', 'IDXX', 'NAVB', 'VTAQU', 'CNK', 'GROY', 'HEQ', 'RONI/U', 'CIT', 'TLNDUSD', 'DPG', 'MLI', 'VRNA', 'BMBL', 'TETCW', 'PTON', 'OCC', 'YSACW', 'SKT', 'OFG', 'RXDX', 'PCVX', 'TMKR', 'KRNL', 'SGENEUR', 'DSLVF', 'OCUP', 'HIBB', 'BHVN', 'JWSM/U', 'WTBA', 'BCE', 'ESBK', 'WRAC/U', 'CRVS', 'PEBO', 'HIG', 'TREX', 'NREF', 'LICY/WS', 'GHACU', 'OC', 'USCREUR', 'DTM', 'NKTX', 'FTCH', 'SKIN', 'OTTR', 'ASNAEUR', 'CUBUSD', 'GUT', 'CAS/U', 'CHKEL', 'MNR', 'SMED', 'NML', 'SPHB', 'SAIA', 'PFZ', 'SWCH', 'SPEXEUR', 'KNDI', 'PZC', 'WBK', 'JANX', 'CLCTUSD', 'IHP', 'GCBC', 'CFVIU', 'YRCWEUR', 'DUST', 'LMX', 'ELAN', 'BCPC', 'LEV/WS', 'CZOO', 'SLAC/WS', 'ADGI', 'E', 'INT', 'XNET', 'ACC', 'H', 'UBP', 'ATLO', 'SENEA', 'ISTB', 'HTD', 'FSSIU', 'DGLDF', 'AES', 'ASB', 'ICHR', 'JLL', 'UNG', 'LNFA', 'SCAQW', 'FDS', 'UONEK', 'SBEV', 'MUR', 'PAVM', 'XRX', 'PASG', 'VGZ', 'LLL', 'VELOU', 'BEST', 'SIMO', 'YEXT', 'BFRA', 'HAAC', 'BRT', 'IBTX', 'HAM', 'GBCI', 'CSTA', 'NLSP', 'DBD', 'RH', 'ORPH', 'SKIL', 'SHAC', 'RS', 'ABT', 'EVOJU', 'TRX', 'SBL', 'MACC/WS', 'APH', 'PEP', 'YETI', 'BMRN', 'SUZ', 'CEI', 'FFIC', 'PICC', 'MOLN', 'IXC', 'PINC', 'EMX', 'LOB', 'XLE', 'ATRA', 'RFIL', 'SEAH', 'BZQUSD', 'DBVT', 'ATEX', 'GGG', 'NSP', 'ICBK', 'YMM', 'LBEUR', 'TMKRW', 'HDSUSD', 'AYRUSD', 'HRI', 'AGYS', 'MX', 'TOL', 'LITT', 'KKR', 'TCLA', 'DCT', 'ACHL', 'HCCC', 'ATOM', 'PRPC/U', 'WBA', 'LPRO', 'SLGCW', 'MSGM', 'SOY', 'TWNI', 'SALM', 'SOS', 'APLS', 'NWLI', 'TGCUSD', 'ASMB', 'CNP', 'BIPC', 'KURA', 'LNG', 'HIPO', 'CLDREUR', 'EFX', 'CX', 'HSII', 'MCRB', 'GNE', 'OOMA', 'CVR', 'LECO', 'CPT', 'BLV', 'ACII/U', 'DLO', 'KCAPUSD', 'NTP', 'RCL', 'HPK', 'ICLR', 'BLTSW', 'AWG', 'LGV', 'BGSX/U', 'FSLR', 'PNR', 'FAN', 'LGL/WS', 'ADS', 'APGB', 'DY', 'WD', 'MDXG', 'OBNK', 'LULU', 'ALRS', 'GNMKUSD', 'ALJJ', 'FZT', 'CTS', 'PPIH', 'CRKN', 'RNWK', 'FMS', 'SPYD', 'BWB', 'IIIN', 'XRNPX', 'SQQQUSD', 'AVD', 'MJ', 'FTCVU', 'WTT', 'NEOG', 'HTGC', 'PLRX', 'BBDO', 'PHAT', 'SCHO', 'ETACU', 'MODN', 'SJT', 'MMX', 'HCWB', 'LABU', 'FIV', 'SIEN', 'ASGI', 'HBMD', 'WCC', 'ANF', 'JW/A', 'BCO', 'HZON/U', 'CRCMGBP', 'ADMP', 'TTNPUSD', 'AMG', 'SCHX', 'ALPN', 'NXP', 'IPVF/U', 'SBSW', 'XEVTX', 'ARMP', 'QGEN', 'FSSI', 'NXU', 'AIRC', 'BBWI', 'BTU', 'PSB', 'SOR', 'LYEL', 'EME', 'HCVIU', 'NCLH', 'EGLX', 'SPRB', 'SKYW', 'MIO', 'CHEK', 'MODV', 'ROCC', 'UFPIEUR', 'LFTRW', 'FMBH', 'BWACU', 'ALNY', 'SHACW', 'RLYB', 'IBUY', 'GLAQW', 'APWC', 'ISTR', 'QDEL', 'MHK', 'NCNA', 'TRUP', 'GSLC', 'CARA', 'GSAT', 'RA', 'BSKYW', 'VLAT', 'GHM', 'ATER', 'SPCE', 'MDT', 'NMTR', 'VNTR', 'NBN', 'APTO', 'ACTG', 'AAIC', 'FMB', 'SNP', 'WSO/B', 'CNS', 'DPZ', 'BSAC', 'SUMO', 'ANGN', 'PNTM/U', 'AVT', 'TFII', 'AHCUSD', 'HIMS', 'AUMN', 'FSI', 'IMUX', 'NRIX', 'TT', 'CSSE', 'RRBI', 'OMGA', 'LSXMA', 'JYNT', 'MRVL', 'BLPH', 'ADI', 'LJAQ', 'UVV', 'ALPAW', 'AVAN/U', 'PRPB/WS', 'JELD', 'MCB', 'HUGS/WS', 'ARNC', 'NVIV', 'DIAX', 'CNSP', 'BLNK', 'KAHC', 'SCVX/U', 'HHLA/U', 'SAH', 'DSEY', 'IGOV', 'EDTXW', 'KCGI/U', 'OXFDUSD', 'WRE', 'NGC', 'DWACU', 'BMRA', 'OPOF', 'CWT', 'XME', 'SERVUSD', 'CSTM', 'TLV', 'NSA', 'NMZ', 'VINP', 'KZIA', 'SND', 'KEMUSD', 'MSBI', 'USMV', 'SKLZ', 'ACHNEUR', 'AMTB', 'SLYG', 'ESM/U', 'LHC', 'GOLF', 'CTLT', 'TLS', 'PRFT', 'ENNVW', 'KEYS', 'SJ', 'RRX', 'NEW', 'XES', 'MILE', 'CMCO', 'TTI', 'RZLT', 'BNTC', 'OACB', 'CFFE', 'VWE/U', 'TGI', 'FURY', 'SGRY', 'ZWRKU', 'DMPIEUR', 'HAYN', 'QRTEB', 'CXDO', 'OPA/U', 'RELX', 'IBCP', 'MAR', 'AEVA/WS', 'RVSB', 'TKC', 'HYI', 'EWG', 'NTLA', 'RCON', 'AIM', 'ZEUS', 'IFRX', 'HYG', 'HR', 'CORS/U', 'HCLPUSD', 'HT', 'WRLD', 'GGGVU', 'DM', 'GSIT', 'LVOXW', 'IMAQU', 'BPRN', 'SPIB', 'KOR', 'BEN', 'WB', 'PLSE', 'VIIAW', 'ISIGEUR', 'CCRCEUR', 'SYF', 'UHAL', 'PZG', 'AFI', 'LPL', 'REED', 'QUOT', 'BHIL/WS', 'CNTA', 'TAN']\n"
     ]
    }
   ],
   "source": [
    "list_ticker = table_import['TICKER']\n",
    "list_ticker_unique = list(set(list_ticker))\n",
    "list_ticker_unique = list_ticker_unique\n",
    "list_ticker_unique = [x for x in list_ticker_unique if not any(c.isdigit() for c in x)]\n",
    "len(list_ticker_unique)\n",
    "print(list_ticker_unique)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "executionInfo": {
     "elapsed": 118,
     "status": "ok",
     "timestamp": 1638916598122,
     "user": {
      "displayName": "Hak Song Lim",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "17976543482313788912"
     },
     "user_tz": 300
    },
    "id": "QysoV6PW_q_l"
   },
   "outputs": [],
   "source": [
    "new_list = []\n",
    "for ticker in list_ticker_unique:\n",
    "    if ticker.endswith('EUR'):\n",
    "        ticker = ticker[:-3]\n",
    "    elif ticker.endswith('USD'):\n",
    "        ticker = ticker[:-3]\n",
    "    elif ticker != 'No identifier found.':\n",
    "        ticker = ticker.split(' ')\n",
    "        ticker = ticker[0]\n",
    "        ticker = ticker.split('/')\n",
    "        ticker = ticker[0]\n",
    "    new_list.append(ticker)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "dOvyNwfa_xad"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 112
    },
    "executionInfo": {
     "elapsed": 16,
     "status": "ok",
     "timestamp": 1638915391832,
     "user": {
      "displayName": "Hak Song Lim",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "17976543482313788912"
     },
     "user_tz": 300
    },
    "id": "VF2z2pOg8v19",
    "outputId": "15f46f70-1252-42c6-be8e-7b850d214c0f"
   },
   "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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-10-19</th>\n",
       "      <td>32.900002</td>\n",
       "      <td>33.610001</td>\n",
       "      <td>32.630001</td>\n",
       "      <td>33.549999</td>\n",
       "      <td>33.549999</td>\n",
       "      <td>1694100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Open       High        Low      Close  Adj Close   Volume\n",
       "Date                                                                      \n",
       "2021-10-19  32.900002  33.610001  32.630001  33.549999  33.549999  1694100"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import yfinance as yf\n",
    "fundamentals_table_addtion = yf.download('{}'.format('WSC'), start='2021-10-19', end='2021-10-20', progress=False)\n",
    "fundamentals_table_addtion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "s7jr-YcH8zkO"
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 3358,
     "status": "error",
     "timestamp": 1638918638944,
     "user": {
      "displayName": "Hak Song Lim",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "17976543482313788912"
     },
     "user_tz": 300
    },
    "id": "EQ4HRpFO3Cpi",
    "outputId": "9bd21671-c8ae-44d1-e145-75ebbdcc76c5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "1 Failed download:\n",
      "- RCKT: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- JBL: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- GOBI: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- BKU: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- ATXI: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- CAPR: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- BIOX: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- BIT: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- STEM: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- SDACW: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- ETWO: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- VGII: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- GSL: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- USNA: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- MTL: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- GSC: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- ABBV: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- AFB: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- HTZ-W: No data found, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- SDH: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- EXP: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- AVGR: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- ZBRA: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- UK: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- URA: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- DLX: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- PCB: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- SKM: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n",
