scrapping_value.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import numpy as np \n",
    "import time\n",
    "import re\n",
    "from datetime import datetime\n",
    "import pickle\n",
    "import string\n",
    "import pandas as pd\n",
    "from copy import deepcopy\n",
    "import operator\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from bs4 import BeautifulSoup\n",
    "import urllib.request\n",
    "import requests\n",
    "from requests.adapters import HTTPAdapter\n",
    "from requests.packages.urllib3.util.retry import Retry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "logger = logging.getLogger()\n",
    "logger.setLevel(logging.CRITICAL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# aux functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_pe_ratio(soup_tag):\n",
    "    \n",
    "    pe_ratio = float(str(soup_tag[0]).split(\"<\")[1].split(\">\")[-1])\n",
    "    print(\"P/E ratio\", pe_ratio)\n",
    "    \n",
    "    return pe_ratio\n",
    "    \n",
    "def get_short_float(soup_tag):\n",
    "    \n",
    "    short_float = float(str(soup_tag[-1]).split(\"<\")[1].split(\">\")[-1][:-1])\n",
    "    print(\"Short interest\", short_float)\n",
    "    \n",
    "    return short_float\n",
    "\n",
    "def get_prices(list_tag):\n",
    "    \n",
    "    current = float(\".\".join(re.findall(r'\\d+', str(list_tag[-1]))))\n",
    "    median_estimate = float(\".\".join(re.findall(r'\\d+', str(list_tag[-4]))))\n",
    "    low_estimate = float(\".\".join(re.findall(r'\\d+', str(list_tag[-3]))))\n",
    "    high_estimate = float(\".\".join(re.findall(r'\\d+', str(list_tag[-5]))))\n",
    "    \n",
    "    median_change = ((median_estimate-current)/current)*100\n",
    "    high_change = ((high_estimate-current)/current)*100\n",
    "    low_change = ((low_estimate-current)/current)*100\n",
    "    \n",
    "    return median_change, high_change, low_change, current\n",
    "\n",
    "def get_num_analysts(list_tag):\n",
    "    \n",
    "    num_analyst_list = list_tag[7:-5]\n",
    "    num_analyst_list = [num_analyst_list[2+index*3] for index in range(int(len(num_analyst_list)/3))]\n",
    "    n_analysts = np.sum([int(re.findall(r'\\d+', str(string_analyst))[0]) for string_analyst in num_analyst_list])\n",
    "\n",
    "    return n_analysts\n",
    "\n",
    "def get_industry(soup_tag):\n",
    "    \n",
    "    industry = str(soup_tag[1]).split(\",\")[5].split(\"\\\"\")[3]\n",
    "    \n",
    "    return industry\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# fetch company names and price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_nyse_stocks():\n",
    "    \n",
    "    headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10.13; rv:63.0) Gecko/20100101 Firefox/63.0'}\n",
    "\n",
    "    list_stock = []\n",
    "    for letter in string.ascii_uppercase:\n",
    "        print(\"Fetching for letter: \" + letter)\n",
    "        \n",
    "        r = requests.get(\"https://eoddata.com/stocklist/NYSE/\" + letter + \".htm\", headers=headers)\n",
    "        html_doc = r.text\n",
    "        soup = BeautifulSoup(html_doc, 'html.parser')\n",
    "        soup_tag = soup.find_all(\"a\", href=True)\n",
    "\n",
    "        for link in soup_tag:\n",
    "            text = link.get('href')\n",
    "            if \"/stockquote/NYSE/\" in text:\n",
    "                text = text.split(\"/\")[-1].split(\".\")[0]\n",
    "\n",
    "                if text not in list_stock:\n",
    "                    list_stock.append(text)\n",
    "                    \n",
    "    return list_stock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_interesting_stocks(list_stock):\n",
    "    \n",
    "    interesting_stocks = dict()\n",
    "    database = dict()\n",
    "    \n",
    "    for symbol in list_stock:\n",
    "        \n",
    "        print(symbol)\n",
    "\n",
    "        headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10.13; rv:63.0) Gecko/20100101 Firefox/63.0'}\n",
    "        \n",
    "        full_data = True\n",
    "        try:\n",
    "            r = requests.get(\"https://www.wsj.com/market-data/quotes/\" + symbol + \"/research-ratings\", headers=headers)\n",
    "            html_doc = r.text\n",
    "            soup = BeautifulSoup(html_doc, 'html.parser')\n",
    "            soup_tag_price = soup.find_all(\"span\", attrs={\"class\": \"data_data\"})\n",
    "            \n",
    "            num_analysts = get_num_analysts(soup_tag_price)\n",
    "            \n",
    "            median_change, high_change, low_change, current = get_prices(soup_tag_price)\n",
    "            if low_change > 0 and num_analysts >= 6:\n",
    "                interesting_stocks[symbol] = low_change\n",
    "            \n",
    "        except (ValueError, IndexError, ZeroDivisionError): \n",
    "            print(\"No data found for symbol: \" + symbol)\n",
    "            full_data = False\n",
    "            \n",
    "        if full_data:\n",
    "            \n",
    "            r = requests.get(\"https://www.wsj.com/market-data/quotes/\" + symbol, headers=headers)\n",
    "            html_doc = r.text\n",
    "            soup = BeautifulSoup(html_doc, 'html.parser')\n",
    "            soup_tag_overview = soup.find_all(\"span\", attrs={\"class\": \"WSJTheme--data_data--3CZkJ3RI\"})\n",
    "\n",
    "            try:\n",
    "                short_float = get_short_float(soup_tag_overview)\n",
    "            except (ValueError, IndexError):\n",
    "                full_data = False\n",
    "                print(\"No short float data found\")\n",
    "                \n",
    "            try:\n",
    "                pe_ratio = get_pe_ratio(soup_tag_overview)\n",
    "            except (ValueError, IndexError):\n",
    "                if full_data:\n",
    "                    pe_ratio = 0.0\n",
    "                else:\n",
    "                    full_data = False\n",
    "                print(\"No P/E data found\")\n",
    "                \n",
    "        if full_data:\n",
    "            database[symbol] = [pe_ratio, short_float, median_change, high_change, low_change, current, num_analysts]\n",
    "\n",
    "    return interesting_stocks, database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def scrap_zacks(interesting_stocks, database, symbol):\n",
    "    \n",
    "        headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10.13; rv:63.0) Gecko/20100101 Firefox/63.0'}\n",
    "        r = requests.get(\"https://www.zacks.com/stock/quote/\" + symbol + \"?q=aapl\", headers=headers, timeout=60)\n",
    "        html_doc = r.text\n",
    "        soup = BeautifulSoup(html_doc, 'html.parser')\n",
    "        \n",
    "        soup_tag_rank = soup.find_all(\"p\",  attrs={\"class\": \"rank_view\"})\n",
    "        soup_tag = soup.find_all(\"span\", attrs={\"class\": \"composite_val\"})\n",
    "        soup_tag_industry = soup.find_all(\"script\", attrs={\"type\": \"application/ld+json\"})\n",
    "        \n",
    "        try:\n",
    "            if len(soup_tag) == 8:\n",
    "                soup_tag = soup_tag[-4:-1]\n",
    "                score_list = [char for tag in soup_tag for char in str(tag) if char.isupper()]\n",
    "                buy_reccomendation = re.findall(r'\\d+', str(soup_tag_rank).split(\"<\")[1])\n",
    "                industry = get_industry(soup_tag_industry)\n",
    "                \n",
    "                if score_list:\n",
    "                    score_list.sort()\n",
    "                    if score_list[-1] <= 'B' and symbol in interesting_stocks.keys():\n",
    "                        potential_upside = interesting_stocks[symbol]\n",
    "                        interesting_stocks[symbol] = [potential_upside, score_list, buy_reccomendation, industry]\n",
    "                        \n",
    "                database[symbol] = database[symbol] + [score_list, buy_reccomendation]\n",
    "                print(symbol, database[symbol])\n",
    "                \n",
    "            else:\n",
    "                print(\"No data found for symbol: \" + symbol)\n",
    "                \n",
    "        except IndexError:\n",
    "            print(\"No data found for symbol: \" + symbol)\n",
    "            \n",
    "        return interesting_stocks, database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_interesting_stocks_zacks(interesting_stocks, database):\n",
    "    \n",
    "    for symbol in database.keys():\n",
    "        time.sleep(0.01)\n",
    "        \n",
    "        try:\n",
    "            interesting_stocks, database = scrap_zacks(interesting_stocks, database, symbol)    \n",
    "        except (requests.exceptions.RequestException, ValueError) as e:\n",
    "            print(\"caught\", e, symbol)\n",
    "            interesting_stocks, database = scrap_zacks(interesting_stocks, database, symbol)\n",
    "    \n",
    "    return interesting_stocks, database\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fetching for letter: A\n",
      "Fetching for letter: B\n",
      "Fetching for letter: C\n",
      "Fetching for letter: D\n",
      "Fetching for letter: E\n",
      "Fetching for letter: F\n",
      "Fetching for letter: G\n",
      "Fetching for letter: H\n",
      "Fetching for letter: I\n",
      "Fetching for letter: J\n",
      "Fetching for letter: K\n",
      "Fetching for letter: L\n",
      "Fetching for letter: M\n",
      "Fetching for letter: N\n",
      "Fetching for letter: O\n",
      "Fetching for letter: P\n",
      "Fetching for letter: Q\n",
      "Fetching for letter: R\n",
      "Fetching for letter: S\n",
      "Fetching for letter: T\n",
      "Fetching for letter: U\n",
      "Fetching for letter: V\n",
      "Fetching for letter: W\n",
      "Fetching for letter: X\n",
      "Fetching for letter: Y\n",
      "Fetching for letter: Z\n"
     ]
    }
   ],
   "source": [
    "list_stock = get_nyse_stocks()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# find value stocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "interesting_stocks, database = get_interesting_stocks(list_stock)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "interesting_stocks_zacks, database_zacks = get_interesting_stocks_zacks(deepcopy(interesting_stocks), deepcopy(database))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "interesting_stocks_filtered = []\n",
    "\n",
    "for k in interesting_stocks_zacks.keys():\n",
    "    if isinstance(interesting_stocks_zacks[k], list):\n",
    "        interesting_stocks_filtered.append((interesting_stocks_zacks[k], k))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "64 1819\n"
     ]
    }
   ],
   "source": [
    "print(len(interesting_stocks_filtered), len(database_zacks))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "interesting_stocks_filtered = sorted(interesting_stocks_filtered, key=lambda tup: tup[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[([0.42826552462527756, ['A', 'A', 'B'], ['4'], ' Retail-Wholesale '], 'CBD'),\n",
       " ([0.5641402992396293, ['A', 'B', 'B'], ['1'], ' Retail-Wholesale '], 'SIG'),\n",
       " ([0.9157509157509125, ['A', 'A', 'B'], ['3'], ' Computer and Technology '],\n",
       "  'NOK'),\n",
