Team_14_Assignment_Final (3).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import display, Math, Latex\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import numpy_financial as npf\n",
    "import yfinance as yf\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "import concurrent.futures"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Group Assignment\n",
    "### Team Number: 14\n",
    "### Team Member Names: Fahim, Karen, Armaan\n",
    "### Team Strategy Chosen: SAFE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Please note that the code is found after our discussion."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Discussion \n",
    "\n",
    "When thinking about how these stocks should be filtered for our portfolio, a few factors came to mind. The factors we prioritized at first are the beta, monthly and daily percentage return, standard deviation, and diversification. \n",
    "\n",
    "Also, it is important to note that we chose to create a safe portfolio. When we think about a safe portfolio, we want as little variation in our values as possible. In general, we wanted to look at stocks that were the most stable, over the most amount of time. We don't want to see high gains or low losses, but we want stocks that have had little movement. That being said, we can understand how we would look into the aforementioned factors. \n",
    "\n",
    "Beta: \"Beta is a measure of a stock's volatility in relation to the overall market\" (https://www.investopedia.com/investing/beta-know-risk/) \n",
    "Knowing this defintion, we can understand what beta values we want for a safe portfolio. Beta itself is looking directly at the risk of a stock, and it is evident why it would be important in choosing stocks for a portfolio. In class, we also learned that for a beta of 1.2, a 10% increase in the market theoretically means a 20% increase in the stock price. \n",
    "Knowing these, we understand that we want a Beta as close to 0. With this knowledge, we made a function for calculating absolute values of beta, and we sorted this data. Without analyzing other factors, we can understand that we want to pick the stocks associated with the values at the beginning of this sorted data. \n",
    "\n",
    "Daily/Monthly percentage return: By now, we should be familiar with the idea of \"high risk, high return\". Knowing we're aiming for a safe portfolio, we want to aim for \"low risk, low return\". This makes picking stocks quite self-explanatory: we want to add stocks to our portfolio if they have a closer return to 0. Unlike beta, we don't necessarily want to add the stocks that are associated with the values found at the beginning of a sorted list of monthly percentage returns. If we do it that way, we could potentially add a stock that has a low negative percentage return. That would prevent us from creating a low risk portfolio. Instead, we pick stocks that are the closest to 0.\n",
    "Later on, we will explain why in the end, we decided just to have Monthly percentage return instead of both Monthly and Daily.\n",
    "\n",
    "Standard Deviation: Standard deviation measures the amount of dispertion and variation in a set of data. Understandably, high dispertion and variation means there's a big difference between the stocks in the data. For a safe portfolio, we want to aim for very low dispertion and variation. Similar to beta we simply wanted to look at the stocks that are associated with the lowest standard deviations. \n",
    "\n",
    "Diversification:  From the previous assignments, we can understand that diversification in investements allow for less non-market risk in a portfolio. Diversification offsets non-market risk, and that is especially important when wanting to create a safe portfolio. As mentioned before, we wanted to look for stocks that have been stable over a long period of time. From Assignment 4, we have proof and understand that the technology industry is really risky in comparison to the others. For this portfolio, we want to keep these things in mind, and we have chosen to remove the technology industry from our portfolio. Otherwise, we're aiming to add stocks from every other industry. In general, our diversification idea is that we wanted to pick safe stocks from every industry. Originally, we were thinking of creating our entire portfolio based off of the safest industry and diversifying from different stocks within that same industry. However, we realized that that would not be the safest option, since, if that industry somehow becomes very risky, our entire portfolio would be at risk due to an industry specific, non-market risk. Therefore, by choosing stocks in every industry, if one or two industries become very risky, we have the other industries to offset that risk.\n",
    "\n",
    "Another aspect to keep in mind is the timeframe we obtained our data frame. We decided to go with looking at information starting in 2016. We wanted to work with a longer period of data to reduce the impact of black swan events, such as the pandemic in 2020 and 2021. By having more data to work with, our filtering system will be more accurate."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we understand the basics of the factors that we chose, let's look at some examples to show where our reasoning came from. For the factors of Beta, Daily/Monthly percentage return, and Standard Deviation, we concluded earlier that we wanted to add to our portfolio the stocks that have the lowest values in each category. Below, we can look at some specific examples to apply our conceptual knowledge. This also helps us understand concepts better as we'd be able to visualize them.  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(Since our code is dynamic and will change based on the csv file, it wouldn't be reasonable to code something and create an explanation based off of that code. Therefore, below are screenshots of graphs to provide more concrete explanations of our decisions to see our reasoning in action.) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Beta\n"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202021-11-25%20at%202.43.26%20PM.png](attachment:Screen%20Shot%202021-11-25%20at%202.43.26%20PM.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As mentioned earlier, we're ideally looking for stocks with lower betas, since we want as little risk as possible. In the case of the stocks shown in the graph above, we would prefer a stock like COST rather than COF, as COST has the lowest Beta, and COF has the highest Beta. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Percentage Return"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202021-11-25%20at%203.19.09%20PM.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202021-11-25%20at%203.19.09%20PM.png](attachment:Screen%20Shot%202021-11-25%20at%203.19.09%20PM.png)"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202021-11-25%20at%203.30.58%20PM.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202021-11-25%20at%203.30.58%20PM.png](attachment:Screen%20Shot%202021-11-25%20at%203.30.58%20PM.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For percentage returns, unlike Beta, we don't necessarily want to choose the stocks with the lowest percentage return. Rather, we want to pick stocks with the closest returns to 0. In the case of the monthly return, we would prefer a stock like COP, and we'd want to avoid stocks like COST. As for daily return, once again, we'd prefer COP. We would want to avoid AAPL though if we looked at the technology sector. \n",