      "\n",
      "1 Failed download:\n",
      "- SPB: No data found for this date range, symbol may be delisted\n",
      "Empty DataFrame\n",
      "Columns: [Open, High, Low, Close, Adj Close, Volume, TICKER]\n",
      "Index: []\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "ignored",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-48-7950d10e75e3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mticker\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mnew_list\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m   \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m     \u001b[0mstock_table_addition\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0myf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdownload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'{}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mticker\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'2021-10-19'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'2021-10-19'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprogress\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m     \u001b[0mstock_table_addition\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'TICKER'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mticker\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0mstock_table\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstock_table\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstock_table_addition\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/yfinance/multi.py\u001b[0m in \u001b[0;36mdownload\u001b[0;34m(tickers, start, end, actions, threads, group_by, auto_adjust, back_adjust, progress, period, show_errors, interval, prepost, proxy, rounding, timeout, **kwargs)\u001b[0m\n\u001b[1;32m    110\u001b[0m                                    rounding=rounding, timeout=timeout)\n\u001b[1;32m    111\u001b[0m         \u001b[0;32mwhile\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mshared\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_DFS\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtickers\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 112\u001b[0;31m             \u001b[0m_time\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0.01\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    113\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    114\u001b[0m     \u001b[0;31m# download synchronously\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "stock_table= pd.DataFrame()\n",
    "\n",
    "for ticker in new_list:\n",
    "  try:\n",
    "    stock_table_addition = yf.download('{}'.format(ticker), start='2021-10-19', end='2021-10-19', progress=False)\n",
    "    stock_table_addition['TICKER'] = ticker\n",
    "    stock_table = stock_table.append(stock_table_addition)\n",
    "    print(stock_table)\n",
    "  except Exception as e: \n",
    "    print(e)\n",
    "    pass\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "executionInfo": {
     "elapsed": 155,
     "status": "ok",
     "timestamp": 1638915664737,
     "user": {
      "displayName": "Hak Song Lim",
      "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64",
      "userId": "17976543482313788912"
     },
     "user_tz": 300
    },
    "id": "sppk8sLfASKl",
    "outputId": "8e336530-0283-4de7-89da-70a1772dbb97"
   },
   "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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>TICKER</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-10-19</th>\n",
       "      <td>27.969999</td>\n",
       "      <td>28.50</td>\n",
       "      <td>27.750000</td>\n",
       "      <td>28.139999</td>\n",
       "      <td>28.139999</td>\n",
       "      <td>245400.0</td>\n",
       "      <td>RCKT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-19</th>\n",
       "      <td>62.439999</td>\n",
       "      <td>62.52</td>\n",
       "      <td>61.459999</td>\n",
       "      <td>61.770000</td>\n",
       "      <td>61.693398</td>\n",
       "      <td>859300.0</td>\n",
       "      <td>JBL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-19</th>\n",
       "      <td>9.780000</td>\n",
       "      <td>9.78</td>\n",
       "      <td>9.780000</td>\n",
       "      <td>9.780000</td>\n",
       "      <td>9.780000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>GOBI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-19</th>\n",
       "      <td>42.419998</td>\n",
       "      <td>42.48</td>\n",
       "      <td>41.939999</td>\n",
       "      <td>42.369999</td>\n",
       "      <td>42.369999</td>\n",
       "      <td>498000.0</td>\n",
       "      <td>BKU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-19</th>\n",
       "      <td>1.250000</td>\n",
       "      <td>1.28</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>1.280000</td>\n",
       "      <td>1.280000</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>ATXI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-19</th>\n",
       "      <td>3.820000</td>\n",
       "      <td>4.04</td>\n",
       "      <td>3.820000</td>\n",
       "      <td>3.960000</td>\n",
       "      <td>3.960000</td>\n",
       "      <td>169700.0</td>\n",
       "      <td>CAPR</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Open   High        Low      Close  Adj Close    Volume TICKER\n",
       "Date                                                                          \n",
       "2021-10-19  27.969999  28.50  27.750000  28.139999  28.139999  245400.0   RCKT\n",
       "2021-10-19  62.439999  62.52  61.459999  61.770000  61.693398  859300.0    JBL\n",
       "2021-10-19   9.780000   9.78   9.780000   9.780000   9.780000       0.0   GOBI\n",
       "2021-10-19  42.419998  42.48  41.939999  42.369999  42.369999  498000.0    BKU\n",
       "2021-10-19   1.250000   1.28   1.250000   1.280000   1.280000   30000.0   ATXI\n",
       "2021-10-19   3.820000   4.04   3.820000   3.960000   3.960000  169700.0   CAPR"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Gk6nO1YXA4PT"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "MqKuVK96A7lM",
    "outputId": "447374c7-5329-4148-ed91-1820a7a9a801"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LGVN\n",
      "BEST\n",
      "SNII/WS\n",
      "BNDX\n",
      "TGS\n",
      "KURI\n",
      "CPF\n",
      "BLSA\n",
      "IMOS\n",
      "HYD\n",
      "DFH\n",
      "TRUE\n",
      "TMHC\n",
      "NOW\n",
      "BLL\n",
      "WDFC\n",
      "FAT\n",
      "IRMD\n",
      "OACB\n",
      "ESGE\n",
      "NBTB\n",
      "LDHA\n",
      "WSM\n",
      "FVE\n",
      "THRY\n",
      "HR\n",
      "ALEX\n",
      "MTL/P\n",
      "EWU\n",
      "LJAQU\n",
      "PTM\n",
      "EL\n",
      "KOP\n",
      "SCHV\n",
      "SWBK/U\n",
      "KSU\n",
      "HIMX\n",
      "TBNK\n",
      "LMACU\n",
      "FCBC\n",
      "VAQC\n",
      "BB\n",
      "AXL\n",
      "SHEN\n",
      "DYN\n",
      "SPKEEUR\n",
      "DVD\n",
      "FLYGBP\n",
      "TIGR\n",
      "ATHE\n",
      "CVGW\n",
      "SEE\n",
      "DSEY\n",
      "CG\n",
      "SGCC\n",
      "ITA*\n",
      "BLKB\n",
      "KRNL\n",
      "ATRI\n",
      "OCFT\n",
      "OCUP\n",
      "IUSG\n",
      "AVAN\n",
      "DHCAW\n",
      "BZUN\n",
      "CBRL\n",
      "NVFY\n",
      "AWRE\n",
      "RKLBW\n",
      "CAE\n",
      "FCG\n",
      "IBN\n",
      "NC\n",
      "APPN\n",
      "LAMR\n",
      "CVAC\n",
      "CLDREUR\n",
      "PLD\n",
      "USLM\n",
      "FITEUR\n",
      "AGGY\n",
      "EVF\n",
      "TCBI\n",
      "CIGI\n",
      "CRUS\n",
      "WTH\n",
      "IJS\n",
      "STRS\n",
      "ABG\n",
      "EPM\n",
      "VXF\n",
      "SAMG\n",
      "LUB\n",
      "GOLF\n",
      "BTNB\n",
      "MBTCU\n",
      "INTZ\n",
      "LUNA\n",