       " ([1.0681061215114356, ['A', 'A', 'A'], ['3'], ' Construction '], 'OC'),\n",
       " ([1.4198782961460505, ['A', 'B', 'B'], ['5'], ' Business Services '], 'PSN'),\n",
       " ([1.5342960288808658, ['B', 'B', 'B'], ['3'], ' Basic Materials '], 'ESI'),\n",
       " ([1.8428709990300631, ['A', 'B', 'B'], ['3'], ' Oils-Energy '], 'EQT'),\n",
       " ([2.2476586888657764, ['A', 'A', 'B'], ['3'], ' Oils-Energy '], 'TTE'),\n",
       " ([2.4126832123001605, ['A', 'A', 'B'], ['3'], ' Medical '], 'ANTM'),\n",
       " ([2.420856610800743, ['A', 'B', 'B'], ['3'], ' Oils-Energy '], 'PBR'),\n",
       " ([2.5398327811957713, ['A', 'A', 'B'], ['1'], ' Construction '], 'THO'),\n",
       " ([2.8999064546305005, ['A', 'A', 'B'], ['3'], ' Construction '], 'TPH'),\n",
       " ([3.4272966943824734, ['A', 'A', 'B'], ['3'], ' Basic Materials '], 'OLN'),\n",
       " ([3.832357938455732, ['A', 'A', 'A'], ['3'], ' Retail-Wholesale '], 'SAH'),\n",
       " ([4.4932079414838, ['A', 'A', 'B'], ['3'], ' Industrial Products '], 'GPK'),\n",
       " ([4.603330068560223, ['B', 'B', 'B'], ['2'], ' Finance '], 'CIXX'),\n",
       " ([4.939851548502687, ['B', 'B', 'B'], ['4'], ' Finance '], 'MGP'),\n",
       " ([5.034407823252447, ['A', 'A', 'B'], ['3'], ' Construction '], 'TOL'),\n",
       " ([5.036534446764091, ['A', 'A', 'B'], ['3'], ' Finance '], 'AMG'),\n",
       " ([5.213935001169036, ['A', 'A', 'B'], ['5'], ' Retail-Wholesale '], 'BIG'),\n",
       " ([5.455346743475928, ['A', 'A', 'A'], ['1'], ' Retail-Wholesale '], 'LAD'),\n",
       " ([5.6847257759483805, ['A', 'B', 'B'], ['3'], ' Retail-Wholesale '], 'FBHS'),\n",
       " ([6.060606060606063, ['A', 'A', 'A'], ['2'], ' Computer and Technology '],\n",
       "  'JBL'),\n",
       " ([6.2078487600233645, ['A', 'A', 'A'], ['1'], ' Retail-Wholesale '], 'GPI'),\n",
       " ([6.438484816863197, ['A', 'A', 'B'], ['4'], ' Basic Materials '], 'LYB'),\n",
       " ([6.4584811923349905, ['A', 'B', 'B'], ['1'], ' Oils-Energy '], 'OII'),\n",
       " ([6.50281618023553, ['A', 'B', 'B'], ['1'], ' Basic Materials '], 'NUE'),\n",
       " ([6.5449010654490065, ['A', 'B', 'B'], ['3'], ' Finance '], 'PJT'),\n",
       " ([7.019200503619769, ['A', 'B', 'B'], ['3'], ' Basic Materials '], 'VVV'),\n",
       " ([7.678597950393587, ['A', 'B', 'B'], ['3'], ' Construction '], 'J'),\n",
       " ([8.155867693701861, ['B', 'B', 'B'], ['5'], ' Medical '], 'PHG'),\n",
       " ([8.181862482335164, ['A', 'B', 'B'], ['3'], ' Consumer Discretionary '],\n",
       "  'WHR'),\n",
       " ([8.453424454018716, ['A', 'B', 'B'], ['3'], ' Finance '], 'FAF'),\n",
       " ([8.547008547008547, ['B', 'B', 'B'], ['4'], ' Consumer Discretionary '],\n",
       "  'SJR'),\n",
       " ([9.053760694675006, ['A', 'B', 'B'], ['4'], ' Medical '], 'HUM'),\n",
       " ([9.697732997481113, ['A', 'B', 'B'], ['4'], ' Utilities '], 'VIV'),\n",
       " ([9.912070343725022, ['A', 'A', 'A'], ['4'], ' Industrial Products '], 'CCK'),\n",
       " ([10.326924636975749, ['B', 'B', 'B'], ['3'], ' Business Services '], 'FIS'),\n",
       " ([10.905730129390022, ['A', 'A', 'B'], ['3'], ' Medical '], 'BMY'),\n",
       " ([10.94108645753634, ['A', 'B', 'B'], ['3'], ' Retail-Wholesale '], 'AEO'),\n",
       " ([10.952040085898348, ['A', 'B', 'B'], ['3'], ' Construction '], 'MAS'),\n",
       " ([12.044817927170874, ['A', 'B', 'B'], ['3'], ' Basic Materials '], 'AGI'),\n",
       " ([12.866817155756216, ['A', 'A', 'A'], ['2'], ' Computer and Technology '],\n",
       "  'SNX'),\n",
       " ([12.982744453574362, ['A', 'A', 'B'], ['3'], ' Consumer Discretionary '],\n",
       "  'BC'),\n",
       " ([13.936927772126136, ['A', 'B', 'B'], ['3'], ' Basic Materials '], 'CLF'),\n",
       " ([14.358322744599745, ['A', 'B', 'B'], ['3'], ' Oils-Energy '], 'DNOW'),\n",
       " ([15.17520591930756, ['A', 'A', 'B'], ['3'], ' Industrial Products '], 'RS'),\n",
       " ([15.321252059308065, ['A', 'A', 'A'], ['3'], ' Consumer Discretionary '],\n",
       "  'SKX'),\n",
       " ([15.82089552238806, ['A', 'A', 'A'], ['3'], ' Construction '], 'DHI'),\n",
       " ([17.021276595744677, ['A', 'A', 'B'], ['3'], ' Computer and Technology '],\n",
       "  'KN'),\n",
       " ([17.50978402667053, ['A', 'A', 'B'], ['3'], ' Basic Materials '], 'PKX'),\n",
       " ([17.67013139831339, ['B', 'B', 'B'], ['3'], ' Basic Materials '], 'AEM'),\n",
       " ([18.50865512649801, ['A', 'A', 'A'], ['1'], ' Basic Materials '], 'NEXA'),\n",
       " ([19.386014781125642, ['B', 'B', 'B'], ['4'], ' Business Services '], 'DNB'),\n",
       " ([21.359223300970875, ['B', 'B', 'B'], ['3'], ' Computer and Technology '],\n",
       "  'MAXR'),\n",
       " ([21.624908781318418, ['A', 'B', 'B'], ['3'], ' Computer and Technology '],\n",
       "  'NCR'),\n",
       " ([21.95121951219513, ['A', 'A', 'B'], ['5'], ' Finance '], 'LDI'),\n",
       " ([24.508519003931855, ['A', 'B', 'B'], ['3'], ' Construction '], 'IBP'),\n",
       " ([25.161847216227873, ['A', 'A', 'B'], ['3'], ' Construction '], 'MDC'),\n",
       " ([27.233351380617226, ['A', 'A', 'B'], ['2'], ' Medical '], 'EHC'),\n",
       " ([29.50094756790903, ['A', 'B', 'B'], ['4'], ' Medical '], 'OMI'),\n",
       " ([593.4343434343434, ['A', 'B', 'B'], ['4'], ' Computer and Technology '],\n",
       "  'HUYA'),\n",
       " ([1678.0294450736126, ['A', 'B', 'B'], ['2'], ' Computer and Technology '],\n",
       "  'AMX'),\n",
       " ([1855.0627240143372, ['A', 'A', 'A'], ['3'], ' Transportation '], 'VLRS')]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interesting_stocks_filtered"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# stocks with higher ivs to sell options (not only value stocks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_pareto(data):\n",
    "    sorted_data = sorted(data, key=operator.itemgetter(0,1), reverse=False)\n",
    "    \n",
    "    pareto_idx = list()\n",
    "    pareto_idx.append(0)\n",
    "    \n",
    "    cutt_off_fitness = sorted_data[0][0]\n",
    "    cutt_off_length = sorted_data[0][1]\n",
    "\n",
    "    for i in range(1, len(sorted_data)):\n",
    "        if sorted_data[i][0] < cutt_off_fitness or sorted_data[i][1] < cutt_off_length:\n",
    "            pareto_idx.append(i)\n",
    "            if sorted_data[i][0] < cutt_off_fitness:\n",
    "                cutt_off_fitness = sorted_data[i][0]\n",
    "            else:\n",
    "                cutt_off_length = sorted_data[i][1]\n",
    "            \n",
    "    return np.array(sorted_data), pareto_idx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_front(iv_data_subset):\n",
    "    \n",
    "    sorted_data, pareto_idx = compute_pareto(iv_data_subset *-1)\n",
    "    \n",
    "    plt.plot()\n",
    "    plt.grid(True)\n",
    "    plt.scatter(sorted_data[:, 0]*-1, sorted_data[:, 1]*-1, color=\"blue\", s=10)\n",
    "    plt.scatter(sorted_data[pareto_idx, 0]*-1, sorted_data[pareto_idx, 1]*-1, color=\"red\", s=100, marker=\"+\")\n",
    "    plt.xlabel(\"IV skew\")\n",
    "    plt.ylabel(\"% difference between IV and HV\")\n",
    "    plt.show()\n",
    "    \n",
    "    data = sorted_data[pareto_idx]\n",
    "    \n",
    "    list_indices = []\n",
    "    \n",
    "    for i in range(data.shape[0]):\n",
    "        a = np.sum(iv_data_subset == data[i]*-1, axis=1)\n",
    "        index = np.where(a > 0)[0][0]\n",
    "        list_indices.append(index)\n",
    "    \n",
    "    return list_indices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_float(string):\n",
    "\n",
    "    value = float(re.findall(r\"[-]?\\d+[.]?\\d+\", string)[0])\n",
    "\n",
    "    return value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_iv_skew_hv_ratio(symbol):\n",
    "    \n",
    "    headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10.13; rv:63.0) Gecko/20100101 Firefox/63.0'}\n",
    "\n",
    "    r = requests.get(f\"https://www.alphaquery.com/stock/{symbol}/volatility-option-statistics/10-day/iv-mean\", headers)\n",
    "    html_doc = r.text\n",
    "    soup = BeautifulSoup(html_doc, 'html.parser')\n",
    "    soup_tag = soup.find_all(\"div\", attrs={\"class\": \"indicator-figure-inner\"})\n",
    "    \n",
    "    iv_skew = get_float(str(soup_tag[6]))\n",
    "    iv =  get_float(str(soup_tag[4]))\n",
    "    hv = get_float(str(soup_tag[1]))\n",
    "\n",
    "    return iv, ((iv-hv)/hv)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the weeklies\n",
    "concat_stocks = pickle.load(open(\"stocks_with_weeklies.p\", \"rb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# can also only use big tech mega cap\n",
    "\n",
    "concat_stocks = [\"AAPL\", \"GOOG\", \"AMZN\", \"AMD\", \"NVDA\", \"FB\", \"TSLA\", \"MSFT\", \"SHOP\", \"PYPL\", \"SQ\",\n",
    "                \"JPM\", \"QCOM\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# the higher the skew, the better it is to sell puts (it is the inverse for spreads!! so the higher\n",
    "# the skew, the better it is to sell call spreads). This makes sense as the Barclays strategy says the following:\n",
    "# buy call spreads on single stocks with extremely flat skew."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AAPL\n",
      "(0.2614, 64.92113564668772)\n",
      "GOOG\n",
      "(0.311, 118.24561403508773)\n",
      "AMZN\n",
      "(0.3139, 95.57632398753894)\n",
      "AMD\n",
      "(0.5034, 85.75645756457561)\n",
      "NVDA\n",
      "(0.277, 32.53588516746413)\n",
      "FB\n",
      "(0.4319, 154.6580188679245)\n",
      "TSLA\n",
      "(0.4023, 123.50000000000001)\n",
      "MSFT\n",
      "(0.2263, 64.58181818181818)\n",
      "SHOP\n",
      "(0.4592, 99.30555555555556)\n",
      "PYPL\n",
      "(0.3353, 0.08955223880596028)\n",
      "SQ\n",
      "(0.388, 63.92057456696241)\n",
      "JPM\n",
      "(0.1754, -7.244843997884712)\n",
      "QCOM\n",
      "(0.238, 23.57217030114226)\n"
     ]
    }
   ],
   "source": [
    "stock_info_with_iv = []\n",
    "\n",
    "for entry in concat_stocks:\n",
    "    \n",
    "    #symbol = re.findall(\"[A-Z]+\", entry[0])[0]\n",
    "    symbol = entry\n",
    "\n",
    "    print(symbol)\n",
    "    \n",
    "    try:\n",
    "        iv = get_iv_skew_hv_ratio(symbol)\n",
    "        print(iv)\n",
    "        stock_info_with_iv.append((entry, iv[0], np.abs(iv[0]), iv[1]))\n",
    "    except (requests.exceptions.RequestException, ValueError, UnboundLocalError, IndexError) as e:\n",
    "        print(\"caught\", e, symbol)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_info_with_iv = np.array(stock_info_with_iv)\n",
    "iv_data = stock_info_with_iv[:, 2:].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(OCGN)', 'healthcare'], dtype='<U25') 1.7304 40.170109356014585]\n",
      " [array(['(SOS)', 'technology'], dtype='<U25') 1.574 82.87440455443245]\n",
      " [array(['(ENDP)', 'healthcare'], dtype='<U25') 1.5162 199.28938018160278]\n",
      " [array(['(IRBT)', 'consumer_cyclical'], dtype='<U25') 0.8293\n",
      "  201.45401672119226]\n",
      " [array(['(OPK)', 'healthcare'], dtype='<U25') 0.7155 225.07950931394825]\n",
      " [array(['(NOK)', 'technology'], dtype='<U25') 0.5659 354.1733547351525]\n",
      " [array(['(PSTH)', 'financials'], dtype='<U25') 0.0932 412.0879120879121]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(BBIG)', 'consumer_cyclical'], dtype='<U25') 1.5371\n",