    "\n",
    "Since both of them show the same trends and have the same ideas, we decided to omit the filtering through the Daily Percentage returns to avoid redundancy. The monthly data is sufficient for our purposes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Standard Deviation"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202021-11-25%20at%203.34.04%20PM.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202021-11-25%20at%203.34.04%20PM.png](attachment:Screen%20Shot%202021-11-25%20at%203.34.04%20PM.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similar to Beta, we want as low Standard Deviation values as possible, since we want as little dispersion in data as possible. This means that the stock is less volatile and more stable, showing less fluctuation in price. In general, this would mean that it would be a more stable and safe stock. Interestingly, we would prefer COST here, and want to avoid COF here. This is quite different from our other observations, as we tended to want to pick the COF stocks when looking at the other factors. However, here, we would actually want to avoid it. \n",
    "\n",
    "The difference in stock preference is acutally a very important point to bring up. When looking at all these stocks individually, we find stocks that seem to clearly be better than others. However, this last example with Standard Deviation shows that we can't just rely on one factor when picking stocks for a portfolio; we have to evaluate a number of different factors and examine them all together before making a final conclusion. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Concluding thoughts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Knowing this, we associated a points system with each of the factors. That means that we have less points for the stocks closest to the values we desire for each factor. To be specific: \n",
    "\n",
    "- For Beta, we give less points for the stocks that have a Beta closer to 0\n",
    "- For Percentage Returns, we give less points for the stocks that have a percentage return closer to 0\n",
    "- For Standard Deviation, we give less points for the stocks that have a lower Standard Deviation \n",
    "\n",
    "In total, we would add the stocks to our portfolio that have the lowest points overall. To do so, we're iterating through each industry, adding one stock at a time, until we reach 10-20 stocks (depending on how many stocks we're given at the beginning). This guarantees diversification before we create our final portfolio.\n",
    "\n",
    "Another detail in our code is that we normalized all our data before calculating the points for each stock. Since each of our factors have values in different ranges (eg. very small decimal numbers, versus integers), we normalized everything to allow us to compare each of the factors against each other. All the data was normalized to be values that fall in the range of 0 and 1 (inclusive). This allowed comparison to be done in a fair manner for our filtering system. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "tickers = pd.read_csv('Tickers.csv', header=None)\n",
    "tickers.columns = ['ticker']\n",
    "\n",
    "tickersList = tickers['ticker'].tolist()\n",
    "# Some of these stocks aren't even real. Ex. AGN. If you do stock.info for AGN, it will give an empty dict.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "USDTickers = []\n",
    "USDStocks = []"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "def read_stocks(ticker):\n",
    "    global USDTickers\n",
    "    global USDStocks\n",
    "    stock = yf.Ticker(ticker)    \n",
    "    # https://stackoverflow.com/questions/5312778/how-to-test-if-a-dictionary-contains-a-specific-key\n",
    "    if ('currency' in stock.info) and ('market' in stock.info) and (stock.info['currency'] == 'USD') and (stock.info['market'] == 'us_market'):\n",
    "        USDTickers.append(ticker)\n",
    "        USDStocks.append(stock) # append it to a list so we don't need to redo all the stock.info() process\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NEW CODEBLOCK TO REPLACE FUNCTION ABOVE:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_stocks(ticker):\n",
    "    global USDTickers\n",
    "    global USDStocks\n",
    "    stock = yf.Ticker(ticker)    \n",
    "    # https://stackoverflow.com/questions/5312778/how-to-test-if-a-dictionary-contains-a-specific-key\n",
    "    if (ticker not in USDTickers) and ('currency' in stock.info) and ('market' in stock.info) and ('currentPrice' in stock.info) and ('sector' in stock.info) and (stock.info['sector'] != 'Technology') and ('market' in stock.info) and (stock.info['currency'] == 'USD') and (stock.info['market'] == 'us_market'):\n",
    "        USDTickers.append(ticker)\n",
    "        USDStocks.append(stock) # append it to a list so we don't need to redo all the stock.info() process\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## END OF NEW CODEBLOCK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "with concurrent.futures.ThreadPoolExecutor() as executor:\n",
    "    executor.map(read_stocks, tickersList)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filter for stocks that have an average of at least 10,000 daily trade volume\n",
    "shares_start_date = '2021-07-02'\n",
    "shares_end_date = '2021-10-26'        \n",
    "stock_volume = []\n",
    "\n",
    "stock_price = {} # get current price of the stocks\n",
    "\n",
    "for i in range(len(USDStocks)):\n",
    "    stock_volume.append(USDStocks[i].history(start = shares_start_date, end = shares_end_date)['Volume'])\n",
    "    #remove stocks that don't meet volume requirement\n",
    "    if stock_volume[i].mean() < 10000:\n",
    "        USDTickers.pop(i)\n",
    "        USDStocks.pop(i)\n",
    "        \n",
    "    #else get it's current price\n",
    "    else:\n",
    "        stock_price[USDStocks[i].info['symbol']] = USDStocks[i].info['currentPrice']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SPY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-11-19</th>\n",
       "      <td>468.890015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-11-22</th>\n",
       "      <td>467.570007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-11-23</th>\n",
       "      <td>468.190002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-11-24</th>\n",