      "SSL\n",
      "DFPH\n",
      "VOLT\n",
      "SHM\n",
      "ARW\n",
      "RDUS\n",
      "PBV\n",
      "BRIVU\n",
      "SLP\n",
      "SMG\n",
      "QQQJ\n",
      "KIIIU\n",
      "SCSC\n",
      "RNWK\n",
      "EPSN\n",
      "HRB\n",
      "SREV\n",
      "LCI\n",
      "IMUX\n",
      "LNC\n",
      "AGEN\n",
      "WARR/WS\n",
      "GGPIW\n",
      "HEAR\n",
      "MSGE\n",
      "FDN\n",
      "QLD\n",
      "RDWR\n",
      "VIR\n",
      "VUSB\n",
      "JOAN\n",
      "RGR\n",
      "SVBI\n",
      "SPAB\n",
      "MXIM\n",
      "RCMT\n",
      "CIB\n",
      "YVR\n",
      "NAK\n",
      "FCF\n",
      "TBF\n",
      "PHO\n",
      "XLC\n",
      "PEBO\n",
      "GGG\n",
      "BKNG\n",
      "IMRN\n",
      "LOKM\n",
      "LMNR\n",
      "ZWRK\n",
      "FMNB\n",
      "MTL\n",
      "TGLS\n",
      "PBW\n",
      "IMRA\n",
      "UBA\n",
      "BHAT\n",
      "FFNW\n",
      "LMAT\n",
      "SLAMU\n",
      "SANM\n",
      "SLAB\n",
      "AMOV\n",
      "NDACW\n",
      "VRRM\n",
      "BSQR\n",
      "PAYX\n",
      "COOP\n",
      "TEL\n",
      "FPXI\n",
      "THCAW\n",
      "TS\n",
      "OSI/U\n",
      "VLRS\n",
      "RRC\n",
      "GCACW\n",
      "TZPSU\n",
      "NYT\n",
      "BHR\n",
      "MYO\n",
      "CVRX\n",
      "LSPDEUR\n",
      "FSSI\n",
      "INSW\n",
      "CGNT\n",
      "WTS\n",
      "BRBS\n",
      "GNSS\n",
      "TKR\n",
      "MF\n",
      "HZN\n",
      "EXK\n",
      "SCPL\n",
      "PLRX\n",
      "IPDN\n",
      "FPAC/U\n",
      "INSP\n",
      "IMVT\n",
      "FDIS\n",
      "ORMP\n",
      "ASPN\n",
      "NVRO\n",
      "W\n",
      "JAKK\n",
      "MMACUSD\n",
      "NAACU\n",
      "FTCVW\n",
      "WSBC\n",
      "LEAP/U\n",
      "ESM/U\n",
      "PB\n",
      "STLD\n",
      "MAIN\n",
      "MTRX\n",
      "GRUB\n",
      "BROGW\n",
      "CHWY\n",
      "VC\n",
      "ANF\n",
      "VTWO\n",
      "SBEAW\n",
      "IEF\n",
      "CYBR\n",
      "DCRN\n",
      "PBFX\n",
      "ENSG\n",
      "GSIT\n",
      "DKDCA\n",
      "WEA\n",
      "CCCS\n",
      "AYLA\n",
      "AAC/U\n",
      "VHT\n",
      "CQP\n",
      "STT\n",
      "E\n",
      "QCLN\n",
      "MNKD\n",
      "LILAK\n",
      "DCRC\n",
      "MIC\n",
      "ESXB\n",
      "VNET\n",
      "TG\n",
      "NOC\n",
      "LCII\n",
      "ARMK\n",
      "RWR\n",
      "DBK\n",
      "UNAM\n",
      "FLOW\n",
      "AVAN/WS\n",
      "NATR\n",
      "EMLP\n",
      "IBER/U\n",
      "ACLS\n",
      "GAMCW\n",
      "AKIC\n",
      "PCSB\n",
      "KLAQW\n",
      "CAT\n",
      "FSBC\n",
      "TAL\n",
      "ITRI\n",
      "ITHX\n",
      "KOF\n",
      "GWX\n",
      "KRNT\n",
      "AURCU\n",
      "PW\n",
      "STOR\n",
      "ITH\n",
      "PDEX\n",
      "XGN\n",
      "ICCC\n",
      "AKUS\n",
      "ETN\n",
      "MIT\n",
      "PRLD\n",
      "GRC\n",
      "PDOT\n",
      "PSEC\n",
      "FISI\n",
      "IBRX\n",
      "PRAHEUR\n",
      "ADVM\n",
      "HIII\n",
      "VIG\n",
      "MUSA\n",
      "LMBS\n",
      "AGFS\n",
      "APGB/U\n",
      "YSG\n",
      "XBIO\n",
      "RTPYW\n",
      "NWG\n",
      "VXRT\n",
      "EDUC\n",
      "ESPR\n",
      "IBER/WS\n",
      "MCFE\n",
      "VPL\n",
      "GSES\n",
      "HWKN\n",
      "BOMN\n",
      "GCMG\n",
      "TWNKW\n",
      "USDP\n",
      "MRIN\n",
      "NSTD/U\n",
      "TELA\n",
      "ADP\n",
      "KAR\n",
      "VVNT\n",
      "PZN\n",
      "NAACW\n",
      "INTT\n",
      "UE\n",
      "SJR\n",
      "NEP\n",
      "UVSP\n",
      "FNV\n",
      "MAT\n",
      "OSW\n",
      "ILMN\n",
      "VOR\n",
      "MCMJ\n",
      "SANW\n",
      "QRTEB\n",
      "XSOE\n",
      "IHF\n",
      "AUDC\n",
      "MOGU\n",
      "CSU\n",
      "CTEK\n",
      "BK\n",
      "UTM\n",
      "TSLA\n",
      "DGX\n",
      "VERV\n",
      "CPG\n",
      "SAFM\n",
      "ISOS/U\n",
      "PAGP\n",
      "BBW\n",
      "SRG\n",
      "CPZ\n",
      "INOD\n",
      "DDMXU\n",
      "INTU\n",
      "PSTL\n",
      "GLUE\n",
      "SVOKW\n",
      "FRW\n",
      "BFAM\n",
      "HCAR\n",
      "NKSH\n",
      "AUB\n",
      "ESNT\n",
      "FTGC\n",
      "CLBR/U\n",
      "NSC\n",
      "FSLY\n",
      "TWNT/WS\n",
      "FEDU\n",
      "GLHA\n",
      "MGIC\n",
      "BRX\n",
      "SMFG\n",
      "SHC\n",
      "TGI\n",
      "CXM\n",
      "CSAN\n",
      "MYOV\n",
      "SLNG\n",
      "LCNB\n",
      "GEOS\n",
      "IPVF/U\n",
      "INDI\n",
      "SVOKU\n",
      "TMKRU\n",
      "IOSP\n",
      "ROOT\n",
      "CLIM\n",
      "THR\n",
      "TFI\n",
      "GOL\n",
      "OPI\n",
      "HONE\n",
      "RWT\n",
      "CND/U\n",
      "AGLE\n",
      "AMED\n",
      "PEP\n",
      "DM\n",
      "EUSG\n",
      "RJF\n",
      "OMIC\n",
      "CVR\n",
      "ENNVU\n",
      "MCRI\n",
      "ATSPW\n",
      "GNPX\n",
      "FORD\n",
      "SCLEU\n",
      "UWMC/WS\n",
      "GRMN\n",
      "NES\n",
      "ONDS\n",
      "RIVE\n",
      "ENNVW\n",
      "JHG\n",
      "GTPB\n",
      "ASC\n",
      "PETS\n",
      "IWC\n",
      "QRVO\n",
      "TMX\n",
      "BVS\n",
      "TME\n",
      "ERF\n",
      "FANG\n",
      "SPGS/U\n",
      "PUCK\n",
      "KTOS\n",
      "VOSOW\n",
      "TRCA\n",
      "PAA\n",
      "BMBL\n",
      "GHL\n",
      "RGLD\n",
      "AKR\n",
      "MTEM\n",
      "ISAA\n",
      "SMWB\n",
      "BLUA/U\n",
      "IPA\n",
      "OPA\n",
      "SIBN\n",
      "LHCG\n",
      "SAGE\n",
      "MKL\n",
      "PDM\n",
      "AGE\n",
      "SNP\n",
      "EIGR\n",
      "MUDS\n",
      "AXLA\n",
      "PROG\n",
      "GNW\n",
      "HOV\n",
      "MTC\n",
      "ZBH\n",
      "AVA\n",
      "TMKR\n",
      "OLK\n",
      "PTICW\n",
      "SGAM\n",
      "TSC\n",
      "XNBWX\n",
      "DTOCU\n",
      "GDRX\n",
      "CFVIW\n",
      "AMPI\n",
      "RLX\n",
      "LEN/B\n",
      "GXIIW\n",
      "FORA\n",
      "MTB\n",
      "MSM\n",
      "GOTU\n",
      "BUR\n",
      "GTE\n",
      "KN\n",
      "ARCT\n",
      "BRP\n",
      "CPLP\n",
      "ERX\n",
      "YTRA\n",
      "PMGM\n",
      "TEO\n",
      "ORCL\n",
      "RBOT/WS\n",
      "IGA\n",
      "REAL\n",
      "ATAQ/WS\n",
      "BKCC\n",
      "PKOH\n",
      "COMM\n",
      "TRIL\n",
      "TSP\n",
      "PLBY\n",
      "CBT\n",
      "HYMC\n",
      "OSIS\n",
      "SMP\n",
      "TRU\n",
      "HIIIU\n",
      "SSSS\n",
      "RACB\n",
      "DGLY\n",
      "XTLB\n",
      "SAL\n",
      "TPC\n",
      "PCOR\n",
      "UTB\n",
      "ETNB\n",
      "KAIRW\n",
      "FRC\n",
      "ALKT\n",
      "SNOA\n",
      "NFBK\n",
      "NBEV\n",
      "OEPWW\n",
      "AERI\n",
      "PCAR\n",
      "HIIIW\n",
      "BEAM\n",
      "CCK\n",
      "SNGX\n",
      "LCAAW\n",
      "RKT\n",
      "AVAH\n",
      "FRLN\n",
      "GILD\n",
      "AXP\n",
      "WY\n",
      "XRAY\n",
      "SLS\n",
      "AVRO\n",
      "UHS\n",
      "IGT\n",
      "SYPR\n",
      "EIX\n",
      "MGLN\n",
      "INNV\n",
      "CLB\n",
      "NFE\n",
      "T\n",
      "MSCI\n",
      "DFPHU\n",
      "PICC/U\n",
      "CNMD\n",
      "FB\n",
      "HTGM\n",
      "DNLI\n",
      "SPKB\n",
      "WOOF\n",
      "SWM\n",
      "NSTC/U\n",
      "JNK\n",
      "ACIU\n",
      "KBIA\n",
      "BMTX\n",
      "WWR\n",
      "DBI\n",
      "MIST\n",
      "TARA\n",
      "BH\n",
      "CATC\n",
      "GGAL\n",
      "INBX\n",
      "PDFS\n",
      "AZN\n",
      "TMCI\n",
      "FCCO\n",
      "WYNN\n",
      "SPCE\n",
      "SKM\n",
      "APLE\n",
      "GSMG\n",
      "DNAD\n",
      "VNOM\n",
      "SPGS\n",
      "MSA\n",
      "AUTL\n",
      "AHCO\n",
      "CFIVW\n",
      "NKTX\n",
      "TINV\n",
      "GPCOU\n",
      "PTC\n",
      "CIO\n",
      "UFS\n",
      "TW\n",
      "CMPI\n",
      "SSTK\n",
      "NSTB/WS\n",
      "RELX\n",
      "WHLM\n",
      "ROCR\n",
      "MGEE\n",
      "NSTD\n",
      "LAZY\n",
      "ADBE\n",
      "TCDA\n",
      "ACAHW\n",
      "GAIA\n",
      "NFJ\n",
      "PDCO\n",
      "PATH\n",
      "MNST\n",
      "EBON\n",
      "CHAA\n",
      "IECUSD\n",
      "MLPB\n",
      "NUVA\n",
      "DIS\n",
      "HSDT\n",
      "FLEX\n",
      "FA\n",