      "  -7.781377489800824]\n",
      " [array(['(SAVA)', 'healthcare'], dtype='<U25') 1.3344 71.12080020518081]\n",
      " [array(['(SNDL)', 'healthcare'], dtype='<U25') 1.281 171.34081762338488]\n",
      " [array(['(HOOD)', 'technology'], dtype='<U25') 0.8029 189.22910662824202]\n",
      " [array(['(SIRI)', 'communications'], dtype='<U25') 0.4732\n",
      "  190.4849600982198]\n",
      " [array(['(BUD)', 'consumer_staple'], dtype='<U25') 0.3667\n",
      "  194.77491961414793]\n",
      " [array(['(VOD)', 'communications'], dtype='<U25') 0.3014\n",
      "  218.94179894179894]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(TMC)', 'materials'], dtype='<U25') 1.3258 50.19825535289453]\n",
      " [array(['(CYH)', 'healthcare'], dtype='<U25') 1.0062 121.04569420035148]\n",
      " [array(['(TWTR)', 'communications'], dtype='<U25') 0.7856\n",
      "  152.6857510453522]\n",
      " [array(['(TEAM)', 'technology'], dtype='<U25') 0.629 169.72555746140654]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(RIOT)', 'technology'], dtype='<U25') 1.0964 43.207941483803566]\n",
      " [array(['(FFIE)', 'consumer_cyclical'], dtype='<U25') 1.0054\n",
      "  90.236518448439]\n",
      " [array(['(GP)', 'consumer_cyclical'], dtype='<U25') 0.8416\n",
      "  115.51856594110114]\n",
      " [array(['(EXPR)', 'consumer_cyclical'], dtype='<U25') 0.8352\n",
      "  117.89720845290898]\n",
      " [array(['(SKX)', 'consumer_cyclical'], dtype='<U25') 0.7034\n",
      "  134.85809682804677]\n",
      " [array(['(GNUS)', 'technology'], dtype='<U25') 0.6719 142.1261261261261]\n",
      " [array(['(FLEX)', 'technology'], dtype='<U25') 0.5106 154.28286852589645]\n",
      " [array(['(FB)', 'communications'], dtype='<U25') 0.4319\n",
      "  154.6580188679245]\n",
      " [array(['(BAX)', 'healthcare'], dtype='<U25') 0.3783 155.78093306288034]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(WISH)', 'consumer_cyclical'], dtype='<U25') 1.0898\n",
      "  36.37842572894507]\n",
      " [array(['(SDC)', 'healthcare'], dtype='<U25') 1.083 36.62167276397124]\n",
      " [array(['(MVIS)', 'technology'], dtype='<U25') 0.9228 70.22689540675151]\n",
      " [array(['(SNAP)', 'communications'], dtype='<U25') 0.8268\n",
      "  82.0343461030383]\n",
      " [array(['(VIR)', 'healthcare'], dtype='<U25') 0.7822 86.95028680688337]\n",
      " [array(['(NKTR)', 'healthcare'], dtype='<U25') 0.76 100.84566596194502]\n",
      " [array(['(CNC)', 'healthcare'], dtype='<U25') 0.6215 118.83802816901412]\n",
      " [array(['(MAT)', 'consumer_cyclical'], dtype='<U25') 0.6017\n",
      "  136.7965367965368]\n",
      " [array(['(EBAY)', 'consumer_cyclical'], dtype='<U25') 0.4149\n",
      "  137.0857142857143]\n",
      " [array(['(JNPR)', 'technology'], dtype='<U25') 0.4099 146.03841536614647]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(MARA)', 'financials'], dtype='<U25') 1.0777 29.019513947084885]\n",
      " [array(['(SKLZ)', 'communications'], dtype='<U25') 0.9093\n",
      "  59.69441517386722]\n",
      " [array(['(WKHS)', 'industrials'], dtype='<U25') 0.8656 68.76584129459934]\n",
      " [array(['(ENPH)', 'energy'], dtype='<U25') 0.7975 74.01265546585206]\n",
      " [array(['(OSTK)', 'consumer_cyclical'], dtype='<U25') 0.797\n",
      "  77.74308652988402]\n",
      " [array(['(AAOI)', 'technology'], dtype='<U25') 0.7591 92.76282376841036]\n",
      " [array(['(RMO)', 'consumer_cyclical'], dtype='<U25') 0.7482\n",
      "  97.67503302509907]\n",
      " [array(['(ALGN)', 'healthcare'], dtype='<U25') 0.637 98.68995633187774]\n",
      " [array(['(INO)', 'healthcare'], dtype='<U25') 0.5482 101.02676934360105]\n",
      " [array(['(TDOC)', 'healthcare'], dtype='<U25') 0.5414 106.3262195121951]\n",
      " [array(['(SPOT)', 'communications'], dtype='<U25') 0.5316\n",
      "  108.4705882352941]\n",
      " [array(['(HAS)', 'consumer_cyclical'], dtype='<U25') 0.5062\n",
      "  121.24125874125873]\n",
      " [array(['(AMRN)', 'healthcare'], dtype='<U25') 0.5055 128.216704288939]\n",
      " [array(['(FFIV)', 'technology'], dtype='<U25') 0.4246 128.27956989247312]\n",
      " [array(['(UA)', 'consumer_cyclical'], dtype='<U25') 0.4236\n",
      "  128.72570194384448]\n",
      " [array(['(CTSH)', 'technology'], dtype='<U25') 0.3849 136.86153846153846]\n",
      " [array(['(UPS)', 'industrials'], dtype='<U25') 0.3784 137.68844221105527]\n",
      " [array(['(CMG)', 'consumer_cyclical'], dtype='<U25') 0.3738\n",
      "  140.23136246786635]\n",
      " [array(['(HSBC)', 'financials'], dtype='<U25') 0.2703 145.05893019038982]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(FCEL)', 'industrials'], dtype='<U25') 1.0362 17.50963937400771]\n",
      " [array(['(AMC)', 'consumer_cyclical'], dtype='<U25') 0.8586\n",
      "  41.44975288303131]\n",
      " [array(['(RIDE)', 'consumer_cyclical'], dtype='<U25') 0.8187\n",
      "  57.86733513305053]\n",
      " [array(['(MNKD)', 'healthcare'], dtype='<U25') 0.8151 58.27184466019418]\n",
      " [array(['(QS)', 'consumer_cyclical'], dtype='<U25') 0.7551\n",
      "  75.80908032596042]\n",
      " [array(['(NNOX)', 'healthcare'], dtype='<U25') 0.7194 76.80019660850334]\n",
      " [array(['(CLF)', 'materials'], dtype='<U25') 0.6556 77.62124085613654]\n",
      " [array(['(SRNE)', 'healthcare'], dtype='<U25') 0.6495 90.74889867841406]\n",
      " [array(['(HOG)', 'consumer_cyclical'], dtype='<U25') 0.6409\n",
      "  96.17385981022346]\n",
      " [array(['(TWLO)', 'technology'], dtype='<U25') 0.5839 96.79811257162115]\n",
      " [array(['(TEVA)', 'healthcare'], dtype='<U25') 0.5404 103.3107599699022]\n",
      " [array(['(XLNX)', 'technology'], dtype='<U25') 0.5038 124.11032028469752]\n",
      " [array(['(NOW)', 'technology'], dtype='<U25') 0.4258 125.52966101694916]\n",
      " [array(['(YNDX)', 'communications'], dtype='<U25') 0.3834\n",
      "  135.93846153846155]\n",
      " [array(['(DB)', 'financials'], dtype='<U25') 0.3518 135.94902749832326]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(IRNT)', 'technology'], dtype='<U25') 0.9799 12.399632943335623]\n",
      " [array(['(GREE)', 'financials'], dtype='<U25') 0.9453 17.35567970204842]\n",
      " [array(['(APPH)', 'consumer_staple'], dtype='<U25') 0.7978\n",
      "  43.077474892395976]\n",
      " [array(['(CGC)', 'healthcare'], dtype='<U25') 0.7735 48.749999999999986]\n",
      " [array(['(NEGG)', 'consumer_cyclical'], dtype='<U25') 0.7685\n",
      "  49.39735614307932]\n",
      " [array(['(MSTR)', 'technology'], dtype='<U25') 0.7258 72.35810971265734]\n",
      " [array(['(CSTM)', 'materials'], dtype='<U25') 0.6626 75.8026001591934]\n",
      " [array(['(AVXL)', 'healthcare'], dtype='<U25') 0.6372 93.73669808452415]\n",
      " [array(['(SHOP)', 'technology'], dtype='<U25') 0.4592 99.30555555555556]\n",
      " [array(['(WHR)', 'consumer_cyclical'], dtype='<U25') 0.4458\n",
      "  122.23330009970088]\n",
      " [array(['(TAP)', 'consumer_staple'], dtype='<U25') 0.4376\n",
      "  122.35772357723576]\n",
      " [array(['(TSLA)', 'consumer_cyclical'], dtype='<U25') 0.4023\n",
      "  123.50000000000001]\n",
      " [array(['(HCA)', 'healthcare'], dtype='<U25') 0.3708 131.75]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(NVAX)', 'healthcare'], dtype='<U25') 0.9327 8.909388136384857]\n",
      " [array(['(BB)', 'technology'], dtype='<U25') 0.8124 12.194448280624231]\n",
      " [array(['(TLRY)', 'healthcare'], dtype='<U25') 0.7945 12.695035460992912]\n",
      " [array(['(LLNW)', 'technology'], dtype='<U25') 0.7688 45.68883835512604]\n",
      " [array(['(GOEV)', 'consumer_cyclical'], dtype='<U25') 0.6774\n",
      "  69.0541552283504]\n",
      " [array(['(GRPN)', 'communications'], dtype='<U25') 0.647\n",
      "  74.01828940290478]\n",
      " [array(['(APT)', 'healthcare'], dtype='<U25') 0.6239 86.90832834032356]\n",
      " [array(['(TECK)', 'materials'], dtype='<U25') 0.5528 93.35431969220006]\n",
      " [array(['(EGHT)', 'technology'], dtype='<U25') 0.4548 93.53191489361703]\n",
      " [array(['(VFC)', 'consumer_cyclical'], dtype='<U25') 0.4457\n",
      "  98.61853832442068]\n",
      " [array(['(VALE)', 'materials'], dtype='<U25') 0.4341 101.15848007414272]\n",
      " [array(['(UAA)', 'consumer_cyclical'], dtype='<U25') 0.4078\n",
      "  102.9865604778497]\n",
      " [array(['(IVR)', 'financials'], dtype='<U25') 0.3954 120.15590200445432]\n",
      " [array(['(GILD)', 'healthcare'], dtype='<U25') 0.3402 122.78978388998034]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(FUTU)', 'financials'], dtype='<U25') 0.8176\n",
      "  -7.9590228526398725]\n",
      " [array(['(ATOS)', 'healthcare'], dtype='<U25') 0.7541 38.0629805931893]\n",
      " [array(['(RRC)', 'energy'], dtype='<U25') 0.6933 38.57685388766741]\n",
      " [array(['(CLOV)', 'healthcare'], dtype='<U25') 0.6844 43.81172515234294]\n",
      " [array(['(ACB)', 'healthcare'], dtype='<U25') 0.673 51.03231597845602]\n",
      " [array(['(JMIA)', 'consumer_cyclical'], dtype='<U25') 0.6653\n",
      "  53.719963031423276]\n",
      " [array(['(PACB)', 'healthcare'], dtype='<U25') 0.654 67.17791411042946]\n",
      " [array(['(KODK)', 'industrials'], dtype='<U25') 0.6352 49.17801784875528]\n",
      " [array(['(WW)', 'consumer_cyclical'], dtype='<U25') 0.5868\n",
      "  83.94984326018809]\n",
      " [array(['(NOV)', 'energy'], dtype='<U25') 0.5626 84.15711947626842]\n",
      " [array(['(LVS)', 'consumer_cyclical'], dtype='<U25') 0.5042\n",
      "  87.9239657100261]\n",
      " [array(['(CVNA)', 'consumer_cyclical'], dtype='<U25') 0.4092\n",
      "  96.73076923076924]\n",
      " [array(['(KLAC)', 'technology'], dtype='<U25') 0.3955 101.58002038735982]\n",
      " [array(['(INTC)', 'technology'], dtype='<U25') 0.3919 117.84324624791552]\n",
      " [array(['(GOOG)', 'communications'], dtype='<U25') 0.311\n",
      "  118.24561403508773]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(NKLA)', 'industrials'], dtype='<U25') 0.7254\n",
      "  27.554070687532985]\n",
      " [array(['(FSLY)', 'technology'], dtype='<U25') 0.7182 28.70967741935482]\n",
      " [array(['(HUYA)', 'technology'], dtype='<U25') 0.7157 29.30442637759711]\n",
      " [array(['(AMRS)', 'materials'], dtype='<U25') 0.653 57.539203860072384]\n",
      " [array(['(CLVS)', 'healthcare'], dtype='<U25') 0.6352 70.0669344042838]\n",
      " [array(['(INFN)', 'technology'], dtype='<U25') 0.5802 73.60861759425495]\n",
      " [array(['(AMD)', 'technology'], dtype='<U25') 0.5034 85.75645756457561]\n",
      " [array(['(GM)', 'consumer_cyclical'], dtype='<U25') 0.4029\n",
      "  86.70064874884152]\n",
      " [array(['(GE)', 'industrials'], dtype='<U25') 0.3839 113.75278396436525]\n",
      " [array(['(BHC)', 'healthcare'], dtype='<U25') 0.344 116.76118462507874]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(RIG)', 'energy'], dtype='<U25') 0.7108 27.38351254480285]\n",
      " [array(['(VIPS)', 'consumer_cyclical'], dtype='<U25') 0.6473\n",
      "  29.64149809733626]\n",
      " [array(['(LCID)', 'consumer_cyclical'], dtype='<U25') 0.6361\n",
      "  31.42561983471075]\n",
      " [array(['(X)', 'materials'], dtype='<U25') 0.6332 52.7992277992278]\n",
      " [array(['(FOSL)', 'consumer_cyclical'], dtype='<U25') 0.6275\n",
      "  52.97415894685518]\n",