       "      <td>469.440002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-11-26</th>\n",
       "      <td>458.970001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   SPY\n",
       "Date                  \n",
       "2021-11-19  468.890015\n",
       "2021-11-22  467.570007\n",
       "2021-11-23  468.190002\n",
       "2021-11-24  469.440002\n",
       "2021-11-26  458.970001"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start_date = '2016-01-01'\n",
    "end_date = '2021-11-27'\n",
    "\n",
    "#initial dataframe containing S&P 500 index, which represents market returns (used later for calculating Beta)\n",
    "spy = yf.Ticker('SPY')\n",
    "hist_spy = spy.history(start = start_date, end = end_date)\n",
    "close_stocks = hist_spy[['Close']]\n",
    "close_stocks.columns = ['SPY']\n",
    "close_stocks.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#append the USD Stocks to the dataframe\n",
    "for stock in USDStocks:\n",
    "    hist_stock = stock.history(start = start_date, end = end_date)\n",
    "    close_stocks = pd.concat([close_stocks, hist_stock[['Close']]], join='inner', axis=1)\n",
    "\n",
    "close_stocks.columns = ['SPY'] + USDTickers\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SPY</th>\n",
       "      <th>LOW</th>\n",
       "      <th>ABBV</th>\n",
       "      <th>BK</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>BAC</th>\n",
       "      <th>AXP</th>\n",
       "      <th>VZ</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CVS</th>\n",
       "      <th>COST</th>\n",
       "      <th>GM</th>\n",
       "      <th>GOOG</th>\n",
       "      <th>JPM</th>\n",
       "      <th>OXY</th>\n",
       "      <th>PEP</th>\n",
       "      <th>SLB</th>\n",
       "      <th>SO</th>\n",
       "      <th>SPG</th>\n",
       "      <th>PYPL</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-07-01</th>\n",
       "      <td>0.028995</td>\n",
       "      <td>0.020693</td>\n",
       "      <td>0.018269</td>\n",
       "      <td>-0.016635</td>\n",
       "      <td>0.066587</td>\n",
       "      <td>-0.028079</td>\n",
       "      <td>0.022079</td>\n",
       "      <td>-0.001596</td>\n",
       "      <td>0.014047</td>\n",
       "      <td>-0.042506</td>\n",
       "      <td>0.043095</td>\n",
       "      <td>-0.009053</td>\n",
       "      <td>0.040151</td>\n",
       "      <td>-0.054020</td>\n",
       "      <td>0.154593</td>\n",
       "      <td>0.011195</td>\n",
       "      <td>0.004251</td>\n",
       "      <td>-0.030743</td>\n",
       "      <td>-0.009116</td>\n",
       "      <td>0.114668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-01</th>\n",
       "      <td>0.016634</td>\n",
       "      <td>-0.020758</td>\n",
       "      <td>0.021679</td>\n",
       "      <td>0.003914</td>\n",
       "      <td>-0.029563</td>\n",
       "      <td>-0.086182</td>\n",
       "      <td>0.013957</td>\n",
       "      <td>0.001713</td>\n",
       "      <td>0.016819</td>\n",
       "      <td>0.008381</td>\n",
       "      <td>0.089205</td>\n",
       "      <td>-0.035189</td>\n",
       "      <td>0.076134</td>\n",
       "      <td>-0.032078</td>\n",
       "      <td>-0.215155</td>\n",
       "      <td>0.054791</td>\n",
       "      <td>-0.138192</td>\n",
       "      <td>0.042290</td>\n",
       "      <td>-0.039684</td>\n",
       "      <td>-0.062318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-01</th>\n",
       "      <td>0.032473</td>\n",
       "      <td>0.065302</td>\n",
       "      <td>-0.027544</td>\n",
       "      <td>0.060843</td>\n",
       "      <td>0.044281</td>\n",
       "      <td>0.085090</td>\n",
       "      <td>-0.028534</td>\n",
       "      <td>-0.014706</td>\n",
       "      <td>0.045664</td>\n",
       "      <td>0.040044</td>\n",
       "      <td>0.064348</td>\n",
       "      <td>-0.138874</td>\n",
       "      <td>0.072450</td>\n",
       "      <td>0.056559</td>\n",
       "      <td>-0.027530</td>\n",
       "      <td>0.010172</td>\n",
       "      <td>-0.013887</td>\n",
       "      <td>0.047978</td>\n",
       "      <td>0.075127</td>\n",
       "      <td>0.058157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-01</th>\n",
       "      <td>-0.035788</td>\n",
       "      <td>0.001327</td>\n",
       "      <td>-0.028325</td>\n",
       "      <td>-0.027206</td>\n",
       "      <td>-0.056263</td>\n",
       "      <td>0.051245</td>\n",
       "      <td>0.057772</td>\n",
       "      <td>-0.011649</td>\n",
       "      <td>-0.064279</td>\n",
       "      <td>-0.019134</td>\n",
       "      <td>-0.017940</td>\n",
       "      <td>0.081857</td>\n",
       "      <td>-0.064313</td>\n",
       "      <td>0.046394</td>\n",
       "      <td>0.242524</td>\n",
       "      <td>-0.037524</td>\n",
       "      <td>0.085061</td>\n",
       "      <td>-0.071149</td>\n",
       "      <td>-0.008610</td>\n",
       "      <td>-0.077071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-11-01</th>\n",
       "      <td>0.059414</td>\n",
       "      <td>0.141822</td>\n",
       "      <td>0.065193</td>\n",
       "      <td>0.140690</td>\n",
       "      <td>0.010614</td>\n",
       "      <td>0.110724</td>\n",
       "      <td>0.004042</td>\n",
       "      <td>-0.013281</td>\n",
       "      <td>-0.082484</td>\n",
       "      <td>0.084533</td>\n",
       "      <td>0.098891</td>\n",
       "      <td>0.044419</td>\n",
       "      <td>0.053579</td>\n",
       "      <td>0.022098</td>\n",
       "      <td>0.117496</td>\n",
       "      <td>0.068301</td>\n",
       "      <td>0.096838</td>\n",
       "      <td>0.011822</td>\n",
       "      <td>0.121827</td>\n",
       "      <td>-0.126091</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 SPY       LOW      ABBV        BK      AMZN       BAC  \\\n",
       "Date                                                                     \n",
       "2021-07-01  0.028995  0.020693  0.018269 -0.016635  0.066587 -0.028079   \n",
       "2021-08-01  0.016634 -0.020758  0.021679  0.003914 -0.029563 -0.086182   \n",
       "2021-09-01  0.032473  0.065302 -0.027544  0.060843  0.044281  0.085090   \n",
       "2021-10-01 -0.035788  0.001327 -0.028325 -0.027206 -0.056263  0.051245   \n",
       "2021-11-01  0.059414  0.141822  0.065193  0.140690  0.010614  0.110724   \n",
       "\n",
       "                 AXP        VZ     CMCSA       CVS      COST        GM  \\\n",
       "Date                                                                     \n",
       "2021-07-01  0.022079 -0.001596  0.014047 -0.042506  0.043095 -0.009053   \n",
       "2021-08-01  0.013957  0.001713  0.016819  0.008381  0.089205 -0.035189   \n",
       "2021-09-01 -0.028534 -0.014706  0.045664  0.040044  0.064348 -0.138874   \n",
       "2021-10-01  0.057772 -0.011649 -0.064279 -0.019134 -0.017940  0.081857   \n",
       "2021-11-01  0.004042 -0.013281 -0.082484  0.084533  0.098891  0.044419   \n",
       "\n",