      "TRMR\n",
      "CNSL\n",
      "IFRX\n",
      "WMGIEUR\n",
      "FLOT\n",
      "BUD\n",
      "GGMC\n",
      "HUGS/U\n",
      "ARBG\n",
      "PLMR\n",
      "OLMA\n",
      "IP\n",
      "BILI\n",
      "JCI\n",
      "CFV\n",
      "PACX\n",
      "TIP\n",
      "ZEPP\n",
      "OIBR/C\n",
      "RF\n",
      "CLV\n",
      "IMNM\n",
      "UCTT\n",
      "DOX\n",
      "ACGL\n",
      "ACEL\n",
      "TDS\n",
      "PACB\n",
      "ASX\n",
      "AVAL\n",
      "ALTG\n",
      "RDFN\n",
      "ZI\n",
      "AMAT\n",
      "MOTN\n",
      "ELF\n",
      "HALL\n",
      "SQM\n",
      "AGFY\n",
      "FSFG\n",
      "AIT\n",
      "MUX\n",
      "MCX\n",
      "OPA/U\n",
      "APOPGBP\n",
      "FULT\n",
      "LJAQ\n",
      "PSN\n",
      "NVIV\n",
      "CYH\n",
      "OPNT\n",
      "PDSB\n",
      "NXPI\n",
      "DCPH\n",
      "CERE\n",
      "THWWW\n",
      "BYND\n",
      "CXW\n",
      "JFU\n",
      "UA\n",
      "MMI\n",
      "LCAHU\n",
      "BELFA\n",
      "JKHY\n",
      "ASRT\n",
      "BLBD\n",
      "FNDC\n",
      "CFFVW\n",
      "CRL\n",
      "CBAH/WS\n",
      "HPX\n",
      "PV\n",
      "NXE\n",
      "DFS\n",
      "PWI\n",
      "DRIO\n",
      "LNFA\n",
      "MYPSW\n",
      "VBTX\n",
      "FFIC\n",
      "CFFEW\n",
      "GFOR/U\n",
      "PFE\n",
      "VJET\n",
      "FEP\n",
      "CPB\n",
      "XME\n",
      "CLBS\n",
      "AAON\n",
      "PTSI\n",
      "CTOS/WS\n",
      "RYN\n",
      "CTBI\n",
      "EWD\n",
      "NWHMUSD\n",
      "AZPN\n",
      "SLR\n",
      "AIV\n",
      "HCCI\n",
      "PEO\n",
      "TLRY\n",
      "AGRO\n",
      "FZT\n",
      "NGC/WS\n",
      "PRGO\n",
      "ATD\n",
      "IDEV\n",
      "BDL\n",
      "IRWD\n",
      "CLIM/WS\n",
      "FLACU\n",
      "SPTK\n",
      "GSV\n",
      "ADT\n",
      "LCAA\n",
      "IIAC/WS\n",
      "ISR\n",
      "SRTS\n",
      "IVC\n",
      "MTD\n",
      "CCV\n",
      "NX\n",
      "CMTL\n",
      "SIMO\n",
      "ACC\n",
      "LMB\n",
      "VFC\n",
      "FARO\n",
      "AGS\n",
      "QD\n",
      "OPT\n",
      "FRGI\n",
      "SHBI\n",
      "CINF\n",
      "IOVA\n",
      "HELE\n",
      "AVNS\n",
      "AB\n",
      "SIOX\n",
      "MMED\n",
      "RYI\n",
      "TTE\n",
      "AZZ\n",
      "DESP\n",
      "LHX\n",
      "WFG\n",
      "MITAU\n",
      "HTD\n",
      "MUR\n",
      "OLO\n",
      "M\n",
      "AGBA\n",
      "PK\n",
      "ENQ\n",
      "ADM\n",
      "GHG\n",
      "KZIA\n",
      "CVCO\n",
      "OPHC\n",
      "PTEN\n",
      "ACBA\n",
      "DGS\n",
      "STFC\n",
      "CURI\n",
      "TREX\n",
      "GHACU\n",
      "LXU\n",
      "DELL\n",
      "ECOR\n",
      "PFBI\n",
      "ACU\n",
      "WTT\n",
      "SVFAW\n",
      "HNGR\n",
      "FWONA\n",
      "PSTX\n",
      "LGIH\n",
      "FTEV\n",
      "GAB\n",
      "HCKT\n",
      "BNTC\n",
      "DIBS\n",
      "VRP\n",
      "GSQD/WS\n",
      "VGII/WS\n",
      "MNTV\n",
      "BFIN\n",
      "EPHY\n",
      "GAPA/U\n",
      "AGAC/WS\n",
      "HCM\n",
      "QUAD\n",
      "USNA\n",
      "BRG\n",
      "SNFCA\n",
      "AKTX\n",
      "TGNA\n",
      "BAMR\n",
      "PPGH\n",
      "BMEA\n",
      "REV\n",
      "SBR\n",
      "BSCL\n",
      "OCUL\n",
      "MSI\n",
      "BSKYW\n",
      "WTRG\n",
      "BNSO\n",
      "ESP\n",
      "LOGC\n",
      "BSGAU\n",
      "MAPSW\n",
      "API\n",
      "JKS\n",
      "HYRE\n",
      "ACES\n",
      "GKOS\n",
      "GPRO\n",
      "HBAN\n",
      "APEI\n",
      "KMB\n",
      "IMPX/WS\n",
      "VPCBW\n",
      "MAC\n",
      "CNS\n",
      "DNB\n",
      "TD\n",
      "ALRM\n",
      "AIKI\n",
      "MOHO\n",
      "BOLT\n",
      "INVH\n",
      "XLE\n",
      "XJQCX\n",
      "III\n",
      "NTLA\n",
      "GOCO\n",
      "MASS\n",
      "PAVE\n",
      "NWL\n",
      "MCK\n",
      "LLNW\n",
      "CYRN\n",
      "PFBC\n",
      "DNAA\n",
      "ETR\n",
      "LOB\n",
      "ODC\n",
      "PRPB/U\n",
      "NL\n",
      "NDAQ\n",
      "LDOS\n",
      "MILE\n",
      "SDC\n",
      "OMI\n",
      "IEAWW\n",
      "CFBK\n",
      "SINO\n",
      "MGM\n",
      "FRXB\n",
      "UIHC\n",
      "SHOO\n",
      "JAZZ\n",
      "TK\n",
      "CGRN\n",
      "ZNTL\n",
      "BELFB\n",
      "VCIT\n",
      "POLY\n",
      "EQNR\n",
      "CHPM\n",
      "CHS\n",
      "LBEUR\n",
      "MTACW\n",
      "MCAD\n",
      "GSEVW\n",
      "CBMB\n",
      "CHH\n",
      "HRC\n",
      "ETSY\n",
      "VIOT\n",
      "RLGT\n",
      "BOT\n",
      "CIG\n",
      "DCO\n",
      "CNF\n",
      "WPP\n",
      "RVSB\n",
      "IMMR\n",
      "PTS\n",
      "DGNS\n",
      "ACQRU\n",
      "CRZNU\n",
      "IYT\n",
      "OPEN\n",
      "ROCC\n",
      "XENT\n",
      "BSKY\n",
      "IPOF\n",
      "EWT\n",
      "VNE\n",
      "RAVN\n",
      "CFX\n",
      "NICK\n",
      "ASAQ/U\n",
      "AMPI/WS\n",
      "IMCC\n",
      "CHR\n",
      "GENC\n",
      "NM\n",
      "AAWW\n",
      "GSAH/U\n",
      "FCX\n",
      "SCPH\n",
      "KR\n",
      "VTGN\n",
      "MVO\n",
      "OBSV\n",
      "MGY\n",
      "NDAC\n",
      "UNM\n",
      "SNV\n",
      "BHC\n",
      "STNG\n",
      "LEV/WS\n",
      "TRONU\n",
      "GMIIU\n",
      "VGLT\n",
      "QRTEA\n",
      "DML\n",
      "SOXX\n",
      "FZT/U\n",
      "ODP\n",
      "BZ\n",
      "BANC\n",
      "FIX\n",
      "INFU\n",
      "JWSM/WS\n",
      "ASHR\n",
      "ITR\n",
      "HBNC\n",
      "VPCBU\n",
      "OM\n",
      "CBD\n",
      "MPC\n",
      "DLO\n",
      "ACM\n",
      "FVCB\n",
      "ZGYH\n",
      "PRU\n",
      "SURF\n",
      "GON\n",
      "SNDX\n",
      "ESSA\n",
      "SWETU\n",
      "AGCB\n",
      "TIGO\n",
      "CTT\n",
      "ABTX\n",
      "CDNA\n",
      "CORR\n",
      "SBUX\n",
      "PSK\n",
      "DNA/WS\n",
      "IVAN/WS\n",
      "TAOP\n",
      "SJNK\n",
      "INFN\n",
      "CCBG\n",
      "ESS\n",
      "GLAD\n",
      "URTH\n",
      "EEFT\n",
      "LAKE\n",
      "MOV\n",
      "BLK\n",
      "IPVA\n",
      "SWET\n",
      "LYTS\n",
      "SI\n",
      "COOLU\n",
      "REPL\n",
      "MDYV\n",
      "VGII\n",
      "CIT\n",
      "LIN\n",
      "PRO\n",
      "NFG\n",
      "MTRN\n",
      "USWSW\n",
      "LEAP\n",
      "SDPI\n",
      "LGACW\n",
      "CABO\n",
      "FORE\n",
      "TCRR\n",
      "SLGN\n",
      "ALXNCHF\n",
      "VGII/U\n",
      "MANT\n",
      "SSO\n",
      "BE\n",
      "ADMS\n",
      "IMPL\n",
      "WABC\n",
      "SWCH\n",
      "SEAH\n",
      "HTBI\n",
      "QDEL\n",
      "FINMU\n",
      "EOG\n",
      "NVTA\n",
      "CRHC\n",
      "PACK\n",
      "JHX\n",
      "CMCO\n",
      "TSK\n",
      "NHF\n",
      "HSII\n",
      "DOV\n",
      "XEFRX\n",
      "CLXT\n",
      "JUGGU\n",
      "FOXW\n",
      "CVCY\n",
      "UBX\n",
      "LBRT\n",
      "MKFG/WS\n",
      "NGCA\n",
      "CAS\n",
      "TOL\n",
      "FFC\n",
      "NRC\n",
      "JT\n",
      "BEP-U\n",
      "PSMT\n",
      "LEVI\n",
      "DUNEW\n",
      "EVER\n",
      "PGRWU\n",
      "ZSAN\n",
      "ENPH\n",
      "RONI/U\n",
      "CPW\n",
      "GIG\n",
      "DDD\n",
      "OCAXW\n",
      "KMT\n",
      "DMLP\n",
      "JRVR\n",
      "PTON\n",
      "CLAS\n",
      "RBA\n",
      "CHV\n",
      "EFC\n",
      "NUE\n",
      "MYRG\n",
      "GTTN\n",
      "LTC\n",
      "HCAT\n",
      "WVE\n",
      "CBZ\n",
      "NRZ\n",
      "MDWT\n",
      "CCAC/U\n",
      "SPNE\n",
      "HIPO\n",
      "ESDA\n",
      "VGZ\n",
      "BIOT\n",
      "IDRA\n",
      "ISIG\n",
      "XLF\n",
      "DYNT\n",
      "RXI\n",
      "ITCI\n",
      "APG\n",
      "VUZI\n",
      "WTM\n",
      "MITO\n",
      "RBCN\n",
      "ORI\n",
      "B\n",
      "LHDX\n",
      "PAYOW\n",
      "PHGE\n",
      "ASAI\n",
      "INVZ\n",
      "RDHL\n",
      "GPC\n",
      "SWBK\n",
      "DT\n",
      "COHR\n",
      "PACXU\n",
      "DAKT\n",
      "AEP\n",
      "PLMI\n",
      "CPHI\n",
      "RRX\n",
      "LYL\n",
      "PBCT\n",
      "HGEN\n",
      "GNRC\n",
      "CC\n",
      "EXPI\n",
      "TTSH\n",
      "TOUR\n",
      "NUVB/WS\n",
      "VRNS\n",
      "FLIC\n",
      "ETWO\n",
      "MOO\n",