      " [array(['(BLNK)', 'industrials'], dtype='<U25') 0.6182 65.16163505209724]\n",
      " [array(['(CODX)', 'healthcare'], dtype='<U25') 0.5691 71.31246237206504]\n",
      " [array(['(THC)', 'healthcare'], dtype='<U25') 0.4952 74.67372134038801]\n",
      " [array(['(GPRO)', 'technology'], dtype='<U25') 0.4529 84.4806517311609]\n",
      " [array(['(PAA)', 'energy'], dtype='<U25') 0.3994 86.63551401869158]\n",
      " [array(['(PSXP)', 'energy'], dtype='<U25') 0.3837 92.81407035175879]\n",
      " [array(['(EW)', 'healthcare'], dtype='<U25') 0.3788 106.09357997823723]\n",
      " [array(['(GLW)', 'technology'], dtype='<U25') 0.343 112.12121212121214]\n",
      " [array(['(KHC)', 'consumer_staple'], dtype='<U25') 0.3244\n",
      "  114.69225678358703]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(UPST)', 'financials'], dtype='<U25') 0.7086 2.0302375809935205]\n",
      " [array(['(AFRM)', 'technology'], dtype='<U25') 0.7051 8.794939052615328]\n",
      " [array(['(SOL)', 'technology'], dtype='<U25') 0.6476 13.256383350821963]\n",
      " [array(['(ARVL)', 'industrials'], dtype='<U25') 0.6446\n",
      "  29.204249348566837]\n",
      " [array(['(GME)', 'consumer_cyclical'], dtype='<U25') 0.6224\n",
      "  48.1552011425851]\n",
      " [array(['(DIDI)', 'technology'], dtype='<U25') 0.6083 57.67236910316226]\n",
      " [array(['(FSR)', 'consumer_cyclical'], dtype='<U25') 0.5798\n",
      "  61.459203564466726]\n",
      " [array(['(CHPT)', 'industrials'], dtype='<U25') 0.5464 71.12433448167869]\n",
      " [array(['(AAL)', 'consumer_cyclical'], dtype='<U25') 0.4283\n",
      "  81.86836518046711]\n",
      " [array(['(RCL)', 'industrials'], dtype='<U25') 0.3999 82.18678815489749]\n",
      " [array(['(MT)', 'materials'], dtype='<U25') 0.357 86.0343929129755]\n",
      " [array(['(BA)', 'industrials'], dtype='<U25') 0.3505 90.07592190889369]\n",
      " [array(['(NSC)', 'industrials'], dtype='<U25') 0.34 96.07843137254903]\n",
      " [array(['(LITE)', 'technology'], dtype='<U25') 0.327 100.36764705882352]\n",
      " [array(['(GOOGL)', 'communications'], dtype='<U25') 0.3118\n",
      "  112.39782016348774]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(PINS)', 'communications'], dtype='<U25') 0.6818\n",
      "  -3.7277605196272363]\n",
      " [array(['(CCJ)', 'materials'], dtype='<U25') 0.6759 3.7611298741172803]\n",
      " [array(['(IQ)', 'communications'], dtype='<U25') 0.6417\n",
      "  5.838693715982203]\n",
      " [array(['(SWN)', 'energy'], dtype='<U25') 0.6253 18.47290640394087]\n",
      " [array(['(DDD)', 'technology'], dtype='<U25') 0.6196 36.68652106772558]\n",
      " [array(['(SPCE)', 'consumer_cyclical'], dtype='<U25') 0.6118\n",
      "  43.51395730706075]\n",
      " [array(['(LMND)', 'financials'], dtype='<U25') 0.5931 51.378254211332305]\n",
      " [array(['(APPS)', 'technology'], dtype='<U25') 0.5889 56.95628997867804]\n",
      " [array(['(ADS)', 'financials'], dtype='<U25') 0.5245 65.04090623033352]\n",
      " [array(['(STX)', 'technology'], dtype='<U25') 0.4626 68.83211678832116]\n",
      " [array(['(CC)', 'materials'], dtype='<U25') 0.3939 81.68819188191881]\n",
      " [array(['(CHTR)', 'communications'], dtype='<U25') 0.3487\n",
      "  88.18132757690233]\n",
      " [array(['(CAT)', 'industrials'], dtype='<U25') 0.3317 89.4346087949743]\n",
      " [array(['(AMZN)', 'consumer_cyclical'], dtype='<U25') 0.3139\n",
      "  95.57632398753894]\n",
      " [array(['(ABBV)', 'healthcare'], dtype='<U25') 0.2553 96.23366641045354]\n",
      " [array(['(MMM)', 'materials'], dtype='<U25') 0.248 107.70519262981573]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(SPWR)', 'energy'], dtype='<U25') 0.6206 2.409240924092419]\n",
      " [array(['(GRWG)', 'consumer_cyclical'], dtype='<U25') 0.6195\n",
      "  3.5606820461384316]\n",
      " [array(['(BILI)', 'communications'], dtype='<U25') 0.6165\n",
      "  33.38381652964086]\n",
      " [array(['(CRSP)', 'healthcare'], dtype='<U25') 0.6107 38.104929895974685]\n",
      " [array(['(EDIT)', 'healthcare'], dtype='<U25') 0.5973 40.34304511278197]\n",
      " [array(['(YPF)', 'energy'], dtype='<U25') 0.5902 42.07992296581607]\n",
      " [array(['(STEM)', 'technology'], dtype='<U25') 0.5842 54.63208046585495]\n",
      " [array(['(WDC)', 'technology'], dtype='<U25') 0.5232 57.78045838359469]\n",
      " [array(['(VXRT)', 'healthcare'], dtype='<U25') 0.5106 59.313572542901724]\n",
      " [array(['(LL)', 'consumer_cyclical'], dtype='<U25') 0.4575\n",
      "  59.46322760543745]\n",
      " [array(['(PLTR)', 'technology'], dtype='<U25') 0.4082 64.19951729686244]\n",
      " [array(['(MTCH)', 'communications'], dtype='<U25') 0.3869\n",
      "  65.34188034188034]\n",
      " [array(['(LRCX)', 'technology'], dtype='<U25') 0.3795 80.6282722513089]\n",
      " [array(['(VRTX)', 'healthcare'], dtype='<U25') 0.315 83.03312027890762]\n",
      " [array(['(IBM)', 'technology'], dtype='<U25') 0.2992 91.79487179487181]\n",
      " [array(['(YUM)', 'consumer_cyclical'], dtype='<U25') 0.2752\n",
      "  93.80281690140848]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(OPEN)', 'real_estate'], dtype='<U25') 0.6155\n",
      "  10.363994979379608]\n",
      " [array(['(RVLV)', 'consumer_cyclical'], dtype='<U25') 0.6102\n",
      "  37.031214911295756]\n",
      " [array(['(CRON)', 'consumer_staple'], dtype='<U25') 0.5958\n",
      "  37.85284590467377]\n",
      " [array(['(SOLO)', 'consumer_cyclical'], dtype='<U25') 0.5771\n",
      "  44.67285033843068]\n",
      " [array(['(OLN)', 'materials'], dtype='<U25') 0.536 47.49587231700606]\n",
      " [array(['(PTON)', 'consumer_cyclical'], dtype='<U25') 0.5232\n",
      "  48.13137032842582]\n",
      " [array(['(CYRX)', 'industrials'], dtype='<U25') 0.5154\n",
      "  52.125147579693035]\n",
      " [array(['(PBR)', 'energy'], dtype='<U25') 0.4985 53.95305744286598]\n",
      " [array(['(YY)', 'communications'], dtype='<U25') 0.482 58.60480421191181]\n",
      " [array(['(WB)', 'communications'], dtype='<U25') 0.4004\n",
      "  60.80321285140562]\n",
      " [array(['(SQ)', 'financials'], dtype='<U25') 0.388 63.92057456696241]\n",
      " [array(['(EXPE)', 'communications'], dtype='<U25') 0.3633\n",
      "  64.46355817111815]\n",
      " [array(['(TSCO)', 'consumer_cyclical'], dtype='<U25') 0.3588\n",
      "  72.91566265060241]\n",
      " [array(['(OLED)', 'technology'], dtype='<U25') 0.3464 79.11065149948294]\n",
      " [array(['(ADP)', 'technology'], dtype='<U25') 0.2584 92.26190476190479]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(SOFI)', 'financials'], dtype='<U25') 0.6095 10.216998191681734]\n",
      " [array(['(TME)', 'communications'], dtype='<U25') 0.6004\n",
      "  29.396551724137932]\n",
      " [array(['(BNTX)', 'healthcare'], dtype='<U25') 0.5666 31.33982382939267]\n",
      " [array(['(HYLN)', 'industrials'], dtype='<U25') 0.5658 41.9112114371708]\n",
      " [array(['(GT)', 'consumer_cyclical'], dtype='<U25') 0.5338\n",
      "  43.765149474818216]\n",
      " [array(['(PENN)', 'consumer_cyclical'], dtype='<U25') 0.5035\n",
      "  51.70231997589635]\n",
      " [array(['(TTCF)', 'consumer_staple'], dtype='<U25') 0.4666\n",
      "  53.234811165845656]\n",
      " [array(['(SABR)', 'technology'], dtype='<U25') 0.46 57.211209842788776]\n",
      " [array(['(BABA)', 'consumer_cyclical'], dtype='<U25') 0.4282\n",
      "  58.29944547134935]\n",
      " [array(['(BX)', 'financials'], dtype='<U25') 0.3857 62.26335717290702]\n",
      " [array(['(DISH)', 'communications'], dtype='<U25') 0.3531\n",
      "  68.38340486409157]\n",
      " [array(['(ET)', 'energy'], dtype='<U25') 0.308 75.19908987485778]\n",
      " [array(['(ILMN)', 'healthcare'], dtype='<U25') 0.284 78.61635220125784]\n",
      " [array(['(HSY)', 'consumer_staple'], dtype='<U25') 0.2407\n",
      "  83.46036585365852]\n",
      " [array(['(GD)', 'industrials'], dtype='<U25') 0.236 89.25421010425019]\n",
      " [array(['(NLY)', 'financials'], dtype='<U25') 0.1808 90.9186906019007]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(FUBO)', 'communications'], dtype='<U25') 0.5996\n",
      "  11.574246371417944]\n",
      " [array(['(BBBY)', 'consumer_cyclical'], dtype='<U25') 0.5898\n",
      "  13.09683604985619]\n",
      " [array(['(HIMX)', 'technology'], dtype='<U25') 0.584 15.210100611560454]\n",
      " [array(['(HL)', 'materials'], dtype='<U25') 0.5526 20.07822685788787]\n",
      " [array(['(SFIX)', 'consumer_cyclical'], dtype='<U25') 0.5357\n",
      "  22.30593607305935]\n",
      " [array(['(QDEL)', 'healthcare'], dtype='<U25') 0.5221 39.93567408201555]\n",
      " [array(['(FCX)', 'materials'], dtype='<U25') 0.4776 40.843409023886764]\n",
      " [array(['(Z)', 'communications'], dtype='<U25') 0.4633\n",
      "  52.451464297466266]\n",
      " [array(['(MOS)', 'materials'], dtype='<U25') 0.3986 53.48479014247209]\n",
      " [array(['(UBER)', 'communications'], dtype='<U25') 0.38\n",
      "  54.91235222176927]\n",
      " [array(['(PHM)', 'consumer_cyclical'], dtype='<U25') 0.3571\n",
      "  57.45149911816577]\n",
      " [array(['(PSX)', 'energy'], dtype='<U25') 0.3436 59.66542750929369]\n",
      " [array(['(PPG)', 'materials'], dtype='<U25') 0.3255 67.95665634674923]\n",
      " [array(['(BP)', 'energy'], dtype='<U25') 0.2626 72.42284963887066]\n",
      " [array(['(HON)', 'industrials'], dtype='<U25') 0.2137 72.75666936135812]\n",
      " [array(['(GSK)', 'healthcare'], dtype='<U25') 0.2122 87.45583038869259]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(PLUG)', 'energy'], dtype='<U25') 0.5938 -0.2519737947253581]\n",
      " [array(['(COIN)', 'financials'], dtype='<U25') 0.5756 12.641878669275927]\n",
      " [array(['(LAZR)', 'technology'], dtype='<U25') 0.5139 37.113127001067234]\n",
      " [array(['(F)', 'consumer_cyclical'], dtype='<U25') 0.452\n",
      "  50.61646117960681]\n",
      " [array(['(EXAS)', 'healthcare'], dtype='<U25') 0.4385 50.79092159559835]\n",
      " [array(['(JD)', 'consumer_cyclical'], dtype='<U25') 0.3684\n",
      "  51.48026315789473]\n",
      " [array(['(VLO)', 'energy'], dtype='<U25') 0.345 56.108597285067866]\n",
      " [array(['(TXN)', 'technology'], dtype='<U25') 0.3252 56.195965417867434]\n",
      " [array(['(CSX)', 'industrials'], dtype='<U25') 0.3047 65.14905149051492]\n",
      " [array(['(VIAC)', 'communications'], dtype='<U25') 0.295\n",
      "  67.89982925441093]\n",
      " [array(['(EPD)', 'energy'], dtype='<U25') 0.2444 70.90909090909093]\n",
      " [array(['(CL)', 'consumer_staple'], dtype='<U25') 0.2037\n",
      "  76.36363636363635]\n",
      " [array(['(KO)', 'consumer_staple'], dtype='<U25') 0.1827\n",
      "  82.88288288288288]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(SSYS)', 'technology'], dtype='<U25') 0.5675 9.050730207532673]\n",
      " [array(['(MRNA)', 'healthcare'], dtype='<U25') 0.557 11.244258038745759]\n",
      " [array(['(APA)', 'energy'], dtype='<U25') 0.5118 23.29559142375331]\n",
      " [array(['(AG)', 'materials'], dtype='<U25') 0.5092 25.110565110565116]\n",
      " [array(['(RAD)', 'consumer_staple'], dtype='<U25') 0.5002\n",
      "  4.230047926651383]\n",
      " [array(['(PLAY)', 'consumer_cyclical'], dtype='<U25') 0.48\n",
      "  28.4796573875803]\n",