       "                GOOG       JPM       OXY       PEP       SLB        SO  \\\n",
       "Date                                                                     \n",
       "2021-07-01  0.040151 -0.054020  0.154593  0.011195  0.004251 -0.030743   \n",
       "2021-08-01  0.076134 -0.032078 -0.215155  0.054791 -0.138192  0.042290   \n",
       "2021-09-01  0.072450  0.056559 -0.027530  0.010172 -0.013887  0.047978   \n",
       "2021-10-01 -0.064313  0.046394  0.242524 -0.037524  0.085061 -0.071149   \n",
       "2021-11-01  0.053579  0.022098  0.117496  0.068301  0.096838  0.011822   \n",
       "\n",
       "                 SPG      PYPL  \n",
       "Date                            \n",
       "2021-07-01 -0.009116  0.114668  \n",
       "2021-08-01 -0.039684 -0.062318  \n",
       "2021-09-01  0.075127  0.058157  \n",
       "2021-10-01 -0.008610 -0.077071  \n",
       "2021-11-01  0.121827 -0.126091  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Monthly returns\n",
    "monthly_prices = close_stocks.resample('MS').first()\n",
    "monthly_returns = monthly_prices.pct_change()\n",
    "\n",
    "#monthly_returns.head()\n",
    "#Now drop the first entry similar to above\n",
    "monthly_returns.drop(monthly_returns.index[0], inplace = True)\n",
    "\n",
    "monthly_returns.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "tickers_points = {}\n",
    "#initialize points for the tickers\n",
    "for ticker in USDTickers:\n",
    "    tickers_points[ticker] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#What this method allows us to do is to deal with stocks that are not in the daily/monthly returns normalized dataframe, as we don't add any points for them. \n",
    "tickers_points\n",
    "points_df = pd.DataFrame.from_dict(tickers_points, orient='index')\n",
    "points_df.columns = ['Points']\n",
    "#points_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#takes in a dataframe containing daily closing prices of stocks.\n",
    "def monthly_returns_function(close_stocks):\n",
    "    monthly_prices = close_stocks.resample('MS').first()\n",
    "    monthly_returns = monthly_prices.pct_change()\n",
    "    \n",
    "    #Now drop the first entry with NaN\n",
    "    monthly_returns.drop(monthly_returns.index[0], inplace = True)\n",
    "    \n",
    "    return monthly_returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# takes in dataframe containing monthly returns of stocks. \n",
    "# The dataframe must contain a column 'SPY' containing market returns\n",
    "def beta_df(monthly_returns):\n",
    "    MarketVar= monthly_returns['SPY'].var()\n",
    "    beta = monthly_returns.cov() / MarketVar\n",
    "    \n",
    "    # only first column relative to market returns is meaningful\n",
    "    beta_df = pd.DataFrame(beta['SPY'])\n",
    "    beta_df.columns =  ['Beta']\n",
    "    beta_df = beta_df.abs()\n",
    "    return beta_df\n",
    "\n",
    "# standard deviation\n",
    "def std_df(monthly_returns):\n",
    "    monthly_returns.std()\n",
    "    std_df = pd.DataFrame(monthly_returns.std())\n",
    "    std_df.columns = ['Standard Deviation']\n",
    "    return std_df\n",
    "    \n",
    "# takes in monthly_returns dataframe and a range to filter with. If expRange = 5, then it filters for stocks\n",
    "# where the absolute value of MONTHLY expected returns is between [0, 5]\n",
    "# We take absolute value because if we normalize the dataframe without absolute values, then the values that are negative would have the lowest points,\n",
    "# rather than just returns closest to 0 \n",
    "def expected_returns(monthly_returns, expRange):\n",
    "    expected_returns = pd.DataFrame(monthly_returns.mean()) * 100 # multiply by 100 to get into percent\n",
    "    expected_returns.columns = ['Expected Returns']\n",
    "    expected_returns = expected_returns.abs()\n",
    "    return expected_returns\n",
    "\n",
    "#normalizes a given dataframe using min/max normalization.\n",
    "def normalize_df(df):\n",
    "    return (df-df.min())/(df.max()-df.min())\n",
    "\n",
    "# the monthly_returns must not have a column 'SPY'\n",
    "# USDTickers is a list of stock tickers as a string\n",
    "def sum_points(monthly_returns, USDTickers):\n",
    "    # take in all the dataframes (or make them from here), and \n",
    "    # convert them to dictionaries, and sum the points.\n",
    "    # DATAFRAMES MUST BE NORMALIZED BEFOREHAND\n",
    "    # ALSO WHAT IF MULTIPLE STOCKS HAVE 0 POINTS? HOW TO WEIGH THEM?\n",
    "    beta = beta_df(monthly_returns)\n",
    "    beta_points = normalize_df(beta)\n",
    "    std_points = normalize_df(std_df(monthly_returns))\n",
    "    return_points = normalize_df(expected_returns(monthly_returns, 5))\n",
    "\n",
    "    # convert into dictionaries\n",
    "    beta_points = beta_points.to_dict()['Beta']\n",
    "    std_points = std_points.to_dict()['Standard Deviation']\n",
    "    return_points = return_points.to_dict()['Expected Returns']\n",
    "\n",
    "    # initialize total points for the tickers\n",
    "    tickers_points = {}\n",
    "    for ticker in USDTickers:\n",
    "        tickers_points[ticker] = 0\n",
    "        \n",
    "    for ticker in USDTickers:\n",
    "        tickers_points[ticker] += beta_points[ticker]\n",
    "        tickers_points[ticker] += std_points[ticker]\n",
    "    \n",
    "    # return_points may be missing some tickers that are in USDTickers. \n",
    "    # So iterate through each key in the dictionary to prevent any 'key not found' errors\n",
    "    for ticker in list(return_points.keys()):\n",
    "        if ticker != \"SPY\":\n",
    "            tickers_points[ticker] += return_points[ticker]\n",
    "            \n",
    "    # convert total points dictionary into a dataframe \n",
    "    points_df = pd.DataFrame.from_dict(tickers_points, orient='index')\n",
    "    points_df.columns = ['Points']\n",
    "    return points_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Points</th>\n",
       "      <th>Industry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>LOW</th>\n",
       "      <td>1.674566</td>\n",
       "      <td>Consumer Cyclical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABBV</th>\n",
       "      <td>1.093617</td>\n",
       "      <td>Healthcare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BK</th>\n",
       "      <td>0.887901</td>\n",
       "      <td>Financial Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMZN</th>\n",
       "      <td>1.445313</td>\n",
       "      <td>Consumer Cyclical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BAC</th>\n",
       "      <td>1.731765</td>\n",
       "      <td>Financial Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AXP</th>\n",
       "      <td>1.436767</td>\n",
       "      <td>Financial Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VZ</th>\n",
       "      <td>0.213813</td>\n",
       "      <td>Communication Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMCSA</th>\n",