      "LHC\n",
      "NWSA\n",
      "HTPA/U\n",
      "GCO\n",
      "LEGH\n",
      "CFR\n",
      "EWJ\n",
      "QSR\n",
      "GAN\n",
      "BH/A\n",
      "TFSL\n",
      "TLIS\n",
      "WKME\n",
      "FEIM\n",
      "FST\n",
      "FRPH\n",
      "IMA\n",
      "LEXX\n",
      "NGMS\n",
      "NWS\n",
      "ESRT\n",
      "TFX\n",
      "SMHI\n",
      "MDH/WS\n",
      "NVR\n",
      "HOFT\n",
      "TSEM\n",
      "SHAK\n",
      "LGND\n",
      "STRA\n",
      "CAMT\n",
      "CHI\n",
      "NBTX\n",
      "EVOP\n",
      "CRY\n",
      "HMST\n",
      "AIMC\n",
      "VOOG\n",
      "PYPD\n",
      "BLRX\n",
      "SVA\n",
      "NRP\n",
      "SWBK/WS\n",
      "VOXX\n",
      "RBOT\n",
      "GFX/U\n",
      "BWMX\n",
      "CTS\n",
      "LEGAU\n",
      "GE\n",
      "FATE\n",
      "RBB\n",
      "APSG\n",
      "UFCS\n",
      "SCYX\n",
      "EZA\n",
      "XCY\n",
      "KNBE\n",
      "IHG\n",
      "TPTX\n",
      "FELE\n",
      "PTPI\n",
      "NERV\n",
      "MSC\n",
      "CAN\n",
      "TREC\n",
      "MAS\n",
      "POWW\n",
      "KNSL\n",
      "SSNT\n",
      "HNP\n",
      "PRVA\n",
      "FMS\n",
      "ATRA\n",
      "NMFC\n",
      "NDSN\n",
      "VER\n",
      "VONG\n",
      "IPVF\n",
      "SACH\n",
      "OFS\n",
      "SOFI\n",
      "PLTK\n",
      "RNA\n",
      "EDEN\n",
      "UPWK\n",
      "ATEX\n",
      "XPOA/WS\n",
      "ROCK\n",
      "NQP\n",
      "CMG\n",
      "MERC\n",
      "SPG\n",
      "BSCM\n",
      "EFX\n",
      "HBB\n",
      "BERY\n",
      "VCKAU\n",
      "ALBO\n",
      "GBIL\n",
      "MMYT\n",
      "GSC\n",
      "ARKW\n",
      "HDB\n",
      "VCEL\n",
      "CAMP\n",
      "BPMC\n",
      "BAND\n",
      "OII\n",
      "CRAI\n",
      "PSNL\n",
      "SOHU\n",
      "AMRC\n",
      "MCHX\n",
      "CNNB\n",
      "ITOS\n",
      "BTO\n",
      "IMTXW\n",
      "PBE\n",
      "SWTX\n",
      "SIF\n",
      "VFH\n",
      "DEA\n",
      "HSC\n",
      "TOMZ\n",
      "XPH\n",
      "BOWX\n",
      "PRPB\n",
      "CFVIU\n",
      "LPL\n",
      "FUV\n",
      "SNN\n",
      "BHSE\n",
      "RKLB\n",
      "RTLR\n",
      "MDC\n",
      "PHCF\n",
      "OHPA\n",
      "IX\n",
      "GMTX\n",
      "GIII\n",
      "TRST\n",
      "WIMI\n",
      "SQFT\n",
      "BIVI\n",
      "ACQR\n",
      "NBSTW\n",
      "PIPR\n",
      "KO\n",
      "NXST\n",
      "RCHG\n",
      "FTCH\n",
      "GNLN\n",
      "SPRTEUR\n",
      "MSACW\n",
      "TISI\n",
      "AJRD\n",
      "ELY\n",
      "NGAB/WS\n",
      "TWNT/U\n",
      "TMPM\n",
      "RVI\n",
      "XIN\n",
      "PPD\n",
      "SW\n",
      "CNP\n",
      "MD\n",
      "WASH\n",
      "PLIN\n",
      "NAAC\n",
      "PRAA\n",
      "CENT\n",
      "FVT\n",
      "OSTR\n",
      "INTA\n",
      "SCX\n",
      "YSACU\n",
      "CM\n",
      "AOMR\n",
      "SFST\n",
      "ODT\n",
      "HOOK\n",
      "No identifier found.\n",
      "GBOX\n",
      "FOXWU\n",
      "KVSC\n",
      "BSKYU\n",
      "CSN\n",
      "SCHX\n",
      "THMAU\n",
      "PHM\n",
      "QIWI\n",
      "ECOLW\n",
      "CPT\n",
      "CIVB\n",
      "HAYW\n",
      "ADMA\n",
      "EGAN\n",
      "FXH\n",
      "BLIN\n",
      "WM\n",
      "BSET\n",
      "BDC\n",
      "SSAAU\n",
      "PARR\n",
      "SWAV\n",
      "XELA\n",
      "FACA/WS\n",
      "PZG\n",
      "NMTR\n",
      "DISCK\n",
      "PRF\n",
      "ASGN\n",
      "IWY\n",
      "XENE\n",
      "SCHA\n",
      "MGC\n",
      "GTIM\n",
      "CSTA\n",
      "NHC\n",
      "DCI\n",
      "CSV\n",
      "SCHB\n",
      "RRR\n",
      "FIXD\n",
      "IAS\n",
      "ALSKUSD\n",
      "CYD\n",
      "CGNX\n",
      "TEN\n",
      "TBSA\n",
      "NVCR\n",
      "LOKM/U\n",
      "ENIC\n",
      "HA\n",
      "BDSX\n",
      "CRHC/WS\n",
      "KALA\n",
      "CE\n",
      "LCAP\n",
      "EUCRU\n",
      "RHI\n",
      "ALX\n",
      "GSAQ\n",
      "MDGS\n",
      "BSIG\n",
      "SPAQ/WS\n",
      "ATKR\n",
      "AP\n",
      "HTPA/WS\n",
      "EXPO\n",
      "VNQ\n",
      "AJX\n",
      "TSRI\n",
      "MACAU\n",
      "LOMA\n",
      "AGL\n",
      "IWP\n",
      "VST\n",
      "OIIM\n",
      "IIII\n",
      "KLAC\n",
      "TILE\n",
      "HX\n",
      "SNCR\n",
      "INVN\n",
      "NSTC/WS\n",
      "FCRD\n",
      "WRAP\n",
      "ATHN/WS\n",
      "ZUO\n",
      "PQGEUR\n",
      "LUXA\n",
      "MPLN/WS\n",
      "GLYC\n",
      "DK\n",
      "FTHM\n",
      "LMT\n",
      "BNTX\n",
      "CNXC\n",
      "QADB\n",
      "CNX\n",
      "CRK\n",
      "HBT\n",
      "ORIAU\n",
      "HMLP\n",
      "NXU/U\n",
      "STMPEUR\n",
      "BTX\n",
      "UTI\n",
      "CTAQU\n",
      "CGBD\n",
      "UKYE\n",
      "ALKS\n",
      "PPL\n",
      "BP\n",
      "HVT\n",
      "ARTNA\n",
      "WAFU\n",
      "ENJYW\n",
      "XPEV\n",
      "RTPY\n",
      "AXTA\n",
      "SVM\n",
      "SENEA\n",
      "TSPQ\n",
      "FGBI\n",
      "WK\n",
      "ED\n",
      "TRP\n",
      "HIHO\n",
      "GMII\n",
      "BEPC\n",
      "FUTU\n",
      "OCAXU\n",
      "WEX\n",
      "TPGY/WS\n",
      "MBWM\n",
      "ZBRA\n",
      "FTAAW\n",
      "NCLH\n",
      "FTAA\n",
      "BDR\n",
      "CGEM\n",
      "CAAP\n",
      "GGB\n",
      "EFAV\n",
      "NYMX\n",
      "XT\n",
      "FN\n",
      "OPCH\n",
      "AAQC/WS\n",
      "OGN\n",
      "DEX\n",
      "GTY\n",
      "POWL\n",
      "BSGM\n",
      "AFT\n",
      "CARE\n",
      "AIG\n",
      "MCHI\n",
      "CMF\n",
      "SCZ\n",
      "VYNE\n",
      "BHVN\n",
      "OLED\n",
      "CDNS\n",
      "BSBR\n",
      "YORW\n",
      "SYF\n",
      "USIO\n",
      "GCBC\n",
      "MKTX\n",
      "SDGR\n",
      "HOPE\n",
      "NTRS\n",
      "KBWB\n",
      "ISSC\n",
      "NBRV\n",
      "FBNC\n",
      "AON\n",
      "TRIN\n",
      "HDSN\n",
      "WCP\n",
      "TWLO\n",
      "BSFA\n",
      "RVP\n",
      "TGB\n",
      "IRT\n",
      "GB/WS\n",
      "PRPC/WS\n",
      "MTX\n",
      "FE\n",
      "APP\n",
      "PTI\n",
      "GORO\n",
      "NR\n",
      "CRHC/U\n",
      "ENR\n",
      "SHV\n",
      "ICONEUR\n",
      "CHD\n",
      "CBBEUR\n",
      "ATVC\n",
      "UBCP\n",
      "UIS\n",
      "QH\n",
      "COOLW\n",
      "IEFA\n",
      "SPFI\n",
      "MPACW\n",
      "BHG\n",
      "NRBO\n",
      "PPSI\n",
      "EPC\n",
      "FRTA\n",
      "CARG\n",
      "RC\n",
      "PDD\n",
      "VHC\n",
      "TIPT\n",
      "OPRA\n",
      "CTLT\n",
      "KRO\n",
      "LE\n",
      "FSR\n",
      "HCIC\n",
      "VNCE: Error\n",
      "SPYD\n",
      "BHTG\n",
      "SKYAU\n",
      "CSCO\n",
      "TNK\n",
      "VCTR\n",
      "IPAR\n",
      "SFET\n",
      "LZB\n",
      "EXP\n",
      "PRIM\n",
      "BITE\n",
      "RYAM\n",
      "UAL\n",
      "SCWX: Error\n",
      "LRN\n",
      "AWR: Error\n",
      "SPGS/WS\n",
      "FPH\n",
      "IYF\n",
      "BOX\n",
      "QSIAW\n",
      "KVSA\n",
      "UG\n",
      "RDS/A\n",
      "GWRE\n",
      "ALTO\n",
      "FTAAU\n",
      "TLYS\n",
      "VICI\n",
      "UHT\n",
      "BRIVW\n",
      "MRLN\n",
      "VTOL\n",
      "GTS\n",
      "DCTH\n",
      "DHI\n",
      "GNK\n",
      "ELEV\n",
      "GLPG\n",
      "LPTX\n",
      "CACC\n",
      "EWI\n",
      "CPTK/WS\n",
      "IMGN\n",
      "PHR\n",
      "FLWS\n",
      "INFI\n",
      "CNK\n",
      "ARNC\n",
      "CLBK\n",
      "EWQ\n",
      "EGY\n",
      "AAC/WS\n",
      "LITB\n",
      "IMG\n",
      "GOVT\n",
      "FMAC/U\n",
      "SAIC\n",
      "TIG\n",
      "XPOA\n",
      "HLG\n",
      "EQD/WS\n",
      "PCG\n",
      "MPACU\n",
      "TXN\n",
      "OVLY\n",
      "LI\n",
      "KAMN\n",
      "SYK\n",
      "CTRN\n",
      "PMGMW\n",
      "SCVX\n",
      "MCHP\n",
      "JILL\n",
      "NATI\n",
      "PSB\n",
      "STEM/WS\n",
      "NVSAU\n",
      "FAX\n",
      "AMPG\n",
      "FSK\n",
      "AMG\n",
      "SC\n",
      "HCICU\n",
      "OCN\n",
      "SHOP\n",
      "YOU\n",
      "BBU-U\n",
      "TROW\n",
      "EAT\n",
      "XBI\n",
      "PLYM\n",
      "RICK\n",
      "LEN\n",
      "XLRE\n",
      "GASS\n",
      "AMAOU\n",
      "TINV/WS\n",
      "AY\n",
      "CHPMW\n",