      " [array(['(OXY)', 'energy'], dtype='<U25') 0.4708 33.44671201814059]\n",
      " [array(['(ETSY)', 'consumer_cyclical'], dtype='<U25') 0.4678\n",
      "  35.869880917804245]\n",
      " [array(['(LI)', 'consumer_cyclical'], dtype='<U25') 0.4488\n",
      "  38.518518518518505]\n",
      " [array(['(AUY)', 'materials'], dtype='<U25') 0.4366 47.052879757494104]\n",
      " [array(['(MRO)', 'energy'], dtype='<U25') 0.432 47.64183185235815]\n",
      " [array(['(URI)', 'industrials'], dtype='<U25') 0.413 47.9756359727696]\n",
      " [array(['(RBLX)', 'communications'], dtype='<U25') 0.4104\n",
      "  49.34497816593887]\n",
      " [array(['(MELI)', 'consumer_cyclical'], dtype='<U25') 0.3901\n",
      "  50.269645608628664]\n",
      " [array(['(TPR)', 'consumer_cyclical'], dtype='<U25') 0.3299\n",
      "  51.8876611418048]\n",
      " [array(['(FL)', 'consumer_cyclical'], dtype='<U25') 0.3284\n",
      "  54.25082198215125]\n",
      " [array(['(LBTYK)', 'communications'], dtype='<U25') 0.3158\n",
      "  55.64317397732875]\n",
      " [array(['(WY)', 'financials'], dtype='<U25') 0.2993 58.86411889596602]\n",
      " [array(['(SBUX)', 'consumer_cyclical'], dtype='<U25') 0.2851\n",
      "  64.13356361542893]\n",
      " [array(['(ATVI)', 'technology'], dtype='<U25') 0.282 65.0087770626097]\n",
      " [array(['(HIG)', 'financials'], dtype='<U25') 0.2771 66.92771084337349]\n",
      " [array(['(SNPS)', 'technology'], dtype='<U25') 0.2222 66.94214876033058]\n",
      " [array(['(LOW)', 'consumer_cyclical'], dtype='<U25') 0.1789\n",
      "  38.25347758887173]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(NET)', 'technology'], dtype='<U25') 0.5498 -3.0164050097018884]\n",
      " [array(['(XPEV)', 'consumer_cyclical'], dtype='<U25') 0.506\n",
      "  16.482504604051567]\n",
      " [array(['(W)', 'consumer_cyclical'], dtype='<U25') 0.5002\n",
      "  27.699770232320652]\n",
      " [array(['(CPRI)', 'consumer_cyclical'], dtype='<U25') 0.4585\n",
      "  33.634508889536576]\n",
      " [array(['(DKNG)', 'consumer_cyclical'], dtype='<U25') 0.4444\n",
      "  37.075879086983356]\n",
      " [array(['(NCLH)', 'consumer_cyclical'], dtype='<U25') 0.4241\n",
      "  45.23972602739726]\n",
      " [array(['(NTES)', 'technology'], dtype='<U25') 0.4215 47.53237661883093]\n",
      " [array(['(HPE)', 'technology'], dtype='<U25') 0.2883 49.99999999999999]\n",
      " [array(['(REGN)', 'healthcare'], dtype='<U25') 0.2767 55.100896860986545]\n",
      " [array(['(TTWO)', 'technology'], dtype='<U25') 0.2761 59.31909982688979]\n",
      " [array(['(NTR)', 'materials'], dtype='<U25') 0.2675 59.51103160405488]\n",
      " [array(['(BKNG)', 'communications'], dtype='<U25') 0.2606\n",
      "  60.665844636251535]\n",
      " [array(['(UNP)', 'industrials'], dtype='<U25') 0.2476 65.28704939919893]\n",
      " [array(['(ITW)', 'industrials'], dtype='<U25') 0.2369 66.24561403508773]\n",
      " [array(['(KMB)', 'consumer_staple'], dtype='<U25') 0.2332\n",
      "  66.80972818311872]\n",
      " [array(['(AGNC)', 'financials'], dtype='<U25') 0.1789 69.57345971563981]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(STNE)', 'financials'], dtype='<U25') 0.5314 -10.49351524338892]\n",
      " [array(['(PDD)', 'consumer_cyclical'], dtype='<U25') 0.5015\n",
      "  13.307727067329406]\n",
      " [array(['(DDOG)', 'technology'], dtype='<U25') 0.497 24.843004270283846]\n",
      " [array(['(CLR)', 'energy'], dtype='<U25') 0.4574 26.879334257975028]\n",
      " [array(['(TTD)', 'technology'], dtype='<U25') 0.4418 27.761711972238295]\n",
      " [array(['(GNW)', 'financials'], dtype='<U25') 0.4337 30.396873120865898]\n",
      " [array(['(NUE)', 'materials'], dtype='<U25') 0.41 45.28703047484053]\n",
      " [array(['(DOW)', 'materials'], dtype='<U25') 0.322 46.63023679417123]\n",
      " [array(['(HLF)', 'consumer_staple'], dtype='<U25') 0.267\n",
      "  48.1687014428413]\n",
      " [array(['(RTX)', 'industrials'], dtype='<U25') 0.2488 51.52253349573689]\n",
      " [array(['(CNP)', 'utilities'], dtype='<U25') 0.2484 55.44430538172717]\n",
      " [array(['(XOM)', 'energy'], dtype='<U25') 0.2478 59.87096774193547]\n",
      " [array(['(NOC)', 'industrials'], dtype='<U25') 0.2414 64.55351056578051]\n",
      " [array(['(CVX)', 'energy'], dtype='<U25') 0.2318 64.74769012082446]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(AA)', 'materials'], dtype='<U25') 0.5084 -11.459421804249404]\n",
      " [array(['(SRPT)', 'healthcare'], dtype='<U25') 0.4954 6.354658651781884]\n",
      " [array(['(COTY)', 'consumer_staple'], dtype='<U25') 0.4925\n",
      "  19.307170542635657]\n",
      " [array(['(NIO)', 'consumer_cyclical'], dtype='<U25') 0.4482\n",
      "  25.160569673275628]\n",
      " [array(['(TTD)', 'communications'], dtype='<U25') 0.4418\n",
      "  27.761711972238295]\n",
      " [array(['(URBN)', 'consumer_cyclical'], dtype='<U25') 0.4036\n",
      "  38.03009575923394]\n",
      " [array(['(CCL)', 'consumer_cyclical'], dtype='<U25') 0.4024\n",
      "  42.34170498761937]\n",
      " [array(['(HES)', 'energy'], dtype='<U25') 0.3984 26.43605204696921]\n",
      " [array(['(PXD)', 'energy'], dtype='<U25') 0.3258 44.73567303420701]\n",
      " [array(['(BSX)', 'healthcare'], dtype='<U25') 0.2936 46.06965174129354]\n",
      " [array(['(ASML)', 'technology'], dtype='<U25') 0.2878 46.314184036603955]\n",
      " [array(['(BMY)', 'healthcare'], dtype='<U25') 0.2736 46.62379421221867]\n",
      " [array(['(ABT)', 'healthcare'], dtype='<U25') 0.2398 57.3490813648294]\n",
      " [array(['(AKAM)', 'technology'], dtype='<U25') 0.2355 58.053691275167786]\n",
      " [array(['(FDX)', 'industrials'], dtype='<U25') 0.2292 62.3229461756374]\n",
      " [array(['(MSFT)', 'technology'], dtype='<U25') 0.2263 64.58181818181818]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(M)', 'consumer_cyclical'], dtype='<U25') 0.499\n",
      "  -28.724467933152404]\n",
      " [array(['(ACAD)', 'healthcare'], dtype='<U25') 0.4847 10.309512972234867]\n",
      " [array(['(TTM)', 'consumer_cyclical'], dtype='<U25') 0.4772\n",
      "  13.027001421127427]\n",
      " [array(['(JWN)', 'consumer_cyclical'], dtype='<U25') 0.4498\n",
      "  15.067792274238922]\n",
      " [array(['(ANF)', 'consumer_cyclical'], dtype='<U25') 0.4424\n",
      "  20.184732409671295]\n",
      " [array(['(DVN)', 'energy'], dtype='<U25') 0.4408 26.23138602520046]\n",
      " [array(['(ROKU)', 'communications'], dtype='<U25') 0.4392\n",
      "  26.716676283900735]\n",
      " [array(['(WYNN)', 'consumer_cyclical'], dtype='<U25') 0.3984\n",
      "  44.55732946298983]\n",
      " [array(['(KMI)', 'energy'], dtype='<U25') 0.2778 45.29288702928869]\n",
      " [array(['(MCD)', 'consumer_cyclical'], dtype='<U25') 0.2214\n",
      "  59.051724137931046]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(FLR)', 'industrials'], dtype='<U25') 0.4766 -2.814029363784661]\n",
      " [array(['(FSLR)', 'energy'], dtype='<U25') 0.4396 5.268199233716466]\n",
      " [array(['(CSIQ)', 'energy'], dtype='<U25') 0.4349 14.027267960146824]\n",
      " [array(['(SHAK)', 'consumer_cyclical'], dtype='<U25') 0.4271\n",
      "  25.029274004683828]\n",
      " [array(['(CZR)', 'consumer_cyclical'], dtype='<U25') 0.4187\n",
      "  26.1524555589033]\n",
      " [array(['(WOOF)', 'consumer_cyclical'], dtype='<U25') 0.3953\n",
      "  28.59466493168509]\n",
      " [array(['(RNG)', 'technology'], dtype='<U25') 0.3918 27.37321196358908]\n",
      " [array(['(BIDU)', 'communications'], dtype='<U25') 0.3849\n",
      "  37.5625446747677]\n",
      " [array(['(UAL)', 'consumer_cyclical'], dtype='<U25') 0.375\n",
      "  41.03046257991725]\n",
      " [array(['(SLB)', 'energy'], dtype='<U25') 0.3746 42.271173566274214]\n",
      " [array(['(LUV)', 'consumer_cyclical'], dtype='<U25') 0.3314\n",
      "  44.02433724467622]\n",
      " [array(['(ADSK)', 'technology'], dtype='<U25') 0.2182 58.23060188542423]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(SIG)', 'consumer_cyclical'], dtype='<U25') 0.4582\n",
      "  -7.676808382027005]\n",
      " [array(['(AMBA)', 'technology'], dtype='<U25') 0.4533 -3.326935380678184]\n",
      " [array(['(CWH)', 'consumer_cyclical'], dtype='<U25') 0.4261\n",
      "  17.804810616533025]\n",
      " [array(['(MOMO)', 'communications'], dtype='<U25') 0.4248\n",
      "  19.661971830985927]\n",
      " [array(['(LYFT)', 'communications'], dtype='<U25') 0.4182\n",
      "  20.97194098929708]\n",
      " [array(['(AEO)', 'consumer_cyclical'], dtype='<U25') 0.4157\n",
      "  25.741076830006055]\n",
      " [array(['(BYND)', 'consumer_staple'], dtype='<U25') 0.3918\n",
      "  28.796844181459548]\n",
      " [array(['(SYF)', 'financials'], dtype='<U25') 0.3822 30.622009569377973]\n",
      " [array(['(SU)', 'energy'], dtype='<U25') 0.3548 40.96146205800558]\n",
      " [array(['(HBI)', 'consumer_cyclical'], dtype='<U25') 0.3428\n",
      "  41.887417218543035]\n",
      " [array(['(DBX)', 'technology'], dtype='<U25') 0.309 42.52767527675277]\n",
      " [array(['(AMAT)', 'technology'], dtype='<U25') 0.2855 43.03607214428857]\n",
      " [array(['(CMCSA)', 'communications'], dtype='<U25') 0.2753\n",
      "  43.684759916492695]\n",
      " [array(['(RACE)', 'consumer_cyclical'], dtype='<U25') 0.218\n",
      "  55.160142348754434]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(TNDM)', 'healthcare'], dtype='<U25') 0.4148 21.856639247943605]\n",
      " [array(['(TRIP)', 'communications'], dtype='<U25') 0.4134\n",
      "  24.443106562311858]\n",
      " [array(['(HPQ)', 'technology'], dtype='<U25') 0.3892 26.158833063209073]\n",
      " [array(['(KSS)', 'consumer_cyclical'], dtype='<U25') 0.3769\n",
      "  28.89876880984953]\n",
      " [array(['(DFS)', 'financials'], dtype='<U25') 0.3546 31.57699443413729]\n",
      " [array(['(RL)', 'consumer_cyclical'], dtype='<U25') 0.3434\n",
      "  36.37807783955518]\n",
      " [array(['(NTNX)', 'technology'], dtype='<U25') 0.3335 40.83614864864865]\n",
      " [array(['(MAR)', 'consumer_cyclical'], dtype='<U25') 0.2912\n",
      "  41.910331384015606]\n",
      " [array(['(OKE)', 'energy'], dtype='<U25') 0.2852 42.10264075734929]\n",
      " [array(['(ADM)', 'consumer_staple'], dtype='<U25') 0.2589\n",
      "  42.80198565912853]\n",
      " [array(['(WMB)', 'energy'], dtype='<U25') 0.2056 44.17952314165498]\n",
      " [array(['(AZN)', 'healthcare'], dtype='<U25') 0.1774 52.27467811158798]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(MDB)', 'technology'], dtype='<U25') 0.4065 21.925614877024596]\n",
      " [array(['(KGC)', 'materials'], dtype='<U25') 0.3677 28.163123039386562]\n",
      " [array(['(GOOS)', 'consumer_cyclical'], dtype='<U25') 0.3488\n",
      "  30.441286462228856]\n",
      " [array(['(ABNB)', 'communications'], dtype='<U25') 0.3394\n",
      "  32.16510903426792]\n",
      " [array(['(COP)', 'energy'], dtype='<U25') 0.2964 40.40738986262434]\n",
      " [array(['(FISV)', 'technology'], dtype='<U25') 0.2884 40.5458089668616]\n",
      " [array(['(T)', 'communications'], dtype='<U25') 0.2418 41.65202108963093]\n",
      " [array(['(PFE)', 'healthcare'], dtype='<U25') 0.2376 42.617046818727495]\n",
      " [array(['(DIS)', 'communications'], dtype='<U25') 0.2176\n",