       "      <td>0.972075</td>\n",
       "      <td>Communication Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CVS</th>\n",
       "      <td>0.500982</td>\n",
       "      <td>Healthcare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COST</th>\n",
       "      <td>0.846259</td>\n",
       "      <td>Consumer Defensive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GM</th>\n",
       "      <td>1.597925</td>\n",
       "      <td>Consumer Cyclical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GOOG</th>\n",
       "      <td>1.318910</td>\n",
       "      <td>Communication Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JPM</th>\n",
       "      <td>1.315671</td>\n",
       "      <td>Financial Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OXY</th>\n",
       "      <td>2.251813</td>\n",
       "      <td>Energy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PEP</th>\n",
       "      <td>0.424577</td>\n",
       "      <td>Consumer Defensive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLB</th>\n",
       "      <td>1.653926</td>\n",
       "      <td>Energy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SO</th>\n",
       "      <td>0.463921</td>\n",
       "      <td>Utilities</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SPG</th>\n",
       "      <td>1.603948</td>\n",
       "      <td>Real Estate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PYPL</th>\n",
       "      <td>1.749432</td>\n",
       "      <td>Financial Services</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Points                Industry\n",
       "LOW    1.674566       Consumer Cyclical\n",
       "ABBV   1.093617              Healthcare\n",
       "BK     0.887901      Financial Services\n",
       "AMZN   1.445313       Consumer Cyclical\n",
       "BAC    1.731765      Financial Services\n",
       "AXP    1.436767      Financial Services\n",
       "VZ     0.213813  Communication Services\n",
       "CMCSA  0.972075  Communication Services\n",
       "CVS    0.500982              Healthcare\n",
       "COST   0.846259      Consumer Defensive\n",
       "GM     1.597925       Consumer Cyclical\n",
       "GOOG   1.318910  Communication Services\n",
       "JPM    1.315671      Financial Services\n",
       "OXY    2.251813                  Energy\n",
       "PEP    0.424577      Consumer Defensive\n",
       "SLB    1.653926                  Energy\n",
       "SO     0.463921               Utilities\n",
       "SPG    1.603948             Real Estate\n",
       "PYPL   1.749432      Financial Services"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_points = sum_points(monthly_returns, USDTickers)\n",
    "\n",
    "# create dataframe where index is stock, and column is industry of that stock\n",
    "# to do the above, create a dictionary where key is stock, value is industry, and convert into dataframe\n",
    "industry_stocks = {}\n",
    "for stock in USDStocks:\n",
    "    industry_stocks[stock.info['symbol']] = stock.info['sector']\n",
    "    \n",
    "industry_stocks_df = pd.DataFrame.from_dict(industry_stocks, orient='index')\n",
    "\n",
    "industry_stocks_df.columns = ['Industry']\n",
    "\n",
    "total_points = pd.concat([total_points, industry_stocks_df], join='inner', axis=1)\n",
    "total_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Industry</th>\n",
       "      <th>Points</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>VZ</th>\n",
       "      <td>Communication Services</td>\n",
       "      <td>0.213813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMZN</th>\n",
       "      <td>Consumer Cyclical</td>\n",
       "      <td>1.445313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PEP</th>\n",
       "      <td>Consumer Defensive</td>\n",
       "      <td>0.424577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLB</th>\n",
       "      <td>Energy</td>\n",
       "      <td>1.653926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BK</th>\n",
       "      <td>Financial Services</td>\n",
       "      <td>0.887901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CVS</th>\n",
       "      <td>Healthcare</td>\n",
       "      <td>0.500982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SPG</th>\n",
       "      <td>Real Estate</td>\n",
       "      <td>1.603948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SO</th>\n",
       "      <td>Utilities</td>\n",
       "      <td>0.463921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMCSA</th>\n",
       "      <td>Communication Services</td>\n",
       "      <td>0.972075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GM</th>\n",
       "      <td>Consumer Cyclical</td>\n",
       "      <td>1.597925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COST</th>\n",
       "      <td>Consumer Defensive</td>\n",
       "      <td>0.846259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OXY</th>\n",
       "      <td>Energy</td>\n",
       "      <td>2.251813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JPM</th>\n",
       "      <td>Financial Services</td>\n",
       "      <td>1.315671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABBV</th>\n",
       "      <td>Healthcare</td>\n",
       "      <td>1.093617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GOOG</th>\n",
       "      <td>Communication Services</td>\n",
       "      <td>1.318910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOW</th>\n",
       "      <td>Consumer Cyclical</td>\n",
       "      <td>1.674566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AXP</th>\n",
       "      <td>Financial Services</td>\n",
       "      <td>1.436767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BAC</th>\n",
       "      <td>Financial Services</td>\n",
       "      <td>1.731765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PYPL</th>\n",
       "      <td>Financial Services</td>\n",
       "      <td>1.749432</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Industry    Points\n",
       "VZ     Communication Services  0.213813\n",
       "AMZN        Consumer Cyclical  1.445313\n",
       "PEP        Consumer Defensive  0.424577\n",
       "SLB                    Energy  1.653926\n",
       "BK         Financial Services  0.887901\n",
       "CVS                Healthcare  0.500982\n",
       "SPG               Real Estate  1.603948\n",
       "SO                  Utilities  0.463921\n",
       "CMCSA  Communication Services  0.972075\n",
       "GM          Consumer Cyclical  1.597925\n",
       "COST       Consumer Defensive  0.846259\n",
       "OXY                    Energy  2.251813\n",
       "JPM        Financial Services  1.315671\n",
       "ABBV               Healthcare  1.093617\n",
       "GOOG   Communication Services  1.318910\n",
       "LOW         Consumer Cyclical  1.674566\n",
       "AXP        Financial Services  1.436767\n",