      "PHI\n",
      "SONMEUR\n",
      "CAI\n",
      "IDYA\n",
      "TGP\n",
      "CARA\n",
      "ZYXI\n",
      "AMKR\n",
      "SBEA\n",
      "RKTA/U\n",
      "SYRS\n",
      "PAYS\n",
      "EQHA/U\n",
      "SAIL\n",
      "ADN\n",
      "RRBI\n",
      "AL\n",
      "ATIP/WS\n",
      "MANH\n",
      "AZYO\n",
      "SRSA\n",
      "SCOR\n",
      "AIRC\n",
      "KEYS\n",
      "GGN\n",
      "BRC\n",
      "IVE\n",
      "RBKB\n",
      "IVZ\n",
      "VT\n",
      "UBSI\n",
      "FTSI\n",
      "EGHT\n",
      "RMR\n",
      "OGS\n",
      "CERN\n",
      "FSII\n",
      "CHRA\n",
      "VGSH\n",
      "OSG\n",
      "FTPA\n",
      "BOH\n",
      "ESTC\n",
      "YAC\n",
      "KT\n",
      "PEG\n",
      "GTH\n",
      "PTE\n",
      "DRD\n",
      "SWX\n",
      "SUX\n",
      "MDWD\n",
      "ARRWW\n",
      "KRE\n",
      "NNBR\n",
      "UNP\n",
      "BAP\n",
      "FCAX/WS\n",
      "LLY\n",
      "HMN\n",
      "BLUA/WS\n",
      "GPXUSD\n",
      "GH\n",
      "CRCT\n",
      "TAST\n",
      "HCCC\n",
      "IDA\n",
      "AEVA\n",
      "HERA\n",
      "VVPR\n",
      "MRNA\n",
      "REVH\n",
      "GMBL\n",
      "BRID\n",
      "NNAUSD\n",
      "MRC\n",
      "AGGRU\n",
      "DYNS\n",
      "CPLG\n",
      "PSAG\n",
      "PEN\n",
      "XPEL\n",
      "CRC\n",
      "IPVIU\n",
      "SPKBW\n",
      "UTH\n",
      "BRPM\n",
      "HPK\n",
      "MLP\n",
      "QQQM\n",
      "ARQT\n",
      "BKEP\n",
      "STE\n",
      "PRSRU\n",
      "TSQ\n",
      "COLL\n",
      "JEF\n",
      "MQ\n",
      "ELDN\n",
      "MJ\n",
      "STEP\n",
      "NDLS\n",
      "PKE\n",
      "AQN\n",
      "CTV\n",
      "NTB\n",
      "NS\n",
      "TFC\n",
      "BCS\n",
      "RESN\n",
      "SSTI\n",
      "IRBT\n",
      "COFS\n",
      "FBK\n",
      "VYNT\n",
      "BBY\n",
      "DNZ/U\n",
      "CMS\n",
      "BKTI\n",
      "PASG\n",
      "CWT\n",
      "PYPL\n",
      "VEA\n",
      "BYRN\n",
      "CLI\n",
      "DGRO\n",
      "CFG\n",
      "CWST\n",
      "PHVS\n",
      "PSTH/WS\n",
      "HCCCU\n",
      "XFRAX\n",
      "IPVI\n",
      "ACET\n",
      "CSGP\n",
      "NPCE\n",
      "IWS\n",
      "INDIW\n",
      "MRVL\n",
      "MTW\n",
      "FMIVU\n",
      "BLDP\n",
      "KRNLW\n",
      "FREQ\n",
      "NLOK\n",
      "UNVR\n",
      "EPI\n",
      "ACAD\n",
      "GWGH\n",
      "GIFI\n",
      "PTY\n",
      "PAQCU\n",
      "NOBL\n",
      "LECO\n",
      "OXSQ\n",
      "EQC\n",
      "BND\n",
      "LXRX\n",
      "JBSS\n",
      "APEN\n",
      "HI\n",
      "SKLZ\n",
      "TMKRW\n",
      "DY\n",
      "TGTX\n",
      "EDTX\n",
      "LZ\n",
      "CVEO\n",
      "EPHYU\n",
      "CRTX\n",
      "ANIK\n",
      "WSFS\n",
      "DCT\n",
      "CMLTU\n",
      "VVR\n",
      "SYBT\n",
      "DRQ\n",
      "LMFA\n",
      "TYME\n",
      "SISI\n",
      "EARN\n",
      "KRP\n",
      "ESM\n",
      "HCARW\n",
      "RILY\n",
      "ALJJ\n",
      "LBPH\n",
      "MMSI\n",
      "SEMR\n",
      "RVPH\n",
      "NAII\n",
      "DHHCW\n",
      "CLDB\n",
      "TNXP\n",
      "CUCA\n",
      "ANSS\n",
      "ABEO\n",
      "ARTAU\n",
      "LAAAU\n",
      "CASH\n",
      "SPLV\n",
      "PENN\n",
      "LMST\n",
      "OXY\n",
      "TSPQ/U\n",
      "ZS\n",
      "ANAC/U\n",
      "ING\n",
      "DAC\n",
      "LIZI\n",
      "SRC\n",
      "ROUS\n",
      "PKG\n",
      "ARKG\n",
      "CVE\n",
      "MSBI\n",
      "SRRK\n",
      "SOFIW\n",
      "SYNH\n",
      "EME\n",
      "EIS*\n",
      "HAFC\n",
      "QIPT\n",
      "MNTK\n",
      "ASYS\n",
      "KKR\n",
      "KGC\n",
      "MO\n",
      "CNCE\n",
      "VENAR\n",
      "TVAC\n",
      "ETACW\n",
      "VOO\n",
      "FTSL\n",
      "OZK\n",
      "SBOW\n",
      "JMP\n",
      "EGP\n",
      "FANH\n",
      "CPARU\n",
      "NXU\n",
      "DXPE\n",
      "RMCF\n",
      "NGS\n",
      "SPTM\n",
      "NSY\n",
      "GTPAU\n",
      "EBS\n",
      "VOE\n",
      "KFY\n",
      "SDS\n",
      "BIOTU\n",
      "OBNK\n",
      "GLAQU\n",
      "AFAQW\n",
      "RNR\n",
      "GSL\n",
      "LPI\n",
      "PCH\n",
      "POR\n",
      "MCD\n",
      "RAD\n",
      "SCAQU\n",
      "CAKE\n",
      "UGR\n",
      "NVCN\n",
      "TCFC\n",
      "EOLS\n",
      "WLTW\n",
      "HWM\n",
      "LU\n",
      "DIDI\n",
      "FVT/WS\n",
      "ATIP\n",
      "EVGN\n",
      "PFDR\n",
      "GPAC\n",
      "VERX\n",
      "REVG\n",
      "KSA\n",
      "NET\n",
      "ETD\n",
      "SUMR\n",
      "SCR\n",
      "CNTG\n",
      "GWH/WS\n",
      "DOO\n",
      "IAGG\n",
      "DHBC\n",
      "LPX\n",
      "VCYT\n",
      "ADI\n",
      "KTB\n",
      "AVAN/U\n",
      "CMAXW\n",
      "VTIP\n",
      "ALPN\n",
      "MP\n",
      "RYAAY\n",
      "CLRB\n",
      "XLG\n",
      "FDUS\n",
      "ANGI\n",
      "EBR\n",
      "PCYO\n",
      "CHEF\n",
      "AMK\n",
      "BIGC\n",
      "LNG\n",
      "MLR\n",
      "CYRX\n",
      "LMACA\n",
      "KNLUSD\n",
      "FCAX\n",
      "SELB\n",
      "BIP\n",
      "GHLD\n",
      "ENVA\n",
      "ABMD\n",
      "BREZW\n",
      "DOCU\n",
      "CODA\n",
      "SFE\n",
      "HWC\n",
      "RMBS\n",
      "IMXI\n",
      "LEGOU\n",
      "BRMK\n",
      "TVTY\n",
      "CARR\n",
      "SHACU\n",
      "FND\n",
      "SGRY\n",
      "BWB\n",
      "AAAU\n",
      "LCUT\n",
      "CCAC\n",
      "HAE\n",
      "USB\n",
      "GIIX\n",
      "GVA\n",
      "BSX\n",
      "ARGO\n",
      "ELVT\n",
      "SHI\n",
      "GABC\n",
      "DWIN/WS\n",
      "FLT\n",
      "ABR\n",
      "AUS\n",
      "AGGRW\n",
      "NOMD\n",
      "RCLF\n",
      "MCBC\n",
      "SAM\n",
      "LIE\n",
      "SSY\n",
      "BZH\n",
      "AXOA\n",
      "CONXU\n",
      "NWE\n",
      "CSTE\n",
      "KRMD\n",
      "AGCWW\n",
      "REDU\n",
      "SIGA\n",
      "CPTK/U\n",
      "DHHC\n",
      "FUSEGBP\n",
      "EYEN\n",
      "IMBI\n",
      "PTR\n",
      "NGCAW\n",
      "OFC\n",
      "SRE\n",
      "COO\n",
      "SID\n",
      "UAA\n",
      "INO\n",
      "TMD\n",
      "MA\n",
      "MPLN\n",
      "IRIX\n",
      "PANL\n",
      "VOSOU\n",
      "IEV\n",
      "ALYA\n",
      "PLMIW\n",
      "OPRX\n",
      "ATTO\n",
      "CLAA/U\n",
      "TETC\n",
      "CKPT\n",
      "BOKF\n",
      "MGTA\n",
      "XAIR\n",
      "IBP\n",
      "AFL\n",
      "EDR\n",
      "RDW/WS\n",
      "TAK\n",
      "GCI\n",
      "LGACU\n",
      "RGA\n",
      "ACTDU\n",
      "GRNQ\n",
      "TBSAU\n",
      "DRVN\n",
      "QSI\n",
      "DAL\n",
      "BWX\n",
      "TTWO\n",
      "DBRG\n",
      "KURIW\n",
      "VRSK\n",
      "AVNW\n",
      "RVMD\n",
      "ZTAQU\n",
      "EBIX\n",
      "EXPE\n",
      "KNX\n",
      "MOR\n",
      "NLITU\n",
      "VERO\n",
      "APM\n",
      "CLSD\n",
      "FTPAU\n",
      "FENG\n",
      "UAVP\n",
      "HD\n",
      "EWY\n",
      "VSS\n",
      "BJ\n",
      "HYACW\n",
      "AVEO\n",
      "AMSWA\n",
      "LGF/B\n",
      "HNNA\n",
      "SYBX\n",
      "LORL\n",
      "SRI\n",
      "IYC\n",
      "SSB\n",
      "INMD\n",
      "EBMT\n",
      "VOSO\n",
      "FTCI\n",
      "MIND\n",
      "ATRO\n",
      "WGO\n",
      "CVLY\n",
      "VRAY\n",
      "MLAB\n",
      "HHLA/WS\n",
      "BOTJ\n",
      "PCY\n",
      "GBLI\n",
      "ISTB\n",
      "OWL\n",
      "HCNEU\n",
      "IIAC/U\n",
      "LGV\n",
      "IWO\n",
      "MNRO\n",
      "GMBTU\n",
      "TEKK\n",
      "RDNT\n",
      "FTVIU\n",
      "FLME\n",
      "EVRI\n",
      "WSR\n",
      "CRSR\n",
      "FSRXW\n",
      "HAM\n",
      "SMT\n",
      "CDXS\n",
      "MCAFU\n",
      "TWNK\n",
      "ORGS\n",
      "CDXC\n",
      "CDE\n",
      "TER\n",
      "TPL\n",
      "IBCP\n",
      "MBI\n",
      "PJX\n",
      "YTPG\n",
      "SPOT\n",
      "HBMD\n",
      "GOOG\n",
      "MEOH\n",
      "GROW\n",
      "HURN\n",
      "TLMDW\n",
      "IWF\n",
      "NXRT\n",
      "BXS\n",
      "NSPR\n",
      "EBACU\n",
      "CMCT\n",
      "CHRW\n",
      "BOAS/WS\n",
      "OAS\n",
      "MOTV\n",
      "ALGM\n",
      "RA\n",
      "LTHM\n",
      "EBSB\n",
      "KAHC/U\n",
      "OMF\n",
      "AINV\n",
      "NIJ\n",