      "  42.782152230971114]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(SONO)', 'technology'], dtype='<U25') 0.3928 17.28874290833085]\n",
      " [array(['(SEAS)', 'consumer_cyclical'], dtype='<U25') 0.3637\n",
      "  19.285011479173505]\n",
      " [array(['(PCG)', 'utilities'], dtype='<U25') 0.3635 21.816353887399462]\n",
      " [array(['(HFC)', 'energy'], dtype='<U25') 0.3536 24.33192686357245]\n",
      " [array(['(SNOW)', 'communications'], dtype='<U25') 0.3501\n",
      "  28.100987925356762]\n",
      " [array(['(COF)', 'financials'], dtype='<U25') 0.3398 29.694656488549608]\n",
      " [array(['(ZNGA)', 'technology'], dtype='<U25') 0.3379 30.867544539116963]\n",
      " [array(['(ANET)', 'technology'], dtype='<U25') 0.2902 38.851674641148335]\n",
      " [array(['(FISV)', 'financials'], dtype='<U25') 0.2884 40.5458089668616]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(CHWY)', 'consumer_cyclical'], dtype='<U25') 0.3928\n",
      "  10.430137756536396]\n",
      " [array(['(DASH)', 'communications'], dtype='<U25') 0.3706\n",
      "  15.057435579012726]\n",
      " [array(['(BBWI)', 'consumer_cyclical'], dtype='<U25') 0.3522\n",
      "  22.2492190211732]\n",
      " [array(['(ZM)', 'technology'], dtype='<U25') 0.3268 24.353120243531205]\n",
      " [array(['(LUMN)', 'communications'], dtype='<U25') 0.3249\n",
      "  27.06296441141965]\n",
      " [array(['(SPLK)', 'technology'], dtype='<U25') 0.3102 27.39219712525667]\n",
      " [array(['(NXPI)', 'technology'], dtype='<U25') 0.2929 28.917253521126753]\n",
      " [array(['(KEY)', 'financials'], dtype='<U25') 0.2896 30.040413111809617]\n",
      " [array(['(NEM)', 'materials'], dtype='<U25') 0.2845 32.32558139534883]\n",
      " [array(['(NVDA)', 'technology'], dtype='<U25') 0.277 32.53588516746413]\n",
      " [array(['(MPC)', 'energy'], dtype='<U25') 0.268 38.07315816589389]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(GPS)', 'consumer_cyclical'], dtype='<U25') 0.3922\n",
      "  -2.2432701894317066]\n",
      " [array(['(MGM)', 'consumer_cyclical'], dtype='<U25') 0.3672\n",
      "  1.8867924528301967]\n",
      " [array(['(CF)', 'materials'], dtype='<U25') 0.3554 9.657513113236654]\n",
      " [array(['(RKT)', 'financials'], dtype='<U25') 0.354 11.320754716981124]\n",
      " [array(['(OKTA)', 'technology'], dtype='<U25') 0.3192 1.172741679873211]\n",
      " [array(['(AXP)', 'financials'], dtype='<U25') 0.2846 27.45185848634126]\n",
      " [array(['(MA)', 'financials'], dtype='<U25') 0.2785 27.810922441486923]\n",
      " [array(['(SWKS)', 'technology'], dtype='<U25') 0.2611 34.034907597535934]\n",
      " [array(['(KKR)', 'financials'], dtype='<U25') 0.2601 35.257410296411855]\n",
      " [array(['(V)', 'financials'], dtype='<U25') 0.2451 37.464946719012914]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(SE)', 'technology'], dtype='<U25') 0.3763 -10.553838840028522]\n",
      " [array(['(HAL)', 'energy'], dtype='<U25') 0.3608 -6.407263294422827]\n",
      " [array(['(COUP)', 'technology'], dtype='<U25') 0.3576 -3.089430894308949]\n",
      " [array(['(EOG)', 'energy'], dtype='<U25') 0.3501 4.694976076555038]\n",
      " [array(['(YETI)', 'consumer_cyclical'], dtype='<U25') 0.3192\n",
      "  21.000758150113725]\n",
      " [array(['(VMW)', 'technology'], dtype='<U25') 0.2768 23.296213808463246]\n",
      " [array(['(VTRS)', 'healthcare'], dtype='<U25') 0.2604 29.74588938714501]\n",
      " [array(['(QCOM)', 'technology'], dtype='<U25') 0.238 23.57217030114226]\n",
      " [array(['(CLX)', 'consumer_staple'], dtype='<U25') 0.2351\n",
      "  30.32150776053215]\n",
      " [array(['(AMT)', 'financials'], dtype='<U25') 0.2284 33.41121495327103]\n",
      " [array(['(LMT)', 'industrials'], dtype='<U25') 0.2013 36.105476673427994]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(CRWD)', 'technology'], dtype='<U25') 0.346 -14.799310514651573]\n",
      " [array(['(CYBR)', 'technology'], dtype='<U25') 0.3406 2.497743003310271]\n",
      " [array(['(PZZA)', 'consumer_cyclical'], dtype='<U25') 0.32\n",
      "  2.596986213529976]\n",
      " [array(['(ZS)', 'technology'], dtype='<U25') 0.3156 19.454958364875097]\n",
      " [array(['(DAL)', 'consumer_cyclical'], dtype='<U25') 0.3152\n",
      "  19.756838905775073]\n",
      " [array(['(GOLD)', 'materials'], dtype='<U25') 0.2686 22.985347985347982]\n",
      " [array(['(CME)', 'financials'], dtype='<U25') 0.2494 28.16032887975335]\n",
      " [array(['(KMX)', 'consumer_cyclical'], dtype='<U25') 0.238\n",
      "  30.125751776927274]\n",
      " [array(['(CIEN)', 'technology'], dtype='<U25') 0.2261 31.14849187935035]\n",
      " [array(['(AFL)', 'financials'], dtype='<U25') 0.2144 33.25046612802985]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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dunRpXsmppPXr1zN9+vSyk1GYO++Ee+55cn+XXWCvvVoflyVf1q2DNWuS9X6nTYPZs5Pg0AgSM2ZUdyGhrTVsn5csysiTLJ/jro+56aYnjm98BHZ47CEA1vN0ttsOdmhMjbp/thmO5s+fvzIi5rY92Wn9UOAfgFuBK4H3AXt2emy/N5LJ/c5v2n8DcE6nx3sN6frLut5x1nxpXvN5GAzb5yWLMvIky+c462e9H2tXs5VrSD9CcvV+c6YQ1F93Ac3xdM/0mA2pflerTLXq0CO6rR+yfI6zftbzXru6W3C4HjhI0kHtTkbE9/ublC1cCewnaR+SoHAScEqOr1crdf0hK6stqLkO+Lzz4P3vh0WLik9HL9atS8ZI1O0zMRVV+V5k+Rxn/aznuXZ1t+Dwii7ngmRN6VxExCZJpwMXknRl/XJEXJ/X69WJ+8P338QG7I99DA4/fHDydWwsaWNZvHh4PxPtvhczZpSdqmrrOEI6It7SZXtr3gmLiAsiYv+IeHZEDNh1WnnqOqq6WdEjhRcsSLq8Njz++GDl6/LlSeM71PczMZnafi/Gx3Nbv9rTZ9RM3aemKGN6k9HRpCppm22S/bLydWuD4oIFSa8sqOdnIou6fy/ykGmcgw2OuveHL2uk8KJFSVVSWfnaS3Xh6CgsW5bM21XHz0QW7b4XOV1w14aDQw3VeRBfmSOFy8zXXoPizJnJZHnDrM7fizxkCg6SjgD2bn58RHwtpzSZdVT3klEnnj7DijZpcJD0deDZwCqgMclAAA4OVophvAIc1qBo5clScpgLHJCOpjOzkgxjULTyZOmtdB2wa94JMTOz6shScpgF3CDpCmBj42BE+BrGzKymsgSH/5V3Imxw9TolQVWmNLD+8v918E1arRQRlwK3A9ul968Ers45XbVQlTV/89LrgLSy1uu2fPn/Wg+TBgdJfwN8FzgvPbQH8MMc01QLw/AF6XVKgtpOaTDk/H+thywN0guBI4EHAdIpvHfJM1F1MAxfkF6nJKjTlAZ1LyVORZ3+r8MsS5vDxoh4VBIAkrYlGedgXQzDoKVe+97Xpe++Z8LdUl3+r8MuS3C4VNKHgKdKehnwTuBH+SZr8A3LF6TXvvd16Ltf1nxPVVaH/+uwy1Kt9EHgXmA1cBpwAfDhPBNVF6OjyXw2/pJUW69VQq5GsTqatOQQEZslfQO4LCJuLCBNZoXpR5XQsJQSbbhk6a00SjKv0s/S/TmS3OxmtdCvjgMuJVrdZKlW+nvgMOABgIhYBeyTX5KsSMPey8ZVQmbtZWmQfiwi1jV6K6XcW6kG3MvGVUJmnWQJDtdLOgXYRtJ+wLuBf883WVYE97JJuGeNWass1UrvAg4kmXRvCbAOeE+OabKCuErFzDrJUnLYLSLOAs7KOzFWLFepmFVbmRMYZgkOX5a0J8mEez8n6dK6Ot9kWVFcpWJWTWW3CWaZlfUo4C+AzwI7Aj+R9Mec02VmNtTKnp8tyziH/wq8j6Ra6eXAj0km4zPrm2HvUms2UdltglmqlcaBlcD/BS6IiEdzTZENnbKLz2ZVVHabYNZlQo8EXgK8W9Jm4JcR8Xe5psyGRlFdar06mQ2aMtsEs7Q5PACsAW4D7gaeTRIozPqiiOLzMCy+ZNZPWdoc1gD/BDwDOBd4TtpIbdYXjeLzwoX5VSmV3bhnNmiyVCu9OSIuaz4g6ciI+Lec0mRDKO/i8zAsvmTWT1mCw6eAQyYc+2ybY2aVVXbjntmg6RgcJL0IOALYWdJ7m07NALbJO2Fm/eYBf2bZdSs5bA9MTx/z9KbjDwIn5pkoMzMrV8fgEBGXkqwf/S8RcYekkYjYUGDarI/cjdPMpiLLrKy7S7oB+C2ApOdJ+lwvLyrpE5J+K+laST+QtGPTuTMl3SLpRknH9PI6lnA3TjObqizB4VPAMcB9ABFxDb2Pc7gIeG5EHAzcBJwJIOkA4CSSKcKPBT4nye0bPXI3TjObqizBgYi4c8Khx3t50YhYHhGb0t3LgT3T+8cDSyNiY0TcBtxCskRpLoZlPp+y52gxs8GTpSvrnZKOAELSdsAZwG/6mIa3At9O7+9BEiwafpce67thms/H3TitjtyOli9FdF8OWtIs4NPA0SQljQuBMyLivkn+7mJg1zanzoqIZeljzgLmAq+KiJB0DnB5RHwjPf8l4KcR8d02z38qcCrA7NmzD126dGnX9zHRnXfCPfc8ub/LLrDXXlN6ilKtX7+e6dOnl52MynG+tFe3fFm3Dtasgc2bYdo02HdfmDlzas9RtzzZGvPnz18ZEXPbnoyIUjbgzcAvgZGmY2cCZzbtXwi8aLLnOvTQQ2Oqli2LGBmJgOR22bIpP0WpVqxYUXYSKsn50l7d8mXhwuS729gWLpz6c9QtT7YGcFV0+F3NMrfSvpJ+JOleSfdIWiZp316ilaRjgfcDo7Fl99gx4CRJO0jaB9gPuKKX1+qkiPl8zCwfbkfLX5Y2h28Bi4FXpvsnAUuAw3t43XOAHYCLJEFSlfT2iLhe0neAG4BNwMKI6KnxuxuPmDUbTG5Hy1+W4DASEV9v2v+GpP/Ry4tGxH/pcm4RsKiX5zez+vPFXb66za20U3r3p5I+CCwFAngtcEEBaTMzs5J0KzmsJAkGSvdPazoXpAPXzNpxN0OzwdZtbqV9ikyI1ccwjSExq6tMI6TNpsLTdZgNPgcH67tB62Y4LNOomE1Flt5KZlMySN0MXQVm1t6kwUHJQITXAftGxEck/Rmwa0TkMjjN6mFQuhm2qwIbhHSb5S1LtdLngBcBJ6f7D5EMijMbeINWBWZWlCzVSodHxCGSfg0QEfdL2j7ndJkVYpCqwMyKlCU4PJYuuBMAknYGNueaKrMCDUoVmFmRslQrfQb4AbCLpEXAL4B/yDVVZmZWqklLDhHxTUkrgZeSjJY+ISL6udiPmfWJR6Zbv2TprfRC4PqIWJzuz5B0eET8KvfUmVlm7pZr/ZSlWulcYH3T/vr0mJlViEemWz9lCQ5KVwwCICI248FzZpXjbrnWT1l+5NdIejdPlhbeCazJL0lmtjXcLdf6KUtweDtJj6UPk3RnvQQ4Nc9EmdnWcbdc65csvZXuIVka1MysVO6NVZwsvZV2Bv4G2Lv58RHx1vySZWa2JffGKlaWaqVlwM+Bi4HH802OmVl7niSxWFmCw0hEfCD3lJiZdbFgQVJi2LDBvbGKkCU4/FjScRFxQe6pMTPrwL2xipUlOJwBfEjSo8CjJFNoRETMyDVlZmYTuDdWcbL0Vnp6EQkxM7PqmHSEtBKvl/R36f5ekg7LP2lmZlaWqawEd0q6vx6vBGdmVmteCc7MzFpkKTl4JTgzsyHjleDMzKxF12olSdOA24D345XgzMyGRtfgEBGbJS2OiOcDvy0oTWZmVrIs1UqXSHq1JOWeGjMzq4QsweE04F+BRyU9KOkhSQ/mnC6zyhobg9NPT27N6sojpM2mwNNG27DwCGmzKWg3bbRZHZU6QlrS+ySFpFnpviR9RtItkq6VdEg/XsesXxYsSKaLBk8bbfVW2ghpSXsBC4D/aDr8V8B+6XY4cG56a1YJnjbahkWW4JDXCOlPkoyfWNZ07HjgaxERwOWSdpS0W0Tc3YfXM+sLTxttwyBLcJg4QvpE4MO9vKik44G7IuKaCT1k9wDubNr/XXqsJThIOhU4FWD27NmMj4/3kqSBs379+qF7z1k4X9pzvrRynnTXMThI2icibouIb0payRRHSEu6GNi1zamzgA+RVClttYj4AvAFgLlz58a8efN6ebqBMz4+zrC95yycL+05X1o5T7rrVnL4LnCopEsi4qVMcYR0RBzd7rikg4B9gEapYU/g6rQH1F3AXk0P3zM9ZmZmBeoWHKZJ+hCwv6T3TjwZEf+8NS8YEauBXRr7km4H5kbEWkljwOmSlpI0RK9ze4OZWfG6BYeTgBPSxxQ1EO4C4DjgFmAD8JaCXtfMzJp0Cw7HRsTHJO0QER/JKwERsXfT/QAW5vVaZmaWTbdBcI2r9hMKSIeZmVVIt5LDbyTdDOwu6dqm4yK5yD8436SZmVlZOgaHiDhZ0q7AhYCH/JiZDZHJFvv5T+B5BaXFzMwqotsguO9ExGskrSadOqNxClcrmZnVWreSwxnp7SuKSIiZmVVHtzaHu9PbO4pLjpmZVUG3aqWH2LI6aQsRMSOXFJmZWem6lRyeDiDpoySzon6dpL3hdcBuhaTOzMxKkWUluNGI+FxEPBQRD0bEuSTrLpiZWU1lCQ4PS3qdpG0kTZP0OuDhvBNmZmblyRIcTgFeA/wh3f6aJ9eTNjOzGpp0JbiIuB1XI5mZDZUsJQczMxsyDg5mZtbCwcHMzFpkDg6SXijpZ5LGJZ2QY5rMzKxk3UZI75rOytrwXuCVJAPhfgX8MN+kmZlZWbr1Vvq8pKuBj0fEI8ADwInAZuDBAtJmZmYl6VitFBEnAL8GfizpjcB7gB2AZ+KlQ83Maq1rm0NE/Ag4BpgJ/AC4KSI+ExH3FpE4MzMrR8fgIGlU0grgZ8B1wGuB4yUtlfTsohJoZmbF69bm8H+Aw4CnAhdGxGHA+yTtBywCTiogfWZmVoJuwWEd8CpgBLincTAibsaBwcys1rq1ObySpPF5WzzRnpnZUOm22M9a4LMFpsXMzCrC02eYmVkLBwczM2vh4GBmZi0cHMzMrIWDg5mZtXBwMDOzFg4OZmbWwsHBzMxalBYcJL1L0m8lXS/p403Hz5R0i6QbJR1TVvrMzIZZt7mVciNpPnA88LyI2Chpl/T4ASTzNh0I7A5cLGn/iHi8jHSamQ2rskoO7wDOjoiNABHRmNjveGBpRGyMiNuAW0hmhjUzswKVUnIA9gdeLGkR8AjwtxFxJbAHcHnT436XHmsh6VTgVIDZs2czPj6ea4KrZv369UP3nrNwvrTnfGnlPOkut+Ag6WJg1zanzkpfdyfghcALgO9I2ncqzx8RXwC+ADB37tyYN29eT+kdNOPj4wzbe87C+dKe86WV86S73IJDRBzd6ZykdwDfj4gArpC0GZgF3AXs1fTQPdNjZrkbG4Ply2HBAhgdLTs1ZuUqq83hh8B8AEn7A9sDa4Ex4CRJO0jaB9gPuKKkNNoQGRuDk0+GxYuT27GxslNkVq6ygsOXgX0lXQcsBd4UieuB7wA3kKxdvdA9lawIy5fDhg3J/Q0bkn2zYVZKg3REPAq8vsO5RSRrVJsVZsEC+MpXksAwMpLsmw2zsnormVXK6CgsWeI2B7MGBwez1Oiog4JZg+dWMjOzFg4OZmbWwsHBzMxaODiYmVkLBwczM2vh4GBmZi2UTG802CTdC9xRdjoKNotkyhHbkvOlPedLK+cJPCsidm53ohbBYRhJuioi5padjqpxvrTnfGnlPOnO1UpmZtbCwcHMzFo4OAyuL5SdgIpyvrTnfGnlPOnCbQ5mZtbCJQczM2vh4GBmZi0cHCpG0rGSbpR0i6QPtjn/EklXS9ok6cQJ5x6XtCrdarXQZYZ8ea+kGyRdK+kSSc9qOvcmSTen25uKTXm+esyXYf68vF3S6vS9/0LSAU3nzkz/7kZJxxSb8gqJCG8V2YBtgFuBfUnW1b4GOGDCY/YGDga+Bpw44dz6st9DifkyHxhJ778D+HZ6fydgTXr7jPT+M8p+T2Xniz8vzGi6Pwr8LL1/QPr4HYB90ufZpuz3VMbmkkO1HAbcEhFrIllKdSlwfPMDIuL2iLgW2FxGAkuSJV9WRES6CjSXA3um948BLoqIP0bE/cBFwLEFpTtvveRLnWXJlwebdp8GNHrmHA8sjYiNEXEbcEv6fEPHwaFa9gDubNr/XXosq6dIukrS5ZJO6GvKyjXVfHkb8NOt/NtB0ku+wJB/XiQtlHQr8HHg3VP522HgZULr5VkRcZekfYH/J2l1RNxadqKKJOn1wFzgqLLTUiUd8mWoPy8RsRhYLOkU4MNArdqjeuWSQ7XcBezVtL9neiyTiLgrvV0DjAPP72fiSpQpXyQdDZwFjEbExqn87YDqJV+G/vPSZClwwlb+bW05OFTLlcB+kvaRtD1wEpCpF4mkZ0jaIb0/CzgSuCG3lBZr0nyR9HzgPJIfwHuaTl0ILEjz5xnAgvRYHWx1vvjzov2adl8O3JzeHwNOkrSDpH2A/YArCkhz9ZTdIu5tyw04DriJpJfEWemxj5B8uQFeQFIP+jBwH3B9evwIYDVJT4vVwNvKfi8F58vFwB+AVek21vS3byVpWLwFeEvZ76UK+eLPC58Grk/zZAVwYNPfnpX+3Y3AX5X9XsraPH2GmZm1cLWSmZm1cHAwM7MWDg5mZtbCwcHMzFo4OJiZWQsHB7MOJK1Pb9dIes6Ec5+S9IGpPI/ZIHFwMJvcUpKBVABImgacmB43qyUHB7PJLQFe27T/EuCOiLij+UGSdpN0WbpGwHWSXjzh/CxJv5T0ckk7S/qepCvT7cj0Masl7ajEfZLemB7/mqSX5fw+zZ7g4GA2iYhYDWyW9Lz00EkkAWOiU4ALI2IO8DyS0bcASJoN/AT4nxHxE5IRup+MiBcArwbOTx/6byRTWRxIsvZEI8C8CPj3/r0rs+48K6tZNktI5ty5nmSStr9v85grgS9L2g74YUSsSo9vB1wCLIyIS9NjRwMHSGr87QxJ04Gfk5ZMgHOBUyXtAdwfEQ/3/V2ZdeCSg1k2S4HXkPyoXxsRf5j4gIi4jOSH/S7gXxpVQsAmYCXJwkMN04AXRsScdNsjItYDl5GUFl5MMlPqvSTtGz/P5V2ZdeDgYJZBJOscrAXOpn2VEun6zH+IiC+SVBMd0vhzksn//ryph9Ny4F1NfzsnfZ07gVnAfpFMpf0L4G9JgoZZYRwczLJbAvw58P0O5+cB10j6NUkD9qcbJyLiceBk4C8lvZNk5bG5kq6VdAPw9qbn+RXJjKKQlBj2IAkSZoXxrKxmZtbCJQczM2vh4GBmZi0cHMzMrIWDg5mZtXBwMDOzFg4OZmbWwsHBzMxa/H96B0Z6vVcbPwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(PYPL)', 'financials'], dtype='<U25') 0.3353\n",