       "BAC        Financial Services  1.731765\n",
       "PYPL       Financial Services  1.749432"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "industry_list = ['Basic Materials', 'Communication Services', 'Consumer Cyclical', 'Consumer Defensive', 'Energy',\n",
    "                'Financial Services', 'Healthcare', 'Industrials', 'Real Estate', 'Utilities'] # not including Technology\n",
    "list_of_points_df_by_industry = []\n",
    "\n",
    "# DIVERSIFICATION FUNCTION\n",
    "def industry_dataframes(total_points_df, industry_name):\n",
    "    ''' \n",
    "    Params:\n",
    "        df (DataFrame): DataFrame with the industries and points, where tickers are the index.\n",
    "        industry (Str): Industry in which the random drawing will take place\n",
    "    '''\n",
    "    \n",
    "    industry_df = total_points_df[total_points_df.Industry == industry_name]\n",
    "\n",
    "    return industry_df\n",
    "\n",
    "for industry in industry_list:\n",
    "    list_of_points_df_by_industry.append(industry_dataframes(total_points, industry))\n",
    "\n",
    "new_points = pd.DataFrame()\n",
    "\n",
    "#NUMBER OF STOCKS IN THE PORTFOLIO\n",
    "num_of_stocks_to_add = min(len(USDStocks), 20) #min() is in case we're given less than 20 working stocks\n",
    "\n",
    "while num_of_stocks_to_add > 0:\n",
    "    for i in range(len(list_of_points_df_by_industry)):\n",
    "        #ignore empty dataframes, and only add if we haven't reached max portfolio limit\n",
    "        if list_of_points_df_by_industry[i].shape[0] != 0 and num_of_stocks_to_add > 0:\n",
    "            #print(list_of_points_df_by_industry[i])\n",
    "            #get index of stock with smallest points that we are going to append to new dataframe\n",
    "            index = list_of_points_df_by_industry[i].index[list_of_points_df_by_industry[i].Points == list_of_points_df_by_industry[i].min()['Points']].tolist()[0]\n",
    "\n",
    "            new_points = new_points.append(list_of_points_df_by_industry[i].loc[index])\n",
    "            \n",
    "            num_of_stocks_to_add -= 1\n",
    "\n",
    "            #drop row we just added, so we don't accidently re-add it the next time we iterate\n",
    "            list_of_points_df_by_industry[i] = list_of_points_df_by_industry[i].drop(labels=index)\n",
    "\n",
    "new_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Industry</th>\n",
       "      <th>Points</th>\n",
       "      <th>Weighting</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>VZ</th>\n",
       "      <td>Communication Services</td>\n",
       "      <td>0.213813</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PEP</th>\n",
       "      <td>Consumer Defensive</td>\n",
       "      <td>0.424577</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SO</th>\n",
       "      <td>Utilities</td>\n",
       "      <td>0.463921</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CVS</th>\n",
       "      <td>Healthcare</td>\n",
       "      <td>0.500982</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COST</th>\n",
       "      <td>Consumer Defensive</td>\n",
       "      <td>0.846259</td>\n",
       "      <td>0</td>\n",
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       "      <th>CMCSA</th>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABBV</th>\n",
       "      <td>Healthcare</td>\n",
       "      <td>1.093617</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JPM</th>\n",
       "      <td>Financial Services</td>\n",
       "      <td>1.315671</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GOOG</th>\n",
       "      <td>Communication Services</td>\n",
       "      <td>1.318910</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AXP</th>\n",
       "      <td>Financial Services</td>\n",
       "      <td>1.436767</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMZN</th>\n",
       "      <td>Consumer Cyclical</td>\n",
       "      <td>1.445313</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GM</th>\n",
       "      <td>Consumer Cyclical</td>\n",
       "      <td>1.597925</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SPG</th>\n",
       "      <td>Real Estate</td>\n",
       "      <td>1.603948</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLB</th>\n",
       "      <td>Energy</td>\n",
       "      <td>1.653926</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOW</th>\n",
       "      <td>Consumer Cyclical</td>\n",
       "      <td>1.674566</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BAC</th>\n",
       "      <td>Financial Services</td>\n",
       "      <td>1.731765</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PYPL</th>\n",
       "      <td>Financial Services</td>\n",
       "      <td>1.749432</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OXY</th>\n",
       "      <td>Energy</td>\n",
       "      <td>2.251813</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Industry    Points  Weighting\n",
       "VZ     Communication Services  0.213813          0\n",
       "PEP        Consumer Defensive  0.424577          0\n",
       "SO                  Utilities  0.463921          0\n",
       "CVS                Healthcare  0.500982          0\n",
       "COST       Consumer Defensive  0.846259          0\n",
       "BK         Financial Services  0.887901          0\n",
       "CMCSA  Communication Services  0.972075          0\n",
       "ABBV               Healthcare  1.093617          0\n",
       "JPM        Financial Services  1.315671          0\n",
       "GOOG   Communication Services  1.318910          0\n",
       "AXP        Financial Services  1.436767          0\n",
       "AMZN        Consumer Cyclical  1.445313          0\n",
       "GM          Consumer Cyclical  1.597925          0\n",
       "SPG               Real Estate  1.603948          0\n",
       "SLB                    Energy  1.653926          0\n",
       "LOW         Consumer Cyclical  1.674566          0\n",
       "BAC        Financial Services  1.731765          0\n",
       "PYPL       Financial Services  1.749432          0\n",
       "OXY                    Energy  2.251813          0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#WEIGHTING METHOD\n",
    "sorted_points = new_points.sort_values(by=['Points'])\n",
    "sorted_points\n",
    "\n",
    "num_stocks = min(len(USDStocks), 20)\n",
    "sorted_points['Weighting'] = 0 \n",
    "\n",
    "sorted_points   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kklhuang/opt/anaconda3/lib/python3.8/site-packages/pandas/core/indexing.py:1720: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._setitem_single_column(loc, value, pi)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Industry</th>\n",
       "      <th>Points</th>\n",
       "      <th>Weighting</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>VZ</th>\n",
       "      <td>Communication Services</td>\n",
       "      <td>0.213813</td>\n",