      "MINT\n",
      "GTPBW\n",
      "MACQ\n",
      "LPSN\n",
      "EPR\n",
      "VAL/WS\n",
      "DBD\n",
      "YEXT\n",
      "ASPCU\n",
      "KLAQ\n",
      "IRDM\n",
      "CSTR\n",
      "XBIT\n",
      "MCB\n",
      "SUI\n",
      "DHR\n",
      "VRS\n",
      "FUSN\n",
      "SILK\n",
      "SLAC/U\n",
      "BBI\n",
      "FVRR\n",
      "ANDE\n",
      "RMO\n",
      "IGV\n",
      "BIMIEUR\n",
      "SIEN\n",
      "BVN\n",
      "X\n",
      "LYB\n",
      "MHO\n",
      "PGRW\n",
      "PTOCU\n",
      "OCFC\n",
      "PHAS\n",
      "GS\n",
      "NFH\n",
      "CREX\n",
      "CRTO\n",
      "RAVE\n",
      "SBII/WS\n",
      "ARYD\n",
      "KDP\n",
      "YTEN\n",
      "JG\n",
      "NXU/WS\n",
      "GO\n",
      "GWB\n",
      "BIOL\n",
      "LNN\n",
      "NAPA\n",
      "VELOU\n",
      "BITE/U\n",
      "BBIO\n",
      "IWB\n",
      "INFL\n",
      "CWBC\n",
      "NE\n",
      "ALK\n",
      "HLAHW\n",
      "TUGCU\n",
      "XIGDX\n",
      "MPWR\n",
      "HQI\n",
      "ASPS\n",
      "ADVWW\n",
      "GMS\n",
      "EAST\n",
      "ATNI\n",
      "MRUS\n",
      "WNC\n",
      "CUBE\n",
      "HT\n",
      "BOAC/U\n",
      "HLAH\n",
      "CBAN\n",
      "EGGF/U\n",
      "NTNX\n",
      "HCA\n",
      "COHN\n",
      "U\n",
      "HNI\n",
      "SVFB\n",
      "BOXL\n",
      "VNRX\n",
      "CCAP\n",
      "GD\n",
      "VIOV\n",
      "ABEV\n",
      "OEPWU\n",
      "BEN\n",
      "LYG\n",
      "EACPU\n",
      "FUSB\n",
      "SECO\n",
      "VREX\n",
      "BLPH\n",
      "KNOP\n",
      "NHI\n",
      "NSA\n",
      "IPG\n",
      "BBJP\n",
      "OSK\n",
      "URGN\n",
      "IAU*\n",
      "BHLB\n",
      "SGRP\n",
      "PCT\n",
      "LYEL\n",
      "EVTC\n",
      "GLHAU\n",
      "LFTRW\n",
      "PBIP\n",
      "NOG\n",
      "KALV\n",
      "BNS\n",
      "WXA\n",
      "SVOK\n",
      "EA\n",
      "LYV\n",
      "FOX\n",
      "SWIEUR\n",
      "EWG\n",
      "LIND\n",
      "KRT\n",
      "BKI\n",
      "CFIV\n",
      "MON\n",
      "RGS\n",
      "NUO\n",
      "MIGA\n",
      "FRWAU\n",
      "SCHG\n",
      "TMTS\n",
      "ROIC\n",
      "GRPN\n",
      "AR\n",
      "QUIK\n",
      "TSBK\n",
      "PFPTEUR\n",
      "UWMC\n",
      "AAC\n",
      "XPRO\n",
      "FINV\n",
      "MYE\n",
      "NOK\n",
      "CAPR\n",
      "AWG\n",
      "ETRN\n",
      "LOOP\n",
      "HWBK\n",
      "KTCC\n",
      "PHICW\n",
      "CME\n",
      "IT\n",
      "ATGE\n",
      "BTBT\n",
      "SHYF\n",
      "RMGCU\n",
      "PAGS\n",
      "CLVR\n",
      "TR\n",
      "VBK\n",
      "CMRE\n",
      "SGEN\n",
      "ECHO\n",
      "CGA\n",
      "KAIR\n",
      "ISRG\n",
      "WPCB\n",
      "ATUS\n",
      "ISEE\n",
      "KIM\n",
      "ALCO\n",
      "DISAU\n",
      "TSN\n",
      "RXRA\n",
      "OEC\n",
      "BWXT\n",
      "BLUA\n",
      "MBII\n",
      "EWN\n",
      "VTA\n",
      "BRBR\n",
      "HIMS\n",
      "TREB/WS\n",
      "LUMN\n",
      "OMEG\n",
      "DXC\n",
      "IRCP\n",
      "DUO\n",
      "BROG\n",
      "PIAI\n",
      "KBE\n",
      "ACII/WS\n",
      "CFFE\n",
      "DFPHW\n",
      "SUP\n",
      "CWBR\n",
      "ICHR\n",
      "VIEWW\n",
      "USHY\n",
      "TRTX\n",
      "ALGT\n",
      "COS\n",
      "SCCO\n",
      "BIIB\n",
      "CLSK\n",
      "OI*\n",
      "MCS\n",
      "MODV\n",
      "CFFEU\n",
      "MAN\n",
      "KYN\n",
      "ORN\n",
      "KOSS\n",
      "ACR\n",
      "VLO\n",
      "GRCL\n",
      "ISD\n",
      "HLIO\n",
      "AMR\n",
      "SCOB\n",
      "WOW\n",
      "LOTZ\n",
      "KWEB\n",
      "NTR\n",
      "HFFG\n",
      "IGR\n",
      "FCNCA\n",
      "LDE\n",
      "TWOA\n",
      "LFTRU\n",
      "GWRS\n",
      "MTLS\n",
      "ENPC\n",
      "DADA\n",
      "LX\n",
      "VSTM\n",
      "VYGR\n",
      "LYRA\n",
      "POW\n",
      "CPIX\n",
      "IGC\n",
      "QTEC\n",
      "HEI/A\n",
      "ASZ/U\n",
      "IPVF/WS\n",
      "PRQR\n",
      "APLS\n",
      "AC\n",
      "EVRG\n",
      "WB\n",
      "ONE\n",
      "TLMD\n",
      "NETI\n",
      "REED\n",
      "FRXB/WS\n",
      "WD\n",
      "COST\n",
      "EVBN\n",
      "BLDEW\n",
      "COHU\n",
      "MRVI\n",
      "ALLO\n",
      "AINC\n",
      "IWR\n",
      "RLGY\n",
      "CNVY\n",
      "BMRN\n",
      "NOV\n",
      "FDMT\n",
      "CEQP\n",
      "PLXS\n",
      "GEL\n",
      "KBNT\n",
      "COLM\n",
      "HLIT\n",
      "DAWN\n",
      "VCLT\n",
      "CLFD\n",
      "PRTA\n",
      "ANAC/WS\n",
      "SNRHU\n",
      "PG\n",
      "FOUR\n",
      "BMA\n",
      "IDT\n",
      "USFD\n",
      "CMPR\n",
      "NBN\n",
      "EDG\n",
      "AGG\n",
      "CRBP\n",
      "PAYC\n",
      "GNTX\n",
      "PBYI\n",
      "SCHP\n",
      "NGG\n",
      "HSKA\n",
      "DCRCW\n",
      "AAQC\n",
      "DBX\n",
      "TWNI/U\n",
      "KODK\n",
      "TOWN\n",
      "NVST\n",
      "XFOR\n",
      "BWEN\n",
      "SHAC\n",
      "AVT\n",
      "AIHS\n",
      "FNCL\n",
      "TRX\n",
      "ITW\n",
      "STAG\n",
      "ENFA\n",
      "TTMI\n",
      "BHB\n",
      "PSXP\n",
      "CMCSA\n",
      "BCRX\n",
      "VNT\n",
      "OXY/WS\n",
      "QADA\n",
      "VSTA\n",
      "QTNT\n",
      "CVET\n",
      "UPLD\n",
      "AMPY\n",
      "SIFY\n",
      "IDV*\n",
      "GME\n",
      "PZA\n",
      "FLXN\n",
      "PBPB\n",
      "OFED\n",
      "MESO\n",
      "SLRC\n",
      "RE\n",
      "MTDR\n",
      "NAOV\n",
      "DLHC\n",
      "SITE\n",
      "FLAC\n",
      "MORF\n",
      "OVBC\n",
      "WNEB\n",
      "FLME/U\n",
      "ESSCW\n",
      "CHCI\n",
      "VST/WS/A\n",
      "GOAC\n",
      "VAL\n",
      "APRE\n",
      "HMC\n",
      "GAMCU\n",
      "VEL\n",
      "AGIL\n",
      "KRC\n",
      "LSTR\n",
      "EXR\n",
      "RERE\n",
      "CVII/U\n",
      "LGL\n",
      "FXO\n",
      "LOW\n",
      "ELP\n",
      "NBO\n",
      "DOCN\n",
      "SCHN\n",
      "CNNE\n",
      "CEPS\n",
      "IART\n",
      "MDYG\n",
      "BTCM\n",
      "ISOS\n",
      "SENS\n",
      "EWC\n",
      "FOA\n",
      "HIFS\n",
      "SCHC\n",
      "ESEA\n",
      "VMM\n",
      "AKTS\n",
      "CYAN\n",
      "ZVO\n",
      "TMAC/WS\n",
      "CASS\n",
      "CLVS\n",
      "AQUA\n",
      "TTI\n",
      "CPUH/WS\n",
      "VV\n",
      "LIT\n",
      "AXS\n",
      "TBLAW\n",
      "ELTK\n",
      "WWFA\n",
      "ENIA\n",
      "AMAM\n",
      "BPOP\n",
      "TPHS\n",
      "ORGNW\n",
      "GSMGW\n",
      "GBIO\n",
      "MUFG\n",
      "NIU\n",
      "SUMO\n",
      "SCOBU\n",
      "CIX\n",
      "LLL\n",
      "PGNY\n",
      "CHRS\n",
      "COKE\n",
      "MBIO\n",
      "SOI\n",
      "ADMP\n",
      "TIL\n",
      "PRPC/U\n",
      "ALHC\n",
      "AVO\n",
      "HUM\n",
      "ONEM\n",
      "ICBK\n",
      "STWD\n",
      "CCS\n",
      "QFTA\n",
      "AMCX\n",
      "LANC\n",
      "WPRT\n",
      "SPSB\n",
      "FMF\n",
      "AYX\n",
      "SRDX\n",
      "HYLB\n",
      "RARE\n",
      "FYBR\n",
      "CORN\n",
      "BATRA\n",
      "MLCO\n",
      "HPKEW\n",
      "EPU\n",
      "LMX\n",
      "FMX\n",
      "FWRD\n",
      "CFFI\n",
      "USO\n",
      "LIXT\n",
      "EVBG\n",
      "MTNB\n",
      "IS\n",
      "ONCS\n",
      "BCBP\n",
      "FITB\n",
      "LUV\n",
      "HUSN\n",
      "VCKA\n",
      "ME\n",
      "LQD\n",
      "JRO\n",
      "TCVA\n",
      "POSH\n",
      "CRWD\n",
      "SLCRW\n",
      "ALS\n",
      "STOK\n",
      "HBIO\n",
      "VCNX\n",
      "WARR/U\n",
      "LKFN\n",
      "LVRAW\n",
      "DWIN\n",
      "VXX\n",
      "NWN\n",
      "CPTK\n",
      "MORN\n",
      "BPMP\n",
      "MMAT\n",
      "PDCE\n",
      "GRAY\n",
      "ALT\n",
      "YCBD\n",
      "SSF\n",
      "KINZU\n",
      "JNCE\n",
      "XPO\n",
      "AEG\n",
      "STRE/WS\n",
      "ASPU\n",
      "SSAA\n",
      "BTAQ\n",
      "FRXB/U\n",
      "CLAA\n",
      "RH\n",
      "TIXT\n",
      "ABCL\n",
      "DNMR\n",
      "RPD\n",
      "GAU\n",
      "WISA\n",
      "CMP\n",
      "BFST\n",
      "AGTC\n",
      "APPH\n",
      "NSTC\n",
      "AZO\n",
      "VBR\n",
      "IHP\n",
      "NXTDEUR\n",
      "CDLX\n",