      "  0.08955223880596028]\n",
      " [array(['(DOCU)', 'technology'], dtype='<U25') 0.3141 9.176225234619388]\n",
      " [array(['(WPM)', 'materials'], dtype='<U25') 0.3121 17.59608138658627]\n",
      " [array(['(EA)', 'technology'], dtype='<U25') 0.264 18.598382749326156]\n",
      " [array(['(DHI)', 'consumer_cyclical'], dtype='<U25') 0.242\n",
      "  24.102564102564095]\n",
      " [array(['(PANW)', 'technology'], dtype='<U25') 0.234 25.20064205457464]\n",
      " [array(['(A)', 'communications'], dtype='<U25') 0.2186 26.13964223889208]\n",
      " [array(['(MRK)', 'healthcare'], dtype='<U25') 0.218 27.485380116959053]\n",
      " [array(['(MET)', 'financials'], dtype='<U25') 0.2172 29.362715902322815]\n",
      " [array(['(CAG)', 'consumer_staple'], dtype='<U25') 0.2162\n",
      "  29.53864589574596]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(APO)', 'financials'], dtype='<U25') 0.3296 -13.3087848500789]\n",
      " [array(['(DKS)', 'consumer_cyclical'], dtype='<U25') 0.3286\n",
      "  0.060901339829469534]\n",
      " [array(['(FIVE)', 'consumer_staple'], dtype='<U25') 0.3067\n",
      "  11.811884797666783]\n",
      " [array(['(TOL)', 'consumer_cyclical'], dtype='<U25') 0.2828\n",
      "  12.490055688146374]\n",
      " [array(['(MRVL)', 'technology'], dtype='<U25') 0.2766 15.298040850354319]\n",
      " [array(['(MCHP)', 'technology'], dtype='<U25') 0.2702 16.41533821628608]\n",
      " [array(['(AIG)', 'financials'], dtype='<U25') 0.2442 17.686746987951814]\n",
      " [array(['(SWK)', 'consumer_cyclical'], dtype='<U25') 0.2286\n",
      "  24.0368963646229]\n",
      " [array(['(MO)', 'consumer_staple'], dtype='<U25') 0.2206\n",
      "  24.98583569405099]\n",
      " [array(['(MNST)', 'consumer_staple'], dtype='<U25') 0.1872\n",
      "  25.217391304347835]\n",
      " [array(['(BDX)', 'healthcare'], dtype='<U25') 0.1824 27.019498607242337]\n",
      " [array(['(HRL)', 'consumer_staple'], dtype='<U25') 0.1733\n",
      "  29.521674140508225]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(RH)', 'consumer_cyclical'], dtype='<U25') 0.322\n",
      "  -0.03104625892579602]\n",
      " [array(['(BIIB)', 'healthcare'], dtype='<U25') 0.2878 5.38264372024899]\n",
      " [array(['(FOXA)', 'communications'], dtype='<U25') 0.2716\n",
      "  6.468051744413961]\n",
      " [array(['(SCHW)', 'financials'], dtype='<U25') 0.255 8.51063829787235]\n",
      " [array(['(NFLX)', 'communications'], dtype='<U25') 0.2522\n",
      "  15.529088410444336]\n",
      " [array(['(NTAP)', 'technology'], dtype='<U25') 0.2253 20.93397745571659]\n",
      " [array(['(BK)', 'financials'], dtype='<U25') 0.2222 -8.634868421052627]\n",
      " [array(['(CAH)', 'healthcare'], dtype='<U25') 0.205 22.31503579952267]\n",
      " [array(['(TSN)', 'consumer_staple'], dtype='<U25') 0.1756\n",
      "  22.45467224546723]\n",
      " [array(['(KSU)', 'industrials'], dtype='<U25') 0.1666 23.316062176165804]\n",
      " [array(['(SO)', 'utilities'], dtype='<U25') 0.1507 28.364565587734237]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(IP)', 'materials'], dtype='<U25') 0.2973 -2.396585686145756]\n",
      " [array(['(MU)', 'technology'], dtype='<U25') 0.2645 3.725490196078435]\n",
      " [array(['(LEN)', 'consumer_cyclical'], dtype='<U25') 0.2537\n",
      "  7.0464135021097025]\n",
      " [array(['(CI)', 'healthcare'], dtype='<U25') 0.2387 9.34493815849748]\n",
      " [array(['(DE)', 'industrials'], dtype='<U25') 0.2324 12.596899224806199]\n",
      " [array(['(MCK)', 'healthcare'], dtype='<U25') 0.2222 22.087912087912095]\n",
      " [array(['(WMT)', 'consumer_staple'], dtype='<U25') 0.1448\n",
      "  26.573426573426584]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(BURL)', 'consumer_cyclical'], dtype='<U25') 0.2893\n",
      "  -20.43454345434543]\n",
      " [array(['(CTXS)', 'technology'], dtype='<U25') 0.271 -7.032590051457964]\n",
      " [array(['(ISRG)', 'healthcare'], dtype='<U25') 0.2509\n",
      "  -2.1832358674463914]\n",
      " [array(['(WDAY)', 'technology'], dtype='<U25') 0.2413 4.413673734314144]\n",
      " [array(['(BBY)', 'consumer_cyclical'], dtype='<U25') 0.2344\n",
      "  4.783191774698251]\n",
      " [array(['(DD)', 'materials'], dtype='<U25') 0.2256 8.357348703170029]\n",
      " [array(['(TMUS)', 'communications'], dtype='<U25') 0.2252\n",
      "  10.39215686274511]\n",
      " [array(['(IFF)', 'materials'], dtype='<U25') 0.2208 18.201284796573876]\n",
      " [array(['(CVS)', 'healthcare'], dtype='<U25') 0.2132 18.247365501941218]\n",
      " [array(['(WBA)', 'consumer_staple'], dtype='<U25') 0.2116\n",
      "  -61.63191296464189]\n",
      " [array(['(AZO)', 'consumer_cyclical'], dtype='<U25') 0.2027\n",
      "  21.595680863827237]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(ULTA)', 'consumer_cyclical'], dtype='<U25') 0.2868\n",
      "  -31.090821720326765]\n",
      " [array(['(WFC)', 'financials'], dtype='<U25') 0.2468 -28.380731282646554]\n",
      " [array(['(LULU)', 'consumer_cyclical'], dtype='<U25') 0.2404\n",
      "  -3.763010408326658]\n",
      " [array(['(C)', 'financials'], dtype='<U25') 0.2228 10.024691358024683]\n",
      " [array(['(ROST)', 'consumer_cyclical'], dtype='<U25') 0.2182\n",
      "  16.746923488496517]\n",
      " [array(['(TJX)', 'consumer_cyclical'], dtype='<U25') 0.2116\n",
      "  18.54341736694679]\n",
      " [array(['(MDLZ)', 'consumer_staple'], dtype='<U25') 0.1421\n",
      "  20.83333333333334]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(MS)', 'financials'], dtype='<U25') 0.2404 1.649048625792818]\n",
      " [array(['(ADI)', 'technology'], dtype='<U25') 0.2168 6.535626535626539]\n",
      " [array(['(DLTR)', 'consumer_staple'], dtype='<U25') 0.2153\n",
      "  12.84067085953878]\n",
      " [array(['(CPB)', 'consumer_staple'], dtype='<U25') 0.1844\n",
      "  18.20512820512821]\n",
      " [array(['(PG)', 'consumer_staple'], dtype='<U25') 0.1345\n",
      "  19.55555555555556]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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fn8xUsH175487ytLmMAisAv4ZuKpyEr4cDACXSboQOBiYBfwkx+uZmTVNN407yrpM6PHAnwPvlTQM3BQRH6n3opJOAy4CDiR5TLU6Ik6KiDskfQdYB+wEFkXEE/Vex6yZuqWh0fLVLeOOsrQ5PCRpE8njnkOA44A9GrloRFwBXDHOsQuACxo5v1mzeYJDK5sscyttAj4N7AcsAV4QEXPzDsysSLx+gZVNlkFwb42IUyLinyPixxHxmKTjc4/MrEA8waGVTZY2h88CR4/ad9EY+8y6Vjc1NJplMW5ykHQsSfvCgZLeX3FoH8BTWljpdEtDo1kWtWoOk4Gp6Xf2rtj/MHB6nkGZmVl7jZscIuIGkvWjvxoRd0maEhHbWxibmZm1SZYG6YMlrQN+DiDpxZIuyTcsMzNrpyzJ4bPAScBWgIi4jWRAnJmZdaksyYGIuHvULo9aNjPrYlmSw92SjgNC0h6SPgCszzkuM+tAAwPJzKQDA+2OxBqVJTm8G1gEzADuBY5Kt83MnjQyxcjFFyfvThCdLcvcSluAN7YgFjPrYGNNMeJxIZ0ry9xKh0v6vqTfS7pf0nJJh7ciODPrHJ5ipLtkmT7jMuBi4LR0+0xgKfCyvIIys87jKUa6S5bkMCUivlGx/U1J/yuvgMysc3XbFCNlXsOj1txKI2tEXy3pPGAZEMAZwFUtiM3MrG3KvoZHrZrDKpJkoHT7XRXHAvhQXkGZmbVb2RvYa82tdFgrAzEzK5L585Maw/bt5Wxgz9LmYGZWOmVvYHdyMDMbR7c1sO+KTHMrmZlZuWQZBCdJb5L00XT7OZKOyT80MzNrlyw1h0uAY4Gz0u0/kAyKMzOzLpWlzeFlEXG0pJ8BRMSDkibnHJeZmbVRlprD45J2IxnbgKQDgeFcozIzs7bKkhw+D1wBPEvSBcCPgX/KNSqzHI2sObBtW7sjMSuuLFN2f0vSKuDVJKOlT40IL/ZjHalySoTnPS/ZLmtXRbNasvRWejmwOSIujojFwGZJnpHVOlLllAjDw8m2mVXL8lhpCTBUsT2U7qubpE9J+rmkNZKukDSt4tiHJG2U9AtJJzVyHbPRKtccmDSpfFMimGWVJTkoImJkIyKGaXxk9bXAn0XEkcAG0kn8JM0mWS/ihcDJwCVpY3guvN5t+YxMibBoERx+uB8pmY0nS3LYJOm9kvZIX+8DNjVy0YhYERE7082bgUPSzwuAZRGxIyJ+BWwEchlw5/Vuy6u/HxYvhn33bXckZsWVJTm8GzgO2AzcQ7IC3MImxvB24Or08wzg7opj96T7mm6s6XjNzCyhiidGzT2xdB3w7DEOnR8Ry9PvnA/0Aq+LiJC0GLg5Ir6ZHv8KcHVEXD7G+ReSJqnp06fPWbZs2S7Ft20bbNqUNEpOmpQ8YhjrL8mhoSGmTp26S+fuZGUqb5nKCi5vt6unvPPmzVsVEb1jHZuw7SAd9PZOYGbl9yPi7bV+FxEnTHDetwKvBV5d0aaxGTi04muHpPvGOv+lwKUAvb290dfXV+tyY8qyBODg4CD1nLtTlam8ZSoruLzdrtnlzdKwvBz4EXAd8EQzLirpZODvgbkRsb3i0ABwmaQLgYOBWcBPmnHNsZR5Ol4zs1qyJIcpEfHBJl93MbAncK0kSB4lvTsi7pD0HWAdsBNYFBFNSUhmZpZdluRwpaRTIuKqZl00Ip5f49gFwAXNupaZme26LL2V3keSIB6V9LCkP0h6OO/AzMysfbLMrbR3KwIxM7Pi2JWV4D6Sbh/qleDMzLrbrqwEd3a6PYRXgjMz62peCc7MzKp4JTgzM6vileDMzKxKzcdKkiYBvyIZzeyV4Mw60Mg0MSee2O5IrJPUTA4RMSzp4oh4CfDzFsVkZk3iZVGtXlkeK10v6fVK57kws87hZVGtXlmSw7uAfwce8whps87iZVGtXh4hbdbFRpZFXbHCy6LarvEIabMu52VRW6tb1qb3CGkzsybpprXpsySHl0XEIuBRSEZIAx4hbWY2SjetTe8R0mZmTVLZAWDKlM7uAJBlbqXRI6RPB/53rlGZmXWgyg4Atdam7wTjJgdJh0XEryLiW5JW4RHSZmYT6pa16WvVHC4H5ki6PiJejUdIm5mVRq3kMEnSh4EjJL1/9MGIuDC/sMzMrJ1qNUifCTxBkkD2HuNlZmZdqlbN4eSI+L+S9oyIT7QsIjMza7taNYe3pe+ntiAOMzMrkFo1h/WS7gQOlrSmYr+AiIgj8w3NzMzaZdzkEBFnSXo2cA3QBR2zzMwsq4kW+/kt8OIWxWJmZgVRaxDcdyLiryTdTjp1xsgh/FjJzKyr1ao5vC99f20rAjEzs+Ko1eZwX/p+V+vCMTOzIhi3K+vIcqDjvRq5qKR/lLRG0mpJKyQdnO6XpM9L2pgeP7qR65iZWX3GTQ4RsXdE7AN8DjgPmAEcAnwQ+GyD1/1URBwZEUcBVwIfTff/BTArfS0EljR4HTMzq0OW9Rz6I+KSiPhDRDwcEUuABY1cNCIqax7P5KkG7wXA1yNxMzBN0kGNXMvMzHZdlvUcHpH0RmAZyU38LOCRRi+crg1xDrANmJfungHcXfG1e9J9943x+4UktQumT5/O4OBgoyGNaWhoKLdzF1GZylumsoLL2+2aXt6IqPkCZgLLgS3A74HvATMz/O46YO0YrwWjvvch4B/Sz1cCr6g4dj3QO9G15syZE3lZuXJlbucuojKVt0xljXB5u1095QVujXHuqxPWHCLi19TxGCkiTsj41W8BVwEfAzYDh1YcOyTdZ2ZmLZSlzaHpJM2q2FzAUwsJDQDnpL2WXg5si7RLrZmZtU6WNoc8fFLSC4Bh4C7g3en+q4BTgI3Adp6aGdbMzFqoLckhIl4/zv4AFrU4HDMzGyXzYyVJL5f0Q0mDkk7NMSYzM2uzWhPvPTuSWVlHvB84jWTivf8i6bVkZmZdqNZjpS9I+inwLxHxKPAQcDpJO0FD02eYmVmx1Zo+41TgZ8CVks4B/gbYEzgALx1qZtbVarY5RMT3gZOAfYErgA0R8fmI+H0rgjMzs/aoNStrv6SVwA9JRjafASyQtEzS81oVoJmZtV6tNof/AxwD7AVcExHHAH+XDmC7ADizBfGZmVkb1EoO24DXAVOA+0d2RsSdODGYmXW1Wm0Op5E0Pu8OnN2acMzMrAhqLRO6BbiohbGYmVlBtGXiPTMzKzYnBzMzq+LkYGZmVZwczMysipODmZlVcXIwM7MqTg5mZlbFycHMzKo4OZiZWRUnBzMzq+LkYGbWqfr6klcOnBzMzKyKk4OZmVWptZ6DmZkV2Jat8OADsH4A9tmnued2cjAz6xQV7QtbtkLP2hvoAe47rY/HLjobPv7x5ODgYMOX8mMlM7MO9OADT30eHoYndjb3/K45mJl1iooawfqBpMYwPAyvmTLIZc8dbEqNYYSTg5lZB+rvhy2zkxrE0iXNb3No62MlSX8nKST1pNuS9HlJGyWtkXR0O+MzMyuyngNg1qwkUTRb25KDpEOB+cBvKnb/BTArfS0ElrQhNDOz0mvnY6XPAH8PLK/YtwD4ekQEcLOkaZIOioj72hKhmVmRNbGNYbS2JAdJC4DNEXGbpMpDM4C7K7bvSfdVJQdJC0lqF0yfPp3BnP5HGhoayu3cRVSm8paprODydrtmlze35CDpOuDZYxw6H/gwySOlukXEpcClAL29vdGX0/wig4OD5HXuIipTectUVnB5u12zy5tbcoiIE8baL+lFwGHASK3hEOCnko4BNgOHVnz9kHSfmZm1UMsbpCPi9oh4VkTMjIiZJI+Ojo6I3wIDwDlpr6WXA9vc3mBm1npFG+dwFXAKsBHYDrwty49WrVq1RdJdOcXUA2zJ6dxFVKbylqms4PJ2u3rK+9zxDijpGGTjkXRrRPS2O45WKVN5y1RWcHm7XbPL67mVzMysipODmZlVcXKY2KXtDqDFylTeMpUVXN5u19Tyus3BzMyquOZgZmZVnBzMzKxKaZODpJMl/SKdHvy8MY7/uaSfStop6fSK/UdJuknSHem04me0NvL61FveiuP7SLpH0uLWRNyYRsor6TmSVkhaL2mdpJktC7xODZb3X9L/ntenU+Zr9O+LJkN535/+262RdL2k51Yce4ukO9PXW1obeX3qLW9D96uIKN0L2A34JXA4MBm4DZg96jszgSOBrwOnV+w/ApiVfj6YZFLAae0uU17lrTj+OeAyYHG7y5N3eYFB4MT081RgSrvLlFd5geOA/0jPsRtwE9DX7jI1obzzRv7dgP8JfDv9vD+wKX3fL/28X7vLlGN5675flbXmcAywMSI2RcRjwDKS6cKfFBG/jog1wPCo/Rsi4s70873A/cCBrQm7bnWXF0DSHGA6sKIVwTZB3eWVNBvYPSKuTb83FBHbWxR3vRr59w3gGSQ3nT2BPYDf5R9yQ7KUd2XFv9vNJPO0AZwEXBsRD0TEg8C1wMktirtedZe3kftVWZPDeFOD75J0ssDJJFm9yOour6RJwKeBD+QQV14a+fc9AnhI0ncl/UzSpyTt1vQIm6vu8kbETcBKkr8o7wOuiYj1TY+wuXa1vO8Arq7zt0XQSHmftKv3q6LNrdQxJB0EfAN4S0RU/bXdRf4auCoi7umAR9HNsDvwSuAlJKsUfht4K/CVNsaUG0nPB/6Up/6yvlbSKyPiR20Mq2kkvQnoBea2O5ZWGK+89dyvylpzaGhqcEn7AD8Azo+Im5scWx4aKe+xwLmSfg38P5JZcz/Z3PCarpHy3gOsTqvwO4HvAUVfy7yR8p4G3Jw+Phsi+Yvz2CbH12yZyivpBJL1Y/ojYseu/LZgGilv3fersiaHW4BZkg6TNBk4k2S68Aml37+CZDnTy3OMsZnqLm9EvDEinhPJ9OofICl3VW+Jgqm7vOlvp0kaeS77KmBdDjE2UyPl/Q0wV9LukvYg+Yuz6I+VJiyvpJcAXyS5Ud5fcegaYL6k/STtR7Lo2DUtirtedZe3oftVu1vi2/UimRp8A8nzt/PTfZ9I/8cFeCnJX5GPAFuBO9L9bwIeB1ZXvI5qd3nyKu+oc7yVDuit1Gh5gROBNcDtwFeBye0uT17lJekJ80WShLAOuLDdZWlSea8jaVgf+f/oQMVv306yLMBG4G3tLkue5W3kfuXpM8zMrEpZHyuZmVkNTg5mZlbFycHMzKo4OZiZWRUnBzMzq+LkYDYOSUPp+yZJLxh17LOSPrgr5zHrJE4OZhNbRjLwCHhyvqnT0/1mXcnJwWxiS4HKefD/HLgrIu6q/JKkgyTdKGm1pLWSXjnqeE86t/5rJB0o6f9LuiV9HZ9+53ZJ05TYKumcdP/XJZ2YcznNnuTkYDaBiLgdGJb04nTXmSQJY7SzSWY1PQp4McloVAAkTSeZ3+ajEfEDkvUxPhMRLwVeD3w5/ep/AMcDLyRZa2AkwRwL/GfzSmVWm2dlNctmKXCmpDuAU4GPjfGdW4B/Teco+l5ErE737wFcDyyKiBvSfScAsytmut1H0lTgR6Q1E2AJsFDSDODBiHik6aUyG4drDmbZLAP+iuSmviYiqhbEiYgbSW7sm4GvjjwSAnYCq0gWmhkxCXh5RByVvmZEMivqjSS1hVeSrEj3e5L2ja6YQts6h5ODWQYR8UtgC/BJxn6kRLpu7+8i4kskj4lGpvoOksne/qSih9MK4D0Vvz0qvc7dQA/J0o6bgB+TzIZ7Y5OLZFaTk4NZdkuBPwG+O87xPuA2ST8jacD+3MiBiHgCOAt4laS/Bt4L9KaLvq8D3l1xnv8imYETkhrDDJIkYdYynpXVzMyquOZgZmZVnBzMzKyKk4OZmVVxcjAzsypODmZmVsXJwczMqjg5mJlZlf8GXub41zEXP9YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(DPZ)', 'consumer_cyclical'], dtype='<U25') 0.2192\n",