       "      <td>0.100000</td>\n",
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       "      <th>PEP</th>\n",
       "      <td>Consumer Defensive</td>\n",
       "      <td>0.424577</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SO</th>\n",
       "      <td>Utilities</td>\n",
       "      <td>0.463921</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CVS</th>\n",
       "      <td>Healthcare</td>\n",
       "      <td>0.500982</td>\n",
       "      <td>0.058333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COST</th>\n",
       "      <td>Consumer Defensive</td>\n",
       "      <td>0.846259</td>\n",
       "      <td>0.058333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BK</th>\n",
       "      <td>Financial Services</td>\n",
       "      <td>0.887901</td>\n",
       "      <td>0.058333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMCSA</th>\n",
       "      <td>Communication Services</td>\n",
       "      <td>0.972075</td>\n",
       "      <td>0.058333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABBV</th>\n",
       "      <td>Healthcare</td>\n",
       "      <td>1.093617</td>\n",
       "      <td>0.058333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JPM</th>\n",
       "      <td>Financial Services</td>\n",
       "      <td>1.315671</td>\n",
       "      <td>0.058333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GOOG</th>\n",
       "      <td>Communication Services</td>\n",
       "      <td>1.318910</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AXP</th>\n",
       "      <td>Financial Services</td>\n",
       "      <td>1.436767</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMZN</th>\n",
       "      <td>Consumer Cyclical</td>\n",
       "      <td>1.445313</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GM</th>\n",
       "      <td>Consumer Cyclical</td>\n",
       "      <td>1.597925</td>\n",
       "      <td>0.050000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SPG</th>\n",
       "      <td>Real Estate</td>\n",
       "      <td>1.603948</td>\n",
       "      <td>0.050000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SLB</th>\n",
       "      <td>Energy</td>\n",
       "      <td>1.653926</td>\n",
       "      <td>0.050000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Industry    Points  Weighting\n",
       "VZ     Communication Services  0.213813   0.100000\n",
       "PEP        Consumer Defensive  0.424577   0.100000\n",
       "SO                  Utilities  0.463921   0.100000\n",
       "CVS                Healthcare  0.500982   0.058333\n",
       "COST       Consumer Defensive  0.846259   0.058333\n",
       "BK         Financial Services  0.887901   0.058333\n",
       "CMCSA  Communication Services  0.972075   0.058333\n",
       "ABBV               Healthcare  1.093617   0.058333\n",
       "JPM        Financial Services  1.315671   0.058333\n",
       "GOOG   Communication Services  1.318910   0.066667\n",
       "AXP        Financial Services  1.436767   0.066667\n",
       "AMZN        Consumer Cyclical  1.445313   0.066667\n",
       "GM          Consumer Cyclical  1.597925   0.050000\n",
       "SPG               Real Estate  1.603948   0.050000\n",
       "SLB                    Energy  1.653926   0.050000"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# tiered weighting, with t1 being the tier with the stocks that have the least amount of points\n",
    "t1_pct = 0.3\n",
    "t2_pct = 0.35\n",
    "t3_pct = 0.2\n",
    "t4_pct = 0.15\n",
    "\n",
    "# setting the weights for all the stocks depending on the number of stocks in our portfolio \n",
    "# we're also picking a set number of stocks for our portfolio depending on our filtered list of stocks (so that we know we will meet the weighting requirements)\n",
    "\n",
    "if (len(sorted_points) < 15):\n",
    "    sorted_points = sorted_points.head(10)\n",
    "    \n",
    "    sorted_points.iloc[0, 2] = t1_pct / 2\n",
    "    sorted_points.iloc[1, 2] = t1_pct / 2\n",
    "    \n",
    "    sorted_points.iloc[2, 2] = t2_pct / 4\n",
    "    sorted_points.iloc[3, 2] = t2_pct / 4\n",
    "    sorted_points.iloc[4, 2] = t2_pct / 4\n",
    "    sorted_points.iloc[5, 2] = t2_pct / 4\n",
    "    \n",
    "    sorted_points.iloc[6, 2] = t3_pct / 2\n",
    "    sorted_points.iloc[7, 2] = t3_pct / 2\n",
    "    \n",
    "    sorted_points.iloc[8, 2] = t4_pct / 2\n",
    "    sorted_points.iloc[9, 2] = t4_pct / 2\n",
    "    \n",
    "elif ((len(sorted_points) >= 15) and (len(sorted_points) < 20)):\n",
    "    sorted_points = sorted_points.head(15)\n",
    "    \n",
    "    sorted_points.iloc[0, 2] = t1_pct / 3\n",
    "    sorted_points.iloc[1, 2] = t1_pct / 3\n",
    "    sorted_points.iloc[2, 2] = t1_pct / 3\n",
    "    \n",
    "    sorted_points.iloc[3, 2] = t2_pct / 6\n",
    "    sorted_points.iloc[4, 2] = t2_pct / 6\n",
    "    sorted_points.iloc[5, 2] = t2_pct / 6\n",
    "    sorted_points.iloc[6, 2] = t2_pct / 6\n",
    "    sorted_points.iloc[7, 2] = t2_pct / 6\n",
    "    sorted_points.iloc[8, 2] = t2_pct / 6\n",
    "    \n",
    "    sorted_points.iloc[9, 2] = t3_pct / 3\n",
    "    sorted_points.iloc[10, 2] = t3_pct / 3\n",
    "    sorted_points.iloc[11, 2] = t3_pct / 3\n",
    "    \n",
    "    sorted_points.iloc[12, 2] = t4_pct / 3\n",
    "    sorted_points.iloc[13, 2] = t4_pct / 3\n",
    "    sorted_points.iloc[14, 2] = t4_pct / 3\n",
    "    \n",
    "else: \n",
    "    sorted_points = sorted_points.head(20)\n",
    "    \n",
    "    sorted_points.iloc[0, 2] = t1_pct / 5\n",
    "    sorted_points.iloc[1, 2] = t1_pct / 5\n",
    "    sorted_points.iloc[2, 2] = t1_pct / 5\n",
    "    sorted_points.iloc[3, 2] = t1_pct / 5\n",
    "    sorted_points.iloc[4, 2] = t1_pct / 5\n",
    "    \n",
    "    sorted_points.iloc[5, 2] = t2_pct / 5\n",
    "    sorted_points.iloc[6, 2] = t2_pct / 5\n",
    "    sorted_points.iloc[7, 2] = t2_pct / 5\n",
    "    sorted_points.iloc[8, 2] = t2_pct / 5\n",
    "    sorted_points.iloc[9, 2] = t2_pct / 5\n",
    "    \n",
    "    sorted_points.iloc[10, 2] = t3_pct / 5\n",
    "    sorted_points.iloc[11, 2] = t3_pct / 5\n",
    "    sorted_points.iloc[12, 2] = t3_pct / 5\n",
    "    sorted_points.iloc[13, 2] = t3_pct / 5\n",
    "    sorted_points.iloc[14, 2] = t3_pct / 5\n",
    "    \n",
    "    sorted_points.iloc[15, 2] = t4_pct / 5\n",
    "    sorted_points.iloc[16, 2] = t4_pct / 5\n",
    "    sorted_points.iloc[17, 2] = t4_pct / 5\n",
    "    sorted_points.iloc[18, 2] = t4_pct / 5\n",
    "    sorted_points.iloc[19, 2] = t4_pct / 5\n",
    "    \n",
    "sorted_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-18-3c08b4378ce0>:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  FinalPortfolio['Value'] = FinalPortfolio['Weighting']*money\n",
      "<ipython-input-18-3c08b4378ce0>:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  FinalPortfolio['Price'] = 0 #dummy value\n",