      "NPK\n",
      "CBSH\n",
      "VIIAW\n",
      "HAPP\n",
      "HUN\n",
      "APVO\n",
      "ICFI\n",
      "CHPT\n",
      "NBR\n",
      "ARR\n",
      "DXF\n",
      "BODY/WS\n",
      "BAH\n",
      "MCBS\n",
      "INPX\n",
      "BODY\n",
      "PRAX\n",
      "SPWH\n",
      "HDV\n",
      "EQHA\n",
      "ALVR\n",
      "CTK\n",
      "TLGTQ\n",
      "SLQT\n",
      "VENA\n",
      "DSPG\n",
      "CERT\n",
      "PFLT\n",
      "LODE\n",
      "TBLT\n",
      "TWND/WS\n",
      "DES\n",
      "CMCM\n",
      "INT\n",
      "AAOI\n",
      "ARRY\n",
      "FNDX\n",
      "CATY\n",
      "RNDB\n",
      "RBAC/U\n",
      "RBNC\n",
      "SPHD\n",
      "IIN\n",
      "AWI\n",
      "PII\n",
      "VTRS\n",
      "NCR\n",
      "GXII\n",
      "COR\n",
      "CCAC/WS\n",
      "PKN\n",
      "AFMD\n",
      "BGSX\n",
      "TVTX\n",
      "FACA\n",
      "GOEVW\n",
      "SKT\n",
      "JOFFW\n",
      "EQBK\n",
      "WEED\n",
      "FXE\n",
      "CLVT\n",
      "ERES\n",
      "GENI/WS\n",
      "MTBC\n",
      "MSD\n",
      "EEM\n",
      "MC\n",
      "LMND\n",
      "OESX\n",
      "TOTL\n",
      "APD\n",
      "LAZ\n",
      "KVSB\n",
      "DLA\n",
      "FTEV/U\n",
      "ATCO\n",
      "ENJY\n",
      "TRIP\n",
      "UNF\n",
      "RES\n",
      "PATI\n",
      "CRU/U\n",
      "ZDGE\n",
      "VPCC\n",
      "VB\n",
      "AKO/A\n",
      "CEVA\n",
      "EOSE\n",
      "LGAC\n",
      "FLB\n",
      "ACRS\n",
      "LJPC\n",
      "BHF\n",
      "KNDI\n",
      "LILA\n",
      "HAAC\n",
      "URC\n",
      "KRTX\n",
      "QGEN\n",
      "TALO\n",
      "STRE/U\n",
      "WBT\n",
      "PEGA\n",
      "GTN\n",
      "VEDL\n",
      "MOH\n",
      "PETQ\n",
      "SCHZ\n",
      "ZIP\n",
      "PAVM\n",
      "CPRT\n",
      "MFA\n",
      "RMBI\n",
      "GLG\n",
      "YAC/WS\n",
      "KEY\n",
      "FGF\n",
      "ACTDW\n",
      "ACVA\n",
      "KAHC\n",
      "YUMC\n",
      "ELOX\n",
      "SPLB\n",
      "FRBA\n",
      "ICLN\n",
      "CAJ\n",
      "GPOR\n",
      "NTIC\n",
      "PAEWW\n",
      "NEU\n",
      "HCC\n",
      "TSA\n",
      "PFZ\n",
      "MKSI\n",
      "OCA/U\n",
      "ONCT\n",
      "AAIC\n",
      "SHLS\n",
      "ALTUW\n",
      "TEKKW\n",
      "ZNH\n",
      "VRT\n",
      "IGLB\n",
      "IWN\n",
      "IGICW\n",
      "APH\n",
      "SCAQW\n",
      "CSPR\n",
      "SCLE\n",
      "CPRX\n",
      "QNST\n",
      "LOKM/WS\n",
      "ATOS\n",
      "IGNYW\n",
      "NUAN\n",
      "WTBA\n",
      "CSSE\n",
      "DRH\n",
      "ASAN\n",
      "PDBC\n",
      "PLMIU\n",
      "STN\n",
      "CMI\n",
      "ELS\n",
      "BHE\n",
      "ONC\n",
      "GRCY\n",
      "COF\n",
      "RGEN\n",
      "TWO\n",
      "ATNX\n",
      "CHKEW\n",
      "MNDY\n",
      "SIGI\n",
      "SE\n",
      "CAG\n",
      "OCC\n",
      "CODX\n",
      "SVFC\n",
      "PRMW\n",
      "AVID\n",
      "AAQC/U\n",
      "CPNG\n",
      "WPGGQ\n",
      "HMCOU\n",
      "SRNE\n",
      "STX\n",
      "DD\n",
      "BLUE\n",
      "MOVE\n",
      "BILL\n",
      "IPVIW\n",
      "VLY\n",
      "PLPC\n",
      "CAH\n",
      "VHAQ/U\n",
      "CLRM\n",
      "CRNX\n",
      "WDH\n",
      "CTOS\n",
      "OCDX\n",
      "PFC\n",
      "KOPN\n",
      "PAYA\n",
      "TAIT\n",
      "GSLC\n",
      "ATMR\n",
      "SPLK\n",
      "NMR\n",
      "DLX\n",
      "R\n",
      "BTN\n",
      "BMI\n",
      "LSI\n",
      "KRBN\n",
      "ASR\n",
      "SOXL\n",
      "WHD\n",
      "ESGD\n",
      "FMC\n",
      "WMB\n",
      "AGO\n",
      "ADTN\n",
      "VEI\n",
      "OSTRU\n",
      "LPLA\n",
      "AMAL\n",
      "GRFS\n",
      "BENE\n",
      "PMGMU\n",
      "ICPT\n",
      "FNLC\n",
      "WHG\n",
      "IPOF/WS\n",
      "ATVCU\n",
      "EWM\n",
      "ATLO\n",
      "TRIB\n",
      "PNC\n",
      "FNKO\n",
      "MBUU\n",
      "IGNYU\n",
      "SND\n",
      "TECH\n",
      "IVR\n",
      "NTGR\n",
      "AGGR\n",
      "GAPA/WS\n",
      "PTOC\n",
      "GXG\n",
      "ALEC\n",
      "BBVA\n",
      "PBF\n",
      "PTICU\n",
      "SMBK\n",
      "CRNC\n",
      "UDR\n",
      "POWRW\n",
      "POST\n",
      "REZI\n",
      "CANG\n",
      "SCVX/U\n",
      "KAI\n",
      "FSLR\n",
      "IHC\n",
      "RY\n",
      "SBC\n",
      "BSVN\n",
      "MFIN\n",
      "SUPN\n",
      "CPUH/U\n",
      "ITMR\n",
      "FRME\n",
      "MTACU\n",
      "FFBC\n",
      "JNJ\n",
      "IMV\n",
      "XAODX\n",
      "CLW\n",
      "POOL\n",
      "TX\n",
      "TEF\n",
      "MPAA\n",
      "DXJ\n",
      "BBCP\n",
      "VIXY\n",
      "NEE\n",
      "PDOT/U\n",
      "CCXI\n",
      "SOL\n",
      "PKX\n",
      "DCRNU\n",
      "FRSG\n",
      "DYH\n",
      "EMR\n",
      "ACHL\n",
      "NSTB\n",
      "ACEVW\n",
      "FLRN\n",
      "GIGGW\n",
      "RPT\n",
      "XYF\n",
      "NSYS\n",
      "NARI\n",
      "DRI\n",
      "FHI\n",
      "SMPL\n",
      "AGILW\n",
      "SJM\n",
      "IOR\n",
      "HLI\n",
      "SM\n",
      "SPRB\n",
      "BEDU\n",
      "CLR\n",
      "TBCP\n",
      "GDYN\n",
      "GOGL\n",
      "NH\n",
      "RCKT\n",
      "HGV\n",
      "OR\n",
      "NGAB/U\n",
      "HMCO\n",
      "MOG/B\n",
      "SITM\n",
      "ORRF\n",
      "SHO\n",
      "SBAC\n",
      "TWI\n",
      "HYMB\n",
      "DSAC\n",
      "YAC/U\n",
      "GNTY\n",
      "DGII\n",
      "GSM\n",
      "DFP\n",
      "BBBY\n",
      "SLG\n",
      "EFT\n",
      "KPLTW\n",
      "ACA\n",
      "GCACU\n",
      "SBL\n",
      "EFSC\n",
      "DOW\n",
      "CWH\n",
      "HUBB\n",
      "PAHC\n",
      "HES\n",
      "SLCA\n",
      "BSN\n",
      "NKE\n",
      "CHMI\n",
      "LVTX\n",
      "ARKO\n",
      "YETI\n",
      "NVSA\n",
      "GLSPU\n",
      "TC\n",
      "BATRK\n",
      "METX\n",
      "APPS\n",
      "PHIC\n",
      "FOE\n",
      "KXIN\n",
      "VCRA\n",
      "PESI\n",
      "IVW\n",
      "WHR\n",
      "CLLS\n",
      "TQJ\n",
      "HRI\n",
      "HCIIU\n",
      "VIAO\n",
      "ITB\n",
      "TWLVU\n",
      "STIM\n",
      "DOCS\n",
      "APWC\n",
      "UP/WS\n",
      "NCNO\n",
      "MMP\n",
      "BW\n",
      "AZUL\n",
      "XTNT\n",
      "NEAR\n",
      "JW/A\n",
      "BFZ\n",
      "JBT\n",
      "LFST\n",
      "AKICU\n",
      "YMM\n",
      "AOSL\n",
      "AACG\n",
      "BSRR\n",
      "DNZ/WS\n",
      "HEP\n",
      "FEMY\n",
      "WALDU\n",
      "CPRI\n",
      "FFIV\n",
      "IMPX/U\n",
      "ENBL\n",
      "DKL\n",
      "MG\n",
      "FRSGW\n",
      "LKU\n",
      "BTRS\n",
      "BSN/U\n",
      "MNSB\n",
      "GTLS\n",
      "NSTD/WS\n",
      "VNDA\n",
      "TCACU\n",
      "AWH\n",
      "TM\n",
      "CRKN\n",
      "GGPI\n",
      "BRY\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "\n",
    "stock_table2 = pd.DataFrame()\n",
    "for ticker in list_ticker_unique:\n",
    "  try:\n",
    "    all_info = yf.Ticker(ticker)\n",
    "    data_table = all_info.info\n",
    "    fundamentals_table_addtion = pd.DataFrame([data_table], columns=data_table.keys())\n",
    "    fundamentals_table_addtion['TICKER'] = ticker\n",
    "    stock_table2 = stock_table2.append(fundamentals_table_addtion)\n",
    "    time.sleep(2)\n",
    "    stock_table2.to_csv(\"/content/drive/My Drive/Analytics in Practice APG/Data/Export/Added_table.csv\")\n",
    "    print(ticker)\n",
    "  except:\n",
    "    print(ticker + ': Error')\n",
    "    pass\n",
    "    \n",
    "stock_table2.to_csv(\"/content/drive/My Drive/Analytics in Practice APG/Data/Export/Added_table_end.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "8w8C0c10C7__"
   },
   "outputs": [],
   "source": [
    "stock_table2.to_csv(\"/content/drive/My Drive/Analytics in Practice APG/Data/Import/Full_table.csv\")\n",
    "stock_table.to_csv(\"/content/drive/My Drive/Analytics in Practice APG/Data/Import/Price_table.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "tii505sQDDHj"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "authorship_tag": "ABX9TyMplaNXYxbj8X8wYbIwpQvk",
   "collapsed_sections": [],
   "name": "Yahoo finance.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}