      "  -38.32301631963984]\n",
      " [array(['(ABC)', 'healthcare'], dtype='<U25') 0.2172 -2.2941970310391335]\n",
      " [array(['(KR)', 'consumer_staple'], dtype='<U25') 0.2168\n",
      "  -1.8560434585785515]\n",
      " [array(['(SYY)', 'consumer_staple'], dtype='<U25') 0.212\n",
      "  0.8563273073263539]\n",
      " [array(['(HUM)', 'healthcare'], dtype='<U25') 0.21 0.8645533141210356]\n",
      " [array(['(ADBE)', 'technology'], dtype='<U25') 0.201 9.65630114566286]\n",
      " [array(['(CRM)', 'technology'], dtype='<U25') 0.2002 11.098779134295222]\n",
      " [array(['(INTU)', 'technology'], dtype='<U25') 0.195 12.262521588946468]\n",
      " [array(['(AVGO)', 'technology'], dtype='<U25') 0.18 13.065326633165819]\n",
      " [array(['(STZ)', 'consumer_staple'], dtype='<U25') 0.1559\n",
      "  14.716703458425325]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(ANTM)', 'healthcare'], dtype='<U25') 0.2104\n",
      "  -25.124555160142354]\n",
      " [array(['(GS)', 'financials'], dtype='<U25') 0.2102 -10.094097519247223]\n",
      " [array(['(AMGN)', 'healthcare'], dtype='<U25') 0.2078 0.580832526621494]\n",
      " [array(['(TSM)', 'technology'], dtype='<U25') 0.195 8.213096559378473]\n",
      " [array(['(MDT)', 'healthcare'], dtype='<U25') 0.191 10.660486674391656]\n",
      " [array(['(ORCL)', 'technology'], dtype='<U25') 0.184 10.977080820265376]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(PNC)', 'financials'], dtype='<U25') 0.2059 -15.683865683865683]\n",
      " [array(['(ETN)', 'industrials'], dtype='<U25') 0.1958 -3.213049925852697]\n",
      " [array(['(JCI)', 'industrials'], dtype='<U25') 0.195 7.615894039735103]\n",
      " [array(['(CSCO)', 'technology'], dtype='<U25') 0.1542 10.064239828693792]\n",
      " [array(['(HD)', 'consumer_cyclical'], dtype='<U25') 0.1516\n",
      "  10.41514930808449]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(EMR)', 'industrials'], dtype='<U25') 0.1942\n",
      "  0.20639834881321542]\n",
      " [array(['(NKE)', 'consumer_cyclical'], dtype='<U25') 0.1849\n",
      "  2.722222222222231]\n",
      " [array(['(PM)', 'consumer_staple'], dtype='<U25') 0.176\n",
      "  5.200239091452471]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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bfM2iyF1PvyBNf2pmZhVx3zboyd5PTGTri3K/ZMaK3PW0P/BmYHH98RHxJzNtVNJrgLOBZwBHRcS6bPtiYAtwc3bo9RFxxkzbMTObU+p6CluGUk9iYgJO7BplYC0sKWnq2iKnni4FrgWuAh5pUbubgFcDn5pi3+0RsaxF7ZiZzUm1GowtTT2JgbXlzm9epFB0RcRftrLRyQf2JDU61MzMptGzKC1l9SQmqe7O16kPkP4e+E5EXN7yxqVR4N27nHraDNwCbAfeHxHXTvO1a8guqvf29vYNDg62Ot5jjI+P093dXXo7reCs5XDWcjjrDN1yS3o94ogpdzfK2t/fvz4iljdsJyJyF9Kw4hPAb0m/vO8Hthf4uqtIp5h2XU6qO2YUWF63vg+wKHvfB9wFLGzUVl9fX7TDyMhIW9ppBWcth7OWw1nL0SgrsC4a/H6NiEJ3PT2hYbWZ+uuOm8HXPAg8mL1fL+l24Ahg3UwymJlZ83Znhru/ztYPKWuGO0n7Z0OaI+lwYAl+uM/MrKN2Z4a7U7P1cZqc4U7SKkl3Z597maQrs10vATZK2gBcBJwREduaacvMzJrTkRnuIuIS0hwXu26/GLi4mc82M7PW8gx3ZmaWyzPcmZlZrtxTT5L2AH4MvAfPcGdmNi/lFoqImJB0XkQ8F/hRmzKZmVmFFDn19E1JfySPt2FmNi8VKRRvAf4D+J2k7ZLul7S95FxmZlYRpT2ZbWZmc0Olnsw2M7Pq6ciT2WZmNnt05MlsMzObPfxktpmZ5fKT2WZmlmvaU0+SDouIH0fEv0laj5/MNjObl/KuUVwE9En6ZkS8DD+ZbWY2L+UVij0k/RVwhKR37rozIj5SXiwzM6uKvGsUpwCPkIrJE6ZYzMxsHsjrUZwQER+UtE9EfKBticzMrFLyehRvyl5f1YYcZmZWUXk9ii2SbgUOlLSxbruAiIgjy41mZrtraAiGh2HlSli4sNNpbK6YtlBExGpJTwGuBGrti2RmMzE0BKtXw44dcP75cOGFnU5kc0WjiYv+C3hOm7KYWROGh1ORgPS63ZMBWItMe41C0r9nrzdK2li33LjLqSgzq4CVK6GrK73v6vKpJ2udvB7FO7LXV7YjiJk1p1aDgQFfo7DWy7tGcW/2emf74phZM2q1tACMjnY0is0heWM93U82YuxUIsJ/r5iZzQN5PYonAEj6O+Be4EukW2NPAw5oSzozM+u4IsOM1yLiExFxf0Rsj4i1wEllBzMzs2ooUigekHSapAWS9pB0GvBAM41K+rCkH2V3UV0iab+6fe+TdJukmyUd30w7ZmbWvCKF4lTgtcDPs+U17Jw/e6a+ATwre7r7FuB9AJKWkgYjfCZwAvCJbHa90gwNwZlnplczM3ushnNmR8RPaPGppogYrlu9Hjg5e38SMBgRDwI/lnQbcBRwXSvbn7Trk6wDAzvvGDEzs0QR097Y1J4A0teAL0fEBZLOBa6PiAuyfZ8DroiIi6b4ujXAGoDe3t6+wcHB3W77rrvgF7/Yuf7kJ8Mhh0x//Pj4ON3d3bvdTic4azmctRzOWo5GWfv7+9dHxPKGHxQRpSzAVcCmKZaT6o45izQf92TBOhd4fd3+zwEnN2qrr68vZuLSSyO6uiIgvV56af7xIyMjM2qnE5y1HM5aDmctR6OswLoo8Pu84amnmYqI4/L2Szqd9NT3y7LAAPcA9X/TH5xtK8WuT7L6tJOZ2WMVLhSSXgicDewLfCwivjrTRiWdALwHODYidtTtGgIulPQR4EBgCfC9mbZTRP2TrGZm9lh5T2Y/JdLosZPeCawiPXT3XeCrTbR7LrAP8A1JkK5LnBERm7PBCG8CHgbeGhGPNNGOmZk1Ka9H8UlJPwA+FBG/BX5FujtpAmhqAOOIeHrOvnOAc5r5fDMza51pn6OIiFcBPwS+LumNwF+QegGL8PSoZmbzRu4DdxHxNeB44H+Q7k66JSI+HhG/bEc4MzPrvLyJi2qSRoD/JN3W+jrgJEmDkp7WroBmZtZZedco/p70VPTjgCsj4ijgXZKWkK4hnNKGfGZm1mF5heLXwKuBLuC/n1+OiFtxkTAzmzfyrlGsIl243pPmBwE0M7NZKm/iojHgX9uYxczMKqjIMONmZjaPuVCYmVkuFwozM8vlQmFmZrlcKMzMLJcLhZmZ5XKhMDOzXC4UZmaWy4XCzMxyuVCYmVkuFwozM8vlQmFmZrlcKMzMLFfefBRmZgYMDcHwMKxcCQsXdjpN+7lQmJnlGBqC1athxw44/3y48MJOJ2o/n3oyM8sxPJyKBKTX7ds7m6cTXCjMzHKsXAldXel9V5dPPZmZ2S5qNRgY8DUKMzPLUaulBWB0tKNROsKnnszMLFdHCoWkD0v6kaSNki6RtF+2fbGk30jakC2f7EQ+MzPbqVM9im8Az4qII4FbgPfV7bs9IpZlyxmdiWdmZpM6UigiYjgiHs5WrwcO7kQOMzNrTBHR2QDS14AvR8QFkhYDm0m9jO3A+yPi2mm+bg2wBqC3t7dvcHCw9Kzj4+N0d3eX3k4rOGs5nLUczlqORln7+/vXR8Tyhh8UEaUswFXApimWk+qOOQu4hJ0Fax9gUfa+D7gLWNiorb6+vmiHkZGRtrTTCs5aDmcth7OWo1FWYF0U+H3esR6FpNOBtwAvi4gd0xwzCrw7ItY1+KxfAne2OuMUeoCxNrTTCs5aDmcth7OWo1HWQyNi/0Yf0pHnKCSdALwHOLa+SEjaH9gWEY9IOhxYAtzR6POK/ENbQdK6KNJNqwBnLYezlsNZy9GqrJ164O5c0mmmb0gCuD7SHU4vAT4g6SFgAjgjIrZ1KKOZmdGhQhERT59m+8XAxW2OY2ZmOfxk9u75dKcD7AZnLYezlsNZy9GSrB2/PdbMzKrNPQozM8vlQmFmZrlcKEi360q6WdJtkt47xf6XSPqBpIclnVy3fZmk6yRtzgY4fF2Fsx6abd+Q5S19HK2ZZq3bv1DS3ZLOrXJWSY/UDWQ5VPGsT5U0LGmLpJuy0RAql1VSf933dIOk30p6VRWzZvs+lP2/2iLp48pu56xo1g9K2pQtxX5nFXkqby4vwALgduBwYG/gBmDpLscsBo4EvgicXLf9CGBJ9v5A4F5gv4pm3RvYJ3vfDfwEOLCKWev2/wtwIXBuVX8Gsn3js+HnNds3Cry87uegq6pZ6455ErCtqlmBo4FvZ5+xALgOWFHRrCeSBmXdE3g88H0KjH7hHgUcBdwWEXdExO+AQeCk+gMi4icRsZH0bEf99lsi4tbs/c+AXwBlPvzXTNbfRcSD2eo+lN+bnHFWAEl9QC8wXHLOprO22YyzSloK7BkR38iOG49pRkXodNZdnAxcUeGsAexL9scYsBfw84pmXQpcExEPR8QDwEbghEYNulDAQaQxpSbdnW3bLZKOIv2g3N6iXFNpKqukQyRtzD7jg1lxK8uMs0raA/hn4N0l5JpKsz8D+0paJ+n6sk+P0FzWI4BfSfqKpB8qzQuzoOUJd2rJ/y3gFGCgJYmmN+OsEXEdMEI6o3AvcGVEbGl5wp2a+b7eAJwgqUtSD9APHNLoi1woWkDSAcCXgDdFRKf/4pxWRNwVaQ6QpwN/LKm305mm8efA5RFxd6eDFHRopGESTgU+JulpnQ40jT2BF5MK8PNJpy5O72SgRrL/W88Grux0lulIejrwDNJ0CQcBL5X04s6mmlpEDAOXA98hFd/rgEcafZ0LBdzDoyvqwdm2QiQtBC4DzoqI61ucbVdNZZ2U9SQ2kX5plKWZrC8CzpT0E+CfgDdK+sfWxnuUpr6vEXFP9noH6RrAc1sZbhfNZL0b2JCdsngY+CrwvNbGe5RW/Ly+FrgkIh5qWaqpNZN1FWkYovGIGAeuIP0Ml6XZn9dzIk0M93JApGkdcrlQpIs5SyQdJmlvUje30J0r2fGXAF+MiItKzDipmawHS3pc9v6JwB8AN5eWtImsEXFaRDw1IhaT/vr9YkQ85s6OFmrm+/pESftk73uAY4CbSkvaRNbsa/dTGnwT4KVUN+uk1ZR/2gmay/pT4FhJe0raCzgWKPPUUzM/rwskLcreH0m64N34OmBZV+Zn0wK8glRVbyf1DAA+ANSy988n/TX2ALAV2Jxtfz3wELChbllW0awvJ124uiF7XVPV7+sun3E6Jd/11OT39Wjgxuz7eiPwp1XNusvPwY3AF4C9K5x1Mekv5T3K/p42+TOwAPgUqTjcBHykwln3zTLeRJpddFmR9jyEh5mZ5fKpJzMzy+VCYWZmuVwozMwslwuFmZnlcqEwM7NcLhRm05A0nr3eIen3dtn3MUl/uTufYzZbuVCYNTZIeqgJ+O+xqE7OtpvNeS4UZo0NAPXj9r8EuDMi7qw/SNIBkq7J5k/YtOt4P5J6lOYvOVHS/pIulvT9bDkmO+ZGSfsp2Srpjdn2L0p6ecn/TrMpuVCYNRARNwITkp6TbZpuNNNTSSOHLgOeQ3pSH4BsAMbLgL+JiMtIc218NCKeD/wR8Nns0G+ThgF5JnAHO8fjehFpIDezttuz0wHMZokB4BRJm4FXAX87xTHfBz6fjffz1YjYkG3fC/gm8NaIuDrbdhywtG4itIWSuoFryXoswFpgjaSDgPsizR9g1nbuUZgVM0gayfQ4YGNEPGZimoi4hvRL/h7gC5OnjYCHgfXA8XWH7wG8MNIonssi4qBII49eQ+pFvJg0Eu0vSddDri3lX2VWgAuFWQERcTswBvwj04xmKulQ4OcR8RnSqaTJIbwD+BPg9+vulBoG3lb3tcuydu4CekhT7N4BfIs0gu41Lf4nmRXmQmFW3ADw+8BXptm/ArhB0g9JF7//ZXJHRDxCGjL7pZL+HHg7sFzSRkk3AWfUfc532TlHwLWkyXC+1cJ/h9lu8eixZmaWyz0KMzPL5UJhZma5XCjMzCyXC4WZmeVyoTAzs1wuFGZmlsuFwszMcv1/GIKOlDvaqwgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(USB)', 'financials'], dtype='<U25') 0.1884 -14.480254198819784]\n",
      " [array(['(BLK)', 'financials'], dtype='<U25') 0.1869 -7.153502235469446]\n",
      " [array(['(COST)', 'consumer_staple'], dtype='<U25') 0.1556\n",
      "  -2.0767778477029735]\n",
      " [array(['(DG)', 'consumer_staple'], dtype='<U25') 0.1464\n",
      "  2.449265220433872]\n",
      " [array(['(ACN)', 'technology'], dtype='<U25') 0.1432 3.393501805054138]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(TGT)', 'consumer_staple'], dtype='<U25') 0.1795\n",
      "  -23.84386932541366]\n",
      " [array(['(JPM)', 'financials'], dtype='<U25') 0.1754 -7.244843997884712]\n",
      " [array(['(PEP)', 'consumer_staple'], dtype='<U25') 0.1218\n",
      "  2.1812080536912792]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(ED)', 'utilities'], dtype='<U25') 0.1641 -11.584051724137927]\n",
      " [array(['(JNJ)', 'healthcare'], dtype='<U25') 0.1342 -7.8929306794783685]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(UNH)', 'healthcare'], dtype='<U25') 0.1595 -18.663946965833755]]\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[array(['(VZ)', 'communications'], dtype='<U25') 0.1176\n",
      "  -19.945541184479243]]\n"
     ]
    }
   ],
   "source": [
    "while stock_info_with_iv.shape[0] > 0:\n",
    "\n",
    "    indices = get_front(iv_data)\n",
    "    \n",
    "    print(stock_info_with_iv[indices][:, [0, 1, 3]])\n",
    "    \n",
    "    stock_info_with_iv = np.delete(stock_info_with_iv, indices, 0)\n",
    "    iv_data = np.delete(iv_data, indices, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# gamma vs delta analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_accumulated_delta(n, gamma, delta):\n",
    "    \n",
    "    accumulated_delta = n*delta + 0.5*gamma*(n-1)*n\n",
    "    \n",
    "    return accumulated_delta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "# query 1\n",
    "\n",
    "n = 10\n",
    "gamma = 0.1\n",
    "delta = 0.6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "accumulated_delta = compute_accumulated_delta(n, gamma, delta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10.5\n"
     ]
    }
   ],
   "source": [
    "print(accumulated_delta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# query 2\n",
    "\n",
    "n = 2\n",
    "gamma = 0.1\n",
    "delta = 0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "accumulated_delta = compute_accumulated_delta(n, gamma, delta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n"
     ]
    }
   ],
   "source": [
    "print(accumulated_delta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:conda_tf_env]",
   "language": "python",
   "name": "conda-env-conda_tf_env-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}