      "/Users/kklhuang/opt/anaconda3/lib/python3.8/site-packages/pandas/core/indexing.py:1720: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._setitem_single_column(loc, value, pi)\n",
      "<ipython-input-18-3c08b4378ce0>:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  FinalPortfolio['Shares'] = FinalPortfolio['Value'] / FinalPortfolio['Price']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ticker</th>\n",
       "      <th>Price</th>\n",
       "      <th>Shares</th>\n",
       "      <th>Value</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>VZ</td>\n",
       "      <td>51.370</td>\n",
       "      <td>194.666148</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PEP</td>\n",
       "      <td>163.770</td>\n",
       "      <td>61.061244</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SO</td>\n",
       "      <td>62.680</td>\n",
       "      <td>159.540523</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVS</td>\n",
       "      <td>91.290</td>\n",
       "      <td>63.898930</td>\n",
       "      <td>5833.333333</td>\n",
       "      <td>0.058333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>COST</td>\n",
       "      <td>530.760</td>\n",
       "      <td>10.990529</td>\n",
       "      <td>5833.333333</td>\n",
       "      <td>0.058333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>BK</td>\n",
       "      <td>55.340</td>\n",
       "      <td>105.408987</td>\n",
       "      <td>5833.333333</td>\n",
       "      <td>0.058333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CMCSA</td>\n",
       "      <td>51.895</td>\n",
       "      <td>112.406462</td>\n",
       "      <td>5833.333333</td>\n",
       "      <td>0.058333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ABBV</td>\n",
       "      <td>118.074</td>\n",
       "      <td>49.404046</td>\n",
       "      <td>5833.333333</td>\n",
       "      <td>0.058333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>JPM</td>\n",
       "      <td>158.590</td>\n",
       "      <td>36.782479</td>\n",
       "      <td>5833.333333</td>\n",
       "      <td>0.058333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>GOOG</td>\n",
       "      <td>2842.615</td>\n",
       "      <td>2.345258</td>\n",
       "      <td>6666.666667</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>AXP</td>\n",
       "      <td>155.770</td>\n",
       "      <td>42.798143</td>\n",
       "      <td>6666.666667</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>AMZN</td>\n",
       "      <td>3383.630</td>\n",
       "      <td>1.970271</td>\n",
       "      <td>6666.666667</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>GM</td>\n",
       "      <td>60.115</td>\n",
       "      <td>83.173917</td>\n",
       "      <td>5000.000000</td>\n",
       "      <td>0.050000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SPG</td>\n",
       "      <td>149.510</td>\n",
       "      <td>33.442579</td>\n",
       "      <td>5000.000000</td>\n",
       "      <td>0.050000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SLB</td>\n",
       "      <td>29.150</td>\n",
       "      <td>171.526587</td>\n",
       "      <td>5000.000000</td>\n",
       "      <td>0.050000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Ticker     Price      Shares         Value    Weight\n",
       "1      VZ    51.370  194.666148  10000.000000  0.100000\n",
       "2     PEP   163.770   61.061244  10000.000000  0.100000\n",
       "3      SO    62.680  159.540523  10000.000000  0.100000\n",
       "4     CVS    91.290   63.898930   5833.333333  0.058333\n",
       "5    COST   530.760   10.990529   5833.333333  0.058333\n",
       "6      BK    55.340  105.408987   5833.333333  0.058333\n",
       "7   CMCSA    51.895  112.406462   5833.333333  0.058333\n",
       "8    ABBV   118.074   49.404046   5833.333333  0.058333\n",
       "9     JPM   158.590   36.782479   5833.333333  0.058333\n",
       "10   GOOG  2842.615    2.345258   6666.666667  0.066667\n",
       "11    AXP   155.770   42.798143   6666.666667  0.066667\n",
       "12   AMZN  3383.630    1.970271   6666.666667  0.066667\n",
       "13     GM    60.115   83.173917   5000.000000  0.050000\n",
       "14    SPG   149.510   33.442579   5000.000000  0.050000\n",
       "15    SLB    29.150  171.526587   5000.000000  0.050000"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Function to return the final list of stocks for the final portfolio\n",
    "def buy_stocks(points_df):\n",
    "    money = 100000\n",
    "    FinalPortfolio = points_df\n",
    "    FinalPortfolio['Value'] = FinalPortfolio['Weighting']*money\n",
    "    FinalPortfolio['Price'] = 0 #dummy value\n",
    "    \n",
    "    for ticker in list(FinalPortfolio.index.values):\n",
    "        FinalPortfolio.loc[ticker, 'Price'] = stock_price[ticker]\n",
    "    \n",
    "    FinalPortfolio['Shares'] = FinalPortfolio['Value'] / FinalPortfolio['Price']\n",
    "    FinalPortfolio = FinalPortfolio.reset_index()\n",
    "    FinalPortfolio.columns = ['Ticker', 'Industry', 'Points', 'Weight', 'Value', 'Price', 'Shares']\n",
    "    FinalPortfolio.index += 1 \n",
    "    FinalPortfolio = FinalPortfolio[['Ticker', 'Price', 'Shares', 'Value', 'Weight']]\n",
    "    return FinalPortfolio\n",
    "    \n",
    "FinalPortfolio = buy_stocks(sorted_points)\n",
    "FinalPortfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "Stocks = FinalPortfolio[['Ticker', 'Shares']]\n",
    "Stocks.to_csv('Stocks_Group_14.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contribution Declaration\n",
    "\n",
    "The following team members made a meaningful contribution to this assignment:\n",
    "\n",
    "Insert Names Here.\n",
    "\n",
    "Fahim Ahmed, Karen Huang, Armaan Jain"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color='red'>\n",
    "    After receiving the finalized ticker list, we realized there were a few cases that we didn't cover in our initial code and so we made a few changes. First of all, we now have filters to get rid of duplicate tickers. This way, each ticker will be judged equally, and we'll be able to make a proper portfolio with unique stocks. Another issue we ran into was analyzing stocks that might not have had existant 'stock.info' information. For instance, some stocks don't have a \"sector\" or \"currentPrice\". Since we used these pieces of information in our filtering system, we removed any stocks that didn't have these pieces of information so that we didn't consider non-existant values. Finally, we just made a small modification with where we removed stocks in the \"Technology\" sector. We already previously decided that we didn't want to include stocks in the technology sector, but we just changed our code so that the filtering of this was done earlier. This just makes our later filtering process more efficient since we have a more focused group of stocks to work with. \n",
    "    </font> "
   ]
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